Publish malecns-v1.0 (Fruit Fly Brain, 2026-09-13)
Browse files
.gitattributes
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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artifacts/malecns-v1.0/edges.csv filter=lfs diff=lfs merge=lfs -text
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artifacts/malecns-v1.0/PROVENANCE.md
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# MaleCNS v1.0 — bounded measured artifact (Fruit Fly Brain)
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**Substrate**: MaleCNS v1.0 (adult male *Drosophila* CNS connectome), Janelia FlyEM.
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**License**: CC-BY-4.0 (Janelia). Attribution required.
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**Source**: https://male-cns.janelia.org/download/
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**Fetched**: 2026-09-13 by `scripts/fetch_malecns.py` (offline staging; not committed).
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## Files in this artifact
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| File | Rows / size | sha256 |
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| --- | --- | --- |
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| `edges.csv` (`pre,post,weight`) | 1,587,930 edges / 25.2 MB | `1893782015bc7bfc1524f9c8520580aafffb421c10cbb079e3d3cc66bf94a08f` |
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| `annotations.csv` (`root_id,cell_type,superclass`) | 283 KB | `b77d34254246446b1f43edb1616228d140b209e2db813fda583940fdd8b2725a` |
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| `neurotransmitters.csv` (`root_id,transmitter,confidence`) | 364 KB | `1a566c527121c748fb4c1997fbffdebfe59df6c76ab298b7ca5763104e17693e` |
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| `manifest.json` | provenance | — |
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- Bounded subset: **9,999 nodes / 1,587,930 edges**, selected by connected best-first
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expansion from a deterministic seed set preferring CX / Kenyon_Cell / MBON / descending
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classes (`max_neurons=10000`, `seed=0`). 15 self-loops retained.
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- Operator convention: `W[post, pre]`; weights are minconf-0.5 synapse counts.
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- The 1.05 GB raw connectivity and 43 MB neurotransmitter feathers are **not mirrored**
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here; their exact URLs and sha256 are recorded in `manifest.json` (`sources`).
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## Reproduce / fetch
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```bash
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# Fetch the bounded artifact from this dataset (pinned revision):
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uv run --no-project --with huggingface_hub python scripts/hf_pull.py \
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--repo nosuchstudios/fruit-fly-brain-runtime --revision <REVISION> \
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--path-in-repo artifacts/malecns-v1.0 --dest /home/user/dev/hf/hf-stage/malecns
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```
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## Boundary (immutable)
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- MaleCNS is a **second measured substrate with a different ID namespace**: MaleCNS body IDs
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are **not** FlyWire root IDs. Never join, map or compare neuron IDs across substrates;
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compare only aggregate/graph-level statistics under matched nulls.
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- Weights are synapse counts, not signed effective weights; transmitter signs are
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predictions (a prior), not ground truth.
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- No biological advantage, general memory, AGI or programming-expertise claim is made.
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artifacts/malecns-v1.0/annotations.csv
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artifacts/malecns-v1.0/edges.csv
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version https://git-lfs.github.com/spec/v1
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oid sha256:1893782015bc7bfc1524f9c8520580aafffb421c10cbb079e3d3cc66bf94a08f
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size 25207711
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artifacts/malecns-v1.0/manifest.json
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{
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"annotations_path": "/home/user/dev/hf/hf-stage/malecns/annotations.csv",
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"annotations_sha256": "b77d34254246446b1f43edb1616228d140b209e2db813fda583940fdd8b2725a",
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"bounded": {
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"max_neurons": 10000,
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"max_selected_id": 1054499659,
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"min_selected_id": 10001,
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"mode": "bounded",
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"n_edges": 1587930,
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"n_seed_candidates": 8443,
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"n_selected": 10000,
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"rule": "Connected best-first expansion from a deterministic seed selection. Seeds prefer class CX / Kenyon_Cell / MBON and superclass containing 'descending'; otherwise a highest-degree sample. Neighbors are ranked by (degree desc, seed tie-break, id asc).",
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"seed": 0
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},
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"dataset": "MaleCNS v1.0",
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"degree_moments": {
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"in_degree_max": 3224,
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"in_strength": 1587930.0,
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"n_edges": 1587930,
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"n_nodes": 9999,
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"out_degree_max": 2621,
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"out_strength": 1587930.0,
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"self_loops": 15
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},
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"edges_path": "/home/user/dev/hf/hf-stage/malecns/edges.csv",
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"edges_sha256": "1893782015bc7bfc1524f9c8520580aafffb421c10cbb079e3d3cc66bf94a08f",
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"id_namespace": "MaleCNS body IDs (NOT FlyWire root IDs)",
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"license": "CC-BY-4.0",
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"matrix_convention": "W[post, pre]",
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"n_edges": 1587930,
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"n_nodes": 9999,
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"neurotransmitters_path": "/home/user/dev/hf/hf-stage/malecns/neurotransmitters.csv",
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"neurotransmitters_sha256": "1a566c527121c748fb4c1997fbffdebfe59df6c76ab298b7ca5763104e17693e",
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"output_bytes": {
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"annotations.csv": 283053,
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"edges.csv": 25207711,
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"neurotransmitters.csv": 364160
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},
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"schema": "ffb-malecns-manifest-v1",
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"self_loops": 15,
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"source_url": "https://male-cns.janelia.org/download/",
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"sources": {
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"annotations": {
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"bytes": 14483314,
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"expected_license": "CC-BY-4.0",
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"expected_sha256": "2177e246113e4cfbf1e7772ec37c6da1955ff22e8063d0b1f833101f99a9a3b2",
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"gcs_uri": "gs://flyem-male-cns/v1.0/connectome-data/flat-connectome/body-annotations-male-cns-v1.0-minconf-0.5.feather",
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"license": "CC-BY-4.0",
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"license_matches_expected": true,
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"name": "body-annotations-male-cns-v1.0-minconf-0.5.feather",
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"repo": "gs://flyem-male-cns/v1.0/connectome-data/flat-connectome/",
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"revision": "v1.0",
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"role": "curated per-neuron annotations (classes, types, sides)",
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"sha256": "2177e246113e4cfbf1e7772ec37c6da1955ff22e8063d0b1f833101f99a9a3b2",
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"sha256_matches_expected": true,
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"url": "https://storage.googleapis.com/flyem-male-cns/v1.0/connectome-data/flat-connectome/body-annotations-male-cns-v1.0-minconf-0.5.feather"
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},
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"connectivity": {
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"bytes": 1051241946,
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"expected_license": "CC-BY-4.0",
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"expected_sha256": "e35da783d1c686b2b58b3b87cd6a403ae43bfcfba8bff28e08ef752c1a56afc1",
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"gcs_uri": "gs://flyem-male-cns/v1.0/connectome-data/flat-connectome/connectome-weights-male-cns-v1.0-minconf-0.5.feather",
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"license": "CC-BY-4.0",
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"license_matches_expected": true,
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"name": "connectome-weights-male-cns-v1.0-minconf-0.5.feather",
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"repo": "gs://flyem-male-cns/v1.0/connectome-data/flat-connectome/",
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"revision": "v1.0",
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"role": "full directed segment-to-segment connection strengths (synapse counts)",
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"sha256": "e35da783d1c686b2b58b3b87cd6a403ae43bfcfba8bff28e08ef752c1a56afc1",
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"sha256_matches_expected": true,
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"url": "https://storage.googleapis.com/flyem-male-cns/v1.0/connectome-data/flat-connectome/connectome-weights-male-cns-v1.0-minconf-0.5.feather"
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},
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"neurotransmitters": {
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"bytes": 43282834,
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"expected_license": "CC-BY-4.0",
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"expected_sha256": "95c9289220663abeb3409f3ad9e5a7f8a53f8093f5139d15502cd08da8879621",
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"gcs_uri": "gs://flyem-male-cns/v1.0/connectome-data/flat-connectome/body-neurotransmitters-male-cns-v1.0.feather",
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"license": "CC-BY-4.0",
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"license_matches_expected": true,
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"name": "body-neurotransmitters-male-cns-v1.0.feather",
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"repo": "gs://flyem-male-cns/v1.0/connectome-data/flat-connectome/",
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"revision": "v1.0",
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"role": "aggregate per-neuron neurotransmitter predictions",
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"sha256": "95c9289220663abeb3409f3ad9e5a7f8a53f8093f5139d15502cd08da8879621",
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"sha256_matches_expected": true,
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"url": "https://storage.googleapis.com/flyem-male-cns/v1.0/connectome-data/flat-connectome/body-neurotransmitters-male-cns-v1.0.feather"
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}
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},
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"staging_dir": "/home/user/dev/hf/hf-stage/malecns",
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"warning": "MaleCNS is a SECOND measured substrate with a DIFFERENT ID namespace: MaleCNS body IDs are not FlyWire root IDs. Never join, map or compare neuron IDs across substrates; compare only aggregate/graph-level statistics under matched nulls.",
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"weight_abs_sum": 8431025.0,
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"weight_sum": 8431025.0
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}
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artifacts/malecns-v1.0/neurotransmitters.csv
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