tweets_deforestation_withoutRT_pt

This is a BERTopic model. BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.

Usage

To use this model, please install BERTopic:

pip install -U bertopic

You can use the model as follows:

from bertopic import BERTopic
topic_model = BERTopic.load("thiagoquilice/tweets_deforestation_withoutRT_pt")

topic_model.get_topic_info()

Topic overview

• Number of topics: 18
• Number of training documents: 21239

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	brazil - the - amazon - soy - to	152	Deforestation in Brazil's Cerrado due to Soy Production
0	the - deforestation - to - in - amazon	2949	Deforestation in the Amazon
1	soy - the - to - cerrado - and	5520	Deforestation and Soy Imports
2	in - best - partners - hesitate - raze	3354	Deforestation of Indigenous Lands
3	destruction - billions - fires - funds - with	2337	Deforestation in Brazil
4	moratorium - soy - amazon - on - the	1451	Brazil's Soy Moratorium
5	scandal - bragging - disappearance - anti - while	1443	Environmental scandal: BNP and deforestation
6	hey - hypocrisy - talk - leader - you	692	Corporate hypocrisy in zero deforestation policies
7	disappearance - scandal - bragging - anti - while	562	Deforestation scandal involving BNP
8	fund - destruction - billions - fires - with	512	Deforestation in Brazil's Amazon and Cerrado regions
9	partner - bnpparibas - number - burning - world	460	Deforestation partnership with BNPP
10	palm - oil - sights - sets - danger	380	Threats to the Amazon rainforest: Palm oil expansion in Brazil
11	caso - yo - my - soy - me	367	Twitter memes using "yo soy" phrase
12	peasant - economy - amazonian - of - deforestation	341	Amazonian Peasant Economy and Deforestation
13	dramatically - reduced - moratorium - brazil - soy	201	Brazil's Soy Moratorium and Deforestation Reduction
14	faster - burns - destroyed - another - part	179	Deforestation in Brazil
15	partner - bofa - bankofamerica - number - burning	172	Deforestation partnerships with Bank of America
16	indigenouslivesmatter - indigenouspeoplematter - humanrights - amazoniasinextraccion - stopamazonextraction	167	Indigenous rights and environmental protection in the Amazon

Training hyperparameters

• calculate_probabilities: False
• language: None
• low_memory: False
• min_topic_size: 10
• n_gram_range: (1, 1)
• nr_topics: None
• seed_topic_list: None
• top_n_words: 10
• verbose: True
• zeroshot_min_similarity: 0.7
• zeroshot_topic_list: None

Framework versions

• Numpy: 1.25.2
• HDBSCAN: 0.8.33
• UMAP: 0.5.6
• Pandas: 2.0.3
• Scikit-Learn: 1.2.2
• Sentence-transformers: 2.7.0
• Transformers: 4.40.2
• Numba: 0.58.1
• Plotly: 5.15.0
• Python: 3.10.12