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Fig. 1

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Four random samples of our training set, comparing data without normalization (left panels) and data with normalization (right panels) that will be used for our machine-learning network. The red and blue data points are the i-band light curves for the first and the second, respectively, lensed SN image. The black curves in the left panels show the i-band 5σ limiting depth, which oscillates with the moon phase. The normalization procedure to obtain the right panels from the left panels is described in Sect. 2.2.

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