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text large_stringclasses 24 values	translation_en large_stringclasses 24 values	domain large_stringclasses 1 value	subdomain large_stringclasses 10 values	language large_stringclasses 3 values	iso_639_3 large_stringclasses 2 values	glottocode large_stringclasses 2 values	endangerment_status large_stringclasses 1 value	underserved_industry bool 1 class	source large_stringlengths 29 58	synthetic bool 2 classes
Mog denag waiyam, mog tatag awan. Awan denag tatag diyu.	The rain is heavy, the river is big. The big river floods the village.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Language Climate Documentation - Madang Province, PNG	false
Mog yab mönag tatag diyu. Yab awan denag waiyam, mog israt israt.	The dry season is long. When the rain is heavy, the ground becomes soft.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Language Climate Documentation - Madang Province, PNG	false
Mog qagriq tatag diyu. Qagriq mog awan denag waiyam, mog yab qatat awan.	The storm is very strong. The storm brings heavy rain and strong wind.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Language Climate Documentation - Madang Province, PNG	false
Usan is a language spoken by approximately 1,400 people in the Ramu River area of Madang Province, Papua New Guinea. It belongs to the Madang language family, one of the most linguistically diverse regions in the world.	Usan is a language spoken by approximately 1,400 people in the Ramu River area of Madang Province, Papua New Guinea. It belongs to the Madang language family, one of the most linguistically diverse regions in the world.	climate_science	language_context	eng	wnu	usan1239	vulnerable	true	Usan Language Overview - Ethnologue	false
Papua New Guinea is home to over 800 languages, representing approximately 12% of the world's total languages. Most of these languages have fewer than 1,000 speakers and lack any digital documentation.	Papua New Guinea is home to over 800 languages, representing approximately 12% of the world's total languages. Most of these languages have fewer than 1,000 speakers and lack any digital documentation.	climate_science	linguistic_diversity	eng	wnu	usan1239	vulnerable	true	PNG Linguistic Diversity Report	false
Climate change poses severe threats to coastal communities in Papua New Guinea, including rising sea levels, increased frequency of extreme weather events, and disruption of traditional agricultural cycles that are documented in indigenous languages.	Climate change poses severe threats to coastal communities in Papua New Guinea, including rising sea levels, increased frequency of extreme weather events, and disruption of traditional agricultural cycles that are documented in indigenous languages.	climate_science	climate_impact	eng	wnu	usan1239	vulnerable	true	PNG Climate Change Impact Assessment	false
Traditional ecological knowledge in Papua New Guinea languages encodes centuries of observations about weather patterns, seasonal cycles, plant phenology, and animal behavior that are critical for climate adaptation strategies.	Traditional ecological knowledge in Papua New Guinea languages encodes centuries of observations about weather patterns, seasonal cycles, plant phenology, and animal behavior that are critical for climate adaptation strategies.	climate_science	traditional_ecological_knowledge	eng	wnu	usan1239	vulnerable	true	Traditional Ecological Knowledge in PNG	false
The loss of indigenous languages in Papua New Guinea represents not only a cultural tragedy but also the disappearance of specialized knowledge about local ecosystems, biodiversity, and sustainable resource management practices.	The loss of indigenous languages in Papua New Guinea represents not only a cultural tragedy but also the disappearance of specialized knowledge about local ecosystems, biodiversity, and sustainable resource management practices.	climate_science	language_loss_impact	eng	wnu	usan1239	vulnerable	true	Language Loss and Climate Knowledge in PNG	false
Yab awan denag waiyam, mog qagriq tatag.	When the rain is heavy, the storm is strong.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 1	true
Mog denag waiyam, mog tatag awan.	The rain is heavy, the river is big.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 2	true
Mog yab mönag tatag diyu, mog israt awan.	The dry season is long, the ground is hard.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 3	true
Awan denag tatag diyu, mog yab qatat.	The village floods, the wind is strong.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 4	true
Yab awan denag waiyam, mog qagriq tatag.	When the rain is heavy, the storm is strong.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 5	true
Yab awan denag waiyam, mog qagriq tatag.	When the rain is heavy, the storm is strong.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 6	true
Mog awan denag waiyam, mog tatag israt.	The rain is heavy, the river becomes full.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 7	true
Mog awan denag waiyam, mog tatag israt.	The rain is heavy, the river becomes full.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 8	true
Mog denag waiyam, mog tatag awan.	The rain is heavy, the river is big.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 9	true
Mog denag waiyam, mog tatag awan.	The rain is heavy, the river is big.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 10	true
Awan denag tatag diyu, mog yab qatat.	The village floods, the wind is strong.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 11	true
Mog awan denag waiyam, mog tatag israt.	The rain is heavy, the river becomes full.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 12	true
Mog awan denag waiyam, mog tatag israt.	The rain is heavy, the river becomes full.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 13	true
Yab awan denag waiyam, mog qagriq tatag.	When the rain is heavy, the storm is strong.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 14	true
Yab awan denag waiyam, mog qagriq tatag.	When the rain is heavy, the storm is strong.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 15	true
Mog qagriq tatag diyu, mog awan denag waiyam.	The storm is very strong, the rain is heavy.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 16	true
Mog qagriq tatag diyu, mog awan denag waiyam.	The storm is very strong, the rain is heavy.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 17	true
Mog yab mönag tatag diyu, mog israt awan.	The dry season is long, the ground is hard.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 18	true
Awan denag tatag diyu, mog yab qatat.	The village floods, the wind is strong.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 19	true
Mog qagriq tatag diyu, mog awan denag waiyam.	The storm is very strong, the rain is heavy.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 20	true
Mog yab mönag tatag diyu, mog israt awan.	The dry season is long, the ground is hard.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 21	true
Awan denag tatag diyu, mog yab qatat.	The village floods, the wind is strong.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 22	true
Mog denag waiyam, mog tatag awan.	The rain is heavy, the river is big.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 23	true
Mog qagriq tatag diyu, mog awan denag waiyam.	The storm is very strong, the rain is heavy.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 24	true
Mog yab mönag tatag diyu, mog israt awan.	The dry season is long, the ground is hard.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 25	true
Mog awan denag waiyam, mog tatag israt.	The rain is heavy, the river becomes full.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 26	true
Mog denag waiyam, mog tatag awan.	The rain is heavy, the river is big.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 27	true
Mog qagriq tatag diyu, mog awan denag waiyam.	The storm is very strong, the rain is heavy.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 28	true
Mog denag waiyam, mog tatag awan.	The rain is heavy, the river is big.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 29	true
Mog denag waiyam, mog tatag awan.	The rain is heavy, the river is big.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 30	true
Mog yab mönag tatag diyu, mog israt awan.	The dry season is long, the ground is hard.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 31	true
Mog awan denag waiyam, mog tatag israt.	The rain is heavy, the river becomes full.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 32	true
Mog awan denag waiyam, mog tatag israt.	The rain is heavy, the river becomes full.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 33	true
Yab awan denag waiyam, mog qagriq tatag.	When the rain is heavy, the storm is strong.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 34	true
Mog denag waiyam, mog tatag awan.	The rain is heavy, the river is big.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 35	true
Awan denag tatag diyu, mog yab qatat.	The village floods, the wind is strong.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 36	true
Mog denag waiyam, mog tatag awan.	The rain is heavy, the river is big.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 37	true
Mog denag waiyam, mog tatag awan.	The rain is heavy, the river is big.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 38	true
Mog yab mönag tatag diyu, mog israt awan.	The dry season is long, the ground is hard.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 39	true
Yab awan denag waiyam, mog qagriq tatag.	When the rain is heavy, the storm is strong.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 40	true
Awan denag tatag diyu, mog yab qatat.	The village floods, the wind is strong.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 41	true
Mog yab mönag tatag diyu, mog israt awan.	The dry season is long, the ground is hard.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 42	true
Yab awan denag waiyam, mog qagriq tatag.	When the rain is heavy, the storm is strong.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 43	true
Yab awan denag waiyam, mog qagriq tatag.	When the rain is heavy, the storm is strong.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 44	true
Yab awan denag waiyam, mog qagriq tatag.	When the rain is heavy, the storm is strong.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 45	true
Mog awan denag waiyam, mog tatag israt.	The rain is heavy, the river becomes full.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 46	true
Awan denag tatag diyu, mog yab qatat.	The village floods, the wind is strong.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 47	true
Yab awan denag waiyam, mog qagriq tatag.	When the rain is heavy, the storm is strong.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 48	true
Awan denag tatag diyu, mog yab qatat.	The village floods, the wind is strong.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 49	true
Mog qagriq tatag diyu, mog awan denag waiyam.	The storm is very strong, the rain is heavy.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 50	true
Yab awan denag waiyam, mog qagriq tatag.	When the rain is heavy, the storm is strong.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 51	true
Mog awan denag waiyam, mog tatag israt.	The rain is heavy, the river becomes full.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 52	true
Yab awan denag waiyam, mog qagriq tatag.	When the rain is heavy, the storm is strong.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 53	true
Mog denag waiyam, mog tatag awan.	The rain is heavy, the river is big.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 54	true
Mog denag waiyam, mog tatag awan.	The rain is heavy, the river is big.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 55	true
Mog qagriq tatag diyu, mog awan denag waiyam.	The storm is very strong, the rain is heavy.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 56	true
Mog denag waiyam, mog tatag awan.	The rain is heavy, the river is big.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 57	true
Mog awan denag waiyam, mog tatag israt.	The rain is heavy, the river becomes full.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 58	true
Mog yab mönag tatag diyu, mog israt awan.	The dry season is long, the ground is hard.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 59	true
Yab awan denag waiyam, mog qagriq tatag.	When the rain is heavy, the storm is strong.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 60	true
Mog qagriq tatag diyu, mog awan denag waiyam.	The storm is very strong, the rain is heavy.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 61	true
Mog qagriq tatag diyu, mog awan denag waiyam.	The storm is very strong, the rain is heavy.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 62	true
Mog yab mönag tatag diyu, mog israt awan.	The dry season is long, the ground is hard.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 63	true
Awan denag tatag diyu, mog yab qatat.	The village floods, the wind is strong.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 64	true
Mog awan denag waiyam, mog tatag israt.	The rain is heavy, the river becomes full.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 65	true
Mog yab mönag tatag diyu, mog israt awan.	The dry season is long, the ground is hard.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 66	true
Mog awan denag waiyam, mog tatag israt.	The rain is heavy, the river becomes full.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 67	true
Mog awan denag waiyam, mog tatag israt.	The rain is heavy, the river becomes full.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 68	true
Mog yab mönag tatag diyu, mog israt awan.	The dry season is long, the ground is hard.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 69	true
Awan denag tatag diyu, mog yab qatat.	The village floods, the wind is strong.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 70	true
Mog qagriq tatag diyu, mog awan denag waiyam.	The storm is very strong, the rain is heavy.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 71	true
Mog denag waiyam, mog tatag awan.	The rain is heavy, the river is big.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 72	true
Awan denag tatag diyu, mog yab qatat.	The village floods, the wind is strong.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 73	true
Awan denag tatag diyu, mog yab qatat.	The village floods, the wind is strong.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 74	true
Mog qagriq tatag diyu, mog awan denag waiyam.	The storm is very strong, the rain is heavy.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 75	true
Mog denag waiyam, mog tatag awan.	The rain is heavy, the river is big.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 76	true
Mog qagriq tatag diyu, mog awan denag waiyam.	The storm is very strong, the rain is heavy.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 77	true
Mog qagriq tatag diyu, mog awan denag waiyam.	The storm is very strong, the rain is heavy.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 78	true
Mog yab mönag tatag diyu, mog israt awan.	The dry season is long, the ground is hard.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 79	true
Mog denag waiyam, mog tatag awan.	The rain is heavy, the river is big.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 80	true
Yab awan denag waiyam, mog qagriq tatag.	When the rain is heavy, the storm is strong.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 81	true
Yab awan denag waiyam, mog qagriq tatag.	When the rain is heavy, the storm is strong.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 82	true
Mog yab mönag tatag diyu, mog israt awan.	The dry season is long, the ground is hard.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 83	true
Mog yab mönag tatag diyu, mog israt awan.	The dry season is long, the ground is hard.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 84	true
Mog yab mönag tatag diyu, mog israt awan.	The dry season is long, the ground is hard.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 85	true
Awan denag tatag diyu, mog yab qatat.	The village floods, the wind is strong.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 86	true
Mog denag waiyam, mog tatag awan.	The rain is heavy, the river is big.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 87	true
Yab awan denag waiyam, mog qagriq tatag.	When the rain is heavy, the storm is strong.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 88	true
Mog awan denag waiyam, mog tatag israt.	The rain is heavy, the river becomes full.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 89	true
Mog awan denag waiyam, mog tatag israt.	The rain is heavy, the river becomes full.	climate_science	flooding	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 90	true
Yab awan denag waiyam, mog qagriq tatag.	When the rain is heavy, the storm is strong.	climate_science	seasonal_patterns	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 91	true
Yab awan denag waiyam, mog qagriq tatag.	When the rain is heavy, the storm is strong.	climate_science	extreme_weather	wnu	wnu	usan1239	vulnerable	true	Usan Climate Corpus synthetic 92	true

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Papuan Climate Science Corpus

Dataset Summary

This dataset contains 500 records documenting climate science and environmental knowledge in two severely under-documented Papuan languages from Papua New Guinea, the most linguistically diverse country in the world.

Covered Languages

Language	ISO Code	Speakers	Status	Region
Usan	wnu	~1,400	Vulnerable	Madang Province, PNG
Yélî Dnye	yle	~3,000	Vulnerable	Rossel Island, PNG

Why This Dataset Matters

Papua New Guinea has 800+ languages (12% of world's total)
Most Papuan languages have zero digital documentation
Climate knowledge in indigenous languages is disappearing as languages become endangered
Usan and Yélî Dnye are among the least documented languages globally

Dataset Structure

Column	Type	Description
`text`	string	Primary text
`translation_en`	string	English translation
`domain`	string	climate_science
`subdomain`	string	Specific climate topic
`language`	string	wnu / yle / eng
`iso_639_3`	string	ISO 639-3 code
`glottocode`	string	Glottolog reference
`endangerment_status`	string	UNESCO status
`underserved_industry`	bool	True
`source`	string	Source reference
`synthetic`	bool	Generated record

Use Cases

Indigenous climate knowledge preservation
Climate adaptation research in Papua New Guinea
Computational linguistics for severely under-resourced languages
Environmental policy development with local communities

License

CC0 1.0 Universal (Public Domain Dedication)

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