Datasets:
DOI:
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{
"rule": "v1 build_compositional_level.py criteria; v1 names frozen, the rest restated with a reason per row",
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"note": "point-biserial, log per-file frequency vs composite indicator, nonzero-rate constructs only"
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"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"hash": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"hex": {
"level": 0,
"category": "atomic",
"source": "restated",
"reason": "builtin whose signature takes no callable"
},
"id": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"input": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"int": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"isinstance": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"issubclass": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"iter": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"len": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"list": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"locals": {
"level": 0,
"category": "atomic",
"source": "restated",
"reason": "builtin whose signature takes no callable"
},
"map": {
"level": 2,
"category": "higher_order",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"max": {
"level": 2,
"category": "higher_order",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"memoryview": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"min": {
"level": 2,
"category": "higher_order",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"next": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"object": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"oct": {
"level": 0,
"category": "atomic",
"source": "restated",
"reason": "builtin whose signature takes no callable"
},
"open": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"ord": {
"level": 0,
"category": "atomic",
"source": "restated",
"reason": "builtin whose signature takes no callable"
},
"pow": {
"level": 0,
"category": "atomic",
"source": "restated",
"reason": "builtin whose signature takes no callable"
},
"print": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"property": {
"level": 2,
"category": "higher_order",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"range": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"repr": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"reversed": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"round": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"set": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"setattr": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"slice": {
"level": 0,
"category": "atomic",
"source": "restated",
"reason": "builtin whose signature takes no callable"
},
"sorted": {
"level": 2,
"category": "higher_order",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"staticmethod": {
"level": 2,
"category": "higher_order",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"str": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"sum": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"super": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"tuple": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"type": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"vars": {
"level": 0,
"category": "atomic",
"source": "restated",
"reason": "builtin whose signature takes no callable"
},
"zip": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
}
}
}
{
"rule": "v1 build_compositional_level.py criteria; v1 names frozen, the rest restated with a reason per row",
"counts": {
"atomic": 180,
"composed": 17,
"higher_order": 9,
"v1": 108,
"restated": 98
},
"collinearity": {
"deep_tier": {
"r": -0.348,
"n": 70,
"composite": 24
},
"inventory": {
"r": 0.192,
"n": 190,
"composite": 24
},
"note": "point-biserial, log per-file frequency vs composite indicator, nonzero-rate constructs only"
},
"labels": {
"AnnAssign": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"Assert": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"Assign": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"AsyncFor": {
"level": 1,
"category": "composed",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"AsyncFunctionDef": {
"level": 1,
"category": "composed",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"AsyncWith": {
"level": 1,
"category": "composed",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"Attribute": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"AugAssign": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"Await": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"BinOp": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"BoolOp": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"Break": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"
},
"Call": {
"level": 0,
"category": "atomic",
"source": "v1",
"reason": "v1 set membership, unchanged"