|
--- |
|
task_categories: |
|
- text-classification |
|
language: |
|
- en |
|
tags: |
|
- natural disasters |
|
- tweets |
|
- classification |
|
- catastrophic events |
|
pretty_name: Natural Disasters from Social Media |
|
size_categories: |
|
- 100K<n<1M |
|
annotations_creators: |
|
- crowdsourced |
|
- expert-generated |
|
source_datasets: |
|
- "Kaggle 1 - jannesklaas/disasters-on-social-media" |
|
- "Kaggle 2 - vstepanenko/disaster-tweets" |
|
- "Kaggle 3 - sidharth178/disaster-response-messages" |
|
- "Zahra et al. - doi: 10.1016/j.ipm.2019.102107" |
|
- "CrisisMMD - arxiv: 1805.00713" |
|
- "Alam et al. - arxiv: 1805.05151" |
|
- "CrisisLexT26 - doi: 10.1145/2675133.2675242" |
|
- "Imran et al. - aclanthology: L16-1259" |
|
- "CrisisLexT6 - doi: 10.1609/icwsm.v8i1.14538" |
|
- "HumAID - doi: 10.1609/icwsm.v15i1.18116" |
|
- "CrisisBench - doi: 10.1609/icwsm.v15i1.18115" |
|
dataset_info: |
|
splits: |
|
- name: train |
|
num_bytes: 39817704 |
|
num_examples: 169109 |
|
- name: val |
|
num_bytes: 4977163 |
|
num_examples: 21139 |
|
- name: test |
|
num_bytes: 4981112 |
|
num_examples: 21139 |
|
dataset_size: 49775824 |
|
--- |
|
|
|
Dataset created for Master's thesis "Detection of Catastrophic Events from Social Media" at the Slovak Technical University Faculty of Informatics. |
|
|
|
Contains posts from social media that are split into two categories: |
|
- Informative - related and informative in regards to natural disasters |
|
- Non-Informative - unrelated to natural disasters |
|
|
|
Other metadata include event type, source dataset etc. |
|
|
|
Source Datasets: |
|
|
|
- Kaggle 1 - [URL](https://www.kaggle.com/datasets/jannesklaas/disasters-on-social-media) - 951 |
|
- Kaggle 2 - [URL](https://www.kaggle.com/datasets/vstepanenko/disaster-tweets) - 579 |
|
- Kaggle 3 - [URL](https://www.kaggle.com/datasets/sidharth178/disaster-response-messages) - 3782 |
|
- Zahra et al. - [URL](https://doi.org/10.1016/j.ipm.2019.102107) - 6494 |
|
- CrisisMMD - [URL](https://arxiv.org/abs/1805.00713) - 11043 |
|
- Alam et al. - [URL](https://arxiv.org/abs/1805.05151) - 11133 |
|
- CrisisLexT26 - [URL](https://doi.org/10.1145/2675133.2675242) - 14998 |
|
- Imran et al. - [URL](https://aclanthology.org/L16-1259) - 16549 |
|
- CrisisLexT6 - [URL](https://doi.org/10.1609/icwsm.v8i1.14538) - 22672 |
|
- HumAID - [URL](https://doi.org/10.1609/icwsm.v15i1.18116) - 42837 |
|
- CrisisBench - [URL](https://doi.org/10.1609/icwsm.v15i1.18115) - 31158 |
|
- ArchiveTeam - [URL](https://archive.org/details/twitterstream) - 49191 (Not informative tweets) |
