Main Category	Pattern Group	Occurrences	Example	Details
Transform to Context managers	Open, read, write, traverse data	467		Click me
	Disable or Enable gradient calculation	92		Click me
	Swap ML training devices	21		Click me
	Use name and variable scopes in DL networks	106		Click me
	Execute dependencies of Tensorflow graphs	57		Click me
	Temporarily change configurations of ML libraries	57		Click me
	Move to context managers in pytest	335		Click me
	Open temporary directory	100		Click me
Dissolve for loops, into domain specific abstractions	Use optimized operations in NumPy	179		Click me
	Transform to functions in list or dict	24		Click me
	Use Python Built-in Functions	15		Click me
	Use str().join()	14		Click me
	Use Python set operations (union, intersection)	7		Click me
	Use optimized operations in PyTorch	15		Click me
	Use optimized operations in TensorFlow	19		Click me
Update API invocation	Migration to APIs in ML libraries	11		Click me
	Matrix operations	82		Click me
	Swap Data Visualization	28		Click me
	Composite ML APIs	30		Click me
	Update Container	8		Click me
	Change Type of Matrixes	31		Click me
Use advanced Language feature	Simplify conditional statement	24		Click me
	Migrate from Dict, Set, List constructors to literals	42		Click me
	Move to List, Dict, and Set Comprehensions	349		Click me