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visualizing_aggregation/readme.md
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-In these two example the `pyamg.vis` module is called to display
+In these two examples, the `pyamg.vis` module is called to display
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aggregation in both two and three dimensions. `demo1.py` considers the Poisson
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problem on an unstructured triangulation of the unit square (from the PyAMG
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gallery). In `demo2.py`, the same Poisson problem is considered on an
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