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Finding the Spacing Signal in the Noise: How to Debias a Model

Novi

These trends, showing rising production with tighter spacing, stem from operator decision making to downspace and increase completion intensity in higher quality rock. This model uses 11,176 horizontal wells in the Delaware Basin with the following characteristics (Figure 1), and the following input variables: Figure 1.

Basin 52
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Forecasting Pads with Spacing Variation: Standard vs Causal Models

Novi

In part 2 , we created a data-driven model using 11,176 wells from the Delaware Basin and features representing geology, completion intensity, spacing, and timing. In part 2 , we discussed the model variables and definition of spacing neighbors. Figure 3: Location of test pad in the Delaware Basin, Lea County.

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Winter Storm Uri and Force Majeure: The Legal Battles Continue

Producer's Edge

Pioneer Natural Resources USA, Inc. ("Pioneer"), a natural gas producer operating in the Permian Basin, entered into a firm contract with MIECO, L.L.C. ("MIECO"), an energy trading firm.

Gas 52
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Whitecap Resources, Veren to combine to form C$15 billion Canadian energy giant

Oil & Gas 360º

The companies have entered into a definitive business combination agreement (the “Agreement”) to combine in an all-share transaction valued at approximately $15 billion , inclusive of net debt 1. Under the terms of the Agreement, Veren shareholders will receive 1.05 common shares of Whitecap for each Veren common share held.

Energy 130