Add BERTopic model

28a786d verified 6 months ago

9.87 kB


	---
	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


	---
	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