Digital Drosophila Archive
37 lines
2.2 KiB
Python
37 lines
2.2 KiB
Python
"""Descriptive validation failures only. No new timing selection or simulation."""
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from pathlib import Path
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import json
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import numpy as np
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import pandas as pd
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root=Path('/data/digital-drosophila/experiments/phase4t-timing-stability')
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source=Path('/data/digital-drosophila/experiments/phase4s-timing-credit')
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prereg=json.loads((root/'protocol/preregistered.json').read_text())
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gate=json.loads((root/'validation/summary.json').read_text())
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identity=pd.read_parquet(source/'protocol/frozen-edge-identity.parquet')
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mask=identity[identity.compartment.eq(prereg['config']['target_compartment'])]
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multi=mask.groupby('source_neuron_idx').size()
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us=round(gate['calibration']['US_ms']/.1);window=round(gate['calibration']['window_ms']/.1)
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rows=[]
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for record in pd.read_parquet(root/'validation/results.parquet').to_dict('records'):
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tag=f"{record['split']}-{record['odor_index']}-{record['seed']}"
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e=pd.read_parquet(root/'events'/f'{tag}.parquet')
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t=e[e.neuron_idx.isin(multi.index)]
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s=t.step.to_numpy();recent=t[t.step.between(us-window,us)]
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past=s[s<=us];after=s[s>us]
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rows.append({**record,'odor_name':prereg['odors'][record['odor_index']]['odor_name'],
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'meets_ratio':bool(record['ratio']>=prereg['config']['timing_gate']['ratio']),
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'target_active_KC':int(t.neuron_idx.nunique()),'target_spikes':len(t),
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'first_target_ms':float(s.min()*.1) if len(s) else None,
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'last_before_US_ms':float(past.max()*.1) if len(past) else None,
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'first_after_US_ms':float(after.min()*.1) if len(after) else None,
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'gate_active_KC':int(recent.neuron_idx.nunique()),'gate_spikes':len(recent),
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'fraction_target_events_after_US':float((s>us).mean()) if len(s) else None})
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pd.DataFrame(rows).to_parquet(root/'validation/descriptive-event-diagnosis.parquet',index=False)
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summary={'scope':'Post-validation descriptive only, no selection/retest',
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'low_ratio_trials':[x for x in rows if not x['meets_ratio']],
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'limitations':['Ratio failure may reflect small numerator and/or denominator changes.',
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'No APL/circuit causation inferred; no new candidate timing selected.']}
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(root/'validation/descriptive-event-diagnosis.json').write_text(json.dumps(summary,indent=2,allow_nan=False)+'\n')
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print(json.dumps(summary,indent=2))
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