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 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
+all.jsonl filter=lfs diff=lfs merge=lfs -text
+test.jsonl filter=lfs diff=lfs merge=lfs -text

README.md

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----
-license: mit
----
+# Zero-Shot Hierarchical Text Classification Dataset
+
+This dataset is prepared from the consolidated climate change solution extraction results.
+
+## Task
+
+Zero-shot hierarchical multi-label text classification. Each example contains:
+
+- `text`: classification input text built from solution details and document context.
+- `label_paths`: one or more hierarchical labels, e.g. `Long-term -> Mitigation and clean energy -> Pollution control and clean energy promotion`.
+- `solution_detail_items`: normalized `solution_details` items with their mapped label paths.
+- `labels`: flattened labels for models that do not consume paths directly.
+- `metadata`: city, country, text type, actor, climate event, source URL, and raw labels.
+
+## Files
+
+- `test.jsonl`: all evaluation examples for zero-shot classification.
+- `all.jsonl`: same examples as `test.jsonl`, provided as a neutral full dataset file.
+- `dataset.csv`: tabular version for quick inspection.
+- `taxonomy.json`: normalized phase/domain/category hierarchy for both `solution` and `solution_details`.
+- `candidate_labels.txt`: flat candidate label list.
+- `stats.json`: dataset statistics and unmapped source labels.
+
+## Statistics
+
+- Source file: `consolidated_results_1022_events.csv`
+- Total examples: `2083`
+- Parent labels: `2`
+- Domain labels: `8`
+- Leaf labels: `50`
+
+## Suggested Zero-Shot Usage
+
+Use `taxonomy.json` as the candidate label space. For hierarchical prediction, first predict the phase (`Long-term` or `Short-term`), then the solution domain, then restrict final category candidates to that branch. For models that support multi-label classification directly, evaluate against `label_paths` or the flattened `labels` field.

all.jsonl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:349295f20a35849bf601f372696152da1a73fd244470391e44e65ef2c03d3fca
+size 11112783

candidate_labels.txt

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+Long-term
+Short-term
+Land use and urban planning
+Infrastructure and utilities
+Ecosystems, agriculture, and industry resilience
+Mitigation and clean energy
+Governance, planning, and finance
+Knowledge, monitoring, and capacity building
+Emergency response and recovery
+Public health and social protection
+Low-risk land use plan and core function
+High-risk area construction control
+Green infrastructure distribution
+Hazard defense and protection infrastructure (e.g., barrier, flood wall, sea wall)
+Emergency shelter construction
+Resilient communication and transportation system (road, airport, etc.)
+Resilient utility supply system (water, gas, electronic)
+Infrastructure routine maintenance
+Forestry & reforestation
+Biodiversity conservation
+Industrial carbon reduction
+Low-carbon transportation system
+Pollution control and clean energy promotion
+Climate-smart agriculture / climate-resilient agriculture
+Resilient industry
+Specific organizations establishment
+Public funds
+Private investment
+Long-term adaptation plan establishment and improvement
+Immediate disaster operation plan establishment and improvement
+Data collection and database establishment
+Early warning system testing and territory-wide coverage
+Scientific research support and technology innovation
+Satellites technology support for large-scale data monitoring
+Research on urban resilience and disaster risk
+Dissemination and international collaboration
+Safety and disaster preparedness education
+Regular disaster evacuation drills
+Local official crisis management training
+Weather and hazard data monitoring, analysis, and forecasting
+Emergency warning and public alerts
+Real-time updates and information transparency
+Emergency rescue and volunteer deployment
+Emergency relief supplies and aid distribution
+Personnel evacuation and shelter
+Care for vulnerable groups
+Gender equality in emergency management
+Mental health and psychological support
+Short-term emergency infrastructure construction and retrofitting
+Lifeline management and supply guarantee (water, electricity, gas)
+Sanitation management
+Waste management
+Eliminate pests
+Prevent chemical contamination
+Infrastructure damage reporting and emergency repair
+Government emergency and quick response funding
+Financial assistance for reconstruction support
+Society donation management
+Traveler advisories and transport management
+Suspension of activities and public advisories

stats.json

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+{
+  "source_file": "consolidated_results_1022_events.csv",
+  "total_examples": 2083,
+  "taxonomy": {
+    "parent_label_count": 2,
+    "domain_label_count": 8,
+    "leaf_label_count": 50
+  },
+  "parent_label_distribution": {
+    "Long-term": 5281,
+    "Short-term": 1196
+  },
+  "domain_label_distribution": {
+    "Knowledge, monitoring, and capacity building": 2819,
+    "Mitigation and clean energy": 1117,
+    "Ecosystems, agriculture, and industry resilience": 617,
+    "Governance, planning, and finance": 605,
+    "Infrastructure and utilities": 582,
+    "Land use and urban planning": 328,
+    "Emergency response and recovery": 313,
+    "Public health and social protection": 95
+  },
+  "top_20_leaf_labels": {
+    "Pollution control and clean energy promotion": 682,
+    "Dissemination and international collaboration": 677,
+    "Scientific research support and technology innovation": 596,
+    "Research on urban resilience and disaster risk": 345,
+    "Safety and disaster preparedness education": 331,
+    "Green infrastructure distribution": 246,
+    "Low-carbon transportation system": 221,
+    "Climate-smart agriculture / climate-resilient agriculture": 219,
+    "Weather and hazard data monitoring, analysis, and forecasting": 217,
+    "Industrial carbon reduction": 214,
+    "Long-term adaptation plan establishment and improvement": 194,
+    "Biodiversity conservation": 178,
+    "Forestry & reforestation": 173,
+    "Emergency warning and public alerts": 126,
+    "Infrastructure routine maintenance": 124,
+    "Resilient utility supply system (water, gas, electronic)": 108,
+    "Local official crisis management training": 104,
+    "Hazard defense and protection infrastructure (e.g., barrier, flood wall, sea wall)": 103,
+    "Public funds": 99,
+    "Real-time updates and information transparency": 99
+  },
+  "solution_details_label_source_distribution": {
+    "keyword_or_alias": 3830,
+    "inherited_record_solutions": 2379
+  },
+  "top_20_text_types": {
+    "news article": 738,
+    "News Article": 244,
+    "Report": 143,
+    "report": 99,
+    "Policy Document": 85,
+    "News article": 72,
+    "policy document": 72,
+    "Webpage": 49,
+    "Analysis": 30,
+    "Press Release": 27,
+    "webpage": 27,
+    "Policy document": 21,
+    "Research Article": 16,
+    "Project description": 15,
+    "Case Study": 14,
+    "Climate Action Plan": 12,
+    "Analysis piece": 11,
+    "Article": 11,
+    "PDF Document": 9,
+    "Website": 8
+  },
+  "top_20_countries": {
+    "Japan": 385,
+    "United States": 211,
+    "China": 165,
+    "Indonesia": 85,
+    "India": 85,
+    "North Korea": 80,
+    "United Kingdom": 76,
+    "South Korea": 57,
+    "Australia": 55,
+    "Philippines": 54,
+    "Spain": 48,
+    "Argentina": 37,
+    "Thailand": 36,
+    "Canada": 30,
+    "Malaysia": 29,
+    "Portugal": 29,
+    "Italy": 28,
+    "Nigeria": 28,
+    "Kuwait": 25,
+    "Brazil": 24
+  },
+  "duplicates": {
+    "duplicates_skipped": 7
+  },
+  "top_50_unmapped_source_labels": {}
+}

taxonomy.json

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+{
+  "task": "zero-shot hierarchical multi-label text classification",
+  "root": "Climate change solution",
+  "levels": [
+    "phase",
+    "solution_domain",
+    "solution_category"
+  ],
+  "hierarchy": {
+    "Long-term": {
+      "Land use and urban planning": [
+        "Low-risk land use plan and core function",
+        "High-risk area construction control",
+        "Green infrastructure distribution"
+      ],
+      "Infrastructure and utilities": [
+        "Hazard defense and protection infrastructure (e.g., barrier, flood wall, sea wall)",
+        "Emergency shelter construction",
+        "Resilient communication and transportation system (road, airport, etc.)",
+        "Resilient utility supply system (water, gas, electronic)",
+        "Infrastructure routine maintenance"
+      ],
+      "Ecosystems, agriculture, and industry resilience": [
+        "Forestry & reforestation",
+        "Biodiversity conservation",
+        "Climate-smart agriculture / climate-resilient agriculture",
+        "Resilient industry"
+      ],
+      "Mitigation and clean energy": [
+        "Industrial carbon reduction",
+        "Low-carbon transportation system",
+        "Pollution control and clean energy promotion"
+      ],
+      "Governance, planning, and finance": [
+        "Specific organizations establishment",
+        "Public funds",
+        "Private investment",
+        "Long-term adaptation plan establishment and improvement",
+        "Immediate disaster operation plan establishment and improvement"
+      ],
+      "Knowledge, monitoring, and capacity building": [
+        "Data collection and database establishment",
+        "Early warning system testing and territory-wide coverage",
+        "Scientific research support and technology innovation",
+        "Satellites technology support for large-scale data monitoring",
+        "Research on urban resilience and disaster risk",
+        "Dissemination and international collaboration",
+        "Safety and disaster preparedness education",
+        "Regular disaster evacuation drills",
+        "Local official crisis management training"
+      ]
+    },
+    "Short-term": {
+      "Infrastructure and utilities": [
+        "Short-term emergency infrastructure construction and retrofitting",
+        "Lifeline management and supply guarantee (water, electricity, gas)",
+        "Infrastructure damage reporting and emergency repair"
+      ],
+      "Governance, planning, and finance": [
+        "Government emergency and quick response funding",
+        "Financial assistance for reconstruction support",
+        "Society donation management",
+        "Suspension of activities and public advisories"
+      ],
+      "Knowledge, monitoring, and capacity building": [
+        "Weather and hazard data monitoring, analysis, and forecasting",
+        "Emergency warning and public alerts",
+        "Real-time updates and information transparency"
+      ],
+      "Emergency response and recovery": [
+        "Emergency rescue and volunteer deployment",
+        "Emergency relief supplies and aid distribution",
+        "Personnel evacuation and shelter",
+        "Sanitation management",
+        "Waste management",
+        "Eliminate pests",
+        "Prevent chemical contamination",
+        "Traveler advisories and transport management"
+      ],
+      "Public health and social protection": [
+        "Care for vulnerable groups",
+        "Gender equality in emergency management",
+        "Mental health and psychological support"
+      ]
+    }
+  },
+  "solution_details_classification": {
+    "unit": "semicolon-separated item in solution_details",
+    "method": "Each detail item is mapped to the same phase/domain/category taxonomy with alias and keyword rules; if only one solution category exists for a record, unmatched detail items inherit that single category."
+  },
+  "label_descriptions": {
+    "Long-term": "Sustained resilience, adaptive capacity building, mitigation, and systemic risk reduction.",
+    "Short-term": "Immediate response, emergency relief, and rapid recovery after a disaster event."
+  }
+}

test.jsonl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:349295f20a35849bf601f372696152da1a73fd244470391e44e65ef2c03d3fca
+size 11112783