Climate of Eastern Africa
- Pierre CamberlinPierre CamberlinUniversity of Burgundy, Dijon
Eastern Africa, classically presented as a major dry climate anomaly region in the otherwise wet equatorial belt, is a transition zone between the monsoon domains of West Africa and the Indian Ocean. Its complex terrain, unequaled in the rest of Africa, results in a huge diversity of climatic conditions that steer a wide range of vegetation landscapes, biodiversity and human occupations. Meridional rainfall gradients dominate in the west along the Nile valley and its surroundings, where a single boreal summer peak is mostly observed. Bimodal regimes (generally peaking in April and November) prevail in the east, gradually shifting to a single austral summer peak to the south. The swift seasonal shift of the Intertropical Convergence Zone and its replacement in January–February and June–September by strong meridional, generally diverging low-level winds (e.g., the Somali Jet), account for the low rainfall. These large-scale flows interact with topography and lakes, which have their own local circulation in the form of mountain and lake breezes. This results in complex rainfall patterns, with a strong diurnal component, and a frequent asymmetry in the rainfall distribution with respect to the major relief features. Whereas highly organized rain-producing systems are uncommon, convection is partly modulated at intra-seasonal (about 30–60-day) timescales. Interannual variability shows a fair level of spatial coherence in the region, at least in July–September in the west (Ethiopia and Nile Valley) and October–December in the east along the Indian Ocean. This is associated with a strong forcing from sea-surface temperatures in the Pacific and Indian Oceans, and to a lesser extent the Atlantic Ocean. As a result, Eastern Africa shows some of the largest interannual rainfall variations in the world. Some decadal-scale variations are also found, including a drying trend of the March–May rainy season since the 1980s in the eastern part of the region. Eastern Africa overall mean temperature increased by 0.7 to 1 °C from 1973 to 2013, depending on the season. The strong, sometimes non-linear altitudinal gradients of temperature and moisture regimes, also contribute to the climate diversity of Eastern Africa.
To Gérard Beltrando and Raphael Okoola, who contributed to our knowledge of East African climates and both left us too soon in early 2016.
Eastern Africa, also called the Greater Horn of Africa, covers eleven countries (Sudan, South Sudan, Eritrea, Djibouti, Ethiopia, Somalia, Kenya, Uganda, Rwanda, Burundi, Tanzania). In the tropical belt, Eastern Africa stands out as a relatively dry area, despite its equatorial location. Between 12 °S and 12 °N, it is actually the driest land area (Yang, Seager, Cane, & Lyon, 2015). Trewartha (1961, p. 121) emphasized the “widespread deficiency of rainfall” in the region as “the most impressive climatic anomaly in all of Africa.”
This region is characterized by low average incomes: all the 11 countries belong to the 25% poorest nations in the world, based on per capita gross domestic product (GDP) at purchasing power parity. This fact, added to the dependence of national economies to the agricultural sector, in terms of GDP and employment, makes climatic conditions and particularly rainfall a crucial issue for social and economic development.
Geographical Features Influencing the Region’s Climate
Eastern Africa encloses both the highest and the lowest points of the African continent. This wide altitudinal range, from Lake Assal in Djibouti (153 m below mean sea level) to Mount Kilimanjaro in Tanzania (5,895 m above mean sea level), is emblematic of a region of strong elevation gradients and highly diverse topographical environments.
The highlands form an almost continuous north-south barrier from the Red Sea to southern Tanzania (Figure 1).
They include the Ethiopian Massif, the most extensive highland area in Africa, with almost 50% of the continent’s areas above 1,500 m (McCann, 1995). Large tablelands are dissected by deep valleys and dominated by several summits culminating above 4,000 m. Further south lie the East African Highlands per se, organized as two mountain arcs following the eastern and the western Rift valleys, from about 4 °N to 10 °S. In the east, the Kenya Highlands, at an average elevation of 1,500–2,500 m, are flanked to the east and south-east by Africa’s two highest mountains: Mt. Kenya (5,199 m) and Mt. Kilimanjaro (5,895 m). To the south, they are prolonged by the Eastern Arc Mountains, of lower elevation. In the west, the western Rift Mountains run from western Uganda to southern Tanzania, and include several peaks above 3,000 m, among which are the Rwenzori Mountains (5,109 m). Between the two arcs is a large tableland around 1,000–1,200 m, in which lies Lake Victoria. Overall, the East African Highlands have a major impact on both the regional and extra-regional climate (Slingo, Spencer, Hoskins, Berrisford, & Black, 2005). In particular, the wet conditions prevailing over the Congo Basin are a result of the presence of the East African highlands. The local effect of relief on winds, temperature, and rainfall is discussed in Local Circulation Features, Mean Solar Radiation and Temperature Patterns, Mean Precipitation Patterns, and Rain-Producing Systems and Diurnal Rainfall Variations.
The north-south highland barrier is interrupted by a major gap, the Turkana gap, between the Ethiopian and the Kenya Highlands (Figure 1). It is a 300-km wide depression, lower than 700 meters except for some isolated mountains. This gap, of great climatic significance (see Local Circulation Features), connects two major low-lying areas. The first one, to the northwest, corresponds to the Nile Plains, west of the Ethiopian Highlands, covering most of Sudan and South Sudan at an altitude between 300 and 500 meters. The second one, to the east, are the plains and low plateaus bordering the Indian Ocean, from Tanzania to eastern Kenya, eastern Ethiopia, and Somalia. The coast itself is generally low. North of a west-east ridge that prolongs the Ethiopian Highlands, the Gulf of Aden trench connects to that of the Red Sea. Both constitute deep troughs bordered on the African and Arabian sides by major escarpments which act to channel the low-level winds. These troughs include a continental part, the Afar (or Danakil) depression, between Djibouti, eastern Eritrea, and northeastern Ethiopia.
Eastern Africa exhibits a number of large water bodies and extensive wetlands. Numerous elongated lakes dot the East African Rift system, from the Afar depression to Malawi (Figure 1). The largest of these lakes are Lake Abbe and Lake Abaya, in the Ethiopian Rift Valley, Lake Turkana (6,400 km2), Lake Natron and Lake Eyasi in the eastern Rift, Lake Albert (5,300 km2), Lake Edward, Lake Kivu, Lake Tanganyika (32,900 km2) and Lake Rukwa, in the Western Rift, and finally Lake Malawi (or Nyassa, 29,600 km2) to the south. Several shallower lakes and swamps also occupy the basin between the Eastern Rift and the Western Rift, among which is Lake Victoria (68,800 km2), the second largest freshwater lake in the world. The African Great Lakes are important regulators for the regional climate (Thiery, Davin, Panitz, Demuzere, Lhermitte, & Van Lipzig, 2015). In particular, Lake Victoria drives land-lake breezes, which explains a strong late night maximum in convective activity over the lake (see Rain-Producing Systems and Diurnal Rainfall Variations). In South Sudan lie major swamp areas, among which the Sudd along the White Nile, whose area varies between 6,700 and over 30,000 km2 depending on the season and year, and at an average of 20,400 km2 for 2001–2005 (Shamseddin, Hata, Tada, Bashir, & Tanakamaru, 2006; Sutcliffe & Parks, 1999). An average 7,800 km2 should be added for the Bahr-El-Ghazal swamps, a tributary of the White Nile (Sutcliffe & Parks, 1999). South Sudan swamps have a strong effect, although mainly local, on temperature and rainfall (Zaroug, Sylla, Giorgi, Eltahir, & Aggarwal, 2013).
Natural vegetation is dominated by (often wooded) grassland and shrubland. Over eastern Ethiopia, northern Somalia, and northern Kenya, drier conditions result in open grassland and shrubland. The only continuous zones of closed evergreen forests lie in southwestern Ethiopia and on the edges of the Congo Basin (Figure 1). Other isolated patches are found across parts of Kenya, Tanzania, and Uganda, often on steep slopes. Being located in wet areas, they have been heavily encroached, although the resulting landcover is often an agroforest that includes many perennial species. Bare soil or bare rock dominate the shores of the Red Sea and Gulf of Aden, the Afar depression, parts of northern Somalia, the Turkana gap, and the northern Sudan, where sandy areas are also found.
Cultivated areas are rapidly expanding, with a 28% increase between 1990 and 2010 in the region (Tanzania excluded; Brink et al., 2014). Landuse conversion to agriculture in Kenya, based on simulations with the RegCM4 regional climate model, was shown to drive a modest reduction in precipitation and a surface temperature increase in the Lake Victoria region (Otieno & Anyah, 2012). Irrigation remains limited in Eastern Africa. Among the main exceptions is the 8,800 km2 Gezira irrigation scheme in Sudan. Davenport and Hudson (1967) found that mean temperature, vapor pressure deficit, and wind run were lower at the leeward edges of a 17-km transect across the Gezira cotton fields, resulting in much smaller evaporation than on the windward edge. Alter, Im, and Eltahir (2015), based on observations and numerical experiments, found that the Gezira scheme locally inhibits rainfall while enhancing it to the east. The local rainfall inhibition results from decreased air temperature causing atmospheric subsidence, while there is increased upward motion to the east. Cloud development around Khartoum, Sudan was also found to be influenced by water surfaces (Hammer, 1970).
Other land use changes in Eastern Africa include the expansion of urban areas. Although Eastern Africa remains dominantly rural (in 2013, only Djibouti and Somalia had over 33% of urban population), capital cities are quickly spreading. The evidence of an urban heat island in Nairobi (Kenya), with an estimated population of 3.9 million in 2015 (United Nations, 2015) has been shown by Okoola (1980) and Makokha and Shisanya (2010). In Khartoum, Sudan, whose settled area increased fourfold between 1972 and 2000, and has an estimated 2015 population of 5.1 million, Elagib (2011) found a nocturnal urban warming, intensifying at significant rates (1941–2005) with respect to the nearby rural station, for the dry and hot seasons. At daytime, the urban station is only marginally warmer and shows less warming over time than the rural station.
General Atmospheric Circulation Features
Being located near the equator, Eastern Africa is directly affected by seasonal changes in the Hadley circulation, which implies a twice-a-year migration of the Intertropical Convergence Zone (ITCZ) across the region from south to north and backwards from north to south (Asnani, 1993; Hills, 1979; Nicholson, 1996). This migration is accompanied by a shift in the wind direction, from a northerly direction in boreal winter to a southerly direction in boreal summer, which is characteristic of the monsoons. Eastern Africa is located at the interface between two monsoon systems: the African monsoon to the west and the Indian Ocean monsoon to the east. The East African highlands are actually a major north-south barrier that both separates and connects the two systems. While the seasonal north-south amplitude of the African monsoon is limited, that of the Indian Ocean, from 15 °S to 25 °N, is the greatest in the world. This has major consequences on the climates of Eastern Africa.
In January (Figure 2) and February, much of Eastern Africa is under the influence of low-level northeasterly winds from Egypt and the Arabian Sea.
They are relatively dry (850 hPa specific humidity below 8 g.kg−1) and divergent, especially over Somalia and Kenya, resulting in a stable atmosphere (Yang et al., 2015). The northeasterlies from the Arabian Sea are deflected by the Ethiopian and Kenya Highlands to enter the southern Red Sea and the Turkana gap as southeasterly air flows. A low-level jet actually develops over the Lake Turkana area as a result of orographic channeling (Kinuthia & Asnani, 1982; Nicholson, 2015a). In the central Red Sea around 16–20 °N, a surface confluence between the northerly and southerly flows is known as the Red Sea Convergence Zone (RSCZ) (Flohn, 1965b; Pedgley, 1966). A broad, diagonal ITCZ lies south of the study region, between the Congo Basin and southern Tanzania.
Three-dimensional atmospheric dynamics are shown through meridional cross-sections (Figure 3).
At 32 °E, the northern Hadley cell is evident, with surface northerlies across the Nile plains, weak (near the equator) and moderate (near 10 °S) rising motion further south, close to the ITCZ, and upper tropospheric southerlies. These southerly winds take a weak easterly component in the southern hemisphere (Tropical Easterly Jet) and a strong westerly component in the northern hemisphere (Subtropical Westerly Jet). Subsidence is found north of 5–10 °N, denoting the descending limb of the Hadley cell. At 37 °E and 42 °E the general pattern is the same, but the Hadley cell expands further south, as a result of the Indian winter monsoon, penetrating far to the southern hemisphere. At 42 °E mid-tropospheric descending motion is found to about 7 °S. Relief has a significant effect at these longitudes. Upward motion is found on windward slopes or elevated surfaces (e.g., the Ethiopian Highlands), but north of the equator it is restricted to the lower troposphere, denoting shallow/dry convection.
By March, the dry northeasterlies from the northern Indian Ocean begin receding. In April (Figure 2), over most of the region except Sudan, they are replaced by generally weak southeasterlies. The ITCZ moves over equatorial Eastern Africa, but contrary to West Africa it is diffuse, with no clear confluence of airflows from the two hemispheres. A mean low-level wind divergence is actually still found over the eastern plains from Somalia to eastern Kenya and is particularly strong near the entrance of the Turkana Jet. The Indian Ocean being warmer, the southeasterlies bring over Eastern Africa a moister air mass than in January-February, especially towards the Lake Victoria basin and the slopes of the Ethiopian Highlands. But even in the middle of this season, there is net upper tropospheric convergence over Eastern Africa, as well as mean mid-tropospheric downward motion (or weak ascent only), conditions that are not highly propitious to rainfall (Yang et al., 2015). Over Sudan, the dry northeasterlies remain quite strong, but in the south, wetter southwesterlies appear from the Congo Basin, in conjunction with a northward shift of the ITCZ to 10 °N (Figure 2).
During May, as a high pressure ridge builds up from the south and pressure decreases over the northern Indian Ocean, southeasterlies strengthen south of the equator and recurve to form southwesterlies in the opposite hemisphere over Somalia (not shown). This nascent monsoon flow is strongly divergent all along the East African plains bordering the Indian Ocean. It strengthens in June to form a low-level jet, the Somali jet. The transition from the boreal spring to the summer conditions is not always smooth but often characterized by two abrupt circulation changes in early April and late May, with corresponding jumps in the monsoon rain belt (Riddle & Cook, 2008; Riddle & Wilks, 2013). Discovered by Findlater (1969), the Somali jet is a western boundary current resulting from the pressure gradient between the Indian low and the Mascarene high (Anderson, 1976; Krishnamurti & Bhalme, 1976). With mean speeds of 10–15 m.s−1 near 850 hPa in July-August (Figure 2), the jet persists until September. The presence of the East African Highlands intensifies the cross-equatorial flow and controls its vertical structure (Chakraborty, Nanjundiah, & Srinivasan, 2009; Peagle & Geisler, 1986; Slingo et al., 2005). The strong southerly flow brings in relatively dry and cool air from the southern hemisphere, resulting in atmospheric stability in most of Tanzania, eastern Kenya, Somalia, and eastern Ethiopia (Yang et al., 2015). It cools the surface water in the Western Indian Ocean, causing further stability. Alongshore winds generate coastal upwelling in northeastern Somalia north of Obbia. Further west in the Nile Valley, the ITCZ gradually shifts from about 10 °N in April to 17 °N in July (Figure 2; Osman & Hastenrath, 1969). The shift is accompanied by a replacement of the dry northeasterlies with moister southwesterlies, which are part of the African monsoon, but with moisture coming from both the Congo Basin and the Indian Ocean. A secondary, north-south convergence zone, the Congo Air Boundary (CAB), between the stable south-easterlies across Tanzania and the weak, moist westerlies shows well in the wind field and moisture contents, from the north of Lake Tanganyika to South Sudan. A minor convergence zone is also found in northern Uganda towards the western Kenya Highlands (Figure 2; Anyamba & Kiangi, 1985).
Meridional cross-sections for July (Figure 3) show deep convection over the southern parts of the Nile Plains (32 °E) and the Ethiopian Highlands (37 °E), where ascending motion is very strong. Weaker ascent is found over the Afar depression (42 °E). North of the main limb of the ITCZ, shallower convection occurs, restricted to between 700 and 600 hPa. Over the Nile Plains (32 °E), it is associated with the low-level convergence at 17–18 °N between the dry northerlies and the moist southerly monsoon flow. In the upper troposphere near 10–15 °N is found a strong easterly flow, the Tropical Easterly Jet (TEJ), with speeds above 25m.s−1 at 150 hPa. The TEJ is a planetary scale phenomenon associated with upper tropospheric heat release over the monsoon regions of Asia and to some extent Africa. It is decelerating over north-east Africa. Slightly to the south of the TEJ core, there is clear upper tropospheric diffluence in the meridional direction, in connection with the strong ascending motion over Sudan and Ethiopia (Figure 3; Hulme & Tosdevin, 1989). At 42 °E, over Somalia and the Indian Ocean, descending motion predominates at most levels (Figure 3). The Somali jet is well shown. North of the Ahmar mountains (9.5 °N), downslope winds converge with northerlies from the Red Sea along the Afar Convergence Zone, a weak lee confluence which slopes upwards to the south and is capped by weak air ascent (Tucker & Pedgley, 1977). Near 600 to 500 hPa, north-easterlies dominate, which result from the injection of dry warm air, mainly from the Arabian Peninsula.
In October, the Somali Jet has collapsed. Southeasterlies persist south of the equator and in northern Kenya, and the ITCZ starts to retreat to the south, towards northern Somalia where it is very diffuse, and southern Sudan. Over the Red Sea, as the southeasterlies have replaced the summer monsoon flow, the RSCZ reappears at about 17–19 °N and will persist until April–May (Pedgley, 1966). Rift flows over the Red Sea are capped by a persistent inversion around 800 hPa, which inhibits vertical motion. The November wind field (Figure 2) illustrates the circulation patterns at the time of peak rainfall in much of eastern equatorial Africa. The ITCZ is now shifted close to the equator, but as in April it is very diffuse. Over the Indian Ocean, converging northeasterlies and southeasterlies actually turn to westerlies along the equator. This reflects the gradient between relatively cool sea-surface temperature (SST) in the western Indian Ocean and the warmer waters around Indonesia. It decreases moisture advection towards East Africa. In addition, mid-tropospheric mean vertical motion over equatorial Eastern Africa remains weak, and convergence is found in the upper troposphere (Yang et al., 2015).
Local Circulation Features
The land surface heterogeneity arising from the contrasted topography and the presence of major water bodies accounts for a number of local- and regional-scale winds, of importance to rainfall distribution.
In the gap between the Ethiopian and the Kenya Highlands, a strong southeasterly low-level wind was detected by Kinuthia and Asnani (1982) and termed the Turkana Jet (Figures 2 and 3). This permanent jet, with mean winds around 10–12 m.s−1 peaking at 850 hPa (Nicholson, 2015a), results from a Bernoulli effect—that is, orographic channeling between the Ethiopian and Kenya Highlands (Indeje, Semazzi, Xie, & Ogallo, 2001; Sun, Semazzi, Giorgi, & Ogallo, 1999). It is strongest in the late night and early morning (0300 or 0900 EAT). High speeds (30–50 m.s−1) were occasionally found based on pibal ascents during a field campaign in 1983–1984 (Kinuthia, 1992), but in reanalysis products wind variations are smaller. A strong divergence is found at the entrance of the jet (Figure 2). Descent occurs above its core (Sun et al., 1999), especially at daytime, which is suggested to inhibit convection and contribute to the aridity of northern Kenya (Nicholson, 2015a). The jet is nevertheless important to the advection of moisture from the Indian Ocean to the Ethiopian Highlands (Viste & Sorteberg, 2013).
Another gap wind jet has recently been uncovered at the northern tip of the Ethiopian Highlands, the Tokar Gap jet (Davis, Pratt, & Jiang, 2015; Jiang, Farrar, Beardsley, Chen, & Chen, 2009). The Tokar jet is a seasonal wind found in summer across the Sudanese coast on the Red Sea, as part of the monsoon wind flow across Sudan, which feeds into the Asian monsoon flow through a breach in the mountain ranges (Figure 1 and Figure 3b). It reaches more than 15 m.s−1, with a distinct early morning maximum (Jiang et al., 2009). Taking the form of cross-sea southwesterly winds, which last from days to weeks, it disturbs the prevailing along-sea northwesterly winds (Zhai & Bower, 2013). Pulses of the Tokar jet are related to the development of mesoscale convective systems (Davis et al., 2015).
Differential heating and cooling of the terrestrial surface at day- and night-time between elevated and low-lying areas and between land and water bodies result in widespread breeze systems across much of Eastern Africa, as exemplified in numerical experiments (Mukabana & Pielke, 1996). Sea breezes occur all along the Red Sea and Indian Ocean coasts, but have attracted few studies. Flohn (1965a) noted the existence of well-defined sea breezes on both sides of the Red Sea. In winter, in conjunction with the inversion at about 1,800 m and the activity of the Red Sea Convergence Zone (Pedgley, 1966), they result in precipitating stratiform clouds on the mountain escarpments. In summer, along the Sudanese Red Sea coast, a sea breeze of 3–8 m.s−1 lasting for 2–6 hours, replaced after 2200 LST by a land breeze, often as a precursor to the Tokar jet, was found in WRF simulations (Davis et al., 2015). Further south in Kenya, Nganga and Masumba (1988) indicated that sea breezes can be detected 120 km away from the coast, and found that the breeze circulation, including the upper return flow towards the ocean, reaches a height of 2,000 m. Along the flat coast of Tanzania, there is a complex interaction between the sea and land breezes and the prevailing synoptic flow. Pronounced sea breeze development occurs at Dar-es-Salaam when the synoptic flow is weak and alongshore (Sumner, 1982).
There is also evidence of major breeze systems over and around the larger lakes. Over Lake Victoria, the strong diurnal variations of surface and upper winds were recognized as early as 1908 by Arthur Berson, whose expedition incidentally discovered that the tropical tropopause was higher and colder than in the midlatitudes (Süring, 1910). Daytime lake breezes from the cool lake surface to the heated surroundings are associated with subsidence over the lake (Anyah, Semazzi, & Xie, 2006; Flohn & Fraedrich, 1966; Thiery et al., 2015). East of the lake, lake breezes combine with upslope breezes on the flanks of the western Kenya Highlands to generate strong updraughts. In conjunction with the synoptic scale easterlies, this accounts for the asymmetric pattern found between the western and the eastern part of the lake basin (Anyah et al., 2006). At night, the thermal inertia of the lake generates a low pressure anomaly, land breezes that converge towards the lake, and intense convection. Strong diurnal wind changes are also found over Lake Tanganyika, but being a Rift lake, about half of its diurnal wind variations are due to slope breezes, one quarter are strictly due to the thermal lake effect (lake breeze), while the rest of the variations result from interactions with the southeast tradewinds (Savijärvi, 1997).
Broad-scale diurnal changes in atmospheric motion across Eastern Africa are illustrated based on ERA-interim data, by plotting the afternoon minus early morning difference in zonal winds and vertical velocity (Figure 4).
The cross-section along the equator for April, the wettest month at this latitude, shows enhanced rising motion in the afternoon over the highlands (eastern and western Rift areas), although over the Kenya Highlands it does not extend above 500 hPa. Afternoon rising motion is also found inland near the coastline (west of 43 °E). Anomalous afternoon descending motion occurs over the Indian Ocean above 700 hPa, as well as near 39 °E and over Lake Victoria (33 °E). Surface lake breezes are noticeable west and east of the lake. Afternoon upslope winds occur over the eastern flank of the Kenya Highlands.
Further north along 13 °N, strong diurnal changes in atmospheric motion are also found during the main Ethiopian rainy season (July, Figure 4). Enhanced afternoon rising motion over the Ethiopian Highlands reflects deep convection driven by daytime heating of the elevated surface. It is fed by converging upslope low-level winds. To the west, over the Nile Plains, daytime rising motion is also found, but restricted to the low troposphere. The upper tropospheric mass excess over the Ethiopian Highlands is exported to the west via the Tropical Easterly Jet, slightly stronger in the afternoon than in the morning. Strong daytime descending motion is found in the lower troposphere over the Afar depression and Gulf of Aden.
Mean Solar Radiation and Temperature Patterns
Contrary to common belief, the space-time patterns of cloudiness and solar radiation in the tropics in general, and Eastern Africa in particular, do not simply reflect the ITCZ and rainbelt movements. Annual means of surface incoming shortwave radiation (Figure 5), based on METEOSAT second generation (MSG) satellite data, show high values (>250 W.m−2) over much of Eastern Africa except southern Ethiopia, the area west of Lake Victoria towards the Congo Basin, southwestern Tanzania and isolated mountains of Kenya.
The lowest solar radiation is found near Mt. Ruwenzori (Uganda, 183 W.m−2) as presumed by Griffiths (1972), although data were unavailable, and the highest solar radiation (292 W.m−2) around Bosaso (Puntland, northern Somalia). A notable feature is the patchwork of high and low radiation values over some highland areas such as Ethiopia, reflecting convective cloud buildup over the mountain tops while valleys are often cloud free.
Seasonal regimes from MSG estimates (Figure 5, top right) are compared with World Radiation Data Centre (WRDC) in situ measurements, showing a good overall agreement, although MSG data tend to overestimate actual solar radiation over parts of Kenya and Tanzania. Monthly maps (Figure 5, bottom) reflect the influence of latitude, ITCZ shifts and orography, but the relationship between solar radiation and rainfall regimes is often loose. In January, maximum solar radiation is found close to the equator over the Indian Ocean, with high values (250–300 W.m−2) in Somalia, Eastern Ethiopia, South Sudan, Northern Uganda, and much of Kenya. To the east (the Democratic Republic of the Congo) and south (southern Tanzania), clouds associated with the ITCZ reduce incoming solar radiation to about 200–250 W.m−2. Low values are also found in the north of the region, due to the shorter day length with increasing latitude. Over the central Red Sea, cloud cover associated with the RSCZ further reduces solar radiation to about 150–170 W.m−2 (Drake & Mulugetta, 1996). In April, maximum solar radiation has shifted to the northern hemisphere, with very high values (>270 W.m−2) everywhere north of 10°N as well as over Somalia and the equatorial Indian Ocean. The main rains over Kenya, Somalia, and Eastern Ethiopia are not accompanied by a strong reduction in solar radiation (Huxley, 1965; Kuhnel, 1991), suggesting erratic, short duration convective clouds associated with the diffuse ITCZ. Low solar radiation is found on windward slopes and high elevation ranges in southern Tanzania, Rwanda, Burundi, and isolated mountains in Kenya and southern Ethiopia. In July, cloudiness associated with the ITCZ again imperfectly explains solar radiation distribution (Figure 5). Very low insolation (140–200 W.m−2) is found over much of the Ethiopian Highlands in conjunction with the main rains (only about 50 hours of sunshine per month at Addis-Ababa in summer; Fazzini, Bisci, & Billi, 2015). This partly extends to South Sudan. North of the ITCZ and in the Red Sea and Gulf of Aden trenches, dry air and a zenithal sun account for high (270–327 W.m−2) solar radiation. Although over Tanzania, Somalia and much of Kenya the weather is dry, solar radiation is highly contrasted. Unexpectedly low values (150–220 W.m−2) are found east of the East African highlands and in southern Somalia. They result from extensive low level stratocumulus cloud cover associated with a temperature inversion within the southerly flow (Okoola, 1990). On windward slopes (Nairobi and Embu, Figure 5, top right), the phenomenon can be exacerbated, while downwind, over the Tanzania plateau or the Turkana gap, divergence and a dried up atmosphere result in high solar radiation. In October, solar radiation maxima shift to the southern hemisphere, except west of Lake Victoria where persistent cloudiness associated with the main rains reduces solar radiation to about 180–220 W.m−2. Further east, despite the ITCZ presence, solar radiation is quite high, as in April. A minimum persists over the Bale mountains of southern Ethiopia, in agreement with Drake and Mulugetta (1996).
Mean temperatures are evidently influenced by elevation (Figure 6).
Typical lapse rates in Ethiopia are 5.1 °C/1000 m for maximum temperature and 6.5 °C for minimum temperature (Fazzini et al., 2015). As an average over Kenya, Uganda and Tanzania, they are slightly higher (5.6 °C) and lower (6.3 °C) for maximum and minimum temperature respectively (Griffiths, 1972). Over Mt. Kilimanjaro, Appelhans, Mwangomo, Otte, Detsch, Nauss, and Hemp (2015), based on a dense station network, demonstrated a clear break-point in temperature lapse rate at around 2,300 m (−8.4 °C.km−1 below, −4.2 °C.km−1 above), whatever the season. It corresponds to the average condensation level, with relative humidity decreasing both downward and upward. Lapse rates tend to slightly increase away from the equator in boreal summer and autumn (Figure 6), and decrease in boreal winter. Isotherms markedly slope down towards the south in summer (July), with the 15 °C isotherm found around 1,500 m near 11 °S while it is as high as 2,800 m near 13 °N. Local temperatures sometimes show significant departures from these mean patterns due to interactions between the large-scale winds and orography. East of the Kenya Highlands for instance, persistent cloudiness (81%) accounts for very low July maximum temperatures in Nairobi (21 °C at 1,800 m). The East African Great Lakes significantly cool air temperatures, over the lakes themselves (except Lake Kivu) and downwind of them (Thiery et al., 2015).
Eastern Africa includes the hottest known place on earth at Dallol in the Afar depression (130 m below sea level), with a 34.6 °C annual mean temperature (1960–1966; Pedgley, 1967). The lowest mean annual temperature is −7.1 °C on the Mt. Kilimanjaro summit (Thompson et al., 2002). Over most of Eastern Africa, frost sporadically occurs from around 2,200–2,400 m, although above 3,500 m it becomes a recurrent, almost daily feature. In Central Kenya, maps of frost incidence based on MODIS satellite data show regular frost occurrence above 2,000 m, making tea plantations at risk, with occasional occurrence along valleys at lower altitudes due to cold air drainage (Kotikot & Onywere, 2015). Over Mt. Kilimanjaro, mean annual minimum temperature reaches freezing point at 2,700 m (Hemp, 2006). In austral summer, the southern Tanzania Highlands regularly record frost at much lower elevations.
As expected from an equatorial region, the mean annual temperature range is generally small (Figure 7).
In all of Eastern Africa except the southern highlands of Tanzania and the northern part of the region (Sudan, Red Sea, Afar depression, northern Somalia), temperatures seasonally vary by no more than 5°C. The smallest range (<2°C) is incurred along the equator in the wet and cloudy regions from the eastern DRC to western Kenya through southern Uganda, Burundi, and Rwanda. In these regions, highest temperatures generally occur in February-March before the main rains (e.g., Mbarara and Embu on Figure 7, right panels), while lowest temperatures are found in July-August, during the relatively dry but cloudy season. Over the Ethiopian Highlands, the annual temperature range is also small (Fazzini et al., 2015). The reason is heavy cloud cover and precipitation during summer, which depresses maximum temperature, lower in July-August than in any other season (Addis-Ababa, Figure 7). The higher annual temperature range in northern Sudan and along the Red Sea and Gulf of Aden is due to the marked winter cooling and very high summer temperatures, both seasons having little cloud cover. In these regions, a simple annual cycle is found (Figure 7, Dongola, Port-Sudan, Djibouti) with highest maximum temperatures (40–44 °C) in June–August, and lowest minimum temperatures in January–February. The sea influence makes minimum temperatures much higher along the coast (18–22 °C) than inland (Dongola 10.4 °C). In central Sudan (Wad-Medani, Figure 7), the temperature regime is similar except that there is a secondary minimum in summer as a result of cloudiness and rains associated with the monsoon. Highest maximum temperatures (41–42 °C) occur ahead of the rainy season, around May. As in northern Sudan, Southern Tanzania temperature regimes (Songea, Figure 7) show a single peak, but they are inverted due to the location in the southern hemisphere, November being the warmest month and July the coldest. On the plains facing the Indian Ocean, the annual temperature range is small; highest temperatures are generally found in March (Mandera and Dar-es-Salaam, Figure 7), while lowest temperatures switch from austral winter (July) in the southern hemisphere to boreal winter (January) in the northern hemisphere. In southern and central Somalia, July is generally cooler than January due to stratiform clouds and (relatively) cool air advection by the strong cross-equatorial airflow in boreal summer. Along the eastern coast of northern Somalia, cold upwelled waters further lower air temperature: at Obbia (48.5 °E, 5.3 °N), maximum temperature is 28.5 °C in August, the coolest month of the year (Muchiri, 2007).
The mean diurnal temperature range, between 10 and 15 °C, well exceeds the annual temperature range. As expected, it is smaller during the rainy seasons (Figure 7), due to the cloud cover restricting daytime warming and nighttime cooling, and at coastal stations, due to the thermal inertia of the sea. At very high elevations, diurnal cycles of solar radiation and temperature markedly differ from those of low elevations. At the Mount Kenya Global Atmospheric Watch station (3,678 m amsl [average mean sea level]), the morning is almost cloud-free, then convective clouds gradually build up and result in decreased solar radiation, until clouds start to dissolve just before sunset, as upslope winds vanish (Henne, Junkermann, Kariuki, Aseyo, & Klausen, 2008). These diurnal cycles, very regular throughout the year, result in a temperature maximum as early as 1100 to 1300 LST, in accordance with scantier early observations made on the Lewis Glacier at 4,900 m amsl (Davies, Brimblecombe, & Vincent, 1977). At a lower altitude in the Kenya Highlands, sunshine also often peaks in the morning, as convective clouds build up in the afternoon, even in the dry season. However, in areas where low level stratiform clouds occur, like in July at Nairobi, the diurnal sunshine regime is inverted, with morning clouds tending to dissipate in the afternoon (Griffiths, 1972).
Mean Precipitation Patterns
Mean Annual Precipitation
As much as 69% of Eastern Africa is classified as hyper-arid, arid and semi-arid (UNDP/UNSO, 1997), with a mean annual precipitation (MAP) under 50% of the mean annual potential evapotranspiration (PET). Rainfall is lower than 400 mm in much of Sudan, on the Red Sea coast, in the Afar depression, and along the Gulf of Aden in northern Somalia (Figure 8).
Hyper-arid conditions (MAP/PET ratio <0.05, i.e., annual rainfall below 100–150 mm) are even found towards the Egyptian border and near the tip of the Horn. An area receiving less than 400 mm also stretches further south from eastern Ethiopia to Lake Turkana through north-eastern Kenya. It is prolonged in the southwestern direction by a relatively dry corridor (<700 mm annually) running from eastern Kenya to central Tanzania.
On the whole, the eastern part of the region is clearly the driest, if one disregards the arid zone of northern Sudan. The predominant dryness is attached to the large seasonal amplitude of the monsoons over the Indian Ocean. It involves a quick meridional shift of the ITCZ over Eastern Africa, both in its south-north and north-south translations. Brief rainy seasons in the transition seasons leave room for quasi-meridional low level winds in both the northern winter and northern summer, in all the regions close to the Indian Ocean. Due to the roughly north-south direction of the coastline, these winds are strongly divergent, bring low moist static energy air from the winter hemisphere, and result in seasonal dryness in the lowlands of Somalia, Eastern Ethiopia, and Eastern Kenya (Anyamba, 1988; Flohn, 1964; Yang et al., 2015). The divergence is enhanced by the north-south barrier formed by the east African Highlands (Slingo et al., 2005), which additionally block the air from the Congo Basin, which has a higher moist static energy. The low rainfall amount in the east, even in the rainy seasons, is also due to a year-round divergence in the mid-troposphere above 850 hPa, and mean downward motion at 500 hPa (Yang et al., 2015). In the west of the region, dry conditions are also found in northern Sudan (Figure 8), but with a southward gradient of increasing rainfall that replicates the one found in Western Africa (see the article Climate of Western and Central Equatorial Africa). This part of Eastern Africa is actually under the influence of the dry northerlies in winter and the southwestern African monsoon in summer, the latter being gradually shallower and bringing less rain to the north.
Only 28% of the region receives more than 1,000 mm annually, in three distinct zones (Figure 8): (a) the Ethiopian Highlands; (b) the eastern Congo Basin with an extension to the Western Kenya Highlands across Uganda and Lake Victoria; and (c) southern Tanzania, with a northern extension to the Indian Ocean coast in Kenya.
The Ethiopian Highlands stand out as a relatively wet region, but display a marked dissymmetry. Their southwestern part is the wettest, with annual rainfall around 1,500–2,000 mm, reaching 2,363 mm at Masha (7.7 °N, 35.5 °E, a 33-yr average). Transect A (Figure 9) highlights this dissymmetry.
Facing the southwesterly monsoon winds, the southwestern highlands, although not the highest, are the wettest. The relatively wet Nile Plains also contrast with the (leeward) arid Afar depression and Gulf of Aden to the northeast. As a result, MAP is only weakly correlated with altitude in Ethiopia (r2 = 0.42 for 58 stations; Fazzini et al., 2015). Close to the equator, transect B (Figure 9), from the Congo Basin to the Indian Ocean, highlights the role played by the highlands but also shows that rainfall is very loosely related to elevation. The Congo Basin is protected by the Western Rift from the seasonal dry and stable northeasterly and southeasterly flows from the Indian Ocean, and keeps wet conditions almost year round (1,500–2,000 mm annually). Rainfall declines eastward in the Western Rift (below 1,000 mm in the Lake Albert and Lake Edward grabens). A rainfall peak is found further east over Lake Victoria (about 3,000 mm at Nabuyongo Island near the center of the lake; Flohn & Burkhardt, 1985; Yin & Nicholson, 1998) and on its western shores (Bukoba, Tanzania, 2,028 mm; Kalangala, Uganda, 2,174 mm). It is associated with a nocturnal convergence, over the warm water, of combined land breezes and katabatic winds, generating deep convection which subsequently drifts westward. Further east in the Kenya Highlands, rainfall maxima close to 2,000 mm are attained on both the western foothills (near 35 °E) and the eastern slopes. They contrast with drier conditions (about 700 mm near 36 °E) in the Eastern Rift Valley rain shadow. Rainfall also decreases towards the Indian Ocean, except near the coast due to the interaction between the southeasterlies and the coastline. In Southern Tanzania (Figure 8), wet conditions result from the ITCZ presence throughout the austral summer season, as well as orographic effects. The wettest area is the southern flank of Mt. Rungwe, facing Lake Malawi, with MAP around 2,000–3,000 mm (Williamson et al., 2014). The Tanzanian coast is moderately wet, but precipitation further increases on the islands (Mafia 1,879 mm, Zanzibar 1,670 mm, Pemba 1,610 mm) due to moisture convergence associated with sea breezes (Francis & Mahongo, 2013).
At local scales, the relief of Eastern Africa triggers very strong MAP gradients, particularly on the windward side of mountains and escarpments reached by air flows originating from nearby seas and oceans, or from major lakes like Lake Malawi. As in other parts of the tropics, there is often a mid-slope precipitation maximum (Barry, 2008), and precipitation begins to decrease with elevation at quite a moderate elevation (Anders & Nesbitt, 2015). This applies to Mt. Kilimanjaro in Tanzania, where MAP increases from 500 mm in the foothills to about 2,000–2,500 mm around 2,000 m amsl on the southern slopes, while the summit receives about 400 mm (Appelhans et al., 2015; Coutts, 1969; Hemp, 2001; Mölg, Cullen, Hardy, Winkler, & Kaser, 2009; Røhr & Killingtveit, 2003). Mt. Kenya, at the equator, similarly displays a clear maximum (2,000–2,300 mm) between 2,000 and 2,500 m on the eastern slopes (Jaetzold, Schmidt, Hrnetz, & Shisanya, 2006; Thompson, 1966). In the drier context of Eritrea (15 °N), a rainfall maximum is also found along the eastern escarpment facing the Red Sea. While Massawa on the coast only receives 184 mm, and Asmara, 60 km away on the plateau (2,300 m), records 530 mm, an annual rainfall over 1,000 mm is found on the slopes between 800 and 1,500 m (for example, Fil-Fil at 850 m has a 25-yr average of 1,150 mm; Fantoli, 1966). This contrasts with the overall pattern found over the Ethiopian Highlands, representative of “dry monsoon regimes” (Anders & Nesbitt, 2015), where the altitude of the precipitation maximum is as high as 2,000–2,500 m.
Two main types of seasonal rainfall regimes can be identified across Eastern Africa (Figure 10): single-peak regimes, represented both in the northern and southern parts of the region, and double-peak ones. In the northwest, rainfall regimes are single-peak with a boreal summer maximum (July or August; e.g., Khartoum, Figure 10).
The rainy season lengthens as ones moves southwards along the Nile Valley, but still with a distinct summer peak, and the dry season remains centered on boreal winter. In northeastern Ethiopia (e.g., Kombolcha, Figure 10), the summer maximum becomes sharp, but it is complemented by a spring rains season (February to May) called Belg, or Sugum in the Afar depression. These spring rains result from interactions between the low-level moist easterlies from the Arabian Sea and troughs in the upper tropospheric westerlies, showing up as a bent of the subtropical jet (Camberlin & Philippon, 2002; Habtemichael & Pedgley, 1974). Southern Tanzania also exhibits single-peak regimes with a summer maximum corresponding to the ITCZ being located in the southern hemisphere (e.g., Sumbawanga, in Figure 10). The rainy season is quite broad, with relatively heavy rainfall amounts from November to April. On south or southeast facing slopes, like at the northern tip of Lake Malawi, the maximum is shifted towards April or May due to orographic uplift as moist southeasterlies strengthen.
The equatorial regions and most of the Indian Ocean coastal plains have double-peak regimes with rains in the transition seasons (MAM and OND). The northern spring one, called the “long rains” or Masika in Kenya and Tanzania, and Gu in Somalia, is usually the main one, like at Gode, southeastern Ethiopia (Figure 10). The lower rainfall amounts found in the OND season compared to the MAM season are due to the Western Indian Ocean SST being lower in OND, which results in a slightly drier and more stable atmosphere (Yang et al., 2015) and an equatorial westerly flow from the western to the eastern Indian Ocean associated with moisture divergence near Eastern Africa. Locally, on the eastern slopes of the Kenya Highlands, and in Western Uganda, the OND “short rains” or Vuli rains (Der in Somalia) become the dominant rainy season (e.g., Kitui, Figure 10). This feature is not fully explained, but may reflect the fact that the OND rains tend to be enhanced when easterlies are stronger (Camberlin & Wairoto, 1997), resulting in east-facing slopes being wetter than in MAM, where more rain is associated with westerly anomalies. Both the MAM and OND rainy seasons are short, at about 60–65 days each in Kenya (Camberlin, Moron, Okoola, Philippon, & Gitau, 2009) and less in much of Somalia (Liebmann et al., 2012). They are separated by two dry seasons, of which the boreal summer one (June–September) is generally the longest and driest. The boreal summer dryness is due to the dynamically stable southeasterlies (southwesterlies over Somalia) and their divergence (Flohn, 1965a; Yang et al., 2015). However, in northern Uganda and western Kenya, a third rainfall maximum is found in boreal summer (Davies, Vincent, & Beresford, 1985) as a result of mid-tropospheric moist westerlies and a low pressure anomaly (Anyamba & Kiangi, 1985) related to the secondary convergence zone shown on Figure 2. The transition between the MAM rainy season and the subsequent dry season is not smooth but often consists of quite abrupt jumps, coinciding with successive stages in the development of the Somali Jet (Riddle & Cook, 2008). The cessation of the MAM rains in East Africa tends to shortly precede (10–15 days) the monsoon onset over Kerala, India, in conjunction with the Somali jet intensification (Camberlin, Fontaine, Louvet, Oettli, & Valimba, 2010).
Over the Red Sea area, rainfall is very low, but regimes are complex. The most frequent pattern is a maximum in boreal winter (December–January; cf. Massawa, Eritrea, Figure 10). These rains result from the Red Sea Convergence Zone (Flohn, 1965b; Pedgley, 1966). Scattered showers can also occur in spring and autumn (the main rainfall maximum along the Sudanese coast), in association with upper troughs in the westerlies, and in summer, mainly to the south along the Afar Convergence Zone (Tucker & Pedgley, 1977) as in the inland part of the Republic of Djibouti.
Rain-Producing Systems and Diurnal Rainfall Variations
Compared to Western Africa and many other tropical areas, Eastern Africa is characterized by a low prevalence of organized disturbances (Nicholson, 1996), although there are still few comprehensive studies on the atmospheric disturbances impacting the region. Easterly waves have for long been considered absent from Eastern Africa. Although most convective systems that trigger African Easterly Waves (AEW) originate from the region around Darfour (western Sudan), in some cases the Ethiopian Highlands play a role in initiating these systems (Mekonnen, Thorncroft, & Aiyyer, 2006). Mekonnen and Rossow (2011) further found that upper-level easterly waves, propagating into East Africa from the Indian Ocean in summer, enhance convection and interact with the Ethiopian highlands to trigger organized convection affecting the initiation of low-level AEW. Some AEW giving birth to tropical cyclones in the North Atlantic can be actually traced back to periods of high lightning activity in Eastern Africa (Price, Yair, & Asfur, 2007) or mesoscale complexes from northern Ethiopia (Hill & Lin, 2003). However, long-lived precipitation episodes from the Ethiopian Highlands that survive beyond a single diurnal cycle only occur every 2–3 days (Laing, Trier, & Davis, 2012). Mekonnen and Thorncroft (2016), considering summer convection over the region centered on Sudan, found both eastward and westward moving disturbances, the latter with a 4-day period. A 4–5 day periodicity in central Sudan rainfall had actually been earlier detected by Hammer (1976).
Closer to the equator and for the two equatorial rainy seasons, Laing, Carbone, and Levizzani (2011) noted that many mesoscale convective systems (MCS) were forming on the mountains of East Africa, as a result of thermal forcing associated with large elevated heat sources, then moving westward. MCS tend to decay during the morning, but some of them regenerate later in the afternoon. However, they are generally short-lived compared to West Africa. Convection is also modulated by eastward-moving equatorially trapped Kelvin waves. Along the Indian Ocean, Laing et al. (2011) also noted a line of cold cloud parallel to the coast between 1400 and 1500 local time which moves inland in the evening, becoming more intense and broader. This pattern was attributed to the development of sea breezes.
In the southwestern Indian Ocean, easterly waves have been documented in early studies to propagate to the east African coast (Gichuiya, 1974; Trewartha, 1961), but there is a lack of recent data about them. These waves develop in the boreal summer southeasterly flow, associated with a strengthening of the Mascarene High (Okoola, 1989), although evidence was also found of westward-propagating waves in austral summer (Jury, Pathack, Campbell, Wang, & Landman, 1991). Some of these waves bring heavy rains to the coasts of Kenya and Tanzania (Fremming, 1970; Lumb, 1966).
Given the equatorial location, upper tropospheric troughs do not have an influence on rainfall as conspicuous as in Southern or Northern Africa. Yet, they are a major ingredient in the spring small rains over northeastern Ethiopia, Eritrea, and the Red Sea area. Contingent upon a sustained low-level south-easterly moisture influx, they induce upper tropospheric divergence and spells of 3–5 days of heavy rains (Habtemichael & Pedgley, 1974; Kassahun, 1986). Quite similar mechanisms explain the November rainfall maximum further north around Port-Sudan (Hassan, 1986). Cases of an indirect influence of mid-latitude systems on East African rainfall closer to the equator have also been reported. For instance, in austral summer, a pressure rise in the Mozambique Channel associated with a cold front results in wet conditions in central Kenya (Sissons, 1966). The occasional extension of mid-tropospheric troughs towards equatorial latitudes, leading to the replacement of subsiding easterlies by a westerly flow, is also propitious to rainfall in Kenya.
Tropical cyclones only marginally affect the extreme southeastern and northeastern parts of the region. The Tanzanian coast has occasionally been hit by westward-traveling tropical cyclones or tropical storms originating from the southwestern Indian Ocean. They mostly occur between February and May, in connection with the warmer SST and dominant southeasterly flow (Obasi, 1977). In northeastern Somalia, tropical cyclones travelling westward from the Arabian Sea very infrequently reach the coast. West of 54 °E, 72% are found in October–December, and most others in May–June. They contribute to raising the average rainfall in an otherwise hyperarid zone, resulting in the rainiest month being November around cape Guardafui. Examples of tropical cyclones or tropical storms causing human and cattle losses over northern Somalia, all in November, are found in 1972, 1994, 2013, and 2015 where an unusual sequence of two cyclones (Megh & Chapala) occurred in less than 10 days.
Several of the above studies highlighted the role of terrain in the control of convection over Eastern Africa. Water bodies also have a major effect on rainfall processes. Along the Indian Ocean coast, sea breezes play an important part in rainfall generation, shown as a band of high rainfall along the coast in Kenya (Figure 8) and slightly inland in southern Somalia (Fantoli, 1965). The effect of the coast in initiating and augmenting storm rainfall is demonstrated by the fact that in Tanzania correlation fields for daily rainfall closely parallel the coast (Sumner, 1983), which reflects the interaction between sea breezes and the large-scale wind flow. Lakes also play a significant role in the rainfall regimes. Rift lakes, being incised in the highlands, lie in rain shadows where rainfall is relatively low, but the major East African Great Lakes (Victoria, Tanganyika, Albert, and Kivu) enhance precipitation by 732 mm/yr−1 over their surface (Thiery et al., 2015). This is caused by the high nocturnal temperature of the lakes, which generates a land breeze convergence, an unstable atmosphere, and a pronounced rainfall maximum at night, while at daytime the higher temperature over land induce lake breezes, subsidence over the lakes and no rain. However, over Lake Victoria, a northeast-southwest gradient in lake temperature is found that, in addition to asymmetries in the breeze system, contributes to higher rainfall amounts in the west than in the east (Song, Semazzi, Xie, & Ogallo, 2004). There is little evidence of any corresponding reduction in rainfall away from the lakes, except perhaps over parts of the Lake Victoria catchment (Anyah & Semazzi, 2004). Lake Tanganyika also has a noticeable effect on diurnal rainfall distribution (Nicholson & Yin, 2002). While over the lake’s catchment, maximum rainfall frequency occurs between 1630 and 1930 LST, late night to early morning convection is frequent along the western lakeshore. Large swamps likewise have a noticeable impact on climate. Numerical experiments on the RegCM3 regional model show that those of South Sudan enhance (+40%) local rainfall, and to a smaller extent increase rainfall further north in central Sudan (up to +15%) through longer-lasting rain producing systems, although they have no effect on Ethiopian rainfall (Zaroug et al., 2013).
Diurnal regimes of Eastern Africa partly reflect the nature of the rain-producing systems, and the role of terrain and water bodies (Figure 11).
Two main types of diurnal rainfall regimes are found in Eastern Africa: the lake and coastal regimes, with a morning peak (e.g., sites 4 and 6 on Figure 11), and the land regimes, with an afternoon or evening peak (e.g., sites 1, 3, and 5). Based on TRMM precipitation estimates at 3-hourly time step for 1998–2014 (Huffman et al., 2007), a broader picture of diurnal variations is shown by mapping the wettest 3-hour period (Figure 11). A late afternoon maximum (1800 EAT) dominates, shortly after the maximum heating of the land surface. However, peak rainfall is earlier (1500 EAT) in the immediate hinterland along the Indian Ocean coast, in the depression from South Sudan to northern Kenya, west of Lake Victoria, around Lake Tanganyika, and over the highest mountain ranges (e.g., Haile, Habib, Elsaadani, & Rientjes, 2013), suggesting early convection associated with daytime heating and the penetration of the sea breeze front (Laing et al., 2011). On the coast itself, as well as over the ocean adjacent to it, morning rains dominate in association with the land breeze front, but the peak is not as sharp as the afternoon maximum over land. Major lakes also show a distinct night to morning maximum (Nicholson & Yin, 2002; Thiery et al., 2015). A noticeable feature (Figure 11; and Camberlin, Gitau, Planchon, Dubreuil, Funatsu, & Philippon, 2017) is the evidence of a phase propagation, either from the coast towards the interior (over the lowland areas along the Indian Ocean, in eastern Kenya and Somalia, and along the Red Sea, in the Afar depression) or westwards from the highlands (from the Eritrean highlands to the Nile plains, or from central Ethiopia towards South Sudan). They account for a late evening/night maximum found over parts of northern Kenya (Tomsett, 1975) and Sudan (Pedgley, 1969, and Figure 11, sites 2–3). This picture neglects some seasonal variations, especially along the coastlines where changes in the synoptic wind flow influence the timing of sea and land breezes and the location of the breeze front, as around Dar-es-Salaam, Tanzania (Sumner, 1984).
The nature of rainfall processes and the influence of topography is also reflected in the distribution of daily precipitation intensities. As earlier noted for Tanzania (Jackson, 1972), it is quite different from that of mean annual rainfall. Figure 12 shows the 95th percentile (P95) of daily rainfall amounts, based on wet days only. The values computed from TRMM data (1998–2014, shadings) are compared with rain gauge observations (any period, but at least 7 years of data; dots on figure 12).
There is a distinct geography, with intense rainfalls in the eastern plains next to the Indian Ocean (40–60 mm in eastern Kenya, Somalia, and eastern Ethiopia) and low values over the highlands (20–30 mm in Western Kenya, the Congo-Nile watershed from Burundi to northern Uganda, the Ethiopian Highlands). The Nile Plains and the Red Sea coast have intermediate values. They also show some discrepancies between TRMM and rain gauge data, with the former often underestimating actual P95. Elsewhere the two types of data reasonably agree. Over Tanzania (not shown, Nieuwolt, 1974), a similar contrast is found between the eastern part of the country, where heavy precipitation is more frequent, and the western part. The more intense rain events in the eastern plains are likely the result of higher precipitable water and, along the coast, the occurrence of organized disturbances. Exposure to the dominant winds is also an important factor. Heavy rains are common to the north of lake Malawi/Nyassa, near Mt. Kilimanjaro (Nieuwolt, 1974) and on the eastern slopes of the central Kenya Highlands (Figure 12), where orographic uplift combined with daytime convection cause persistent rains. The highest reported 24-hour precipitation in equatorial East Africa is actually found at coastal stations (Indian Ocean and western Lake Victoria) and on windward slopes facing southeasterly air flows, as at Tukuyu (Tanzania) on the slopes overlooking lake Malawi/Nyassa, with a record daily rainfall of 432 mm (Griffiths, 1972).
Parts of Eastern Africa singularize as having frequencies of several weather hazards close to world records. The northern and western shores of Lake Victoria record over 200 thunder days per year (Kampala, 222 days; Bukoba, 226 days). These locations do not coincide with those showing the world’s highest lightning rates, which are found in the Congo Basin, downstream of the mountain ranges of the African Rift Valley (Christian et al., 2003; Zipser, Liu, Cecil, Nesbitt, & Yorty, 2006), but they denote the recurrence of storm development associated with the diurnal cycle of convection over Lake Victoria. In Western Kenya, it is the hail frequency that is close to world records. On average there are 114 days annually where hail is reported somewhere in the region (Sansom, 1966). Point incidence of hail at Kericho Tea Research Foundation is between 18 and 30 storms annually in 6 years out of 10 (Stephens, Othieno, & Carr, 1992). Hailstorms develop from the interaction between the combined slope and lake afternoon breezes east of Lake Victoria and the synoptic-scale easterly flow, and incur major damages to tea plantations around Kericho and Nandi Hills. In Uganda, there are 5 to 10 hail occurrences a year at elevations between 1,500 and 2,500 m (Jameson & McCallum, 1970).
Rainfall Variability and Change
Eastern Africa undergoes large interannual rainfall variations. Given the semi-arid conditions that prevail over much of the region, the generally low incomes, and the dependence on water resources, all of which account for a high vulnerability, these variations have dramatic effects on the economy and the living of local communities. Figure 13 reminds that the tropics, except for very wet months and locations, show much larger interannual rainfall variations than the extra-tropics (Camberlin, 2010). Equatorial East Africa (mainly Kenya and southern Somalia) adhere to this feature, and many of its wetter locations (above 150 mm/month) even exhibit larger interannual rainfall variations than in other parts of the tropics.
This particularly applies to the October–December short rains, which therefore contribute disproportionately to the interannual variations of annual rainfall (Nicholson, 1996). At Wajir (Kenya) for instance, over the 89-yr period ending in 2011, 20% of the years recorded less than 50 mm of rain in OND, while on 3 occasions (1961, 1997, 2011), rainfall exceeded 500 mm, with a maximum of 891 mm in 1997.
Rainfall variations since the early 20th century are analyzed based on the CenTrends precipitation dataset (Funk, Nicholson, Landsfeld, Klotter, Peterson, & Harrison, 2015a) and global gridded data set from the Global Precipitation Climatology Centre (GPCC, Schneider, Becker, Finger, Meyer-Christoffer, Rudolf, & Ziese, 2015). Only the three main east African rainy seasons are discussed (MAM = March–May; JJAS = June–September; OND = October–December), since the January–February rains in Southern Tanzania are more related to the summer rains of Southern Africa (see the article Climate of Southern Africa).
March–May is the main rainy season from the Great Lakes to northern Somalia. Although the leading mode of interannual rainfall variability covers most of this region (Figure 14a), it extracts a relatively small share of variance (39%), since this season shows a low spatial coherence (Camberlin et al., 2009; Moron, Robertson, Ward, & Camberlin, 2007; Ogallo, 1989).
The temporal consistency is not very high either, with the seasonal total being mostly driven by the variability of the onset date of the rainy season (Camberlin & Okoola, 2003; Moron, Camberlin, & Robertson, 2013), while the month of May exhibits distinct forcings and variability (Camberlin & Philippon, 2002; Zorita & Tilya, 2002). Regionally averaged MAM rainfall (Figure 14b) is characterized by weak decadal-scale oscillations during the 20th century, although a marked decline occurred around the 1990s (Funk et al., 2008; Lyon, 2014; Lyon & DeWitt, 2012). The early part of the 21st century has been particularly dry in Somalia, eastern Ethiopia, Djibouti, and Kenya, with recurrent food insecurity culminating in the humanitarian crisis of 2011. Several hypotheses have been explored to explain the recent drought trend, including increasing SSTs in the south-central Indian Ocean, suggested to divert moisture transport into Eastern Africa (Funk et al., 2008), an increased zonal SST gradient between Indonesia and the central Pacific (Liebmann et al., 2014), enhanced upper-level easterlies (Liebmann et al., 2017), and a westward expansion of the Pacific warm pool as a result of anthropogenic climate change (Williams & Funk, 2011). Lyon (2014) found that the trend is rather a manifestation of natural multi-decadal variability of Pacific SSTs, although Rowell, Booth, Nicholson, and Good, (2015) considered that natural variability is unlikely to have been the only driver of the recent droughts. Hoell et al. (2017) support a co-action of global warming with natural decadal variability in the Pacific. The weakness of the overall correlations between large-scale SST patterns and MAM interannual rainfall variations in Eastern Africa (Nicholson, 2015b; Ogallo, Janowiak, & Halpert, 1988), added to the limited spatial and temporal coherence of rainfall variability in this season, highlight the difficulty to pinpoint a single cause for the recent drought trend. While a weak El Niño-Southern Oscillation (ENSO) signal is found in the early part of the season (Moron, Camberlin, & Robertson, 2013), May rainfall is highly related to the timing of the Indian monsoon onset, a late cessation of the MAM rains heralding a late monsoon onset (Camberlin et al., 2010).
June–September (JJAS), the major rainy season in the northwestern part of Eastern Africa, has been characterized by a marked rainfall decrease since the 1960s (Figure 15).
The decrease is much more evident in the north (Sudan, Eritrea, Western Ethiopia) than in the south, and parallels the decline found in the west African Sahel at similar latitudes (see the article Climate of the Sahel and West Africa). There is some uncertainty as to whether the drying up has continued over the last decades. Williams et al. (2012) documented a further decline in JJAS rainfall from 1970–1989 to 1990–2009, which they attributed to the warming of the southern tropical Indian Ocean resulting in dry static energy convergence over the Greater Horn of Africa. Jury and Funk (2013) also attributed the downward rainfall trend over the period 1948–2006 to decreased ascent in the Walker circulation over the eastern Sahel. The rainfall decrease appears to be smaller or non-existent over north-eastern Ethiopia (Lanckriet, Frankl, Adgo, Termonia, & Nyssen, 2015). Rosell (2011) found an increase in the Kiremt (June–September) main rainy season over 1978–2007 over east-central Ethiopia. Viste, Korecha, and Sorteberg, (2013) did not find any significant change in the 1970–2010 JJAS rainfall as an average over the Ethiopian summer rainfall area. In Western Ethiopia, Blue Nile river flows actually fail to show any significant decrease, in contrast to rainfall (Zaroug, Eltahir, & Giorgi, 2014). Further south over Uganda, Diem, Hartter, Ryan, and Palace (2014) found significant precipitation decreases between 1983 and 2012, centered on boreal summer, although the strong decrease of daily rainfall intensity casts doubt on the reliability of the ARC2 satellite estimates.
Earlier work demonstrated that ENSO partly controls JJAS interannual rainfall variations in Ethiopia (Beltrando & Camberlin, 1993; Diro, Grimes, & Black, 2011; Korecha & Barnston, 2007; Segele, Lamb, & Leslie, 2009; Seleshi & Demarée, 1995), Sudan (Osman & Shamseldin, 2002) and parts of Uganda and Western Kenya (Camberlin, 1995; Indeje, Semazzi, & Ogallo, 2000; Ogallo, 1988; Ogallo et al., 1988; Philipps & McIntyre, 2000). The ENSO signal is also very clear in the Blue Nile flow (Abtew, Melesse, & Dessalegne, 2009; Bhatt, 1989; Bliss, 1925; Eltahir, 1996; Zaroug et al., 2014). Significant correlations between the Niño 3+4 index and July–September are found over the Ethiopian Highlands (Figure 16a), with many dry years coinciding with warm events in the Pacific (e.g., 1982, 1987, 1997, 2009, 2015) and wet years coinciding with cold events (e.g., 1954–1955, 1964, 1973–1975, 1988). The El Niño signal over the Ethiopian Highlands is better shown at regional scale (r = −0.74, with a 1951–2015 July–September precipitation index, Figure 16c) due to quite large local variations in summer rainfall anomalies. The relationship is relatively stable with time (blue squares, Figure 16b).
The absence of ENSO forcing in some years (e.g., 1984, 2006, 2012) is due to the influence of meridional SST gradients, mainly controlled by the South Atlantic Ocean, which explain part of the decadal-scale variations and some of the interannual excursions (Camberlin, Janicot, & Poccard, 2001; Korecha & Barnston, 2007; Segele et al., 2009). For instance, the 1984 drought resulted from an abnormally warm South Atlantic, inducing a southward shift of the ITCZ and reduced depth of the southwesterly monsoon (Lyon, 2014). Although the contribution of the moisture flux from the Gulf of Guinea to Ethiopian rainfall is often overestimated, as most of the humidity originates from the north (Mediterranean) and the Indian Ocean (Viste & Sorteberg, 2013), the pressure gradient between the South Atlantic and the region between Egypt and India strongly controls interannual rainfall variations in Ethiopia and surrounding areas (Camberlin, 1997; Segele et al., 2009; Williams et al., 2012). A strong and significant connection between summer rainfall and both ENSO and the Indian monsoon exists further south, from South Sudan to Northern Uganda and Western Kenya (Figure 16a). The difference with Ethiopia is that the decadal-scale signal in JJAS rainfall is weaker closer to the equator (for instance, the 1960s were not as wet as in Ethiopia).
The October–December rains, in contrast to the MAM rainy season, show a very strong spatial coherence, which means that an exceptionally wet (or dry) year is usually experienced simultaneously over much of Eastern Africa. This feature was noted in early work on rainfall regionalization (Beltrando, 1990; Ogallo, 1989). The leading rainfall mode (Figure 17a) explains as much as 66% of the variance, covering most of Eastern Africa.
After the relatively dry conditions of the first part of the 20th century, the 1960s were very wet, followed by drier conditions in the 1970s and 1980s (Figure 17b). Since then, a weak rising trend occurred (Nicholson, 2015c), contrasting with the MAM drying. The OND rains are also characterized by a skewed distribution, with many low rainfall years contrasting with outstanding wet years. The most obvious wet events are 1961 and 1997, where rainfall greater than 3 standard-deviations caused extensive floods over Eastern Africa (Birkett, Murtugudde, & Allan, 1999; Flohn, 1987).
A relationship between the OND rains and ENSO was demonstrated by Ogallo (1988), Farmer (1988), and Hutchinson (1992). However, it also appeared quite early that SST patterns and zonal winds over the Indian Ocean were strongly related to OND precipitation in Eastern Africa (Beltrando & Camberlin, 1993; Ogallo et al., 1988). Abnormally high rainfall was found to result from surface easterly wind anomalies along the equatorial Indian Ocean, low-level moisture convergence, and ascent over East Africa (with opposite anomalies in the upper troposphere and Indonesia, respectively) as part of the closed Walker cell circulation occurring over the Indian Ocean at this time of the year (Hastenrath, 2000; Hastenrath, Nicklis, & Greischar, 1993). With the identification of a distinct mode of variability in the east-west SST gradients across the Indian Ocean (Saji et al., 1999), termed the Indian Ocean Dipole or the Indian Ocean Zonal Mode (IOZM), the key role of Indian Ocean SSTs was recognized (Behera et al., 2005). Ummenhofer, Sen Gupta, England, and Reason (2009) demonstrated that enhanced East African “short rains” were mainly driven by the warm SST anomalies in the western Indian Ocean (warm pole of the IOZM). Liebmann et al. (2014) actually found that the October–December precipitation increase during the period 1979–2012 was a result of the Indian Ocean warming being stronger in the west than in the east. The strength of the southern Indian Ocean southeasterly tradewinds (Mutai, Polzin, & Hastenrath, 2012) and the location of the Mascarene High (Manatsa & Behera, 2013) also separately affect the interannual variations of OND rainfall. The IOZM signal in East African precipitation is quite uniform (Figure 18a).
However, it is not easy to disentangle the separate contributions of IOZM and ENSO, given that these two modes of variability are strongly related. Most east African wet years coincide with warm anomalies in both the IOZM and Niño 3+4 times-series (Figure 18c; Black, Slingo, & Sperber, 2003). It is only in some years like 1961 and 1967 that a Walker-type circulation anomaly, disconnected from that of the Pacific Ocean, is found in the Indian Ocean, resulting in a wet East Africa despite the absence of an El Niño event. Some years (e.g., 1987) also do not fit the relationship with either the IOZM or ENSO. Clark, Webster, and Cole (2003) actually noted that the SST–rainfall correlation broke down between 1983 and 1993. Nicholson (2015c) also found major regime shifts in the coupled IOZM/ENSO/East African rainfall association, in accordance with Manatsa and Behera (2013), and demonstrated that the relationship between the interannual variability of the OND rains is more closely related to the zonal winds over the equatorial Indian Ocean than to either ENSO or the IOZM.
East African rainfall is also affected by intraseasonal (20–60 days) variations. The influence of the Madden-Julian Oscillation (MJO) over Kenya was first suggested by Mutai and Ward (2000), based on the west-east propagation of 850- and 200-hPa wind anomalies associated with 5-day rainfall composites. An objective signature of the MJO, based on the multivariate index defined by Wheeler and Hendon (2004), was later found in Eastern Equatorial Africa rainfall in both the March–May and October–December rainy seasons (Berhane & Zaitchik, 2014; Hogan, Shelly, & Xavier, 2015; Omeny, Ogallo, Okoola, Hendon, & Wheeler, 2008; Pohl & Camberlin, 2006a, 2006b). Phases 2 to 4 of the oscillation, with reduced convection in the Western Pacific, exhibit enhanced rainfall in the Kenya Highlands and lake Victoria region, while phases 6 to 8, with stronger convection in the Western Pacific, show suppressed rainfall. This applies to heavy rainfall events in Western Kenya (Figure 19), 78% of which occur during phases 1 to 4 (excluding events coinciding with an inactive MJO) and 22% only during phases 5 to 8.
The rainfall enhancement in phases 3–4, while the main convective center is already over the Indian Ocean, is a result of the location of a 200-hPa trough associated with the MJO wave-like structure over the Kenya Highlands, which destabilizes the atmosphere (Hogan et al., 2015). In the lower troposphere, the low pressure anomaly over the Indian Ocean produces a pressure gradient that weakens the easterlies over East Africa, possibly replacing them with westerlies (Berhane & Zaitchik, 2014; Pohl & Camberlin, 2006a). Westerly anomalies are known to be related to wet spells over Equatorial East Africa, in March‑May especially (Figure 19; and Chan, Vuille, Hardy, & Bradley, 2008; Johnson & Mörth, 1960; Nakamura, 1968; Okoola, 1999). Although it may seem counterintuitive that a reduced moisture flux from the Indian Ocean would result in wet anomalies, the westerlies actually break the mid-tropospheric inversion (near 700–600 hPa) commonly found in the easterlies and associated stability. Unexpectedly, a more or less opposite pattern is found along the coastline, with wet conditions in MJO phases 6–8 (Hogan et al., 2015; Pohl & Camberlin, 2006a). This pattern is suggested to result from enhanced moisture advection from the Indian Ocean, generating shallow convection and stratiform rainfall. There is no clear MJO signal in boreal summer rainfall in Eastern Africa, except over Lake Victoria where precipitation is enhanced in phase 3 and suppressed in phase 7, similar to the other seasons (Hogan et al., 2015).
Temperature changes across Eastern Africa are still poorly documented, with global temperature data sets showing gaps in the region or lacking reliability due to interpolation from few stations (Collins, 2011). King’uyu, Ogallo, and Anyamba (2000), based on data at 71 stations in eastern and southern Africa, found large geographical variations in observed temperature trends between 1939 and 1992, although a nighttime temperature increase dominated. Trends of temperature extremes over the greater Horn of Africa in general (Omondi et al., 2014) and Ethiopia in particular (Mekasha, Tesfaye, & Duncan, 2014) show large spatial variations among stations, even within a given eco-environment. At national level however, all studies show a marked increase of minimal temperatures in the last 30 to 60 years, and sometimes also an increase of maximum temperatures. Ozer and Mahamoud (2013) reported a +1.24 °C mean temperature increase at Djibouti between 1966 and 2011. Elagib and Mansell (2000) found a significant warming in Sudan, between 1941 and 1996, in the central and southern parts of the country. As an average over Ethiopia, Fazzini et al. (2015) found a +1.1 °C increase from 1980 to 2010, for both maximum and minimum temperatures, although over a longer period (1953–2010) and based on 8 main meteorological stations with long series, the rate of minimum temperature increase is twice that of maximum temperature. Over the period 1951–2006, a separate assessment by the Ethiopian National Meteorological Agency quoted a rise of +2 °C for minimum temperature, based on 40 stations (NMA, 2007). Christy, Norris, and McNider (2009), based on a thorough analysis of 100 years of station data across Kenya and Tanzania, including an adjustment for inhomogeneities in the time-series, noted strong increases for minimum temperature (Tn), but much smaller increases for maximum temperature (Tx) whose rising became substantial only in the last (1979–2004) sub-period. Differences between Tx and Tn trends were interpreted as a response to complex changes in the boundary layer dynamics, with Tx being influenced by the daytime vertical connection to the deep atmosphere, whereas Tn represents only a shallow layer. Similar results were obtained for Uganda (Christy, 2013) across the 20th century. Collins (2011) analyzed African temperature changes between the 1979–1994 and 1995–2010 sub-periods, based on Microwave Sounding Unit (MSU) lower-tropospheric data, and found a significant warming along the coasts of Eastern Africa in March–May (+0.3 to 0.6 °C) and September–November (+0.2 to 0.3 °C).
Using available daily station rainfall data and two global gridded products (CRU [Harris, Jones, Osborn, & Lister, 2014] and Berkeley Earth [Rohde et al., 2013]), there is a fair agreement on the spatially averaged temperature trend across Eastern Africa (Table 1). Between 1953 and 2013, annual mean Tn increased markedly (+1.4 to 1.45 °C, slightly less in the CRU data set). However, the Tx increase was almost as strong (+1.1 to 1.2 °C, and +1.28 °C in the CRU data set). By seasons (Figure 20), as an average over Eastern Africa, June–September shows the largest increases (for both Tx and Tn), but the trends do not strongly differ in the other seasons. Increases in minimum temperatures are generally stronger (Camberlin, 2017).
The trends are fairly linear, although there is also a marked interannual variability, with warmest years often coinciding with drought years, at least for maximum temperatures.
Table 1. Maximum (Tx) and Minimum (Tn) Temperature Trends over Eastern Africa (1953–2013), in Celsius Degrees over 61 Years, using the Centre de Recherches de Climatologie (CRC), Climatic Research Unit (CRU), and Berkeley Earth databases. CRC is an average of all available stations (98) as in Figure 20. CRU and Berkeley Earth trends are computed as the spatial average over all grid-points containing at least one station in the CRC data set. The last line is the average of all grid-points within the region 12°S–23 °N, 28–52 °E for Berkeley Earth data (homogenized).
CRC 98 stations
CRU grid-points with stations
Berkeley grid-points with stations
Berkeley all grid-points
The glacier recession observed on Mt. Kilimanjaro (Thompson, Brecher, Mosley-Thompson, Hardy, & Mark, 2009) cannot be directly attributed to rising air temperatures, since temperature at glacier level remains well below freezing, and 500 hPa temperature does not show any warming trend (Cullen, Mölg, Kaser, Hussein, Steffen, & Hardy, 2006). Other explanations concentrate on decreasing precipitation and cloud cover, inducing higher shortwave solar radiation (Mölg, Cullen, Hardy, Kaser, & Klok, 2008; Pepin et al., 2014), but the recession may also be due to pre-20th century climate shifts (Cullen et al., 2006). Over the Rwenzori Mountains (Uganda), glacier recession has been attributed to rising air temperatures (Taylor, Mileham, Tindimugaya, Majugu, Nakileza, & Muwanga, 2006). However Mölg, Rott, Kaser, Fischer, and Cullen (2006) challenged this assumption, since 600 hPa air temperatures do not show any significant trend in reanalysis data over 1948–2005, while specific humidity does show a significant decrease, suggesting that drier conditions rather than warmer conditions may have been the trigger.
The recent trends of Eastern Africa climate must be analyzed bearing in mind longer-term trends, including those found since the 19th century (see Changes in Precipitation over Eastern Africa during Recent Centuries) and those projected for the coming decades as a result of anthropogenic climate change (see Climate Change Scenarios and African Climate Change). However, high uncertainty remains for future precipitation trends in the region (e.g., Rowell et al., 2015).
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