Table 3. Topics with the highest beta values by subject area
| No. | Social science | History | Geography |
| Topic 1 | Topic 2 | Topic 1 | Topic 2 | Topic 1 | Topic 2 |
| beta | beta | beta | beta | beta | beta |
| 1 | Climate | Citizen | History | Region | Education | Climate |
| 0.0726 | 0.0296 | 0.0678 | 0.0188 | 0.0892 | 0.0596 |
| 2 | Change | Perspective | Narrative | Discussion | Natural disaster | Change |
| 0.0513 | 0.0251 | 0.0239 | 0.0154 | 0.0283 | 0.0503 |
| 3 | Response | Politics | Problem | Management | Research | Society |
| 0.0229 | 0.0237 | 0.0189 | 0.012 | 0.0238 | 0.0258 |
| 4 | Era | Disaster prevention | Disaster | Occurrence | Geography | Learning |
| 0.02 | 0.0237 | 0.0189 | 0.012 | 0.0204 | 0.0211 |
| 5 | Proposition | Catastrophe | Peace | Land | Analysis | Issue |
| 0.02 | 0.0207 | 0.0164 | 0.012 | 0.0193 | 0.0176 |
| 6 | Learning | Issue | Reflection | Flood | Content | Utilization |
| 0.02 | 0.0163 | 0.0127 | 0.012 | 0.0182 | 0.0176 |
| 7 | Environment | Development | Consciousness | Locality | Disaster prevention | Student |
| 0.02 | 0.0163 | 0.0127 | 0.012 | 0.0170 | 0.0176 |
| 8 | Energy | Safety | Humanity | Approach | Environmental education | Based |
| 0.0172 | 0.0163 | 0.0114 | 0.0103 | 0.0170 | 0.0153 |
| 9 | Research | Sustainability | Description | Natural disaster | Textbook | Human |
| 0.0125 | 0.0149 | 0.0114 | 0.0103 | 0.0159 | 0.0141 |
| 10 | Analysis | Hazard | Learning | Plague | Process | Earth |
| 0.0143 | 0.0134 | 0.0114 | 0.0103 | 0.0159 | 0.0141 |