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C7-C2-R4-R1 active-slot consistency and anchor-connected projection

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  1. .gitattributes +3 -0
  2. WaveCleanLDM/C7C2R4R1_AnchorProjection/latest/C7C2R4R1_AnchorConnected_ATLAS_Article.pdf +3 -0
  3. WaveCleanLDM/C7C2R4R1_AnchorProjection/latest/C7C2R4R1_AnchorConnected_ATLAS_Article.png +3 -0
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  6. WaveCleanLDM/C7C2R4R1_AnchorProjection/latest/C7C2R4R1_RELEASE_DECISION.json +175 -0
  7. WaveCleanLDM/C7C2R4R1_AnchorProjection/latest/C7C2R4R1_RELEASE_MANIFEST.json +59 -0
  8. WaveCleanLDM/C7C2R4R1_AnchorProjection/latest/C7C2R4R1_SELECTED_POLICY.json +27 -0
  9. WaveCleanLDM/C7C2R4R1_AnchorProjection/latest/C7C2R4R1_packet_invariance.csv +65 -0
  10. WaveCleanLDM/C7C2R4R1_AnchorProjection/latest/C7C2R4R1_real_ATLAS_projection_audit.csv +1001 -0
  11. WaveCleanLDM/C7C2R4R1_AnchorProjection/latest/C7C2R4R1_real_NDBC_consensus_count.csv +97 -0
  12. WaveCleanLDM/C7C2R4R1_AnchorProjection/latest/C7C2R4R1_stage1_activity_search.csv +19 -0
  13. WaveCleanLDM/C7C2R4R1_AnchorProjection/latest/C7C2R4R1_stage2_connectivity_search.csv +13 -0
  14. WaveCleanLDM/C7C2R4R1_AnchorProjection/latest/CNN_AnchorConnectedPolicy_C7C2R4R1.pt +3 -0
  15. WaveCleanLDM/C7C2R4R1_AnchorProjection/latest/PACKAGE.pt +3 -0
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+ "next_if_fail": "Train one small anchor/count repair head only. Do not retrain CNN backbones, packet codec or LDM Foundation."
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986
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987
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988
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989
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990
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991
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992
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993
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994
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995
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996
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997
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998
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999
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1001
+ 999,10.0,10.0,0.0,0.9928301332391822,0.9928301332391822,0.0,1,1,1.0,0.0,0.0,0.0
WaveCleanLDM/C7C2R4R1_AnchorProjection/latest/C7C2R4R1_real_NDBC_consensus_count.csv ADDED
@@ -0,0 +1,97 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ sample_index,station,timestamp,predicted_object_count,consensus_object_count,count_error,undercount,single_object,union_identity_error
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+ 0,44013,2023-01-01T00:06:00,2,2,0,0.0,0.0,0.0
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83
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84
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87
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88
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89
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90
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91
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92
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93
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94
+ 92,51001,2023-10-17T04:10:00,2,2,0,0.0,0.0,0.0
95
+ 93,51001,2023-11-09T08:40:00,2,2,0,0.0,0.0,0.0
96
+ 94,51001,2023-12-02T18:40:00,2,3,1,1.0,0.0,0.0
97
+ 95,51001,2023-12-31T23:40:00,2,1,1,0.0,0.0,0.0
WaveCleanLDM/C7C2R4R1_AnchorProjection/latest/C7C2R4R1_stage1_activity_search.csv ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ policy_index,worst_fold_penalty,mean_objective,policy
2
+ 4,5.324999999999999,1.9697654891241014,"{""score_threshold"": 0.42, ""mass_threshold"": 0.06, ""anchor_threshold"": 0.04, ""force_distinct_anchors"": true, ""connectivity_iterations"": 2, ""neighbor_strength"": 0.35, ""anchor_strength"": 0.25, ""island_energy_fraction"": 0.015}"
3
+ 8,5.324999999999999,1.9697654891241014,"{""score_threshold"": 0.5, ""mass_threshold"": 0.06, ""anchor_threshold"": 0.024, ""force_distinct_anchors"": true, ""connectivity_iterations"": 2, ""neighbor_strength"": 0.35, ""anchor_strength"": 0.25, ""island_energy_fraction"": 0.015}"
4
+ 12,5.324999999999999,1.9697654891241014,"{""score_threshold"": 0.58, ""mass_threshold"": 0.06, ""anchor_threshold"": 0.006, ""force_distinct_anchors"": true, ""connectivity_iterations"": 2, ""neighbor_strength"": 0.35, ""anchor_strength"": 0.25, ""island_energy_fraction"": 0.015}"
5
+ 17,5.324999999999999,1.9697654891241014,"{""score_threshold"": 0.66, ""mass_threshold"": 0.06, ""anchor_threshold"": 0.04, ""force_distinct_anchors"": true, ""connectivity_iterations"": 2, ""neighbor_strength"": 0.35, ""anchor_strength"": 0.25, ""island_energy_fraction"": 0.015}"
6
+ 0,5.324999999999999,1.969765488945986,"{""score_threshold"": 0.42, ""mass_threshold"": 0.015, ""anchor_threshold"": 0.006, ""force_distinct_anchors"": true, ""connectivity_iterations"": 2, ""neighbor_strength"": 0.35, ""anchor_strength"": 0.25, ""island_energy_fraction"": 0.015}"
7
+ 1,5.324999999999999,1.969765488945986,"{""score_threshold"": 0.42, ""mass_threshold"": 0.025, ""anchor_threshold"": 0.006, ""force_distinct_anchors"": true, ""connectivity_iterations"": 2, ""neighbor_strength"": 0.35, ""anchor_strength"": 0.25, ""island_energy_fraction"": 0.015}"
8
+ 2,5.324999999999999,1.969765488945986,"{""score_threshold"": 0.42, ""mass_threshold"": 0.025, ""anchor_threshold"": 0.04, ""force_distinct_anchors"": true, ""connectivity_iterations"": 2, ""neighbor_strength"": 0.35, ""anchor_strength"": 0.25, ""island_energy_fraction"": 0.015}"
9
+ 3,5.324999999999999,1.969765488945986,"{""score_threshold"": 0.42, ""mass_threshold"": 0.04, ""anchor_threshold"": 0.04, ""force_distinct_anchors"": true, ""connectivity_iterations"": 2, ""neighbor_strength"": 0.35, ""anchor_strength"": 0.25, ""island_energy_fraction"": 0.015}"
10
+ 5,5.324999999999999,1.969765488945986,"{""score_threshold"": 0.5, ""mass_threshold"": 0.015, ""anchor_threshold"": 0.04, ""force_distinct_anchors"": true, ""connectivity_iterations"": 2, ""neighbor_strength"": 0.35, ""anchor_strength"": 0.25, ""island_energy_fraction"": 0.015}"
11
+ 6,5.324999999999999,1.969765488945986,"{""score_threshold"": 0.5, ""mass_threshold"": 0.025, ""anchor_threshold"": 0.024, ""force_distinct_anchors"": true, ""connectivity_iterations"": 2, ""neighbor_strength"": 0.35, ""anchor_strength"": 0.25, ""island_energy_fraction"": 0.015}"
12
+ 7,5.324999999999999,1.969765488945986,"{""score_threshold"": 0.5, ""mass_threshold"": 0.04, ""anchor_threshold"": 0.024, ""force_distinct_anchors"": true, ""connectivity_iterations"": 2, ""neighbor_strength"": 0.35, ""anchor_strength"": 0.25, ""island_energy_fraction"": 0.015}"
13
+ 9,5.324999999999999,1.969765488945986,"{""score_threshold"": 0.58, ""mass_threshold"": 0.015, ""anchor_threshold"": 0.012, ""force_distinct_anchors"": true, ""connectivity_iterations"": 2, ""neighbor_strength"": 0.35, ""anchor_strength"": 0.25, ""island_energy_fraction"": 0.015}"
14
+ 10,5.324999999999999,1.969765488945986,"{""score_threshold"": 0.58, ""mass_threshold"": 0.025, ""anchor_threshold"": 0.012, ""force_distinct_anchors"": true, ""connectivity_iterations"": 2, ""neighbor_strength"": 0.35, ""anchor_strength"": 0.25, ""island_energy_fraction"": 0.015}"
15
+ 11,5.324999999999999,1.969765488945986,"{""score_threshold"": 0.58, ""mass_threshold"": 0.04, ""anchor_threshold"": 0.012, ""force_distinct_anchors"": true, ""connectivity_iterations"": 2, ""neighbor_strength"": 0.35, ""anchor_strength"": 0.25, ""island_energy_fraction"": 0.015}"
16
+ 13,5.324999999999999,1.969765488945986,"{""score_threshold"": 0.66, ""mass_threshold"": 0.015, ""anchor_threshold"": 0.006, ""force_distinct_anchors"": true, ""connectivity_iterations"": 2, ""neighbor_strength"": 0.35, ""anchor_strength"": 0.25, ""island_energy_fraction"": 0.015}"
17
+ 14,5.324999999999999,1.969765488945986,"{""score_threshold"": 0.66, ""mass_threshold"": 0.025, ""anchor_threshold"": 0.006, ""force_distinct_anchors"": true, ""connectivity_iterations"": 2, ""neighbor_strength"": 0.35, ""anchor_strength"": 0.25, ""island_energy_fraction"": 0.015}"
18
+ 15,5.324999999999999,1.969765488945986,"{""score_threshold"": 0.66, ""mass_threshold"": 0.04, ""anchor_threshold"": 0.006, ""force_distinct_anchors"": true, ""connectivity_iterations"": 2, ""neighbor_strength"": 0.35, ""anchor_strength"": 0.25, ""island_energy_fraction"": 0.015}"
19
+ 16,5.324999999999999,1.969765488945986,"{""score_threshold"": 0.66, ""mass_threshold"": 0.04, ""anchor_threshold"": 0.04, ""force_distinct_anchors"": true, ""connectivity_iterations"": 2, ""neighbor_strength"": 0.35, ""anchor_strength"": 0.25, ""island_energy_fraction"": 0.015}"
WaveCleanLDM/C7C2R4R1_AnchorProjection/latest/C7C2R4R1_stage2_connectivity_search.csv ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ policy_index,worst_fold_penalty,mean_penalty,mean_objective,policy,fold_summaries
2
+ 11,3.1499999999999995,3.1125,2.0816980471617157,"{""score_threshold"": 0.58, ""mass_threshold"": 0.06, ""anchor_threshold"": 0.006, ""force_distinct_anchors"": true, ""connectivity_iterations"": 6, ""neighbor_strength"": 1.1, ""anchor_strength"": 0.85, ""island_energy_fraction"": 0.03}","[{""component_energy_retention"": 0.9952013292952696, ""dominant_slot_share"": 0.9543776772916317, ""second_slot_share"": 0.038758424230965885, ""false_split_rate"": 0.075, ""mean_fragments"": 1.01875, ""largest_connected"": 0.999973062587539, ""slot_purity"": 0.9342084523381986, ""count_MAE"": 0.8125, ""undercount_rate"": 0.0375, ""three_system_count_MAE"": 0.5}, {""component_energy_retention"": 0.9953023768331934, ""dominant_slot_share"": 0.9592506267130375, ""second_slot_share"": 0.03224758921767586, ""false_split_rate"": 0.04375, ""mean_fragments"": 1.025, ""largest_connected"": 0.9999692668728797, ""slot_purity"": 0.9284812304365995, ""count_MAE"": 0.825, ""undercount_rate"": 0.0375, ""three_system_count_MAE"": 0.4}]"
3
+ 6,3.1499999999999995,3.1125,2.0642391858725007,"{""score_threshold"": 0.5, ""mass_threshold"": 0.06, ""anchor_threshold"": 0.024, ""force_distinct_anchors"": true, ""connectivity_iterations"": 4, ""neighbor_strength"": 1.1, ""anchor_strength"": 0.85, ""island_energy_fraction"": 0.006}","[{""component_energy_retention"": 0.9952013291666135, ""dominant_slot_share"": 0.9503843290731311, ""second_slot_share"": 0.04168947216256828, ""false_split_rate"": 0.08125, ""mean_fragments"": 1.025, ""largest_connected"": 0.9999690308811429, ""slot_purity"": 0.9275280061693169, ""count_MAE"": 0.8125, ""undercount_rate"": 0.0375, ""three_system_count_MAE"": 0.5}, {""component_energy_retention"": 0.9953023787564884, ""dominant_slot_share"": 0.9575071215629578, ""second_slot_share"": 0.034512309751679425, ""false_split_rate"": 0.05625, ""mean_fragments"": 1.025, ""largest_connected"": 0.9999692668728797, ""slot_purity"": 0.925944515000964, ""count_MAE"": 0.825, ""undercount_rate"": 0.0375, ""three_system_count_MAE"": 0.4}]"
4
+ 2,3.2250000000000005,3.1875,2.0780171032858448,"{""score_threshold"": 0.42, ""mass_threshold"": 0.06, ""anchor_threshold"": 0.04, ""force_distinct_anchors"": true, ""connectivity_iterations"": 4, ""neighbor_strength"": 0.7, ""anchor_strength"": 0.85, ""island_energy_fraction"": 0.03}","[{""component_energy_retention"": 0.9952013307797826, ""dominant_slot_share"": 0.9543569967150688, ""second_slot_share"": 0.038772907207918275, ""false_split_rate"": 0.075, ""mean_fragments"": 1.00625, ""largest_connected"": 0.9999790396341492, ""slot_purity"": 0.9341522560813219, ""count_MAE"": 0.825, ""undercount_rate"": 0.0375, ""three_system_count_MAE"": 0.55}, {""component_energy_retention"": 0.9953023759090416, ""dominant_slot_share"": 0.959162113443017, ""second_slot_share"": 0.03231892270038981, ""false_split_rate"": 0.04375, ""mean_fragments"": 1.025, ""largest_connected"": 0.9999692668728797, ""slot_purity"": 0.9281217786676571, ""count_MAE"": 0.8375, ""undercount_rate"": 0.0375, ""three_system_count_MAE"": 0.4}]"
5
+ 4,3.3000000000000003,3.2625,2.0667180791378232,"{""score_threshold"": 0.5, ""mass_threshold"": 0.06, ""anchor_threshold"": 0.024, ""force_distinct_anchors"": true, ""connectivity_iterations"": 2, ""neighbor_strength"": 0.35, ""anchor_strength"": 0.85, ""island_energy_fraction"": 0.015}","[{""component_energy_retention"": 0.9952013276383266, ""dominant_slot_share"": 0.9511988468468189, ""second_slot_share"": 0.04092653865881657, ""false_split_rate"": 0.08125, ""mean_fragments"": 1.0125, ""largest_connected"": 0.9999570114670471, ""slot_purity"": 0.9323419353194976, ""count_MAE"": 0.85, ""undercount_rate"": 0.0375, ""three_system_count_MAE"": 0.65}, {""component_energy_retention"": 0.9953023721353975, ""dominant_slot_share"": 0.9588755827397109, ""second_slot_share"": 0.03244227218131822, ""false_split_rate"": 0.04375, ""mean_fragments"": 1.03125, ""largest_connected"": 0.9999318307308904, ""slot_purity"": 0.9286549582228313, ""count_MAE"": 0.8375, ""undercount_rate"": 0.025, ""three_system_count_MAE"": 0.35}]"
6
+ 1,4.300000000000001,4.1,2.014660481757634,"{""score_threshold"": 0.42, ""mass_threshold"": 0.06, ""anchor_threshold"": 0.04, ""force_distinct_anchors"": true, ""connectivity_iterations"": 2, ""neighbor_strength"": 1.1, ""anchor_strength"": 0.5, ""island_energy_fraction"": 0.015}","[{""component_energy_retention"": 0.995201327535051, ""dominant_slot_share"": 0.9510766180232167, ""second_slot_share"": 0.0409863337908843, ""false_split_rate"": 0.08125, ""mean_fragments"": 1.0125, ""largest_connected"": 0.9999750751312005, ""slot_purity"": 0.9318000102533237, ""count_MAE"": 0.975, ""undercount_rate"": 0.0375, ""three_system_count_MAE"": 0.7}, {""component_energy_retention"": 0.995302374117214, ""dominant_slot_share"": 0.9591954436153174, ""second_slot_share"": 0.03230677042430559, ""false_split_rate"": 0.04375, ""mean_fragments"": 1.025, ""largest_connected"": 0.9999717671659722, ""slot_purity"": 0.9294971580079266, ""count_MAE"": 0.95, ""undercount_rate"": 0.025, ""three_system_count_MAE"": 0.45}]"
7
+ 3,4.625,4.1875,2.006142698385917,"{""score_threshold"": 0.42, ""mass_threshold"": 0.06, ""anchor_threshold"": 0.04, ""force_distinct_anchors"": true, ""connectivity_iterations"": 6, ""neighbor_strength"": 0.7, ""anchor_strength"": 0.5, ""island_energy_fraction"": 0.006}","[{""component_energy_retention"": 0.9952013252205244, ""dominant_slot_share"": 0.9501083139330149, ""second_slot_share"": 0.04180763849366077, ""false_split_rate"": 0.08125, ""mean_fragments"": 1.01875, ""largest_connected"": 0.999971028964833, ""slot_purity"": 0.928469355039086, ""count_MAE"": 0.9875, ""undercount_rate"": 0.0375, ""three_system_count_MAE"": 0.75}, {""component_energy_retention"": 0.99530237427463, ""dominant_slot_share"": 0.9568500433117151, ""second_slot_share"": 0.035159230713414806, ""false_split_rate"": 0.05625, ""mean_fragments"": 1.025, ""largest_connected"": 0.9999717671659722, ""slot_purity"": 0.9280402916413963, ""count_MAE"": 0.925, ""undercount_rate"": 0.025, ""three_system_count_MAE"": 0.4}]"
8
+ 8,4.625,4.225,2.020948231801608,"{""score_threshold"": 0.58, ""mass_threshold"": 0.06, ""anchor_threshold"": 0.006, ""force_distinct_anchors"": true, ""connectivity_iterations"": 2, ""neighbor_strength"": 0.7, ""anchor_strength"": 0.5, ""island_energy_fraction"": 0.03}","[{""component_energy_retention"": 0.9952013248234257, ""dominant_slot_share"": 0.9541401643306017, ""second_slot_share"": 0.03888094338703174, ""false_split_rate"": 0.075, ""mean_fragments"": 1.0125, ""largest_connected"": 0.9999750751312005, ""slot_purity"": 0.9352176608307361, ""count_MAE"": 0.9875, ""undercount_rate"": 0.0375, ""three_system_count_MAE"": 0.75}, {""component_energy_retention"": 0.99530237380715, ""dominant_slot_share"": 0.959089319780469, ""second_slot_share"": 0.03237767105615073, ""false_split_rate"": 0.04375, ""mean_fragments"": 1.025, ""largest_connected"": 0.9999717671659722, ""slot_purity"": 0.9294272552158354, ""count_MAE"": 0.9375, ""undercount_rate"": 0.025, ""three_system_count_MAE"": 0.4}]"
9
+ 10,4.699999999999999,4.3375,2.0059055621815203,"{""score_threshold"": 0.58, ""mass_threshold"": 0.06, ""anchor_threshold"": 0.006, ""force_distinct_anchors"": true, ""connectivity_iterations"": 6, ""neighbor_strength"": 0.35, ""anchor_strength"": 0.5, ""island_energy_fraction"": 0.015}","[{""component_energy_retention"": 0.9952013310767036, ""dominant_slot_share"": 0.9511278189718724, ""second_slot_share"": 0.04089492431616222, ""false_split_rate"": 0.08125, ""mean_fragments"": 1.01875, ""largest_connected"": 0.9999530356186028, ""slot_purity"": 0.9340405095188287, ""count_MAE"": 1.0, ""undercount_rate"": 0.0375, ""three_system_count_MAE"": 0.75}, {""component_energy_retention"": 0.9953023718985534, ""dominant_slot_share"": 0.9589917618781328, ""second_slot_share"": 0.032457822273717865, ""false_split_rate"": 0.04375, ""mean_fragments"": 1.025, ""largest_connected"": 0.9999717671659722, ""slot_purity"": 0.9298381406442657, ""count_MAE"": 0.9625, ""undercount_rate"": 0.025, ""three_system_count_MAE"": 0.45}]"
10
+ 7,4.925000000000001,4.675000000000001,1.9787195444391326,"{""score_threshold"": 0.5, ""mass_threshold"": 0.06, ""anchor_threshold"": 0.024, ""force_distinct_anchors"": true, ""connectivity_iterations"": 6, ""neighbor_strength"": 1.1, ""anchor_strength"": 0.25, ""island_energy_fraction"": 0.015}","[{""component_energy_retention"": 0.9952013327431917, ""dominant_slot_share"": 0.9511135866865515, ""second_slot_share"": 0.041228870177390096, ""false_split_rate"": 0.08125, ""mean_fragments"": 1.0125, ""largest_connected"": 0.999955339244939, ""slot_purity"": 0.9328120028777634, ""count_MAE"": 1.0375, ""undercount_rate"": 0.05, ""three_system_count_MAE"": 0.75}, {""component_energy_retention"": 0.9953023732774866, ""dominant_slot_share"": 0.9591173339635134, ""second_slot_share"": 0.032399006557058865, ""false_split_rate"": 0.04375, ""mean_fragments"": 1.025, ""largest_connected"": 0.999971762441368, ""slot_purity"": 0.929898643197153, ""count_MAE"": 1.0375, ""undercount_rate"": 0.025, ""three_system_count_MAE"": 0.5}]"
11
+ 9,5.25,4.875,1.960892028087819,"{""score_threshold"": 0.58, ""mass_threshold"": 0.06, ""anchor_threshold"": 0.006, ""force_distinct_anchors"": true, ""connectivity_iterations"": 4, ""neighbor_strength"": 0.7, ""anchor_strength"": 0.25, ""island_energy_fraction"": 0.006}","[{""component_energy_retention"": 0.9952013334307347, ""dominant_slot_share"": 0.9502164999023079, ""second_slot_share"": 0.04175983552099579, ""false_split_rate"": 0.08125, ""mean_fragments"": 1.03125, ""largest_connected"": 0.9999362892464078, ""slot_purity"": 0.9316040651060019, ""count_MAE"": 1.05, ""undercount_rate"": 0.05, ""three_system_count_MAE"": 0.8}, {""component_energy_retention"": 0.9953023750872582, ""dominant_slot_share"": 0.9569468028843403, ""second_slot_share"": 0.035377621897297665, ""false_split_rate"": 0.05625, ""mean_fragments"": 1.025, ""largest_connected"": 0.999971762441368, ""slot_purity"": 0.9294862351890202, ""count_MAE"": 1.05, ""undercount_rate"": 0.025, ""three_system_count_MAE"": 0.5}]"
12
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13
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