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VegetaSama/
bert_key

Name: bert_key
Availability: InStock

bertopic

text-classification

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bert_key

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:

python

from bertopic import BERTopic
topic_model = BERTopic.load("VegetaSama/bert_key")

topic_model.get_topic_info()

Topic overview

Number of topics: 17
Number of training documents: 10000

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	restaurant - meal - sandwich - food - lunch	86	-1_restaurant_meal_sandwich_food
0	restaurant - drinks - dinner - bar - steak	2059	0_restaurant_drinks_dinner_bar
1	mexican food - tacos - taco - chips salsa - salsa	2789	1_mexican food_tacos_taco_chips salsa
2	shop - shopping - nordstrom - store - customer service	731	2_shop_shopping_nordstrom_store
3	thai food - chinese food - pad thai - thai - fried rice	701	3_thai food_chinese food_pad thai_thai
4	best pizza - pizza good - good pizza - pizza - pizzeria	594	4_best pizza_pizza good_good pizza_pizza
5	scottsdale - phoenix - restaurant - bbq - arizona	586	5_scottsdale_phoenix_restaurant_bbq
6	burger - good burger - burgers - burger fries - restaurant	443	6_burger_good burger_burgers_burger fries
7	restaurant - hostess - dinner - waiter - waitress	354	7_restaurant_hostess_dinner_waiter
8	best sushi - sushi - sushi place - sushi bar - spicy tuna	321	8_best sushi_sushi_sushi place_sushi bar
9	manicure - massage - pedicure - salon - nail	294	9_manicure_massage_pedicure_salon
10	hotels - hotel - resort - marriott - amenities	288	10_hotels_hotel_resort_marriott
11	coffee shop - coffee - starbucks - coffee shops - good coffee	215	11_coffee shop_coffee_starbucks_coffee shops
12	breakfast - pancakes - protein pancakes - bakery - lunch	211	12_breakfast_pancakes_protein pancakes_bakery
13	hike - hiking - trails - trail - south mountain	135	13_hike_hiking_trails_trail
14	downtown phoenix - central phoenix - restaurants - phoenix area - phoenix	105	14_downtown phoenix_central phoenix_restaurants_phoenix area
15	vets - vet - veterinary - pets - petsmart	88	15_vets_vet_veterinary_pets

Training hyperparameters

calculate_probabilities: True
language: None
low_memory: False
min_topic_size: 10
n_gram_range: (1, 1)
nr_topics: None
seed_topic_list: None
top_n_words: 5
verbose: True
zeroshot_min_similarity: 0.7
zeroshot_topic_list: None

Framework versions

Numpy: 1.24.3
HDBSCAN: 0.8.33
UMAP: 0.5.5
Pandas: 2.0.3
Scikit-Learn: 1.3.0
Sentence-transformers: 2.2.2
Transformers: 4.32.1
Numba: 0.58.1
Plotly: 5.9.0
Python: 3.11.5