BERTopic_all / README.md

Add BERTopic model

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

	# BERTopic_all

	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_all")

	topic_model.get_topic_info()
	```

	## Topic overview

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

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

	\| Topic ID \| Topic Keywords \| Topic Frequency \| Label \|
	\|----------\|----------------\|-----------------\|-------\|
	\| -1 \| electric - vehicles - ev - cars - charging \| 10 \| electric cars \| electric vehicles \| electric car \|
	\| 0 \| government - zero - uk - mandate - targets \| 692 \| electric cars \| electric vehicles \| emission vehicles \|
	\| 1 \| charging - abstract - stations - fast - ev charging \| 100 \| ev charging \| fast charging \| fast chargers \|
	\| 2 \| spain - moves - aid - iii - moves iii \| 92 \| electric vehicles \| electric car \| electric cars \|
	\| 3 \| byd - charging - minutes - fast - han \| 77 \| charging speeds \| megawatt charging \| fast charging \|
	\| 4 \| tax - car tax - pay - car - ved \| 76 \| car tax \| electric vehicles \| ev owners \|
	\| 5 \| new - used - year - new car - sales \| 74 \| ev sales \| electric cars \| electric car \|
	\| 6 \| charging - ev charging - ev - solutions - energy \| 74 \| ev infrastructure \| ev charging \| ev charger \|
	\| 7 \| spd - purchase - coalition - funding - tax \| 66 \| purchase incentives \| purchase premium \| purchase premiums \|
	\| 8 \| tesla - sales - musk - europe - tesla sales \| 65 \| tesla sales \| tesla market \| tesla sold \|
	\| 9 \| percent - german - volkswagen - group - bmw \| 61 \| tesla \| bmw group \| german car \|
	\| 10 \| india - tata - ev - indian - manufacturing \| 59 \| tata motors \| ev manufacturing \| electric vehicles \|
	\| 11 \| id - every1 - volkswagen - id every1 - vw \| 57 \| volkswagen id \| electric car \| vw wants \|
	\| 12 \| charging - stations - charging points - charging stations - points \| 53 \| charging infrastructure \| charging stations \| charging cars \|
	\| 13 \| chargers - public - uk - charging - points \| 51 \| charging infrastructure \| ev charging \| ev chargers \|
	\| 14 \| tesla - musk - tsla - robotaxi - gerber \| 48 \| tesla stock \| tesla \| tesla nasdaq \|
	\| 15 \| skoda - range - ford - volvo - new \| 48 \| ev \| skoda elroq \| electric car \|
	\| 16 \| battery - recycling - plant - batteries - ford \| 45 \| ev battery \| ev batteries \| battery recycling \|
	\| 17 \| units - ukraine - region - used - kyiv \| 44 \| vehicles ukraine \| electric vehicles \| electric cars \|
	\| 18 \| xiaomi - yu7 - su7 - li - li auto \| 41 \| xiaomi electric \| xiaomi ev \| xiaomi yu7 \|
	\| 19 \| million - sales - global - iea - china \| 39 \| electric cars \| electric car \| electric vehicles \|
	\| 20 \| battery - batteries - solid - lithium - cells \| 38 \| ev battery \| ev batteries \| battery technology \|
	\| 21 \| fires - safety - battery - burn - flames \| 36 \| ev fires \| vehicle fires \| car fires \|
	\| 22 \| byd - chinese - tesla - billion - china \| 36 \| china byd \| electric cars \| chinese electric \|
	\| 23 \| foxconn - mitsubishi - mitsubishi motors - japanese - nissan \| 36 \| japanese automaker \| taiwanese electronics \| electric vehicles \|
	\| 24 \| petrol - miles - car - ev - electric \| 35 \| electric car \| electric cars \| ev \|
	\| 25 \| study - combustion - cars - emissions - greenhouse \| 35 \| electric cars \| electric car \| emissions \|
	\| 26 \| ecological - bonus - euros - households - aid \| 33 \| financed energy \| purchase electric \| energy savings \|
	\| 27 \| musk - tesla - elon - elon musk - cybertruck \| 32 \| musk tesla \| tesla musk \| tesla denied \|
	\| 28 \| china - shanghai - chinese - manufacturers - german \| 31 \| chinese automotive \| china roads \| shanghai motor \|
	\| 29 \| rivian - r2 - scaringe - rivn - rivian automotive \| 30 \| rivian automotive \| 2025 rivian \| ceo rivian \|
	\| 30 \| inster - c3 - hyundai - hyundai inster - small \| 30 \| electric car \| electric cars \| small ev \|
	\| 31 \| indonesia - lg - nickel - battery - project \| 29 \| indonesia battery \| ev battery \| lg energy \|
	\| 32 \| percent - cars - registrations - previous year - previous \| 29 \| electric cars \| cars newly \| new cars \|
	\| 33 \| toyota - japanese - bz4x - suzuki - hybrid \| 29 \| electric car \| electric cars \| new toyota \|
	\| 34 \| byd - price war - price - war - china \| 28 \| chinese automakers \| chinese car \| china ev \|
	\| 35 \| renault - twingo - r5 - alpine - car \| 28 \| new renault \| renault twingo \| electric car \|
	\| 36 \| slate - truck - bezos - slate auto - pickup \| 27 \| electric vehicle \| tesla \| ev truck \|
	\| 37 \| hungary - huf - byd - chinese - european \| 27 \| chinese investments \| chinese electric \| china xplained \|
	\| 38 \| discounts - percent - dudenhöffer - euros - price \| 27 \| discounts cars \| discounts electric \| electric cars \|
	\| 39 \| tesla - quarter - year - musk - registrations \| 26 \| tesla sales \| tesla registered \| tesla nasdaq \|
	\| 40 \| vinfast - vf - vietnamese - vietnam - press release \| 26 \| vinfast auto \| vinfast vf \| vinfast \|
	\| 41 \| percent - huk - private - cars - car \| 26 \| electric cars \| electric car \| cars private \|
	\| 42 \| charging - stations - terminals - charging stations - france \| 26 \| electric vehicles \| charging stations \| electric mobility \|
	\| 43 \| nissan - leaf - micra - generation - new \| 26 \| nissan leaf \| electric car \| new nissan \|
	\| 44 \| ireland - transport - council - kerry - climate \| 26 \| ev charging \| transport emissions \| emissions reductions \|
	\| 45 \| tariffs - mexico - united states - united - states \| 25 \| additional tariffs \| tariffs \| tariffs product \|
	\| 46 \| changan - chinese - uk - deepal - omoda \| 25 \| chinese evs \| changan automobile \| chinese manufacturers \|
	\| 47 \| musk - tesla - protests - elon - police \| 25 \| tesla protests \| tesla takedown \| tesla supercharger \|
	\| 48 \| breakdown - barriers - breakdowns - adac - aa \| 25 \| electric cars \| electric vehicles \| cars break \|
	\| 49 \| byd - europe - tesla - jato - chinese \| 24 \| europe tesla \| tesla sales \| electric cars \|
	\| 50 \| catl - battery - sodium - swapping - batteries \| 24 \| batteries catl \| naxtra battery \| ev battery \|
	\| 51 \| honda - hyundai - yen - trillion yen - trillion \| 24 \| honda announced \| ev investment \| electric vehicles \|
	\| 52 \| lithium - rare - china - earths - rare earths \| 24 \| lithium production \| domestic lithium \| lithium \|
	\| 53 \| kia - ioniq - hyundai - ev2 - ev3 \| 23 \| kia ev \| kia ev3 \| kia ev4 \|
	\| 54 \| tesla - canadian - toronto - canada - reimbursement \| 23 \| incentives tesla \| excluded tesla \| tesla electric \|
	\| 55 \| mercedes - cla - amg - eq - new \| 22 \| mercedes ev \| cla mercedes \| mercedes cla \|
	\| 56 \| storage - electricity - energy - solar - batteries \| 22 \| energy storage \| electric cars \| solar power \|
	\| 57 \| eu - tariffs - china - chinese - minimum \| 22 \| tariffs chinese \| tariffs china \| car tariffs \|
	\| 58 \| russia - russian - neva - production - almaz \| 21 \| russia electric \| russian electric \| cars russia \|
	\| 59 \| lucid - nikola - rivian - lcid - lucid group \| 21 \| lucid motors \| tesla \| electric vehicle \|
	\| 60 \| california - trump - states - administration - resolution \| 20 \| cancel california \| california electric \| vehicles california \|
	\| 61 \| model - tesla - roadster - updated - performance \| 20 \| tesla model \| tesla best \| tesla \|
	\| 62 \| commission - european - eu - der - von der \| 19 \| european automotive \| european car \| electric vehicles \|
	\| 63 \| petrol - drivers - costs - mile - home \| 19 \| petrol prices \| charge ev \| fuel prices \|
	\| 64 \| audi - rs6 - döllner - tt - ingolstadt \| 18 \| audi plans \| audi wants \| audi \|
	\| 65 \| dolphin - surf - dolphin surf - byd - byd dolphin \| 18 \| byd dolphin \| dolphin surf \| budget ev \|
	\| 66 \| charge points - committee - points - charge - public \| 18 \| charging infrastructure \| charging points \| charge points \|
	\| 67 \| defence - security - chinese - military - spying \| 18 \| electric vehicles \| chinese cars \| chinese spying \|
	\| 68 \| belarus - ex5 - belgee - electric charging - gennady svidersky \| 18 \| belarus number \| belarusian market \| electric vehicles \|
	\| 69 \| mg - s5 - cyberster - mg4 - s5 ev \| 17 \| mgs5 ev \| s5 ev \| mg s5 \|
	\| 70 \| leapmotor - stellantis - c10 - t03 - chinese \| 17 \| manufacturer leapmotor \| leapmotor evs \| leapmotor uk \|
	\| 71 \| nio - firefly - onvo - chinese - china \| 16 \| chinese car \| manufacturer nio \| chinese ev \|
	\| 72 \| xpeng - p7 - ai - g6 - mona m03 \| 16 \| new xpeng \| china xpeng \| xpeng g6 \|
	\| 73 \| gm - cadillac - general motors - general - sales \| 16 \| tesla nasdaq \| cadillac electric \| tesla \|
	\| 74 \| trump - musk - president - white house - house \| 16 \| buying tesla \| tesla \| trump musk \|
	\| 75 \| cent - rental - drivers - evs - survey \| 16 \| electric vehicles \| evs desirable \| ev \|
	\| 76 \| london - congestion - congestion charge - tfl - charge \| 16 \| exemption evs \| congestion charge \| vehicle discount \|
	\| 77 \| ferrari - lamborghini - maserati - folgore - granturismo \| 15 \| maserati ev \| electric car \| ferrari \|
	\| 78 \| police - emergency - accident - essen - department \| 15 \| arson \| accident \| extinguishing \|
	\| 79 \| volvo - samuelsson - staff - jobs - company \| 15 \| volvo cars \| volvo announced \| volvo \|
	\| 80 \| xiaomi - su7 - accident - xiaomi su7 - su7 electric \| 14 \| xiaomi su7 \| xiaomi plummeted \| xiaomi electric \|
	\| 81 \| tax - insurance - insurance tax - related insurance - related \| 14 \| vehicle tax \| insurance tax \| tax electric \|
	\| 82 \| credit - tax - house - republicans - republican \| 13 \| electric vehicles \| electric vehicle \| tax electric \|
	\| 83 \| power - blackout - spain - homes - power homes \| 13 \| evs power \| power homes \| electric car \|
	\| 84 \| french - centrale - la centrale - la - french people \| 13 \| electric cars \| electric car \| electric vehicles \|
	\| 85 \| ship - coast - vessel - coast guard - guard \| 13 \| fires ships \| cargo ship \| electric vehicles \|
	\| 86 \| byd - european - europe - seagull - dolphin \| 12 \| byd seagull \| seagull company \| chinese electric \|
	\| 87 \| pod - pod point - point - edf - energy giant \| 12 \| pod point \| buy pod \| companies pod \|
	\| 88 \| ocu - euros - savings - spain - combustion \| 12 \| electric car \| electric cars \| electric \|
	\| 89 \| stellantis - italy - elkann - europe italy - imparato \| 12 \| automotive groups \| market stellantis \| stellantis new \|
	\| 90 \| parking - tyresystem - solar - training - police \| 12 \| electric vehicles \| electric cars \| electric mobility \|
	\| 91 \| used - warranty - percent - battery - battery warranty \| 12 \| car battery \| electric cars \| battery warranty \|
	\| 92 \| percent - registrations - february - new registrations - eu \| 12 \| tesla cars \| percent tesla \| electric cars \|
	\| 93 \| tesla - china - model - sales - april \| 11 \| tesla china \| china tesla \| tesla sales \|
	\| 94 \| bmw - klasse - neue - neue klasse - ix3 \| 11 \| new bmw \| bmw new \| car bmw \|
	\| 95 \| ford - octopus - octopus energy - free - home \| 11 \| electric car \| ev \| ford power \|

	</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: 4.1.0
	* Transformers: 4.53.0
	* Numba: 0.60.0
	* Plotly: 5.24.1
	* Python: 3.11.13


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

	# BERTopic_all

	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_all")

	topic_model.get_topic_info()
	```

	## Topic overview

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

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

	\| Topic ID \| Topic Keywords \| Topic Frequency \| Label \|
	\|----------\|----------------\|-----------------\|-------\|
	\| -1 \| electric - vehicles - ev - cars - charging \| 10 \| electric cars \| electric vehicles \| electric car \|
	\| 0 \| government - zero - uk - mandate - targets \| 692 \| electric cars \| electric vehicles \| emission vehicles \|
	\| 1 \| charging - abstract - stations - fast - ev charging \| 100 \| ev charging \| fast charging \| fast chargers \|
	\| 2 \| spain - moves - aid - iii - moves iii \| 92 \| electric vehicles \| electric car \| electric cars \|
	\| 3 \| byd - charging - minutes - fast - han \| 77 \| charging speeds \| megawatt charging \| fast charging \|
	\| 4 \| tax - car tax - pay - car - ved \| 76 \| car tax \| electric vehicles \| ev owners \|
	\| 5 \| new - used - year - new car - sales \| 74 \| ev sales \| electric cars \| electric car \|
	\| 6 \| charging - ev charging - ev - solutions - energy \| 74 \| ev infrastructure \| ev charging \| ev charger \|
	\| 7 \| spd - purchase - coalition - funding - tax \| 66 \| purchase incentives \| purchase premium \| purchase premiums \|
	\| 8 \| tesla - sales - musk - europe - tesla sales \| 65 \| tesla sales \| tesla market \| tesla sold \|
	\| 9 \| percent - german - volkswagen - group - bmw \| 61 \| tesla \| bmw group \| german car \|
	\| 10 \| india - tata - ev - indian - manufacturing \| 59 \| tata motors \| ev manufacturing \| electric vehicles \|
	\| 11 \| id - every1 - volkswagen - id every1 - vw \| 57 \| volkswagen id \| electric car \| vw wants \|
	\| 12 \| charging - stations - charging points - charging stations - points \| 53 \| charging infrastructure \| charging stations \| charging cars \|
	\| 13 \| chargers - public - uk - charging - points \| 51 \| charging infrastructure \| ev charging \| ev chargers \|
	\| 14 \| tesla - musk - tsla - robotaxi - gerber \| 48 \| tesla stock \| tesla \| tesla nasdaq \|
	\| 15 \| skoda - range - ford - volvo - new \| 48 \| ev \| skoda elroq \| electric car \|
	\| 16 \| battery - recycling - plant - batteries - ford \| 45 \| ev battery \| ev batteries \| battery recycling \|
	\| 17 \| units - ukraine - region - used - kyiv \| 44 \| vehicles ukraine \| electric vehicles \| electric cars \|
	\| 18 \| xiaomi - yu7 - su7 - li - li auto \| 41 \| xiaomi electric \| xiaomi ev \| xiaomi yu7 \|
	\| 19 \| million - sales - global - iea - china \| 39 \| electric cars \| electric car \| electric vehicles \|
	\| 20 \| battery - batteries - solid - lithium - cells \| 38 \| ev battery \| ev batteries \| battery technology \|
	\| 21 \| fires - safety - battery - burn - flames \| 36 \| ev fires \| vehicle fires \| car fires \|
	\| 22 \| byd - chinese - tesla - billion - china \| 36 \| china byd \| electric cars \| chinese electric \|
	\| 23 \| foxconn - mitsubishi - mitsubishi motors - japanese - nissan \| 36 \| japanese automaker \| taiwanese electronics \| electric vehicles \|
	\| 24 \| petrol - miles - car - ev - electric \| 35 \| electric car \| electric cars \| ev \|
	\| 25 \| study - combustion - cars - emissions - greenhouse \| 35 \| electric cars \| electric car \| emissions \|
	\| 26 \| ecological - bonus - euros - households - aid \| 33 \| financed energy \| purchase electric \| energy savings \|
	\| 27 \| musk - tesla - elon - elon musk - cybertruck \| 32 \| musk tesla \| tesla musk \| tesla denied \|
	\| 28 \| china - shanghai - chinese - manufacturers - german \| 31 \| chinese automotive \| china roads \| shanghai motor \|
	\| 29 \| rivian - r2 - scaringe - rivn - rivian automotive \| 30 \| rivian automotive \| 2025 rivian \| ceo rivian \|
	\| 30 \| inster - c3 - hyundai - hyundai inster - small \| 30 \| electric car \| electric cars \| small ev \|
	\| 31 \| indonesia - lg - nickel - battery - project \| 29 \| indonesia battery \| ev battery \| lg energy \|
	\| 32 \| percent - cars - registrations - previous year - previous \| 29 \| electric cars \| cars newly \| new cars \|
	\| 33 \| toyota - japanese - bz4x - suzuki - hybrid \| 29 \| electric car \| electric cars \| new toyota \|
	\| 34 \| byd - price war - price - war - china \| 28 \| chinese automakers \| chinese car \| china ev \|
	\| 35 \| renault - twingo - r5 - alpine - car \| 28 \| new renault \| renault twingo \| electric car \|
	\| 36 \| slate - truck - bezos - slate auto - pickup \| 27 \| electric vehicle \| tesla \| ev truck \|
	\| 37 \| hungary - huf - byd - chinese - european \| 27 \| chinese investments \| chinese electric \| china xplained \|
	\| 38 \| discounts - percent - dudenhöffer - euros - price \| 27 \| discounts cars \| discounts electric \| electric cars \|
	\| 39 \| tesla - quarter - year - musk - registrations \| 26 \| tesla sales \| tesla registered \| tesla nasdaq \|
	\| 40 \| vinfast - vf - vietnamese - vietnam - press release \| 26 \| vinfast auto \| vinfast vf \| vinfast \|
	\| 41 \| percent - huk - private - cars - car \| 26 \| electric cars \| electric car \| cars private \|
	\| 42 \| charging - stations - terminals - charging stations - france \| 26 \| electric vehicles \| charging stations \| electric mobility \|
	\| 43 \| nissan - leaf - micra - generation - new \| 26 \| nissan leaf \| electric car \| new nissan \|
	\| 44 \| ireland - transport - council - kerry - climate \| 26 \| ev charging \| transport emissions \| emissions reductions \|
	\| 45 \| tariffs - mexico - united states - united - states \| 25 \| additional tariffs \| tariffs \| tariffs product \|
	\| 46 \| changan - chinese - uk - deepal - omoda \| 25 \| chinese evs \| changan automobile \| chinese manufacturers \|
	\| 47 \| musk - tesla - protests - elon - police \| 25 \| tesla protests \| tesla takedown \| tesla supercharger \|
	\| 48 \| breakdown - barriers - breakdowns - adac - aa \| 25 \| electric cars \| electric vehicles \| cars break \|
	\| 49 \| byd - europe - tesla - jato - chinese \| 24 \| europe tesla \| tesla sales \| electric cars \|
	\| 50 \| catl - battery - sodium - swapping - batteries \| 24 \| batteries catl \| naxtra battery \| ev battery \|
	\| 51 \| honda - hyundai - yen - trillion yen - trillion \| 24 \| honda announced \| ev investment \| electric vehicles \|
	\| 52 \| lithium - rare - china - earths - rare earths \| 24 \| lithium production \| domestic lithium \| lithium \|
	\| 53 \| kia - ioniq - hyundai - ev2 - ev3 \| 23 \| kia ev \| kia ev3 \| kia ev4 \|
	\| 54 \| tesla - canadian - toronto - canada - reimbursement \| 23 \| incentives tesla \| excluded tesla \| tesla electric \|
	\| 55 \| mercedes - cla - amg - eq - new \| 22 \| mercedes ev \| cla mercedes \| mercedes cla \|
	\| 56 \| storage - electricity - energy - solar - batteries \| 22 \| energy storage \| electric cars \| solar power \|
	\| 57 \| eu - tariffs - china - chinese - minimum \| 22 \| tariffs chinese \| tariffs china \| car tariffs \|
	\| 58 \| russia - russian - neva - production - almaz \| 21 \| russia electric \| russian electric \| cars russia \|
	\| 59 \| lucid - nikola - rivian - lcid - lucid group \| 21 \| lucid motors \| tesla \| electric vehicle \|
	\| 60 \| california - trump - states - administration - resolution \| 20 \| cancel california \| california electric \| vehicles california \|
	\| 61 \| model - tesla - roadster - updated - performance \| 20 \| tesla model \| tesla best \| tesla \|
	\| 62 \| commission - european - eu - der - von der \| 19 \| european automotive \| european car \| electric vehicles \|
	\| 63 \| petrol - drivers - costs - mile - home \| 19 \| petrol prices \| charge ev \| fuel prices \|
	\| 64 \| audi - rs6 - döllner - tt - ingolstadt \| 18 \| audi plans \| audi wants \| audi \|
	\| 65 \| dolphin - surf - dolphin surf - byd - byd dolphin \| 18 \| byd dolphin \| dolphin surf \| budget ev \|
	\| 66 \| charge points - committee - points - charge - public \| 18 \| charging infrastructure \| charging points \| charge points \|
	\| 67 \| defence - security - chinese - military - spying \| 18 \| electric vehicles \| chinese cars \| chinese spying \|
	\| 68 \| belarus - ex5 - belgee - electric charging - gennady svidersky \| 18 \| belarus number \| belarusian market \| electric vehicles \|
	\| 69 \| mg - s5 - cyberster - mg4 - s5 ev \| 17 \| mgs5 ev \| s5 ev \| mg s5 \|
	\| 70 \| leapmotor - stellantis - c10 - t03 - chinese \| 17 \| manufacturer leapmotor \| leapmotor evs \| leapmotor uk \|
	\| 71 \| nio - firefly - onvo - chinese - china \| 16 \| chinese car \| manufacturer nio \| chinese ev \|
	\| 72 \| xpeng - p7 - ai - g6 - mona m03 \| 16 \| new xpeng \| china xpeng \| xpeng g6 \|
	\| 73 \| gm - cadillac - general motors - general - sales \| 16 \| tesla nasdaq \| cadillac electric \| tesla \|
	\| 74 \| trump - musk - president - white house - house \| 16 \| buying tesla \| tesla \| trump musk \|
	\| 75 \| cent - rental - drivers - evs - survey \| 16 \| electric vehicles \| evs desirable \| ev \|
	\| 76 \| london - congestion - congestion charge - tfl - charge \| 16 \| exemption evs \| congestion charge \| vehicle discount \|
	\| 77 \| ferrari - lamborghini - maserati - folgore - granturismo \| 15 \| maserati ev \| electric car \| ferrari \|
	\| 78 \| police - emergency - accident - essen - department \| 15 \| arson \| accident \| extinguishing \|
	\| 79 \| volvo - samuelsson - staff - jobs - company \| 15 \| volvo cars \| volvo announced \| volvo \|
	\| 80 \| xiaomi - su7 - accident - xiaomi su7 - su7 electric \| 14 \| xiaomi su7 \| xiaomi plummeted \| xiaomi electric \|
	\| 81 \| tax - insurance - insurance tax - related insurance - related \| 14 \| vehicle tax \| insurance tax \| tax electric \|
	\| 82 \| credit - tax - house - republicans - republican \| 13 \| electric vehicles \| electric vehicle \| tax electric \|
	\| 83 \| power - blackout - spain - homes - power homes \| 13 \| evs power \| power homes \| electric car \|
	\| 84 \| french - centrale - la centrale - la - french people \| 13 \| electric cars \| electric car \| electric vehicles \|
	\| 85 \| ship - coast - vessel - coast guard - guard \| 13 \| fires ships \| cargo ship \| electric vehicles \|
	\| 86 \| byd - european - europe - seagull - dolphin \| 12 \| byd seagull \| seagull company \| chinese electric \|
	\| 87 \| pod - pod point - point - edf - energy giant \| 12 \| pod point \| buy pod \| companies pod \|
	\| 88 \| ocu - euros - savings - spain - combustion \| 12 \| electric car \| electric cars \| electric \|
	\| 89 \| stellantis - italy - elkann - europe italy - imparato \| 12 \| automotive groups \| market stellantis \| stellantis new \|
	\| 90 \| parking - tyresystem - solar - training - police \| 12 \| electric vehicles \| electric cars \| electric mobility \|
	\| 91 \| used - warranty - percent - battery - battery warranty \| 12 \| car battery \| electric cars \| battery warranty \|
	\| 92 \| percent - registrations - february - new registrations - eu \| 12 \| tesla cars \| percent tesla \| electric cars \|
	\| 93 \| tesla - china - model - sales - april \| 11 \| tesla china \| china tesla \| tesla sales \|
	\| 94 \| bmw - klasse - neue - neue klasse - ix3 \| 11 \| new bmw \| bmw new \| car bmw \|
	\| 95 \| ford - octopus - octopus energy - free - home \| 11 \| electric car \| ev \| ford power \|

	</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: 4.1.0
	* Transformers: 4.53.0
	* Numba: 0.60.0
	* Plotly: 5.24.1
	* Python: 3.11.13