Numba riddance

adresses #425 (closed)

• removes numba dependency/usage from saqc
• adds replacement mechanics to make up for performance loss
• see #425 (closed) for an overview over the loss-trade offs (witch are fairly minimal to non-existant in focus use-cases)

requirements.txt

@@ -6,6 +6,7 @@ Click==8.1.3
 docstring_parser==0.15
 dtw==1.4.0
 matplotlib==3.7.1
+numba==0.57.0
 numpy==1.24.3
 outlier-utils==0.0.3
 pyarrow==11.0.0
@@ -13,4 +14,4 @@ pandas==2.0.1
 scikit-learn==1.2.2
 scipy==1.10.1
 typing_extensions==4.5.0
-fancy-collections==0.1.3
+fancy-collections==0.2.1