I clustered chemicals based on their structural features.
Later I realized that:
However, in the future, I will add additional new chemicals to the clusters (by their structural features), but I am worried that some of them will emit light of different colors. For example, I am afraid that, in the future, I may add a chemical in cluster 3 that will emit green light.
How can I statistically test (obtain a p-value) that in the future, all additional chemicals will either have no emission or they will emit the same light per cluster as I observe today, i.e., all future chemicals in cluster 1 will have either no emission or some will emit red light, in cluster 2 future additional chemicals will either emit green light or no light and in cluster 3 future additional chemicals will have no emission?
I appreciate any suggestions.
Later I realized that:
- in some clusters, there are some chemicals (not all chemicals in the cluster) that will emit red light when shined by the laser,
- in some clusters, some chemicals will emit green light, and
- in some clusters, chemicals do not emit light at all.
However, in the future, I will add additional new chemicals to the clusters (by their structural features), but I am worried that some of them will emit light of different colors. For example, I am afraid that, in the future, I may add a chemical in cluster 3 that will emit green light.
How can I statistically test (obtain a p-value) that in the future, all additional chemicals will either have no emission or they will emit the same light per cluster as I observe today, i.e., all future chemicals in cluster 1 will have either no emission or some will emit red light, in cluster 2 future additional chemicals will either emit green light or no light and in cluster 3 future additional chemicals will have no emission?
I appreciate any suggestions.