# Aggregrate given clusters
import pandas as p

def aggregator(widedf, clusdf):
    clusters = clusdf.cluster.unique()
    clusters.sort()
    aggv = {}
    qlow  = lambda x: x.quantile(0.250)
    qhigh = lambda x: x.quantile(0.750)
    for c in clusters:
        icps = clusters[clusters.cluster == c].icp_id.values
        subdf = widedf[icps]
        agged = subdf.agg('median', 'mean', qlow, qhigh)
        print(agged)


def main():
    wd = p.read_pickle()
    cd = p.read_pickle()


if __name__ == "__main__":
    main()