BERTopic_all

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("karinegabsschon/BERTopic_all")

topic_model.get_topic_info()

Topic overview

• Number of topics: 97
• Number of training documents: 3514

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	electric - vehicles - ev - cars - charging	10	electric cars
0	government - zero - uk - mandate - targets	692	electric cars
1	charging - abstract - stations - fast - ev charging	100	ev charging
2	spain - moves - aid - iii - moves iii	92	electric vehicles
3	byd - charging - minutes - fast - han	77	charging speeds
4	tax - car tax - pay - car - ved	76	car tax
5	new - used - year - new car - sales	74	ev sales
6	charging - ev charging - ev - solutions - energy	74	ev infrastructure
7	spd - purchase - coalition - funding - tax	66	purchase incentives
8	tesla - sales - musk - europe - tesla sales	65	tesla sales
9	percent - german - volkswagen - group - bmw	61	tesla
10	india - tata - ev - indian - manufacturing	59	tata motors
11	id - every1 - volkswagen - id every1 - vw	57	volkswagen id
12	charging - stations - charging points - charging stations - points	53	charging infrastructure
13	chargers - public - uk - charging - points	51	charging infrastructure
14	tesla - musk - tsla - robotaxi - gerber	48	tesla stock
15	skoda - range - ford - volvo - new	48	ev
16	battery - recycling - plant - batteries - ford	45	ev battery
17	units - ukraine - region - used - kyiv	44	vehicles ukraine
18	xiaomi - yu7 - su7 - li - li auto	41	xiaomi electric
19	million - sales - global - iea - china	39	electric cars
20	battery - batteries - solid - lithium - cells	38	ev battery
21	fires - safety - battery - burn - flames	36	ev fires
22	byd - chinese - tesla - billion - china	36	china byd
23	foxconn - mitsubishi - mitsubishi motors - japanese - nissan	36	japanese automaker
24	petrol - miles - car - ev - electric	35	electric car
25	study - combustion - cars - emissions - greenhouse	35	electric cars
26	ecological - bonus - euros - households - aid	33	financed energy
27	musk - tesla - elon - elon musk - cybertruck	32	musk tesla
28	china - shanghai - chinese - manufacturers - german	31	chinese automotive
29	rivian - r2 - scaringe - rivn - rivian automotive	30	rivian automotive
30	inster - c3 - hyundai - hyundai inster - small	30	electric car
31	indonesia - lg - nickel - battery - project	29	indonesia battery
32	percent - cars - registrations - previous year - previous	29	electric cars
33	toyota - japanese - bz4x - suzuki - hybrid	29	electric car
34	byd - price war - price - war - china	28	chinese automakers
35	renault - twingo - r5 - alpine - car	28	new renault
36	slate - truck - bezos - slate auto - pickup	27	electric vehicle
37	hungary - huf - byd - chinese - european	27	chinese investments
38	discounts - percent - dudenhöffer - euros - price	27	discounts cars
39	tesla - quarter - year - musk - registrations	26	tesla sales
40	vinfast - vf - vietnamese - vietnam - press release	26	vinfast auto
41	percent - huk - private - cars - car	26	electric cars
42	charging - stations - terminals - charging stations - france	26	electric vehicles
43	nissan - leaf - micra - generation - new	26	nissan leaf
44	ireland - transport - council - kerry - climate	26	ev charging
45	tariffs - mexico - united states - united - states	25	additional tariffs
46	changan - chinese - uk - deepal - omoda	25	chinese evs
47	musk - tesla - protests - elon - police	25	tesla protests
48	breakdown - barriers - breakdowns - adac - aa	25	electric cars
49	byd - europe - tesla - jato - chinese	24	europe tesla
50	catl - battery - sodium - swapping - batteries	24	batteries catl
51	honda - hyundai - yen - trillion yen - trillion	24	honda announced
52	lithium - rare - china - earths - rare earths	24	lithium production
53	kia - ioniq - hyundai - ev2 - ev3	23	kia ev
54	tesla - canadian - toronto - canada - reimbursement	23	incentives tesla
55	mercedes - cla - amg - eq - new	22	mercedes ev
56	storage - electricity - energy - solar - batteries	22	energy storage
57	eu - tariffs - china - chinese - minimum	22	tariffs chinese
58	russia - russian - neva - production - almaz	21	russia electric
59	lucid - nikola - rivian - lcid - lucid group	21	lucid motors
60	california - trump - states - administration - resolution	20	cancel california
61	model - tesla - roadster - updated - performance	20	tesla model
62	commission - european - eu - der - von der	19	european automotive
63	petrol - drivers - costs - mile - home	19	petrol prices
64	audi - rs6 - döllner - tt - ingolstadt	18	audi plans
65	dolphin - surf - dolphin surf - byd - byd dolphin	18	byd dolphin
66	charge points - committee - points - charge - public	18	charging infrastructure
67	defence - security - chinese - military - spying	18	electric vehicles
68	belarus - ex5 - belgee - electric charging - gennady svidersky	18	belarus number
69	mg - s5 - cyberster - mg4 - s5 ev	17	mgs5 ev
70	leapmotor - stellantis - c10 - t03 - chinese	17	manufacturer leapmotor
71	nio - firefly - onvo - chinese - china	16	chinese car
72	xpeng - p7 - ai - g6 - mona m03	16	new xpeng
73	gm - cadillac - general motors - general - sales	16	tesla nasdaq
74	trump - musk - president - white house - house	16	buying tesla
75	cent - rental - drivers - evs - survey	16	electric vehicles
76	london - congestion - congestion charge - tfl - charge	16	exemption evs
77	ferrari - lamborghini - maserati - folgore - granturismo	15	maserati ev
78	police - emergency - accident - essen - department	15	arson
79	volvo - samuelsson - staff - jobs - company	15	volvo cars
80	xiaomi - su7 - accident - xiaomi su7 - su7 electric	14	xiaomi su7
81	tax - insurance - insurance tax - related insurance - related	14	vehicle tax
82	credit - tax - house - republicans - republican	13	electric vehicles
83	power - blackout - spain - homes - power homes	13	evs power
84	french - centrale - la centrale - la - french people	13	electric cars
85	ship - coast - vessel - coast guard - guard	13	fires ships
86	byd - european - europe - seagull - dolphin	12	byd seagull
87	pod - pod point - point - edf - energy giant	12	pod point
88	ocu - euros - savings - spain - combustion	12	electric car
89	stellantis - italy - elkann - europe italy - imparato	12	automotive groups
90	parking - tyresystem - solar - training - police	12	electric vehicles
91	used - warranty - percent - battery - battery warranty	12	car battery
92	percent - registrations - february - new registrations - eu	12	tesla cars
93	tesla - china - model - sales - april	11	tesla china
94	bmw - klasse - neue - neue klasse - ix3	11	new bmw
95	ford - octopus - octopus energy - free - home	11	electric car

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: 2.0.2
• HDBSCAN: 0.8.40
• UMAP: 0.5.9.post2
• Pandas: 2.2.2
• Scikit-Learn: 1.6.1
• Sentence-transformers: 4.1.0
• Transformers: 4.53.0
• Numba: 0.60.0
• Plotly: 5.24.1
• Python: 3.11.13