First Midwest Bancorp, Itasca, Ill., said Thursday that it had agreed to buy Heritage Financial Services, Tinley Park, Ill., for $411 million in stock.

The combination would create a banking company with nearly $5 billion of assets, 56 branches, and the No. 1 or No. 2 market share in three suburban Chicago counties.

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