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feat: implement new anomaly detection in soda core #371

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Run time

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Job	Run time
test-cloud-integration (3.9)	3m 16s
pre-commit	34s
test-contracts (3.9)	2m 58s
run-tests (3.9, postgres)	3m 24s
run-tests (3.9, snowflake)	10m 11s
run-tests (3.9, bigquery)	7m 16s
run-tests (3.9, spark_df)	5m 39s
test-scientific (3.9)	3m 16s
run-tests (3.9, sqlserver)	3m 28s
run-tests (3.9, mysql)	4m 7s
run-tests (3.9, duckdb)	3m 24s
run-tests (3.9, dask)	4m 42s
	52m 15s