---
tags:
- bertopic
library_name: bertopic
pipeline_tag: text-classification
---

# BERTopic_6_months

This is a [BERTopic](https://github.com/MaartenGr/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("karinegabsschon/BERTopic_6_months")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 80
* Number of training documents: 5537

<details>
  <summary>Click here for an overview of all topics.</summary>

  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | electric - vehicles - car - cars - ev | 21 | electric cars | electric vehicles | electric car | 
| 0 | grant - scheme - car grant - government - 750 | 1297 | electric vehicles | electric cars | electric car | 
| 1 | charging - chargers - public - ev - drivers | 216 | ev charging | charging infrastructure | ev chargers | 
| 2 | tesla - musk - model - company - elon | 215 | tesla shares | tesla sales | tesla nasdaq | 
| 3 | uk - government - zero - mandate - targets | 153 | diesel cars | electric cars | electric vehicles | 
| 4 | tesla - sales - musk - tesla sales - year | 113 | tesla sales | tesla market | year tesla | 
| 5 | kia - range - car - hyundai - electric | 108 | kia ev9 | ev | kia | 
| 6 | xiaomi - yu7 - su7 - china - chinese | 107 | xiaomi yu7 | xiaomi electric | xiaomi su7 | 
| 7 | tax - car tax - car - rates - pay | 106 | car tax | electric vehicles | electric car | 
| 8 | tax - spd - purchase - coalition - funding | 104 | purchase incentives | purchase premium | purchase premiums | 
| 9 | charging - energy - solutions - ev charging - ev | 98 | ev charging | ev charger | charging infrastructure | 
| 10 | charging - romania - abstract - electric - charging points | 98 | ev charging | charging infrastructure | charging points | 
| 11 | toyota - honda - subaru - japanese - nissan | 96 | electric vehicles | electric cars | electric car | 
| 12 | battery - batteries - catl - lithium - solid | 89 | ev battery | ev batteries | battery technology | 
| 13 | byd - charging - minutes - fast - han | 85 | megawatt charging | fast charging | charging times | 
| 14 | charging - stations - charging stations - charging points - points | 84 | charging infrastructure | charging cars | charging stations | 
| 15 | fires - battery - safety - police - car | 83 | ev fires | battery fires | car fires | 
| 16 | byd - tesla - sales - chinese - year | 80 | tesla sales | overtakes tesla | tesla | 
| 17 | ford - farley - company - platform - kentucky | 78 | ford ceo | ford | ford motor | 
| 18 | india - indian - ev - tata - mobility | 75 | tata motors | tesla | tata | 
| 19 | ukraine - units - used - region - kyiv | 72 | vehicles ukraine | electric vehicles | electric cars | 
| 20 | percent - cars - registrations - germany - registered | 66 | electric cars | cars germany | registered cars | 
| 21 | vinfast - vf - vietnam - green - philippines | 63 | vinfast auto | vinfast vf | vehicle ev | 
| 22 | used - used car - used electric - percent - battery | 62 | electric cars | electric vehicles | car market | 
| 23 | new - registrations - new car - sales - year | 59 | ev sales | electric cars | electric car | 
| 24 | id - volkswagen - every1 - vw - id every1 | 58 | volkswagen id | electric car | vw wants | 
| 25 | mercedes - cla - new - range - eqs | 56 | mercedes cla | cla ev | new mercedes | 
| 26 | emissions - electricity - study - cars - combustion | 53 | electric cars | electric car | electric vehicles | 
| 27 | tariffs - eu - china - mexico - trade | 51 | tariffs chinese | car tariffs | additional tariffs | 
| 28 | car - charge - miles - ve - trip | 51 | electric car | electric cars | ev | 
| 29 | byd - chinese - price war - price - war | 49 | chinese car | china electric | chinese electric | 
| 30 | rivian - r2 - nasdaq - rivn - scaringe | 48 | rivian automotive | ev stocks | rivian | 
| 31 | charging - stations - charging stations - terminals - station | 47 | charging stations | electric vehicles | electric car | 
| 32 | percent - registrations - eu - cars - year | 46 | electric cars | electric vehicles | european car | 
| 33 | licensed - cars licensed - czech - czech republic - republic | 44 | electric cars | electric vehicles | cars licensed | 
| 34 | hungary - byd - huf - chinese - serbia | 41 | chinese electric | china xplained | hungary | 
| 35 | moves - aid - moves iii - iii - euros | 40 | electric vehicles | electric vehicle | electric car | 
| 36 | china - shanghai - chinese - market - car | 40 | chinese automotive | shanghai auto | china auto | 
| 37 | stellantis - ferrari - fiat - lamborghini - italian | 40 | electric car | 500 hybrid | electric vehicle | 
| 38 | indonesia - lg - alpine - battery - ev battery | 39 | indonesia battery | indonesia ev | ev battery | 
| 39 | tesla - musk - black - elon - tsla | 39 | tesla | tesla nasdaq | elon musk | 
| 40 | foxconn - mitsubishi - nissan - japanese - mitsubishi motors | 39 | japanese automaker | taiwanese electronics | taiwan foxconn | 
| 41 | credit - tax - trump - tax credit - states | 38 | electric vehicle | electric vehicles | vehicle credit | 
| 42 | storage - electricity - energy - batteries - grid | 38 | energy storage | ev batteries | battery storage | 
| 43 | european - commission - eu - industry - emissions | 37 | european automotive | european car | electric vehicles | 
| 44 | dolphin - surf - dolphin surf - byd - euros | 37 | dolphin surf | byd dolphin | dolphin | 
| 45 | german - vw - place - market - brands | 37 | german car | vw dominates | bmw | 
| 46 | russia - russian - stations - electric - moscow | 37 | russia electric | russian electric | electric cars | 
| 47 | slate - truck - northvolt - bezos - slate auto | 36 | slate truck | electric vehicle | tesla | 
| 48 | audi - porsche - döllner - cellforce - tt | 36 | audi | audi tt | audi ceo | 
| 49 | bonus - euros - ecological - aid - energy | 36 | purchase electric | electric car | electric vehicles | 
| 50 | percent - cars - city - registered - vienna | 35 | electric cars | new cars | electric mobility | 
| 51 | used - value - cent - used car - prices | 34 | ev values | electric cars | electric vehicles | 
| 52 | points - spain - charging points - charging - indicator | 33 | charging infrastructure | charging points | charging network | 
| 53 | gm - general motors - general - motors - equinox | 33 | ev gm | gm electric | chevrolet equinox | 
| 54 | million - sales - china - global - electric | 33 | ev market | electric cars | electric car | 
| 55 | nio - firefly - onvo - chinese - li | 31 | nio tesla | tesla chinese | tesla | 
| 56 | california - trump - federal - states - vehicle | 31 | california electric | electric vehicles | electric vehicle | 
| 57 | lucid - nikola - lcid - uber - nasdaq | 30 | lucid shares | vehicles lucid | nasdaq lcid | 
| 58 | breakdown - barriers - cent - adac - breakdowns | 30 | electric cars | electric vehicles | engine vehicles | 
| 59 | nissan - leaf - micra - generation - new | 29 | nissan leaf | generation nissan | electric car | 
| 60 | uzbekistan - kazakhstan - proton - stations - tashkent | 28 | uzbekistan | tashkent region | electric vehicles | 
| 61 | range - kilometers - test - km - real | 28 | electric car | electric cars | efficient electric | 
| 62 | french - france - electric - centrale - la centrale | 27 | electric cars | electric car | french car | 
| 63 | xpeng - p7 - ai - g6 - chinese | 27 | xpeng g6 | xpeng p7 | xpeng x9 | 
| 64 | belarus - belgee - charging - belorusneft - stations | 26 | belarus electric | vehicles belarus | infrastructure belarus | 
| 65 | volkswagen - group - vw - europe - deliveries | 26 | germany volkswagen | volkswagen | volkswagen group | 
| 66 | tesla - musk - protests - elon - elon musk | 26 | tesla takedown | tesla electric | tesla cybertruck | 
| 67 | pod - pod point - edf - point - owen | 26 | pod point | ev charging | pod drive | 
| 68 | combustion - price - discounts - gap - dudenhöffer | 26 | electric cars | price gap | electric car | 
| 69 | cost - costs - charge - price cap - cap | 25 | charge ev | energy price | electric car | 
| 70 | recycling - batteries - battery - battery recycling - lithium | 25 | battery recycling | ev batteries | ev battery | 
| 71 | record - kilometers - lucid - amg - mercedes | 25 | electric car | longest distance | car travels | 
| 72 | leapmotor - c10 - stellantis - t03 - grant | 25 | leapmotor uk | leapmotor vehicles | leapmotor electric | 
| 73 | percent - survey - respondents - car - cars | 24 | electric car | electric cars | buy electric | 
| 74 | renault - r5 - twingo - r4 - car | 24 | renault r5 | electric car | new renault | 
| 75 | musk - trump - elon - elon musk - president | 23 | tesla | trump musk | elon musk | 
| 76 | mg - s5 - mg4 - cyberster - s5 ev | 22 | mgs5 ev | s5 ev | mg s5 | 
| 77 | spain - units - year - electrified - month | 22 | electric cars | cars spain | sales electric | 
| 78 | london - congestion - congestion charge - tfl - charge | 22 | exemption evs | london congestion | congestion charge |

</details>

## 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