Class: UTME - Climate Change-Related Events

[rmarcacini]

Instantiate the UTME: Unsupervised Taxonomy Mapping and Expansion for Document Classification for Classifying Climate Change-Related Events from Texts. Use the UTME-HateSpeech tutorial as an example.

Context:

context = '''In the context of climate change, a myriad of events and issues coalesce to shape the environmental landscape. Extreme weather events, such as hurricanes and droughts, intertwine with concerns about rising sea levels and melting ice caps. Ecosystem changes and biodiversity preservation efforts are juxtaposed against the challenges of deforestation and the impact on marine life. Greenhouse gas emissions and the ensuing air quality deterioration pose health risks, necessitating a focus on renewable energy solutions and sustainable agricultural practices. The urban heat island effect and corporate sustainability challenges contribute to broader issues of climate-related migration patterns and water scarcity. Advocacy for climate action, policy formulation, and technological innovations grapple with challenges like waste management, ocean conservation, and circular economy promotion. Artistic expression, cultural adaptations, and climate-responsible tourism underscore the cultural dimensions of climate change, while scientific collaboration, climate justice advocacy, and smart city initiatives strive to address these complex issues. The interconnected nature of these challenges emphasizes the need for global cooperation, public-private partnerships, and ethical consumer choices to navigate the complexities of climate change and build a resilient, sustainable future.'''

Taxonomy:

taxonomy = '''0 NONE
1 Extreme Weather Events
2 Ecosystem Changes
3 Greenhouse Gas Emissions
4 Health Risks
5 Water Scarcity Issues
6 Melting Ice Caps
7 Urban Heat Island Effect
8 Deforestation Impacts
9 Air Quality Deterioration
10 Biodiversity Preservation
11 Sustainable Agriculture Challenges
12 Impact on Marine Life
13 Rising Sea Levels
14 Carbon Footprint Reduction
15 Agricultural Adaptation Challenges
16 Community Resilience Issues
17 Renewable Transportation Challenges
18 Green Building Technology Issues
19 Corporate Sustainability Challenges
20 Climate-Related Migration Patterns
21 Water Resource Management Issues
22 Renewable Energy Accessibility
23 Waste Management Challenges
24 Ocean Conservation Challenges
25 Policy Advocacy for Climate Action
26 Technology Transfer for Climate Mitigation
27 Green Innovation Challenges in Industries
28 Cultural Adaptations to Climate Change
29 Promotion of Circular Economy Challenges
30 Artistic Expression on Climate Issues
31 Climate-Responsible Tourism Challenges
32 Scientific Collaboration on Climate Studies
33 Climate Justice Advocacy
34 Smart Cities for Climate Resilience
35 Climate-Responsive Urban Planning
36 Public-Private Partnerships in Climate Action
37 Renewable Energy Accessibility Issues
38 Youth Engagement in Climate Initiatives
39 Ethical Consumer Choices for Climate Impact
40 Displacement and Climate Refugees
41 Political Challenges in Climate Agreements
42 Climate Change Impact on Indigenous Peoples
43 Conflict Over Natural Resources
44 Food Security Challenges
45 Threats to Global Trade
46 Challenges in Climate Diplomacy
47 Climate-Induced Economic Inequalities
48 Technological Gaps in Climate Solutions
49 Global Cooperation Challenges in Climate
50 Challenges in Addressing Climate Denial'''