thiagoquilice
commited on
Commit
•
b4ee211
1
Parent(s):
7bf3d0e
Add BERTopic model
Browse files- README.md +82 -0
- config.json +16 -0
- ctfidf.safetensors +3 -0
- ctfidf_config.json +0 -0
- topic_embeddings.safetensors +3 -0
- topics.json +0 -0
README.md
ADDED
@@ -0,0 +1,82 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
|
2 |
+
---
|
3 |
+
tags:
|
4 |
+
- bertopic
|
5 |
+
library_name: bertopic
|
6 |
+
pipeline_tag: text-classification
|
7 |
+
---
|
8 |
+
|
9 |
+
# tweets_deforestation_all__RT_exclude_biggerclusters
|
10 |
+
|
11 |
+
This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model.
|
12 |
+
BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
|
13 |
+
|
14 |
+
## Usage
|
15 |
+
|
16 |
+
To use this model, please install BERTopic:
|
17 |
+
|
18 |
+
```
|
19 |
+
pip install -U bertopic
|
20 |
+
```
|
21 |
+
|
22 |
+
You can use the model as follows:
|
23 |
+
|
24 |
+
```python
|
25 |
+
from bertopic import BERTopic
|
26 |
+
topic_model = BERTopic.load("thiagoquilice/tweets_deforestation_all__RT_exclude_biggerclusters")
|
27 |
+
|
28 |
+
topic_model.get_topic_info()
|
29 |
+
```
|
30 |
+
|
31 |
+
## Topic overview
|
32 |
+
|
33 |
+
* Number of topics: 13
|
34 |
+
* Number of training documents: 389209
|
35 |
+
|
36 |
+
<details>
|
37 |
+
<summary>Click here for an overview of all topics.</summary>
|
38 |
+
|
39 |
+
| Topic ID | Topic Keywords | Topic Frequency | Label |
|
40 |
+
|----------|----------------|-----------------|-------|
|
41 |
+
| -1 | desmatamento - amazônia - na - de - em | 2371 | Deforestation in the Amazon |
|
42 |
+
| 0 | que - de - do - desmatamento - amazônia | 127251 | Deforestation in the Amazon |
|
43 |
+
| 1 | petição - assine - impedir - exploração - via | 114185 | Protect the Amazon Rainforest |
|
44 |
+
| 2 | soja - de - cerrado - que - da | 46552 | Soya in the Cerrado region |
|
45 |
+
| 3 | em - de - na - km - desmatamento | 33829 | Deforestation in the Amazon |
|
46 |
+
| 4 | que - de - não - do - com | 17702 | Political and environmental issues in Brazil |
|
47 |
+
| 5 | menor - cai - na - desmatamento - amazônia | 8855 | Deforestation in the Amazon decreases and reaches lower rates in recent years |
|
48 |
+
| 6 | impedir - exploração - petição - via - assine | 8611 | Protect the Amazon: Sign the Petition |
|
49 |
+
| 7 | cerrado - do - de - desmatamento - no | 7695 | Deforestation in the Cerrado region |
|
50 |
+
| 8 | - - - - | 7163 | "Technology trends and their impact on society" |
|
51 |
+
| 9 | petition - sign - the - impedir - exploração | 6901 | Protect the Amazon Rainforest |
|
52 |
+
| 10 | tamanho - sp - leia - quase - legal | 5157 | Deforestation in the Amazon |
|
53 |
+
| 11 | in - partners - best - raze - loot | 2937 | Deforestation and exploitation of indigenous lands |
|
54 |
+
|
55 |
+
</details>
|
56 |
+
|
57 |
+
## Training hyperparameters
|
58 |
+
|
59 |
+
* calculate_probabilities: False
|
60 |
+
* language: None
|
61 |
+
* low_memory: False
|
62 |
+
* min_topic_size: 10
|
63 |
+
* n_gram_range: (1, 1)
|
64 |
+
* nr_topics: None
|
65 |
+
* seed_topic_list: None
|
66 |
+
* top_n_words: 10
|
67 |
+
* verbose: True
|
68 |
+
* zeroshot_min_similarity: 0.7
|
69 |
+
* zeroshot_topic_list: None
|
70 |
+
|
71 |
+
## Framework versions
|
72 |
+
|
73 |
+
* Numpy: 1.25.2
|
74 |
+
* HDBSCAN: 0.8.33
|
75 |
+
* UMAP: 0.5.6
|
76 |
+
* Pandas: 2.0.3
|
77 |
+
* Scikit-Learn: 1.2.2
|
78 |
+
* Sentence-transformers: 2.7.0
|
79 |
+
* Transformers: 4.41.0
|
80 |
+
* Numba: 0.58.1
|
81 |
+
* Plotly: 5.15.0
|
82 |
+
* Python: 3.10.12
|
config.json
ADDED
@@ -0,0 +1,16 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"calculate_probabilities": false,
|
3 |
+
"language": null,
|
4 |
+
"low_memory": false,
|
5 |
+
"min_topic_size": 10,
|
6 |
+
"n_gram_range": [
|
7 |
+
1,
|
8 |
+
1
|
9 |
+
],
|
10 |
+
"nr_topics": null,
|
11 |
+
"seed_topic_list": null,
|
12 |
+
"top_n_words": 10,
|
13 |
+
"verbose": true,
|
14 |
+
"zeroshot_min_similarity": 0.7,
|
15 |
+
"zeroshot_topic_list": null
|
16 |
+
}
|
ctfidf.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:c72955348457816172f482ab04c81a001d9d1142e6ae110db5fe77841507d21d
|
3 |
+
size 3418784
|
ctfidf_config.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|
topic_embeddings.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:297db9625e7d2af69792a4332afc8664fe80f241db3b0657d92e1f36a1adb8b7
|
3 |
+
size 40024
|
topics.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|