BERTopic_6_months_all_categories

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_6_months_all_categories")

topic_model.get_topic_info()

Topic overview

• Number of topics: 106
• Number of training documents: 5537

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	electric - car - cars - vehicles - new	16	electric cars
0	tesla - musk - elon - elon musk - company	1095	tesla sales
1	grant - scheme - car grant - government - 750	262	car grant
2	charging - chargers - public - drivers - charge	223	ev charging
3	byd - chinese - dolphin - tesla - surf	208	byd dolphin
4	tax - spd - purchase - coalition - funding	143	purchase incentives
5	charging - abstract - romania - charging points - finland	113	ev charging
6	government - uk - mandate - targets - zero	97	electric cars
7	charging - solutions - ev charging - energy - ev	97	ev charging
8	battery - batteries - catl - lithium - solid	89	ev battery
9	byd - charging - minutes - fast - han	84	charging speeds
10	ford - farley - kentucky - platform - company	81	ford ceo
11	skoda - licensed - czech - cars licensed - czech republic	74	electric cars
12	ukraine - units - used - region - kyiv	68	vehicles ukraine
13	id - volkswagen - every1 - vw - id every1	67	volkswagen id
14	tesla - sales - europe - musk - european	65	tesla sales
15	european - porsche - commission - eu - industry	63	european automotive
16	vinfast - vf - vietnam - green - philippines	59	vinfast auto
17	india - ev - indias - mobility - tata	56	electric vehicle
18	percent - cars - registrations - registered - private	55	electric cars
19	charge - car - ev - driving - battery	54	electric car
20	rivian - r2 - rivn - scaringe - nasdaq	53	rivian automotive
21	charging - charging points - stations - charging stations - points	50	charging infrastructure
22	tax - ved - car tax - 40 000 - april	50	car tax
23	registrations - percent - eu - year - cars	49	electric cars
24	mercedes - cla - bmw - new - range	49	mercedes cla
25	byd - price war - chinese - china - war	49	chinese car
26	kia - ioniq - hyundai - ev4 - ev9	48	kia ev4
27	capri - citroen - c3 - porsche - taycan	46	electric car
28	tariffs - eu - china - chinese - trump	46	tariffs chinese
29	emissions - electricity - study - cars - combustion	46	electric cars
30	charging - stations - terminals - charging stations - station	46	charging stations
31	china - oil - barrels - barrels day - iea	44	chinese automotive
32	russia - russian - stations - moscow - charging stations	41	russia electric
33	hungary - huf - byd - serbia - chinese	39	chinese electric
34	moves - aid - moves iii - iii - euros	39	electric vehicles
35	foxconn - mitsubishi - nissan - japanese - mitsubishi motors	39	japanese automaker
36	nissan - leaf - micra - generation - new	38	nissan leaf
37	credit - tax - trump - tax credit - administration	38	electric vehicle
38	lucid - nikola - rivian - lcid - nasdaq	37	lucid shares
39	battery - used - warranty - health - car	37	battery warranty
40	sales - cent - smmt - new - month	37	ev sales
41	german - vw - place - brands - market	36	german car
42	record - u9 - kilometers - amg - lucid	35	electric car
43	xiaomi - yu7 - su7 - xiaomi yu7 - orders	35	xiaomi yu7
44	fires - battery - safety - lithium ion - thermal	34	ev fires
45	used - used car - percent - used electric - euros	34	electric cars
46	used - value - cent - used car - prices	33	ev values
47	nio - firefly - onvo - li - chinese	32	nio tesla
48	gm - general motors - general - motors - chevrolet	30	ev gm
49	bonus - euros - ecological - aid - energy	30	purchase electric
50	uzbekistan - kazakhstan - proton - stations - tashkent	30	uzbekistan
51	xiaomi - yuan - lu - su7 - 2027	29	xiaomi ev
52	km - range - consumption - kilometers - real	29	electric cars
53	indonesia - lg - ev battery - battery - nickel	29	indonesia battery
54	breakdown - barriers - cent - breakdowns - petrol	29	electric cars
55	million - sales - global - china - growth	29	ev market
56	uk - chinese - gac - omoda - aion	28	chinese evs
57	lithium - rare - raw - china - magnets	28	lithium production
58	percent - survey - respondents - car - cars	28	electric car
59	trump - musk - elon - president - elon musk	28	tesla
60	volkswagen - vw - group - europe - percent	28	germany volkswagen
61	musk - tesla - protests - elon - elon musk	28	tesla takedown
62	california - trump - states - newsom - gavin newsom	28	california electric
63	blink - mullen - blink charging - charging - bollinger	27	mullen automotive
64	french - france - la centrale - centrale - french people	27	electric cars
65	slate - truck - bezos - slate auto - jeff	27	slate truck
66	octopus - uber - drivers - octopus energy - charging	27	ev charging
67	points - spain - indicator - charging points - charging	26	charging infrastructure
68	police - flames - accident - emergency - department	26	arson
69	xpeng - p7 - g6 - ai - chinese	25	xpeng g6
70	ireland - transport - council - climate - eur	25	electric vehicles
71	cost - costs - price cap - cap - peak	25	charge ev
72	belarus - belgee - charging - belorusneft - svidersky	24	belarus electric
73	stellantis - italy - filosa - europe italy - cargo	24	stellantis pro
74	audi - döllner - tt - rs6 - ingolstadt	23	audi plans
75	combustion - euros - costs - gdv - euro	23	electric cars
76	mg - s5 - mg4 - cyberster - s5 ev	23	mgs5 ev
77	toyota - bz4x - hr - japanese - cruiser	22	electric car
78	spain - units - electrified - year - month	22	electric cars
79	percent - cars - district - pdf - link pdf	22	electric cars
80	recycling - batteries - battery recycling - battery - battri	22	battery recycling
81	london - congestion - congestion charge - tfl - charge	21	exemption evs
82	combustion - gap - discounts - price gap - dudenhöffer	21	electric cars
83	charging - adac - ad hoc - hoc - cents	20	charging prices
84	ferrari - lamborghini - folgore - granturismo - maserati	20	electric car
85	simi - registrations - new car - new - kia	20	ev sales
86	honda - yen - trillion yen - mibe - hybrid	19	honda announced
87	defence - security - chinese - military - spying	19	chinese spying
88	leapmotor - c10 - stellantis - t03 - reev	19	leapmotor evs
89	renault - r5 - r4 - car - turbo	19	renault r5
90	perte - million - vec - perte vec - renault	19	renault
91	india - indian - tesla - byd - indian government	18	tata electronics
92	rover - jaguar - jlr - range rover - land rover	18	jaguar cars
93	gti - ford - puma - peugeot - 208	18	peugeot 208
94	canadian - reimbursement - tesla - canada - toronto	18	incentives tesla
95	tesla - percent - germany - model - musk	18	tesla sales
96	rates - hmrc - fuel - fuel rates - advisory	18	fuel rates
97	storage - batteries - car batteries - voltfang - second life	17	ev batteries
98	changan - thailand - deepal - changan automobile - thai	17	changan automobile
99	reeves - rachel reeves - rachel - fuel duty - chancellor	17	electric vehicles
100	zeekr - chinese - china - geely - germany	17	cars china
101	electricity - grid - bidirectional charging - bidirectional - storage	16	electric car
102	alpine - togg - a290 - a110 - turkish	16	alpine a290
103	percent - austria - cars - gasoline - registrations	16	electric cars
104	sales - america - north america - july - north	16	ev sales

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: 5.1.0
• Transformers: 4.55.4
• Numba: 0.60.0
• Plotly: 5.24.1
• Python: 3.12.11