From our preliminary data exploration, we can see some evidence of potentially irrational use of antibiotics, although this is only scratching the surface. In Ghana and Nigeria, we see antibiotics commonly dispensed with antimalarials, and in Zambia we see antibiotics commonly dispensed with cold medicine/antihistamines. Additionally, the large percentage of dispensations for a single molecule in Ghana and Nigeria suggests that antibiotic dispensations are not tailored to specific patient presentations or treatment guidelines.