Conservation implications of brown hyaena ( Parahyaena brunnea ) population densities and distribution across landscapes in Botswana

The brown hyaena (Parahyaena brunnea) has an estimated population size of < 10 000 mature individuals and is therefore listed as near threatened on the International Union for Conservation of Nature (IUCN) Red List (Wiesel 2015). The species is endemic to southern Africa with range countries including Botswana, Namibia, South Africa, Angola and Zimbabwe (Mills & Hofer 1998; Wiesel 2015). The largest population of brown hyaena is found in Botswana (Wiesel 2015), a country that hosts one of the most diverse carnivore assemblages in Africa. The large carnivore guild includes lion (Panthera leo) (IUCN/SSC 2006), cheetah (Acinonyx jubatus) and wild dog (Lycaon pictus) (IUCN/SSC 2007) and significant populations of spotted hyaena (Crocuta crocuta) and leopard (Panthera pardus) (Jacobson et al. 2016).


Introduction
The brown hyaena (Parahyaena brunnea) has an estimated population size of < 10 000 mature individuals and is therefore listed as near threatened on the International Union for Conservation of Nature (IUCN) Red List (Wiesel 2015).The species is endemic to southern Africa with range countries including Botswana, Namibia, South Africa, Angola and Zimbabwe (Mills & Hofer 1998;Wiesel 2015).The largest population of brown hyaena is found in Botswana (Wiesel 2015), a country that hosts one of the most diverse carnivore assemblages in Africa.The large carnivore guild includes lion (Panthera leo) (IUCN/SSC 2006), cheetah (Acinonyx jubatus) and wild dog (Lycaon pictus) (IUCN/SSC 2007) and significant populations of spotted hyaena (Crocuta crocuta) and leopard (Panthera pardus) (Jacobson et al. 2016).
The brown hyaena occurs over most of Botswana, except the Okavango Delta and sections in the north (Wiesel 2015).The range includes a diversity of human land uses such as conservation areas (Keeping 2014;Maude & Mills 2005), commercial farms (Boast & Houser 2012;Kent & Hill 2013) and communal land used for subsistence livestock farming (Muir 2009;Schiess-Meier et al. 2007).
The large carnivore guild in Botswana comprises a strong, interspecific dominance hierarchy including subordinate competitors (cheetahs, African wild dogs and brown hyaenas), dominant competitors (lions and spotted hyaenas) and leopards (i.e. the large carnivore least affected by interspecific competition) (Marker & Dickman 2005;Mills 2015).The interactions among carnivore guild members as well as their interactions with prey species are important The brown hyaena (Parahyaena brunnea) is endemic to southern Africa.The largest population of this near-threatened species occurs in Botswana, but limited data were available to assess distribution and density.Our objectives were to use a stratified approach to collate available data and to collect more data to assess brown hyaena distribution and density across land uses in Botswana.We conducted surveys using track counts, camera traps and questionnaires and collated our results and available data to estimate the brown hyaena population based on the stratification of Botswana for large carnivores.Brown hyaenas occur over 533 050 km² (92%) of Botswana.Our density estimates ranged from 0 brown hyaenas/100 km² in strata of northern Botswana to 2.94 (2.16-3.71)brown hyaenas/100 km² in the southern stratum of the Central Kalahari Game Reserve.We made assumptions regarding densities in strata that lacked data, using the best references available.We estimated the brown hyaena population in Botswana as 4642 (3133-5993) animals, with 6.8% of the population in the Northern Conservation Zone, 73.1% in the Southern Conservation Zone, 2.0% in the smaller conservation zones and 18.1% in the agricultural zones.The similar densities of brown hyaenas in the Central Kalahari Game Reserve and the Ghanzi farms highlight the potential of agricultural areas in Botswana to conserve this species.The conservation of brown hyaenas in the agricultural landscape of Botswana is critical for the long-term conservation of the species; these areas provide important links between populations in South Africa, Namibia and Zimbabwe.components of biodiversity (Dalerum et al. 2008;Mills 2005).Conservation of the intact carnivore guild has a higher priority than the conservation of individual species (Woodroffe & Ginsberg 2005).
To conserve the intact guild, a mosaic of high and low densities of the dominant competitors is required to provide refuge areas for the subordinate competitors (Winterbach et al. 2013).Botswana has two large conservation zones with the potential to conserve the intact carnivore guild (Winterbach, Winterbach & Somers 2014).The Southern Conservation Zone is characterised by a mosaic of low and medium densities of wild prey for lions and spotted hyaenas (Winterbach et al. 2014), and both carnivores occur at low to medium densities (Funston et al. 2001;Maude & Selebatso 2012;Mills 2015;Mudongo & Dipotso 2010).The Northern Conservation Zone has a mosaic of high, medium and low prey densities for large carnivores, with the highest prey densities in and around the Okavango Delta and along the Kwando/Linyanti/Chobe river system (Winterbach et al. 2014).High densities of lions and spotted hyaenas have been recorded in the Okavango Delta and low densities in the dry parts of the Northern Conservation Zone (Cozzi et al. 2013;Winterbach & Maude 2015;Winterbach & Winterbach 2003).
In addition to these conservation zones, the long-term conservation of brown hyaenas depends on the agricultural areas in Botswana (Boast & Houser 2012;Kent & Hill 2013).These areas do not have the potential to conserve the intact carnivore guild (Winterbach et al. 2014).They do, however, provide an opportunity to conserve the less dominant species including brown hyaenas, cheetahs, leopards and wild dogs (Boast & Houser 2012;IUCN/SSC 2007;Kent & Hill 2013;Klein 2007;Maude & Mills 2005;Winterbach et al. 2015).
Conservation of carnivores in the agricultural areas requires mitigation measures (Winterbach et al. 2013).Although brown hyaenas are mainly scavengers (Maude & Mills 2005;Mills 1990Mills , 2015) ) and a low level of conflict is expected with livestock owners, human persecution is a significant threat to the species in the range countries (Mills & Hofer 1998;Wiesel 2015).In the North West province of South Africa, 40% of livestock owners regard the brown hyaena as a problem animal (Thorn 2008), and in Namibia, 72% of livestock owners believe that brown hyaenas were responsible for livestock depredations (Lindsey et al. 2013).Weise et al. (2015) confirmed conflict with brown hyaenas in Namibia, and according to farmers, conflict happens especially during peak calving or lambing seasons.Although faecal analysis and inspection of food remains at den sites showed cattle were a significant food source in the farming areas of the Gauteng and Limpopo, discussions with farmers indicated that the killing of cattle by brown hyaena was probably rare and that removing the individual responsible solved the problem (Skinner 1976).Although translocation can solve the conflict, one should consider brown hyaena sociality as part of the decision process to translocate individuals (Weise et al. 2015).Some cattle farmers in Botswana believe that brown hyaenas kill new born calves when the calves are left hidden while the mothers go foraging (M.Bing, pers. comm., n.d.).Maude and Mills (2005) reported that only 25% of cattle post owners around Makgadikgadi Pans National Park, Botswana, believed that brown hyaenas might cause livestock losses.They also found no loss of livestock because of brown hyaena predation around Makgadikgadi Pans National Park in a 5-year period, but did show that carcasses of livestock were an important food source to sustain brown hyaena populations in agricultural areas.Furthermore, brown hyaenas were a minority of the problem animal incidents reported in the Kweneng district, a livestock area south of the Central Kalahari Game Reserve in Botswana (Schiess-Meier et al. 2007).Boast (2014) recorded low levels of conflict with brown hyaenas and that they are the most tolerated large carnivore in Botswana.
The wide distribution of brown hyaenas on both conservation and agricultural land requires density estimates for all ecosystems and land uses in Botswana.Data to assess the large carnivore populations in Botswana are available in peer-reviewed articles and internal and unpublished reports.We reviewed articles and reports to identify some of the areas that were data deficient and conducted large carnivore surveys at multiple sites in Botswana.Here we present our data on brown hyaenas, collated with other published studies and unpublished or internal reports from the research community in Botswana to provide a countrywide population estimate of brown hyaenas in Botswana.We discuss the implications of the results for carnivore conservation.

Study area
The Republic of Botswana is a landlocked country of 582 000 km 2 , sharing international boundaries with Namibia, South Africa, Zimbabwe and Zambia.Altitude ranges from 515 m a.s.l. to 1491 m a.s.l.Most of Botswana is arid to semiarid, with the Kalahari ecosystem occupying approximately 82% of the country.Rainfall is erratic and the mean rainfall ranges from 250 mm per year in the south-west to over 650 mm in the north-east (Department of Surveys and Mapping 2001).Over 90% of rainfall occurs in the summer months between November and April.Apart from the Okavango Delta and the perennial Kwando/Linyanti/

Procedure
We conducted track counts following the methodology of Stander (1998) and Funston et al. (2010).Existing roads and 4 × 4 trails were used for transects, covering parts of the Northern Conservation Zone and the Central Kalahari Game Reserve in the Southern Conservation Zone (Figure 2).Two trackers identified the tracks from a vehicle driven at slow speeds not exceeding 15 km/h.All fresh tracks (< 24 h old) of large carnivores were identified and recorded with the date, GPS location, species and number of individual animals.Data recording excluded roads disturbed by vehicles or rain in the previous 24 h.Each individual should only be recorded  once per day on the survey (Stander 1998).Multiple track incidences (observations of tracks) from the same species on the same transect were reviewed with the trackers to determine whether the tracks belonged to the same or new individuals.
We deployed Panthera v4 incandescent-flash and Bushnell TrophyCam infra-red camera traps at 221 locations across a 550 km 2 study area in the Northern Conservation Zone and Ngami Agricultural Zone between February and July 2015.We used 5 km 2 grid cells to guide the placement of cameras and ensure systematic coverage of the entire study area.We deployed two camera stations within each grid cell, one on the road closest to the predetermined centre point of each grid cell and the second on the road closest to a predetermined random point within each grid cell.We placed all cameras on sand roads to increase our probability of photographing carnivores given that large predators and carrion feeders often use lightly travelled roads as movement corridors (Forman & Alexander 1998).If cameras had been placed randomly or on the extensive network of game trails, we believe our detection rates would have been prohibitively low.Each camera station included two opposing cameras mounted on trees, offset by 0.5 m -1 m.If there were no trees available, we mounted cameras on metal fence posts hammered into the ground.We secured cameras at knee height and positioned cameras to photograph flanks of passing animals.We programmed cameras to take three photos at each trigger event in the daytime with a delay of 30 s between trigger events.At night-time, the infra-red cameras took three photos when triggered but the incandescent-flash cameras could only take one photo every 15 s because of the flash having to recharge.For each station, we combined information from the two opposing cameras using the time or date stamps on the photographs.
We used a rotational system for camera deployment.We divided our study area into five sub-areas of approximately 110 km 2 each and sequentially sampled each area for 30 nights.We deployed an average of 44 camera stations (i.e.88 cameras) within each sub-area.We checked cameras every 5-10 days to download photos, replace batteries and ensure cameras were still operational.
Distribution records of brown hyaenas consisted of track observations we recorded during our surveys, supplemented with brown hyaena observation records from publications, reports and verifiable observations between January 2005 and April 2016.Brown hyaena status, collected as part of a larger questionnaire survey conducted during 2012 and 2013, was recorded as present (visual sightings or tracks seen at least quarterly), transient (visual sightings or tracks seen less frequently than quarterly) or absent (never seen brown hyaena or its tracks).Klein (2013) surveyed cattle posts and commercial farms in the Kalahari region of Botswana, and Boast (2014) targeted primarily game ranchers and commercial livestock farmers in the game ranching regions of the Central, Ghanzi, Ngamiland and North East regional districts.

Data analysis
Transects were pooled per stratum for analysis, following the landscape stratification of Botswana for large carnivores (Figure 2) from Winterbach et al. (2015).The ratio of stratum size and transect length was used to calculate penetration (km²/km of transect) as an index of sampling effort (Funston et al. 2010).We calculated track density (number of individual tracks/100 km sampled) per transect, treating each repetition an individual record.Following Funston et al. (2010), we calculated the mean and standard deviation of the distance (km) between track incidences for each stratum sampled.Funston et al. (2010) recommended that the coefficient of variance (CV) of distance between track incidences (standard deviation × 100/mean km per track incidence) should be less than 20% to ensure appropriate precision of the density estimate.This generally occurs after 19-30 track incidences (Funston et al. 2010).We provide penetration, distance between track incidences with the CV and number of track incidences as indicators of the quality of density estimates in each stratum.We estimated brown hyaena densities from track densities using the extended carnivore model for sandy substrates formula 'animal density = track density/3.26'from Winterbach et al. (2016).
We included density data from other studies for the national population estimate (Table 1-A1).We sourced articles and reports from the research community in Botswana.We recalculated the density estimates from other track surveys using the extended carnivore model for sandy substrates (Winterbach et al. 2016) for consistency of density calculation methods across studies.The population estimates were calculated per stratum from the density estimates, size of the stratum and the proportion of that stratum included in the brown hyaena range (stratum population = density × stratum size/100 km 2 ).
No density estimates were available for some strata.Where we deemed strata to be similar (general habitat and general land use) to areas with reference data, we assumed similar population densities.In all other cases for strata lacking suitable reference data, we followed the same approach as the Namibia Large Carnivore Atlas (Hanssen & Stander 2004;Stein et al. 2012) using standardised density categories of low, medium or high: • Assumed low density: 0.085 brown hyaenas/100 km² (range 0.07-0.10).We used a chi-square test with Bonferroni simultaneous confidence intervals (Byers, Steinhorst & Krausman 1984) to compare frequencies that respondents reported brown hyaenas as present or transient or absent on commercial livestock farms and cattle posts compared to game farms, whose frequencies were defined as the expected values.

Density estimates
We  between 102% and 143%, exceeding the 20% guideline (Funston et al. 2010).Although we completed 5550 km of track surveys north of Makgadikgadi Pans National Park, we only recorded tracks of brown hyaenas on five occasions.We could not calculate CV for the track frequency in this area because of the small sample size.The density estimates were between 0.00 animals/100 km² and 0.14 animals/100 km².
The southern Central Kalahari Game Reserve had the highest density of brown hyaenas (2.94 animals/100 km²), followed by 2.55 animals/100 km² in Makgadikgadi Pans National Park (Table 2).
The camera trap survey yielded only five records of brown hyaenas from 11 618 trap nights.These data were not sufficient to estimate density, but provided confirmation of the edge of the brown hyaena range in part of northern Botswana.

Distribution
Brown hyaenas occur over 533 050 km² (92%) of Botswana (Figure 3).Kgori Safaris, pers. comm., n.d.).The results of the camera trap survey support that this was the northern edge of the brown hyaena range as brown hyaena were only recorded at the southern stations of the camera survey.
Eighty-two of 418 respondents did not record brown hyaenas as present, transient or absent and were excluded from further analysis.The questionnaire survey provided presence records of brown hyaenas in all four agricultural zones (Figure 3).Respondents recorded brown hyaenas as present (91.6%) and absent (8.4%) on game ranches (n = 107).Presence of brown hyaena was 85.5% on commercial farms (n = 55) and 53.4% on cattle posts (n = 174).The observed frequency of presence and absence or transience differed (χ² = 331.25,df = 3, p < 0.001).Brown hyaenas were reported absent or transient more frequently and present less frequently on cattle posts than on game ranches ( p = 0.001).It did not differ significantly between commercial livestock farms and game ranches (Table 3).

Population estimates
Our data and data from other sources that we used for the population estimates are summarised in Table 1-A1.Large parts of the Northern Conservation Zone are outside brown hyaena range or are part of the northern limit of their range.We calculated three density estimates north of Makgadikgadi Pans National Park, all between 0.04 animals/100 km² and 0.14 animals/100 km².The five track records obtained along the 5550 km track survey were too low for robust density estimates and may indicate a patchy distribution towards the northern limit of the brown hyaena range.We therefore assumed (  4).
We estimated the brown hyaena population of Botswana as 4642 animals (3133-5993) (Table 4).Seventy-three percent of the brown hyaena population (approximately 3393 animals) occurred within the Southern Conservation Zone (Table 4) and 18.1% in the agricultural zones (843 brown hyaenas).The remaining 6.8% occurred in the Northern Conservation Zone and 2% in conservation zones of XaiXai and Tuli.The estimated and assumed densities are shown in Figure 4.

Discussion
Our study combined information from track surveys, camera trap surveys, questionnaires and previous studies to estimate local densities and distribution of brown hyaenas across Botswana.Information on brown hyaena populations is vital to making informed conservation decisions and to mitigating population declines, particularly as the species is listed as near threatened (Wiesel 2015).Because of the large scale of this study, however, our data had several limitations.
The data collection span over a decade of research, and there is a risk that carnivore densities may have changed because of ecological factors or changes in land use as demonstrated in Zimbabwe (Williams et al. 2016).No largescale changes in land use occurred in Botswana during the past 15 years.The brown hyaena density estimates in Kgalagadi Transfrontier Park area of Mills (1990), Funston et al. (2001) and Keeping (2014) were very similar despite covering more than 20 years.The long-term study of Maude (2010) found no population declines in the Makgadikgadi region.Despite this long timespan, our data sets are the best indication of the national population of brown hyaena in Botswana.
The recommended sampling effort of 19-30 recorded track incidences per sampling unit should result in a CV below 20% for mean distance between track incidences (Funston et al. 2010;Kent 2011).Despite us recording track incidences of 37, 53 and 87 in three strata of the Central Kalahari Game Reserve, the CVs of these strata still exceeded 100%.This contradicts the results from localised surveys in the Ghanzi farms area (Boast & Houser 2012;Kent 2011) that achieved CVs of less than 20%.These studies recorded densities varying between 1.89 brown hyaenas/100 km² and 3.10 brown hyaenas/100 km² on small units within the Stratum 7.1.0Ghanzi farms.Similarly, brown hyaena densities varied among habitats within Stratum 2.2.1, the Kgalagadi Transfrontier Park (1.13 brown hyaenas/ 100 km² -2.17 brown hyaenas/100 km²) (Funston et al. 2001) and among locations in the surrounding WMAs (2.36 brown hyaenas/100 km² -3.90 brown hyaenas/100 km²) (Mudongo & Dipotso 2010).The above mentioned studies show heterogeneity in brown hyaena densities across landscapes in conservation and agricultural zones of Botswana on a finer resolution than the stratification we used.Therefore, we should expect heterogeneity in brown hyaena densities in the large survey strata that result in high CVs.
Although our current estimate of 4642 (3133-5993) brown hyaenas is higher than the previous estimates of 3900 (3500-4500) (Mills & Hofer 1998) and 2636 (1990-3282) (Winterbach & Winterbach 2003), it probably does not reflect a population increase.Rather, it indicates that the population was previously underestimated because of a lack of comprehensive data.Although there is evidence that brown hyaenas are persecuted in Botswana (Maude & Mills 2005), we found no indication of a population decline.This is supported by a long-term study on brown hyaenas in the Makgadikgadi region of Botswana by Maude (2010).He concluded that brown hyaenas are sufficiently adaptable to live alongside people in agricultural areas and are thus not vulnerable to significant population declines under current land uses (Maude 2010).
The similar brown hyaena densities recorded in Ghanzi and the Southern Conservation Zone (Table 1-A1) highlight the importance of agricultural zones in Botswana for brown hyaena conservation (Boast & Houser 2012;Kent & Hill 2013).Furthermore, Maude and Mills (2005) showed that brown hyaenas occurred at higher densities in the communal land in the agricultural zone around Makgadikgadi Nxai Pan National Park, where home range sizes are smaller and clan numbers are higher than inside the national park.In contrast to these findings, Thorn et al. (2011) estimated a much lower density of brown hyaenas in agricultural land (0.15/100 km² ± SE 0.08) than in Pilanesberg National Park, North West province of South Africa.Less antagonism, lower human density, a lack of large-scale crop production and differences in livestock management practices may contribute to a more hospitable environment for brown hyaenas in Ghanzi than the North West province (Kent & Hill 2013).
The findings of Maude and Mills (2005), Schiess-Meier et al. (2007) and Kent and Hill (2013) indicated that we can potentially have relatively high brown hyaena densities in the Ngami, Central and Kgalagadi agricultural zones.We lacked density data in these areas that include large parts of  communal land with cattle posts.Brown hyaena densities in Botswana, apart from the north, varied between 1.2 animals/100 km² and 3.9 animals/100 km² (Table 1-A1).However, our questionnaire surveys showed that brown hyaenas were more likely to be reported as transient or absent on the communal land with cattle posts than on commercial and game farms.This can be the result of observer bias, with the respondents either over-or underreporting the presence of brown hyaena.The alternative is that brown hyaena did occur less on communal land.Our current data are not suitable to clarify this.The brown hyaena densities recorded elsewhere in Botswana might not be representative of these agricultural zones, and therefore, we opted for the conservative density assumption of 0.15 animals/100 km² based on the results of Thorn et al. (2011).
The communal farmlands with cattle posts in these three agricultural zones represent a major gap in our knowledge of brown hyaenas in Botswana.Brown hyaenas can thrive in agricultural areas of Botswana (Boast & Houser 2012;Kent & Hill 2013;Maude & Mills 2005).Therefore, we recommend that future brown hyaena surveys focus particularly on the Ngami, Central and Kgalagadi agricultural zones, which may be strongholds for the species.
A significant proportion (18.1%) of the brown hyaena population in Botswana occurred in agricultural areas of Botswana.For example, our estimates showed more brown hyaenas in the Ghanzi farms (Stratum 7.1.0)than all of the Northern Conservation Zone.The agricultural zones are not only key areas for the conservation of brown hyaenas in Botswana but also essential to maintain links with populations in Namibia and South Africa.
The stronghold for brown hyaenas in the Northern Conservation Zone is the Makgadikgadi Pans.This area and the strata in the Northern Conservation Zone without perennial water have low prey densities and should be refuge areas for subordinate carnivores (Winterbach et al. 2014).However, we recorded brown hyaena infrequently in the strata north of Makgadikgadi, despite low densities of lion and spotted hyaena (unpublished data from our surveys).Annual rainfall increases from 400 mm in Makgadikgadi to 700 mm in the north-east of the Northern Conservation Zone (Department of Surveys and Mapping 2001).This may be a factor that limits brown hyaena in the Northern Conservation Zone directly or indirectly, because brown hyaena occurs in areas with rainfall up to approximately 700 mm (Wiesel 2015).Also, the species does not occur in the Okavango Delta, the area around Moremi Game Reserve, an area that supports high densities of lions and spotted hyaenas (Cozzi et al. 2013;Winterbach & Winterbach 2003).Mills and Mills (1982) and Mills (2015) found that spotted hyaenas out-compete brown hyaenas and this interspecific competition may explain why the Okavango Delta is not part of the brown hyaena's range (Mills & Hofer 1998;Wiesel 2015).Although it is not clear from our distribution and density data whether brown hyaenas are resident in localised areas or merely transient through the northern part of their range in Botswana, the Northern Conservation Zone provides the link between the Botswana and Zimbabwe populations.
Botswana supports the highest number of brown hyaenas of all the range countries (Wiesel 2015), and a significant proportion of this national population occurs on agricultural land.The focus of carnivore conservation in Botswana should be on maintaining the intact large carnivore guild in the conservation zones, complimented by a species conservation approach in the agricultural zones.We recommend that future surveys in Botswana specifically include density estimates for brown hyaenas on communal farmland in the Ngami, Central and Kgalagadi agricultural zones.
Less livestock owners in Botswana regard brown hyaenas as a risk to livestock than their counterparts in South Africa and Namibia (Lindsey et al. 2013;Maude & Mills 2005;Thorn 2008), which may be related to farming practices, that can increase the risk of brown hyaenas killing new born and weak calves (M.Bing, pers.comm., n.d.).Regional and individual differences in behaviour of brown hyaenas may contribute to the lower perceived threat in parts of Botswana.
Although brown hyaenas may on rare occasions cause livestock losses (Skinner 1976;Weise et al. 2015), they are not a significant problem animal species.
Persecution of brown hyaenas in the livestock areas of Botswana may impact negatively on the long-term conservation of the species across its distribution range in southern Africa.The resident brown hyaena population in the livestock areas of Botswana is not only a significantly large population, but is also critical to maintain links among the conservation zones in Botswana and the neighbouring range countries Namibia, South Africa and Zimbabwe.The information provided here should be incorporated into conservation strategies for large carnivores in Botswana.

Conclusion
We found no indication that the estimated population of 4642 (3133-5993) brown hyaenas in Botswana declined.Brown hyaena densities were heterogeneous across landscapes in conservation and agricultural zones on a finer resolution than the stratification we used.We lack data to assess the population in large parts of the agricultural areas and recommend that future brown hyaena surveys focus particularly on the Ngami, Central and Kgalagadi agricultural zones, which may be strongholds for the species.The agricultural areas in Botswana are important to maintain population links between Namibia, South Africa and Zimbabwe.
http://www.koedoe.co.zaOpen Access Winterbach et al. (2014) identified four conservation zones and four agricultural zones in Botswana based on primary land use.The conservation zones consist of the large Northern Conservation Zone and Southern Conservation Zone, and the two smaller conservation zones of XaiXai and Tuli.The Northern Conservation Zone includes Chobe National Park, Moremi Game Reserve, Nxai Pan National Park, Makgadikgadi Pans National Park and the associated WMAs.The Central Kalahari Game Reserve, Kgalagadi Transfrontier Park and associated WMAs form the Southern Conservation Zone (Figure1).The agricultural zones are Ngami, Central, Ghanzi and Kgalagadi (Figure1).

FIGURE 1 :
FIGURE 1: Primary land use in Botswana, including the conservation zones (national parks, game reserves and Wildlife Management Areas) and agricultural zones (commercial farms and communal land with cattle posts).Insert shows Botswana in relation to southern Africa.
of Botswana is followingWinterbach et al. (2015).Stratum identification numbers are shown on the map for reference.

FIGURE 2 :
FIGURE 2: Stratification of Botswana and locations of track surveys and camera trap survey (detail on inset) conducted between 2005 and 2015 to estimate brown hyaena (Parahyaena brunnea) densities.

Figure 3 .
Figure3.Only a few records of brown hyaenas were recorded north of Makgadikgadi Pans National Park despite 5550 km of track surveys completed.The concessionaire reported that they only saw brown hyaena tracks in the southern half of NG43 during 15 years of operation (1999-2013) (J.van  Rensburg, Kgori Safaris, pers.comm., n.d.).The results of the camera trap survey support that this was the northern edge of the brown hyaena range as brown hyaena were only recorded at the southern stations of the camera survey.
Stratum identification numbers are shown on the map for reference.

FIGURE 4 :
FIGURE 4: Estimated and assumed densities per stratum of brown hyaenas (Parahyaena brunnea) in Botswana based on surveys conducted between 2005 and 2015.
used to calculate population estimates are in normal type font and additional data are in italic font.CZ, Conservation Zone; GR, Game Reserve; CV, coefficient of variance; NP, National Park; SE, South East.
present data from track surveys we conducted between 2005 and 2007 (Chobe district and Okavango Delta) and between 2011 and 2013 (NG43, Makgadikgadi Pans National Park and the Central Kalahari Game Reserve) (Table1).The lack of roads and 4 × 4 trails limited access to large parts of the study area and resulted in a low sampling effort in some strata as measured by the penetration index (Table1).The track incidences recorded in Makgadikgadi Pans National Park and the Central Kalahari Game Reserve ranged from 17 to 87 per stratum with mean distance between track incidences of 11.76 km -22.47 km (Table2).The CV was

TABLE 1 :
Summary of track surveys completed between 2005 and 2013 to estimate brown hyaena (Parahyaena brunnea) densities in study areas across Botswana.

TABLE 2 :
Results of track surveys completed between 2005 and 2013 to estimate brown hyaena (Parahyaena brunnea) densities in study areas across Botswana.

TABLE 3 :
Bonferroni simultaneous confidence intervals for the presence and absence ortransience of brown hyaena (Parahyaena brunnea) The proportions of present (91.6%) and absent or transient (8.4%) recorded on game farms were used as the reference to calculate the expected proportions for commercial livestock farms and cattle posts (k = 4, α = 0.001, Z = 3.6623).

Table 1 -
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