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Appendix S1. Methods.

Figure S1. Cumulative recall curves for potency-balanced reference sets.

Figure S2. SVM performance for database selection sets of constant size.

Figure S3. Cumulative recall curves for potency-balanced and highly potent reference compounds.

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