The synthesis of novel chemical compounds is a crucial component of organic chemistry, and the preparation of novel compounds requires significant experimentation to identify reaction conditions that form products with acceptable yield, chemo-and stereoselectivity, purity, cost, and environmental footprint. High-throughput experimentation (HTE) techniques allow researchers to conduct hundreds or thousands of experiments quickly, but analysis of those experiments remains a significant bottleneck.