{"query_echo":{"q":"","filters":{"analysis_type":["distribution mapping"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'distribution mapping' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":2,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=distribution+mapping","stability":"beta","ai_marking":{"digital_source_type":{"uri":"http://cv.iptc.org/newscodes/digitalsourcetype/trainedAlgorithmicMedia","name":"Created using Generative AI"},"notice":"Summary and key insights are generated using artificial intelligence."},"results":[{"id":"wwf-001011","url":"https://climateinsightsdirectory.org/document/wwf-001011","title":"NATIONWIDE SNOW LEOPARD POPULATION ASSESSMENT OF MONGOLIA","publisher":{"name":"WWF International","organization":"wwf-international"},"document_type":"report","language":"en","date_published":"2021","source_url":"https://www.worldwildlife.org/documents/1610/Nationwide_Snow_leopard_population_assessment_report_Final_1.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report provides the first comprehensive scientific assessment of snow leopards in Mongolia, estimating a national population of 953 adult individuals. Using a two-step process of occupancy surveys and spatial capture-recapture (SCR) via camera traps, the study mapped the species' distribution across 326,617 km, categorizing habitats into high, medium, and low-density strata. The findings establish a baseline for conservation management and highlight the importance of maintaining transboundary populations with Russia.","ai_generated":true,"unit":"wwf-001011#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The preliminary country-wide population of adult snow leopards in Mongolia is estimated at 953 individuals, with a 95% confidence interval ranging from 806 to 1,127.","ai_generated":true,"unit":"wwf-001011#insight-1","date_modified":"2026-10-23"},{"text":"Snow leopards are estimated to occupy a total area of 326,617 km, which represents approximately 21% of Mongolia's territory.","ai_generated":true,"unit":"wwf-001011#insight-2","date_modified":"2026-10-23"},{"text":"The distribution is divided into three density strata: high density (0.61 individuals per 100 km), medium density (0.35 individuals per 100 km), and low density (0.09 individuals per 100 km).","ai_generated":true,"unit":"wwf-001011#insight-3","date_modified":"2026-10-23"},{"text":"The high and medium density strata are the most critical for the population, accommodating up to 88% of the estimated snow leopard abundance in the country.","ai_generated":true,"unit":"wwf-001011#insight-4","date_modified":"2026-10-23"},{"text":"The assessment identified that snow leopards primarily use rugged areas with minimal vegetation and tree cover, typically inhabiting medium elevations.","ai_generated":true,"unit":"wwf-001011#insight-5","date_modified":"2026-10-23"},{"text":"Camera trap surveys across 22 mountains identified 240 adult snow leopards and 89 cubs, with cubs making up 27% of the detected individuals.","ai_generated":true,"unit":"wwf-001011#insight-6","date_modified":"2026-10-23"},{"text":"The study identified potential dispersal corridors between the Altai and Khangai Mountain ranges, noting that the south-east Altai range is more fragmented due to topographic changes.","ai_generated":true,"unit":"wwf-001011#insight-7","date_modified":"2026-10-23"},{"text":"The report emphasizes the necessity of maintaining a healthy transboundary population along the Mongolia-Russia border, specifically in the Ikh Soyon, Siilkhem, Altai Tavan Bogd, and Tsagaan Shuvuut Mountains.","ai_generated":true,"unit":"wwf-001011#insight-8","date_modified":"2026-10-23"}],"climate_tags":["biodiversity"],"geography_discussed":["Russia","Altai Mountain range","Gobi Altai Mountain range","Soyon Mountain range","Khangai Mountain range","South Gobi"],"frame_perspective":[],"analysis_type":["population estimate","distribution mapping","corridor analysis"]},{"id":"wwf-000773","url":"https://climateinsightsdirectory.org/document/wwf-000773","title":"POPULATION STATUS AND DISTRIBUTION OF SNOW LEOPARDS IN WANGCHUCK CENTENNIAL NATIONAL PARK, BHUTAN","publisher":{"name":"WWF International","organization":"wwf-international"},"document_type":"report","language":"en","date_published":"2016-10","source_url":"https://www.worldwildlife.org/documents/804/84ks49y2ag_WCP_SL_Survey_Final_Technical_Report_2016.10.05_Final_Lo_Res.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report provides the first systematic assessment of snow leopard abundance in Wangchuck Centennial National Park, identifying breeding populations in the Central and Western Park Ranges. Using camera traps and SECR models, it found mean densities of 2.74 individuals/100 km² in the Central range and 3.36 individuals/100 km² in the Western range, while the Eastern range showed very low activity. The study highlights a correlation between snow leopard density and the availability of blue sheep, noting that WCNP densities are low compared to similar regions in Nepal and India, likely due to high co-predator richness and limited prey. The authors recommend satellite telemetry to study habitat connectivity and community-based conservation to mitigate human-wildlife conflict.","ai_generated":true,"unit":"wwf-000773#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The survey identified 9 adult snow leopards in the Central Park Range and 5 adults (plus 2 sub-adults) in the Western Park Range. In the Eastern Park Range, only one individual was photographed, which was insufficient for population modeling.","ai_generated":true,"unit":"wwf-000773#insight-1","date_modified":"2026-10-23"},{"text":"Estimated snow leopard population size in the Central Park Range is between 9 and 11 individuals (mean: 9), while the Western Park Range is estimated between 5 and 17 individuals (mean: 6).","ai_generated":true,"unit":"wwf-000773#insight-2","date_modified":"2026-10-23"},{"text":"Mean snow leopard population density was calculated at 2.74 individuals per 100 km² in the Central Park Range and 3.36 individuals per 100 km² in the Western Park Range.","ai_generated":true,"unit":"wwf-000773#insight-3","date_modified":"2026-10-23"},{"text":"Blue sheep population densities were estimated at 1.8 individuals/km² in the Central Park Range and 2.4 individuals/km² in the Western Park Range, while no confirmed sightings occurred in the Eastern Park Range.","ai_generated":true,"unit":"wwf-000773#insight-4","date_modified":"2026-10-23"},{"text":"Snow leopard densities in WCNP are considered low compared to other Himalayan range areas such as Jigme Dorje National Park in Bhutan, Phu Valley in Nepal, and Hemis National Park in India, potentially due to a scarcity of prey and a high number of co-predators like Tibetan wolves.","ai_generated":true,"unit":"wwf-000773#insight-5","date_modified":"2026-10-23"},{"text":"DNA analysis of scat samples identified 5 unique snow leopard individuals in the Western Park Range, with 3 of those individuals also identified in the Eastern Park Range, suggesting high migration connectivity between the ranges.","ai_generated":true,"unit":"wwf-000773#insight-6","date_modified":"2026-10-23"},{"text":"Climate change is identified as a significant threat, with predictions that Bhutan could lose nearly 50 percent of its current snow leopard habitat to an advancing treeline as the eastern Himalaya becomes warmer and wetter.","ai_generated":true,"unit":"wwf-000773#insight-7","date_modified":"2026-10-23"}],"climate_tags":["biodiversity conservation","climate change"],"geography_discussed":["Nepal","India","Jigme Dorji National Park","Bumdeling Wildlife Sanctuary","Hemis National Park"],"frame_perspective":[],"analysis_type":["population assessment","density estimation","distribution mapping"]}]}