{"schemaVersion":1,"metadata":{"title":"Experimental MaleCNS-derived activity kernel","dataset":"male-cns:v1.0","organism":"Drosophila melanogaster (male fruit fly), NOT a parrot","releaseDate":"2026-06-08","source":"https://male-cns.janelia.org/download/","license":"https://creativecommons.org/licenses/by/4.0/","attribution":"MaleCNS v1.0, Janelia / FlyEM and collaborators; CC BY 4.0.","manifestSha256":"a1910bc6373d28b9c7e3b0420a0017d44d18d337a544e8b1fdd1bcb5708ff7ff","sources":[{"file":"body-annotations-male-cns-v1.0-minconf-0.5.feather","bytes":14483314,"sha256":"2177e246113e4cfbf1e7772ec37c6da1955ff22e8063d0b1f833101f99a9a3b2","url":"https://storage.googleapis.com/flyem-male-cns/v1.0/connectome-data/flat-connectome/body-annotations-male-cns-v1.0-minconf-0.5.feather?generation=1780494878811468","generation":"1780494878811468","md5Base64":"UKdxh3DFciDxYLpPQxq4ng==","sha256VerifiedAtExtraction":true},{"file":"body-neurotransmitters-male-cns-v1.0.feather","bytes":43282834,"sha256":"95c9289220663abeb3409f3ad9e5a7f8a53f8093f5139d15502cd08da8879621","url":"https://storage.googleapis.com/flyem-male-cns/v1.0/connectome-data/flat-connectome/body-neurotransmitters-male-cns-v1.0.feather?generation=1780894899156750","generation":"1780894899156750","md5Base64":"PYQrEv5cSe763lKNfdJKHw==","sha256VerifiedAtExtraction":true},{"file":"connectome-weights-male-cns-v1.0-minconf-0.5.feather","bytes":1051241946,"sha256":"e35da783d1c686b2b58b3b87cd6a403ae43bfcfba8bff28e08ef752c1a56afc1","url":"https://storage.googleapis.com/flyem-male-cns/v1.0/connectome-data/flat-connectome/connectome-weights-male-cns-v1.0-minconf-0.5.feather?generation=1780494887545976","generation":"1780494887545976","md5Base64":"8w6dzKJc/QIb8eez2XVZng==","sha256VerifiedAtExtraction":true}],"selection":{"algorithm":"pet-kernel-v1","randomSampling":false,"eligible":"status == Traced; superclass in descending_neuron, vnc_intrinsic, vnc_motor","anchors":"12 descending per somaSide L/R ranked by outgoing synapses to eligible VNC nodes; 8 vnc_motor per side ranked by incoming synapses from all eligible nodes","neighbors":"Fill to 224 by descending (synapses to anchors + from anchors + 2 * min(to, from)); ties always ascending numeric original body ID","edges":"Original directed induced pairs, including self pairs if present; keep top 4000 by descending original weight then ascending pre/post IDs; remove isolated nodes; final nodes/edges sorted by numeric IDs","minimumOriginalWeight":1,"maxNodes":224,"maxEdges":4000,"eligibleNodeCount":15173,"anchorCount":40,"inducedEdgesBeforeCap":7174,"retainedNodeCount":224,"retainedEdgeCount":4000,"retainedSynapseCount":194469,"superclassCounts":{"descending_neuron":80,"vnc_intrinsic":122,"vnc_motor":22},"ntCounts":{"acetylcholine":122,"gaba":52,"glutamate":33,"unknown":17},"largestStronglyConnectedComponent":201,"recurrentComponentCount":2},"toyModel":{"name":"Dimensionless leaky integrate-and-fire with adaptation","membraneTauSeconds":0.12,"synapseTraceTauSeconds":0.14,"adaptationTauSeconds":1.1,"adaptationPerSpike":0.55,"refractorySeconds":0.075,"spikeThreshold":1,"resetVoltage":0,"baselineCurrent":0.08,"normalizedSynapticGain":12,"stimulusCurrentGain":3.5,"stimulusTauSeconds":0.85,"maxStimulus":4,"backgroundPulseRatePerSourcePerSecond":0.1,"backgroundPulseAmplitude":3.4,"backgroundTauSeconds":0.2,"readoutTauSeconds":0.4,"readoutRateAtOneSpikesPerCellPerSecond":2,"noise":"xorshift32, one draw per source per fixed tick; same seed and fixed-tick input schedule reproduce activity","signs":{"acetylcholine":1,"gaba":-1,"allOtherLabels":0},"driveModes":{"default":"spontaneous","spontaneous":"Original seeded random source pulses and baseline current remain enabled for standalone/backward-compatible use; held sensor currents can also be supplied.","environment":"Zero baseline current and no random source pulses or PRNG draws; only held sensor currents, optional explicit stimulate(), and the resulting recurrent graph activity.","sensorFrame":"setSensoryInput(frame) replaces all nine channels; omitted keys become zero. Known keys only, finite values in [0,1]. Values persist until the next frame; no timer or periodic stimulation.","projection":"Add value * channel gain as dimensionless current at listed sourceIndices before LIF integration. These arbitrary artificial ports are NOT identified fly receptors or decoded parrot functions.","portRules":{"foodCue":{"ranks":[0,1,2,4],"gain":4},"waterCue":{"ranks":[5,6,9,10],"gain":4},"novelty":{"gain":3.8},"light":{"gain":1.4},"obstacleLeft":{"side":"L","gain":5},"obstacleRight":{"side":"R","gain":5},"touch":{"gain":2.5},"grounded":{"gain":0.15},"fatigue":{"gain":-2}},"ports":{"foodCue":{"indices":[65,22,3,2],"gain":4},"waterCue":{"indices":[0,1,25,10],"gain":4},"novelty":{"indices":[65,22,3,30,2,0,1,78,50,25,10,72,41,42,37,18],"gain":3.8},"light":{"indices":[65,22,3,30,2,0,1,78,50,25,10,72,41,42,37,18],"gain":1.4},"obstacleLeft":{"indices":[22,30,2,0,10,42,37,18],"gain":5},"obstacleRight":{"indices":[65,3,1,78,50,25,72,41],"gain":5},"touch":{"indices":[65,22,3,30,2,0,1,78,50,25,10,72,41,42,37,18],"gain":2.5},"grounded":{"indices":[65,22,3,30,2,0,1,78,50,25,10,72,41,42,37,18],"gain":0.15},"fatigue":{"indices":[65,22,3,30,2,0,1,78,50,25,10,72,41,42,37,18],"gain":-2}},"portRuleDetails":"Ranks index the deterministic sourceIndices order, modulo source count for smaller custom graphs, deduplicated. Side ports select retained sources with matching somaSide, or all sources when a custom graph lacks that side. Channels without ranks/side reach all sources.","fatigue":"Negative current on the same artificial source ports, not a decoded sleep pathway."},"snapshot":{"recommendedPollingHz":5,"indexing":"rates and spikes use the exact nodes array order; label with id, type, superclass and somaSide","rates":"Float32Array of actual per-cell spike events exponentially smoothed over 0.4 seconds, divided by 2 spikes/second and clipped to [0,1]; display scale, not measured biological firing rates","spikes":"Uint8Array: 1 when the cell fired within the preceding 24 simulation ticks (0.2 simulated seconds), otherwise 0; a recent-event indicator, not an instantaneous spike","stepCount":"Completed fixed 1/120-second simulation steps, excluding discarded catch-up time","signals":"activity, left, right exactly match the current step() result","sensors":"Copied complete held nine-channel sensor frame, not inferred or decoded neural values","driveMode":"spontaneous or environment, reporting the actual constructor-selected input mode","readSemantics":"Defensive array copies; reading never advances simulation or consumes events; parent may poll at 5 Hz without affecting dynamics"}},"assumptions":["This is a heavily selected structural fly subgraph, not a validated biological simulation, whole fly brain, learned intelligence, or parrot brain.","Original edge weights are positive integer synapse counts, not measured physiological strengths or signed conductances.","Runtime uses weight / sum(all retained incoming counts at target); discarded connections and missing cells alter dynamics.","Toy transmitter signs: acetylcholine +1, gaba -1; glutamate, histamine, modulators, unclear and missing labels 0 (neutral). Receptors and true effects are unknown; glutamate is NOT assumed uniformly inhibitory.","Fixed 1/120-second dimensionless LIF with arbitrary leak, refractory period, adaptation, delays, seeded spontaneous pulses and user-stimulus decay. These timings and gains are animation design choices, not measured physiology.","consensusNt preserves original consensus labels (null if missing); nt maps unclear/missing to explicit unknown.","Stimulation is artificial input to up to 16 retained known-acetylcholine descending nodes ranked by retained outgoing synapses, ties by numeric ID.","Activity is a smoothed spike-derived toy readout; left/right are somaSide-grouped retained VNC motor readouts, not verified lateral motor commands.","Mapping these three signals to a bird's exploration, head and perch movement is hand-authored UI behavior, not inferred cross-species motor control.","Feeding, hydration, mood and sleep are separate hand-authored care states, not decoded neuron functions; their interactions may apply artificial graph stimulation.","Seeded spontaneous source pulses are synthetic background drive, not recordings or fitted biological noise.","The preceding spontaneous-noise description applies only to the default spontaneous mode. In environment mode there is no baseline current and no autonomous random pulse generation.","Environment inputs foodCue, waterCue, novelty, light, obstacleLeft, obstacleRight, touch, grounded and fatigue are hand-authored scene/care measurements projected continuously into arbitrary retained descending-node input ports. They are not biological receptor annotations or validated sensory-to-motor pathways."]},"simulation":{"seed":20260911,"fixedDt":0.008333333333333333,"maxCatchUpSteps":30},"sourceIndices":[65,22,3,30,2,0,1,78,50,25,10,72,41,42,37,18],"readoutIndices":{"left":[91,96,108,116,120,122,134,135,143,177,212],"right":[89,93,117,118,126,129,142,149,153,156,205]},"nodes":[{"id":"10030","type":"pIP1","superclass":"descending_neuron","status":"Traced","somaSide":"L","consensusNt":"acetylcholine","nt":"acetylcholine"},{"id":"10038","type":"pIP1","superclass":"descending_neuron","status":"Traced","somaSide":"R","consensusNt":"acetylcholine","nt":"acetylcholine"},{"id":"10045","type":"DNg100","superclass":"descending_neuron","status":"Traced","somaSide":"L","consensusNt":"acetylcholine","nt":"acetylcholine"},{"id":"10056","type":"DNg100","superclass":"descending_neuron","status":"Traced","somaSide":"R","consensusNt":"acetylcholine","nt":"acetylcholine"},{"id":"10124","type":"DNg105","superclass":"descending_neuron","status":"Traced","somaSide":"L","consensusNt":"gaba","nt":"gaba"},{"id":"10131","type":"DNg74_a","superclass":"descending_neuron","status":"Traced","somaSide":"R","consensusNt":"gaba","nt":"gaba"},{"id":"10177","type":"DNg16","superclass":"descending_neuron","status":"Traced","somaSide":"L","consensusNt":"acetylcholine","nt":"acetylcholine"},{"id":"10192","type":"DNg75","superclass":"descending_neuron","status":"Traced","somaSide":"L","consensusNt":"acetylcholine","nt":"acetylcholine"},{"id":"10216","type":"DNge037","superclass":"descending_neuron","status":"Traced","somaSide":"R","consensusNt":"acetylcholine","nt":"acetylcholine"},{"id":"10221","type":"DNge037","superclass":"descending_neuron","status":"Traced","somaSide":"L","consensusNt":"acetylcholine","nt":"acetylcholine"},{"id":"10234","type":"DNp35","superclass":"descending_neuron","status":"Traced","somaSide":"L","consensusNt":"acetylcholine","nt":"acetylcholine"},{"id":"10247","type":"DNg74_a","superclass":"descending_neuron","status":"Traced","somaSide":"L","consensusNt":"gaba","nt":"gaba"},{"id":"10249","type":"DNp31","superclass":"descending_neuron","status":"Traced","somaSide":"L","consensusNt":"acetylcholine","nt":"acetylcholine"},{"id":"10264","type":"DNp31","superclass":"descending_neuron","status":"Traced","somaSide":"R","consensusNt":"acetylcholine","nt":"acetylcholine"},{"id":"10274","type":"DNg108","superclass":"descending_neuron","status":"Traced","somaSide":"L","consensusNt":"gaba","nt":"gaba"},{"id":"10281","type":"DNg108","superclass":"descending_neuron","status":"Traced","somaSide":"R","consensusNt":"gaba","nt":"gaba"},{"id":"10295","type":"DNg34","superclass":"descending_neuron","status":"Traced","somaSide":"L","consensusNt":"unclear","nt":"unknown"},{"id":"10296","type":"DNge054","superclass":"descending_neuron","status":"Traced","somaSide":"R","consensusNt":"gaba","nt":"gaba"},{"id":"10301","type":"DNge050","superclass":"descending_neuron","status":"Traced","somaSide":"L","consensusNt":"acetylcholine","nt":"acetylcholine"},{"id":"10377","type":"DNge054","superclass":"descending_neuron","status":"Traced","somaSide":"L","consensusNt":"gaba","nt":"gaba"},{"id":"10394","type":"DNg98","superclass":"descending_neuron","status":"Traced","somaSide":"L","consensusNt":"gaba","nt":"gaba"},{"id":"10440","type":"DNg16","superclass":"descending_neuron","status":"Traced","somaSide":"R","consensusNt":"acetylcholine","nt":"acetylcholine"},{"id":"10444","type":"DNge035","superclass":"descending_neuron","status":"Traced","somaSide":"L","consensusNt":"acetylcholine","nt":"acetylcholine"},{"id":"10520","type":"DNg74_b","superclass":"descending_neuron","status":"Traced","somaSide":"L","consensusNt":"gaba","nt":"gaba"},{"id":"10544","type":"DNg88","superclass":"descending_neuron","status":"Traced","somaSide":"R","consensusNt":"acetylcholine","nt":"acetylcholine"},{"id":"10558","type":"DNp35","superclass":"descending_neuron","status":"Traced","somaSide":"R","consensusNt":"acetylcholine","nt":"acetylcholine"},{"id":"10713","type":"DNp42","superclass":"descending_neuron","status":"Traced","somaSide":"L","consensusNt":"acetylcholine","nt":"acetylcholine"},{"id":"10717","type":"DNg93","superclass":"descending_neuron","status":"Traced","somaSide":"R","consensusNt":"gaba","nt":"gaba"},{"id":"10734","type":"DNg93","superclass":"descending_neuron","status":"Traced","somaSide":"L","consensusNt":"gaba","nt":"gaba"},{"id":"10760","type":"DNa01","superclass":"descending_neuron","status":"Traced","somaSide":"R","consensusNt":"acetylcholine","nt":"acetylcholine"},{"id":"10770","type":"DNp23","superclass":"descending_neuron","status":"Traced","somaSide":"L","consensusNt":"acetylcholine","nt":"acetylcholine"},{"id":"10856","type":"DNge129","superclass":"descending_neuron","status":"Traced","somaSide":"R","consensusNt":"gaba","nt":"gaba"},{"id":"10885","type":"DNg88","superclass":"descending_neuron","status":"Traced","somaSide":"L","consensusNt":"acetylcholine","nt":"acetylcholine"},{"id":"10931","type":"DNpe045","superclass":"descending_neuron","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