AFRICA FACTS OF THE DAY 10 In the months of October to January, you can swim with whale sharks in the Gulf of Tadjourah in Djibouti located in the Indian Ocean at the western end of the Gulf of Aden. This is possible because of change in ocean currents and high concentration of plankton in this area during this season.