my-bertopic-model

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("vancevo/my-bertopic-model")

topic_model.get_topic_info()

Topic overview

• Number of topics: 77
• Number of training documents: 1000

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	misunderstanding - common - points - activity - direction	11	-1_misunderstanding_common_points_activity
0	measured - mass - chemical - system - conservation	8	0_measured_mass_chemical_system
1	green - photosynthesis - plants - energy - light	37	1_green_photosynthesis_plants_energy
2	activity - enzyme - occur - cells - as	23	2_activity_enzyme_occur_cells
3	temperature - scale - ph - strength - different	19	3_temperature_scale_ph_strength
4	misunderstanding - common - about - division - mitosis	16	4_misunderstanding_common_about_division
5	affect - conditions - strongly - most - change	14	5_affect_conditions_strongly_most
6	observed - lead - can - enzyme - activity	13	6_observed_lead_can_enzyme
7	slows - extreme - important - heat - down	13	7_slows_extreme_important_heat
8	copied - chromosomes - then - separated - correctly	13	8_copied_chromosomes_then_separated
9	leaf - enough - help - sugar - cannot	13	9_leaf_enough_help_sugar
10	affect - conditions - strongly - most - change	13	10_affect_conditions_strongly_most
11	ph - strength - base - work - acid	13	11_ph_strength_base_work
12	whether - acidic - or - important - base	13	12_whether_acidic_or_important
13	lead - can - strength - ph - base	13	13_lead_can_strength_ph
14	solution - changes - ph - happen - if	13	14_solution_changes_ph_happen
15	than - ph - larger - acidic - number	13	15_than_ph_larger_acidic
16	strength - base - acid - explanation - ph	13	16_strength_base_acid_explanation
17	happens - container - produces - gas - closed	13	17_happens_container_produces_gas
18	conservation - behind - chemical - mass - main	13	18_conservation_behind_chemical_mass
19	you - ideas - using - classmate - mitosis	13	19_you_ideas_using_classmate
20	matter - disappearing - different - forms - gas	13	20_matter_disappearing_different_forms
21	meiosis - reduces - different - chromosome - number	13	21_meiosis_reduces_different_chromosome
22	occur - expected - problem - division - appears	13	22_occur_expected_problem_division
23	outputs - do - inputs - key - relate	13	23_outputs_do_inputs_key
24	you - ideas - explain - using - chemical	13	24_you_ideas_explain_using
25	outputs - do - inputs - key - mass	13	25_outputs_do_inputs_key
26	classmate - you - ideas - using - selection	13	26_classmate_you_ideas_using
27	body - important - growth - repair - for	13	27_body_important_growth_repair
28	mitosis - division - during - behind - cell	13	28_mitosis_division_during_behind
29	half - four - makes - chromosome - number	13	29_half_four_makes_chromosome
30	lead - can - chemical - conservation - result	13	30_lead_can_chemical_conservation
31	gas - decreases - forms - count - because	13	31_gas_decreases_forms_count
32	explanation - chemical - conservation - best - support	13	32_explanation_chemical_conservation_best
33	explanation - evidence - support - best - division	13	33_explanation_evidence_support_best
34	occur - expected - problem - chemical - appears	13	34_occur_expected_problem_chemical
35	misunderstanding - common - about - chemical - mass	13	35_misunderstanding_common_about_chemical
36	acidic - or - help - whether - solution	13	36_acidic_or_help_whether
37	help - growth - repair - body - for	13	37_help_growth_repair_body
38	cellular - respiration - different - green - plants	13	38_cellular_respiration_different_green
39	cannot - leaf - enough - important - sugar	12	39_cannot_leaf_enough_important
40	receives - no - plant - carbon - light	12	40_receives_no_plant_carbon
41	misunderstanding - common - green - plants - photosynthesis	12	41_misunderstanding_common_green_plants
42	observed - lead - can - green - plants	12	42_observed_lead_can_green
43	explanation - plants - green - photosynthesis - best	12	43_explanation_plants_green_photosynthesis
44	break - process - down - use - energy	12	44_break_process_down_use
45	affect - conditions - strongly - most - change	12	45_affect_conditions_strongly_most
46	classmate - you - ideas - explain - using	12	46_classmate_you_ideas_explain
47	occur - expected - problem - as - appears	12	47_occur_expected_problem_as
48	outputs - do - inputs - key - green	12	48_outputs_do_inputs_key
49	explanation - evidence - best - support - populations	12	49_explanation_evidence_best_support
50	do - outputs - inputs - key - selection	12	50_do_outputs_inputs_key
51	occur - as - populations - selection - expected	12	51_occur_as_populations_selection
52	its - life - traits - organism - changes	12	52_its_life_traits_organism
53	shape - temperature - changes - becomes - high	12	53_shape_temperature_changes_becomes
54	permanent - caused - different - heat - by	12	54_permanent_caused_different_heat
55	help - extreme - slows - heat - down	12	55_help_extreme_slows_heat
56	work - division - during - mitosis - cell	12	56_work_division_during_mitosis
57	natural - work - populations - selection - variation	12	57_natural_work_populations_selection
58	helpful - generations - help - over - trait	12	58_helpful_generations_help_over
59	observed - lead - can - selection - populations	12	59_observed_lead_can_selection
60	misunderstanding - common - populations - selection - natural	12	60_misunderstanding_common_populations_selection
61	changing - lowers - reproduction - survival - environment	12	61_changing_lowers_reproduction_survival
62	random - every - equally - affects - change	12	62_random_every_equally_affects
63	helpful - trait - generations - important - over	12	63_helpful_trait_generations_important
64	explanation - activity - enzyme - evidence - best	12	64_explanation_activity_enzyme_evidence
65	disappear - after - enzymes - consumed - one	12	65_disappear_after_enzymes_consumed
66	selection - natural - populations - behind - main	12	66_selection_natural_populations_behind
67	affect - conditions - strongly - most - change	12	67_affect_conditions_strongly_most
68	classmate - you - ideas - activity - explain	12	68_classmate_you_ideas_activity
69	lead - can - division - during - mitosis	12	69_lead_can_division_during
70	strength - ph - base - acid - behind	12	70_strength_ph_base_acid
71	misunderstanding - common - base - strength - acid	12	71_misunderstanding_common_base_strength
72	do - outputs - inputs - each - other	12	72_do_outputs_inputs_each
73	do - outputs - inputs - key - acid	12	73_do_outputs_inputs_key
74	behind - activity - enzyme - main - idea	12	74_behind_activity_enzyme_main
75	work - enzyme - activity - cells - specific	11	75_work_enzyme_activity_cells

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: False
• zeroshot_min_similarity: 0.7
• zeroshot_topic_list: None

Framework versions

• Numpy: 2.0.2
• HDBSCAN: 0.8.41
• UMAP: 0.5.11
• Pandas: 2.3.3
• Scikit-Learn: 1.6.1
• Sentence-transformers: 5.2.3
• Transformers: 5.0.0
• Numba: 0.60.0
• Plotly: 5.24.1
• Python: 3.12.12