INTRODUCTION
Snakebite envenomation (SBE) is a life-threatening condition that predominantly affects subsistence farmers and children in rural areas of sub-Saharan Africa and Asia, and especially those living in poverty. 1–3 Each year, between 1.8 and 2.7 million people are envenomed by snakes, resulting in 81,000–138,000 deaths and 400,000 permanent disabilities (e.g., amputations and blindness). 4,5 Snake venoms contain variable mixtures of precoagulants, cytolytic and hemolytic toxins, neurotoxins, hemorrhagins, and biogenic amines that cause effects ranging from pain and swelling to tissue necrosis, uncontrolled bleeding, descending paralysis, renal failure, and sometimes death. 6 Once bitten, those at highest risk of mortality are children (because of their small body mass), the elderly (because of lower fitness and general health condition), and those in rural/remote areas (because of delays in receiving medical care). 1,7 Delays in accessing formal care are often attributed to remoteness, lack of transportation, antivenom shortages, preferential use of traditional healers, inability to pay for treatment, and poor knowledge among healthcare providers. Prognosis also depends on the snake species and venom dose.
In addition to causing acute and chronic physical trauma, SBE can be psychologically and economically devastating. 5,8,9 In sub-Saharan Africa, SBE inflicts an estimated burden of 1.03 million disability-adjusted life years (95% CI: 0.8–1.28 million) among affected communities annually. 10 This does not include suffering incurred because of envenomation of household pets or domestic livestock. Limited information is available regarding SBE morbidity and mortality in domestic animals in Africa, but the global case-fatality rate recently estimated at 47% suggests that SBE of domestic animals causes significant losses for their human owners. 11
In 2017, the WHO reclassified SBE as a category A neglected tropical disease, and in 2019, it released a strategic road map focused on halving disability and mortality by 2030. 3,12 Noteworthy challenges to achieving this goal include the lack of epidemiological data in many affected countries and shortages of safe and effective antivenom worldwide. 4 Rwanda is a low-income, agrarian country that is home to 13 venomous snakes of public health concern. 13–15 Those who earn income by working in close contact with rural and wild habitats and wildlife are most likely to suffer the effects of human–snake conflict, making this both a One Health issue and an occupational health issue. Estimates of SBE-related morbidity and mortality in people and livestock are scarce in Rwanda. Therefore, our goals were to 1) describe the demographics of people seeking hospital care for SBE, 2) audit physician compliance to national patient management recommendations, and 3) assess availability of snake antivenom at district and provincial hospitals in Rwanda during 2017 and 2018.
MATERIALS AND METHODS
Study setting.
Rwanda is a low-income country located in Africa. It has one of the highest population densities in sub-Saharan Africa (441 people/km2) and is home to approximately 12.2 million residents, with most employed in subsistence agriculture (72%). 13,15 The seasons are split into four broad intervals: 1) the long rainy season (March–May), 2) the long dry season (June–September), 3) the short rainy season (October–November), and 4) the short dry season (December–February).
Thirteen medically important snakes are known to reside in Rwanda. 14 Three species are classified as category one snakes (i.e., those of highest medical importance): puff adders (Bitis arietans), Jameson’s mambas (Dendroaspis jamesoni), and black-necked spitting cobras (Naja nigricollis). Ten species are classified as category two snakes (i.e., those of secondary medical importance): Bibron’s burrowing asp (Atractaspis bibronii), variable burrowing asp (Atractaspis irregularis), East African Gaboon viper (Bitis gabonica), rhinoceros viper (Bitis nasicornis), black mamba (Dendroaspis polylepis), forest vine snake (Thelotornis kirtlandii), boomslang (Dispholidus typus), banded water cobra (Naja annulata), forest cobra (Naja melanoleuca), and Gold’s tree cobra (Pseudohaje goldii). 14 Medical services are controlled centrally and organized from village to national levels (i.e., health posts [N = 476], health centers [N = 499], district hospitals [DHs; N = 36], provincial hospitals [PHs; N = 4], and referral/teaching hospitals [N = 8]; Figure 1). 16 Individuals bitten by snakes usually seek care at a health center or a DH first and may be transferred to a higher facility (PH or referral hospital) as needed. Animal bites are reportable at hospitals but not by health posts or centers. The national integrated health management information system (HMIS) aggregates data so that bites from specific animals, such as snakes, cannot be accessed through the electronic system.
Locations of district and provincial hospitals and antivenom supply in Rwanda (between 2017 and 2018). .
Citation: The American Journal of Tropical Medicine and Hygiene 104, 1; 10.4269/ajtmh.20-0976
Case file audit.
In early 2019, we applied for and obtained access to records of animal bites in the HMIS database. In May–June of the same year, our team visited all DHs and PHs (N = 40) to determine the animal species responsible for bites recorded in the HMIS. For those patients who experienced snakebite(s), we requested their medical files and retrospectively recorded demographic data, health insurance, signs of illness, clinical symptoms, anatomical location of bite, snake species, season, and time of bite.
Physician compliance.
We reviewed the Rwanda Ministry of Health physician guidelines for SBE patient management 17 and extracted those recommendations that would reasonably apply to all snakebite patients (Table 1). We retrospectively compared each SBE patient file with this checklist to assess whether patients were managed according to national guidelines. A checklist item was considered noncompliant if the information was not written in the file. Our team also visited each DH and PH pharmacy to determine if antivenom was currently available and whether it had ever been in stock from 2017 to 2018.
Checklist to evaluate physician compliance to Rwanda Ministry of Health guidelines for snakebite patient management 17
Item no. | Snakebite envenomation management criteria | Compliance | |
---|---|---|---|
Yes | No | ||
1 | Blood pressure measured | □ | □ |
2 | Heart rate measured | □ | □ |
3 | Respiratory rate or oxygen saturation measured | □ | □ |
4 | ABCD* assessed | □ | □ |
5 | Analgesia administered | □ | □ |
6 | Ibuprofen avoided | □ | □ |
7 | Aspirin avoided† | □ | □ |
8 | FBC‡ or coagulation factor requested | □ | □ |
9 | Intravenous fluids provided | □ | □ |
10 | Antibiotics prescribed | □ | □ |
11 | Antivenom prescribed | □ | □ |
12 | Vitamin K prescribed | □ | □ |
13 | Tetanus toxoid prescribed | □ | □ |
14 | Tourniquet avoided | □ | □ |
15 | Admitted for observation at least for 1 hour | □ | □ |
ABCD = airway, breathing, circulation, and disability.
Aspirin = acetylsalicylic acid.
FBC = full blood count.
Statistical analysis.
Demographic data (gender, age, occupation, hospital location, time of bite, season, and insurance) of snakebite patients were reported descriptively for 2017 and 2018. Because of the small sample size, Fisher’s exact test was used to determine if any variables differed significantly between the 2 years. Overall, demographic factors were compared by obtaining population estimates (by age, gender, and province) from the 2012 Rwanda Population Census and projected to mean 2017–2018 levels. 13 Annual SBE population proportions (mean of 2017–2018 cases/population) were calculated and then compared by Z-score. The Fisher test and Z-score results were interpreted using a 5% cutoff for statistical significance. Average bites per season were calculated by dividing the number of bites per season by the number of months in that season. Physician compliance was evaluated by assigning a one or zero (compliant or noncompliant, respectively) to each checklist item for each patient file. Averages across patient files were then calculated per checklist item and then across all items and hospitals. Data were analyzed using SPSS statistical software (version 25; IBM, Chicago, IL).
Ethics.
This research was reviewed and approved by the institutional review boards at the University of Global Health Equity (#0076) and the Rwanda Ministry of Health in collaboration with the Rwanda Biomedical Board. Data from patient files were de-identified, and results were aggregated to the hospital level.
RESULTS
Case file audit.
The HMIS database of animal bites recorded 3,907 cases where humans sought medical care for animal bites/stings at 38 DHs and PHs during 2017 and 2018 in Rwanda. Two hospitals reported zero cases. By contrast, the patient file audit identified 2,600 cases of animal bites across 34 DHs and PHs during the same time period. Data obtained during hospital visits suggested that animal bites/stings were most commonly attributed to domestic dogs (78% of the 2,600 cases), followed by snakes (14%), humans (2.5%), cats (1.5%), scorpions (1.2%), and other (3%). Snakebites were reported at 32 of 40 DHs and PHs. According to hospital records, 1,014 and 182 individuals received medical care per year for dog bites and SBE, respectively, during the study period.
Most SBE patients were women (61% of 363), children or adults aged 30 years or less (65% of 338), and farmers (82% of 95; Table 2). Of those with medical coverage, most of them used community-based health insurance (CBHI). The highest number of cases was reported in Eastern Province, followed by Kigali city, Western Province, Southern Province, and Northern Province. Snakebites occurred equally between night versus daytime hours; however, of those bites occurring during the day, two-thirds occurred in the morning hours (Table 2). On average, more cases were reported in the long and short rainy seasons (21 cases/month and 16 cases/month, respectively) than in the long and short dry seasons (12 cases/month and 13 cases/month, respectively). No demographic variables differed significantly between 2017 and 2018.
Demographic characteristics of individuals who sought care for snakebite envenomation at district and provincial hospitals in Rwanda (2017–2018)
Variable | Frequency, n (%*) | Exact test | ||
---|---|---|---|---|
2017 (N = 154) | 2018 (N = 209) | Total (N = 363) | P-value | |
Gender | ||||
Female | 90 (58) | 133 (64) | 223 (61) | 0.33 |
Male | 64 (42) | 76 (36) | 140 (39) | |
Age (years) | ||||
< 18 | 38 (25) | 71 (36) | 109 (32) | 0.06 |
18–30 | 46 (30) | 65 (33) | 111 (33) | |
31–45 | 36 (23) | 27 (14) | 63 (19) | |
46–60 | 16 (10) | 18 (9) | 34 (10) | |
> 60 | 7 (5) | 14 (7) | 21 (6) | |
Missing | 11 (NA) | 14 (NA) | 25 (NA) | |
Hospital province | ||||
Eastern | 62 (40) | 71 (34) | 133 (37) | 0.53 |
Kigali city | 30 (19) | 47 (22) | 77 (21) | |
Western | 26 (17) | 41 (20) | 67 (18) | |
Southern | 19 (12) | 33 (16) | 52 (14) | |
Northern | 17 (11) | 17 (8) | 34 (9) | |
Occupation (≥ 18 years only) | ||||
Farmer | 37 (88) | 41 (77) | 78 (82) | 0.44 |
Student | 2 (5) | 5 (9) | 7 (7) | |
Other† | 3 (7) | 7 (13) | 10 (11) | |
Missing | 74 (NA) | 85 (NA) | 159 (NA) | |
Season‡ | ||||
Rainy | 89 (58) | 98 (49) | 187 (53) | 0.09 |
Dry | 64 (42) | 104 (51) | 168 (47) | |
Missing | 1 (NA) | 7 (NA) | 8 (NA) | |
Time of bite | ||||
Night (6 pm–5 am) | 25 (54) | 35 (47) | 60 (50) | 0.79 |
Morning (5 am–12 pm) | 14 (30) | 26 (35) | 40 (33) | |
Afternoon (12 pm–6 pm) | 7 (15) | 13 (18) | 20 (17) | |
Missing | 108 (NA) | 135 (NA) | 243 (NA) | |
Health insurance§ | ||||
CBHI | 64 (97) | 102 (86) | 166 (90) | 0.06 |
RAMA | 1 (2) | 4 (3) | 5 (3) | |
MMI | 0 (0) | 1 (1) | 1 (1) | |
None | 1 (2) | 12 (10) | 13 (7) | |
Missing | 88 (NA) | 90 (NA) | 178 (NA) |
Missing cases excluded from percentage calculation.
Other = teachers, cleaners, prisoner, military/security, and shopkeepers.
Dry season = June–September, December–February; Rainy season = March–May, October–November.
CBHI = community-based health insurance; MMI = Military Medical Insurance; RAMA = Rwanda Medical Insurance Scheme.
Our analysis of cases per capita indicated a significant difference between the proportion of women versus men who sought medical care for SBE at DHs and PHs (P-value = 0.01; Table 3). The proportion of children (< 18 years) who were bitten was lower than any other age interval and differed significantly with all other age intervals. The proportion of older adults (> 60 years) bitten per capita was highest. With respect to location, Kigali city and Eastern Province had the highest proportions of cases per capita. The proportion of cases reported in the Western, Southern, and Northern provinces was lower, and all were significantly different from Eastern Province.
Comparison of demographic variables for snakebite envenomation patients who sought care at district and provincial hospitals in Rwanda (2017–2018)
Variable | Proportion (cases/capita/year × 105) | Z-score | P-value |
---|---|---|---|
Gender | |||
Female | 1.74 | 2.62 | 0.01 |
Male | 1.18 | ||
Age (years) | |||
< 18 | 0.92 | Reference | Reference |
18–30 | 1.82 | 3.64 | < 0.001 |
31–45 | 1.74 | 2.91 | 0.004 |
46–60 | 1.60 | 1.96 | 0.05 |
> 60 | 1.96 | 2.44 | 0.02 |
Hospital province | |||
Eastern | 2.18 | Reference | Reference |
Kigali city | 2.89 | 1.44 | 0.15 |
Western | 1.15 | −3.04 | 0.002 |
Southern | 0.85 | −4.24 | < 0.001 |
Northern | 0.84 | −3.69 | < 0.001 |
Information on the clinical presentations of SBE patients was available for 177 of 363 case files. These files indicated that patients were most often bitten on their feet or legs (81%), followed by hands, arms, torso, and face/head/neck (Table 4). Swelling and pain were the most commonly reported symptoms. No medical reports contained information on the severity of envenomation. Following treatment, most patients were discharged (191 of 196; 97.5%). Of the remaining patients, four (2%) were transferred to another facility and one (0.5%) self-discharged against physician recommendation. Snake descriptions, such as “black snake,” were reported on four files, but none were identified to the species level.
Clinical presentation of individuals who sought care for snakebite envenomation at district and provincial hospitals in Rwanda in 2017 and 2018
Clinical variable | # cases | % |
---|---|---|
Anatomical bite location (N = 165) | ||
Feet | 83 | 50 |
Legs | 51 | 31 |
Hands | 16 | 10 |
Arms | 8 | 5 |
Torso | 1 | 1 |
Head/neck/face | 3 | 2 |
Symptoms (N = 177) | ||
Swelling | 122 | 69 |
Wound | 71 | 40 |
Bleeding | 7 | 4 |
Blisters | 2 | 1 |
Gangrene | 1 | 0.5 |
Signs (N = 175) | ||
Pain | 151 | 86 |
Weakness | 37 | 21 |
Nausea/vomiting | 12 | 7 |
Paresthesia | 12 | 7 |
Ecchymosis | 7 | 4 |
Hypotension | 3 | 2 |
Coagulation disorder | 2 | 1 |
Fasciculation | 0 | 0 |
Physician compliance.
Only patient files containing notes on clinical presentation and patient management were included on the evaluation of treatment compliance to national guidelines (N = 196). Across all files, average compliance to the 15 criteria was 63%. Compliance was highest (83–97%) for basic intake procedures (i.e., taking vital signs), prescribing analgesia, avoiding tourniquets, and avoiding aspirin. Moderate compliance (52–78%) was observed for prescribing antibiotics; avoiding ibuprofen; airway, breathing, circulation, and disability assessment; and observing patients for at least on hour. Low compliance was observed for all other checklist items: prescription of vitamin K (4%), antivenom (13%), and tetanus toxoid (31%); administration of intravenous fluids (36%); and request for laboratory tests (full blood count or coagulation factor; 45%). Only three DHs in Rwanda were stocked with antivenom during the spot check, and these hospitals reported constant availability over the past 2 years. All three stocked Crotalidae polyvalent antivenom (effective against cobras, common kraits, Russell’s vipers, and saw-scaled vipers) and were located in Eastern Province. Of the remaining 37 hospital pharmacies, 31 reported not having antivenom in stock and six reported occasionally availability. Of the hospital pharmacies with occasional availability, three were in Eastern Province, two in Kigali city, and one in Southern Province.
DISCUSSION
In this first evaluation of SBE in Rwanda, snakes were identified as the second leading cause of animal bites among those seeking hospital care in 2017 and 2018. Our study identified major gaps in health surveillance and patient management, including discrepancies between HMIS data and hospital registers, lack of animal-specific case reporting, low compliance to national guidelines for patient care, and lack of antivenom appropriate for African venomous snakes. Rwanda has ambitious objectives for improving the health and prosperity of its citizens, including achieving middle income status by 2020. 18 Moreover, the agricultural sector contributes 33% of the national gross domestic product. 15 Snakebite envenomation is overrepresented among farmers, children, and economically productive age-groups. Therefore, it is a barrier to the country’s goals on poverty alleviation, and deserves increased attention in the medical, veterinary, agriculture, and tourism sectors. Improved surveillance of SBE among people and animals, including assessments of behavioral, occupational, economic, and environmental risk factors, are crucial to better understanding the burden of disease in Rwanda and to implementing evidence-based solutions.
Our study identified 363 cases of SBE treated at DHs and PHs over a 2-year period. These observations are far lower than the mean morbidity (4,171, 95% CI: 3,454–4,885) and mortality (196, 95% CI: 136–391) estimated to occur annually by Halilu et al. 10 The discrepancy is partly explained by the data management issues we encountered while obtaining data from HMIS, hospital registers, and patient files, such as missing patient registers and files. Furthermore, we were unable to estimate a case-fatality rate as hospital records in Rwanda do not report patient outcomes following discharge or transfer. Therefore, our case numbers should be interpreted as a minimum estimate of hospital-treated SBE cases. The difference in animal bites reported in HMIS (N = 3,607) versus DH/PH hospital registers (N = 2,600) demonstrates that this issue does not just apply to SBE patients. However, a far larger issue in Rwanda is the frequent and sometimes preferential use of traditional healers who use remedies not recommended by the WHO, including “black stone” treatment, oral venom extraction, and herbal extracts/ointments. 1,19 Patients using such services, and those who self-treat at the pharmacy, are not recorded by the formal medical system, and, as a result, estimates of SBE incidence are based on East African data rather than empirical evidence generated in Rwanda.
Our survey suggested that more women sought medical care for SBE than men and that significant differences occurred between age-groups. It is unclear whether the gender difference was explained by a higher level of bites among women (because of increased exposure or decreased access to protection such as shoes) or because gender differences exist in health-seeking behavior. Men and women in Rwanda both participate in high-risk activities such as cultivating land, herding livestock, gathering firewood, and sleeping on the ground. Retrospective case audits in other sub-Saharan African countries such as Tanzania, Benin, Chad, and Ghana showed a different effect, with more men obtaining medical care for envenomation than women. 20–23 With respect to age, the highest number of cases occurred in children (< 18 years) and young adults (18–30 years), whereas the highest numbers per capita occurred in older adults (> 60 years). This difference between case counts and population proportions is explained by the large population of children relative to adults in Rwanda, resulting from past civil war, political unrest, and infectious disease epidemics. 13 The heightened risk among economically productive age-groups was also reported in Tanzania, Ghana, Benin, and Kenya and is one reason why SBE is linked to the poverty cycle. 2,9,20–22,24 Low-income rural workers lacking personal protective equipment (e.g., shoes and torches) and safe sleeping areas are disproportionally exposed to high-risk rural environments through their work (e.g., farming, forestry, and mining) and also experience the greatest delays in accessing medical care. Rural children are similarly exposed but are more vulnerable because of their small body mass. 1 Envenomed children and workers are not only burdened by physical and psychological trauma but also by financial costs. These take the form of direct medical costs (e.g., treatment and transportation to hospital) and indirect costs (e.g., lost work days and reduced productivity), ultimately impacting not only individuals but also their families and broader communities. 9
Available information on time of envenomation indicated that half of the bites occurred after dark. This supports the need for increased awareness on how to deter snakes from entering living quarters (e.g., bed nets, sleeping off the ground, removing rodent attractants, building houses away from grain storage areas, and blocking gaps). 6 Two-thirds of day-time bites occurred in the morning, and this is likely because people often engage in high-risk activities (e.g., cultivating, livestock herding, and firewood collection) in the morning. Our finding that SBE patients were predominantly bitten on their legs or feet (81%) is supported by other sub-Saharan African studies, suggesting many people are bitten after accidentally stepping on a snake. 20,24 Wearing boots can protect against such bites but could be economically prohibitive or impractical for some environments (e.g., rice paddies).
Eastern Province hospitals treated more SBE patients than hospitals in any other administrative district. This province is an intense area for livestock and cash crop production, and has a hotter and drier climate relative to the other provinces. 25 Eastern Province also contains Akagera National Park, a protected wildlife area home to a variety of venomous snakes and surrounded by farmed land. However, the proportion of cases per capita was highest in Kigali city. Although the country capital has a large urban population base, it also includes many peri-urban and suburban areas with intense agricultural activities. Other explanations for the large proportion of cases observed in this urban center is that some patients might have traveled from other provinces to Kigali city DHs and PHs, believing that they were superior, or that Kigali city residents with their higher literacy and proximity to hospitals were more likely to seek health services.
The WHO states that antivenom is the only safe and effective treatment to neutralize snake venom. 1 Our study demonstrated low availability of antivenom at hospital pharmacies (only three of 40 were in stock), availability only of Crotalidae polyvalent antivenom labeled for use against Asian snakes, and infrequent prescription of antivenom (13%). Some patients were prescribed antivenom at hospitals when it was not available at the pharmacy, whereas other patients were not prescribed antivenom even though it was available. On the global average, approximately 50% of bites from venomous snakes result in envenomation, depending on the species and situation. 26 Altogether, this suggests that antivenom is under-prescribed and underused in Rwanda, possibly because of poor knowledge among health authorities and medical staff, lack of access, lack of information about snake species (no snakes were fully identified in the patient files), low severity of cases, or fear of anaphylactic reaction. No information is available on SBE severity, highlighting a major knowledge gap in understanding current antivenom needs in Rwanda. In many countries, the cost of antivenom is economically devastating to a typical low-income patient; however, 90% of this expense is covered for Rwandese with CBHI. Increased access to African-specific polyvalent antivenom is clearly needed at DHs and PHs, especially for those in higher risk locations such as Kigali city and Eastern Province. This could be achieved by capitalizing on an existing contract between the Rwandan Ministry of Health and Zipline (https://flyzipline.com/), a company currently using drones to transport blood products from a central warehouse to government hospitals. Drones could be particularly valuable in the context of antivenom as SBE patients require rapid treatment, antivenom is in short supply, and quality products can be costly (especially if unused and allowed to expire).
The cytotoxic and neurotoxic proteins contained in venom require specific treatment and careful management. Overall, compliance to SBE patient management guidelines was low, suggesting that physicians are not aware of proper protocols or that limitations in resources influenced management behaviors. Of the 15 checklist items, lowest compliance was observed for prescription of vitamin K (promotes blood clotting), antivenom, and tetanus toxoid. Highest compliance was observed for nonspecific procedures such as taking vital signs, avoiding tourniquets, and avoiding administration of aspirin. Many medical records had incomplete clinical descriptions, and none reported the grade of envenomation. 17 Our team was unable to directly observe physician practices; however, instructions for patient management are communicated through patient records, making this an acceptable proxy for assessing patient care. We recommend that any intervention to improve physician practices should also encourage improvements to detailed record keeping and strict adherence to protocols.
Snakebite envenomation is both a One Health issue and an occupational health issue. Those who earn income by cultivating land, herding livestock, collecting firewood, and extracting natural resources (e.g., mineral mining) are highly affected. Environmental conditions in built and natural environments, including housing construction, climate (e.g., rainfall), and land use changes, greatly influence human and livestock risk to SBE. 20 Moreover, snakes play important roles in ecosystem health (including rodent control) and cannot simply be eliminated. Our results also highlight gaps in SBE reporting, patient management, and antivenom use/availability in Rwandan hospitals. Therefore, comprehensive and multidisciplinary strategies are needed that engage high-risk communities (e.g., farmers) in prevention, strengthen health systems (e.g., improved SBE reporting and patient management), build global partnerships, and improve the affordability and accessibility to safe and effective treatment (i.e., antivenom). 4 These pillars are the basis of the WHO road map for SBE prevention and control, and are promoted to ensure that SBE strategies are both equitable and impactful for those who are most vulnerable. Future research prospects may include SBE patient follow-up to identify One Health risk factors and economic burden, mapping snakebite sites, an epidemiological assessment of SBE victims not seeking hospital care, an evaluation of care provided by traditional healers, and engagement with policy-makers to improve physician training and availability of antivenom appropriate against local snake species.
ACKNOWLEDGMENTS
We thank our enumerators Therese Mutuyimana, Ange Muhoza-Dusabimana, Diane-Joyeuse Mutuyimana, and Proscovia Kayitesi for assistance obtaining case audit data. We also thank Ursin Bayisenge and Ellen Rafferty for their review of our data collection tools, and Dieudonne Hakizimana for his assistance in obtaining government of Rwanda meteorological data.
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