The next step is to group the drugs hierarchically according to their similarity.

The next step is to group the drugs hierarchically according to their similarity. To do so, first take the two drugs that are closest and draw a circle around them. Then, take the drug that is next closest to either of these first two and draw a curve that encloses all three (see Figure 2). Proceed until all drugs are included, giving a diagram depicting hierarchical clusters of decreasing similarity as shown in Figure 2. It is also possible to depict the drug similarities using a dendogram, where the length of the path in the diagram between two drugs reflects the similarity between the drugs (see Figure 3). Construct both.

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