for r in association_results:
print("==========================")
print('Frequent itemset:{} with support'.format(list(r[0])), r[0])
print('--Association Rules')
for a in r:
print('----Rule: {} -> {}'.format(list(a[0]), list(a[0])))
print('------Confidence: {}'.format(a[2]))
print('------Lift: {}'.format(a[3]))