BERTopic_topics_agriculture

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("hebashakeel/BERTopic_topics_agriculture")

topic_model.get_topic_info()

Topic overview

• Number of topics: 86
• Number of training documents: 58144

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	- - - -	162	-1____
0	sauce - you - recipe - add - with	1	0_sauce_you_recipe_add
1	crops - crop - ha - wheat - spring	3467	1_crops_crop_ha_wheat
2	tractor - deere - the - with - it	3097	2_tractor_deere_the_with
3	cows - milk - is - cattle - grazing	2373	3_cows_milk_is_cattle
4	prices - wheat - corn - year - million	2297	4_prices_wheat_corn_year
5	soil - plants - plant - fruit - is	2325	5_soil_plants_plant_fruit
6	canada - ontario - agriculture - canadian - and	2274	6_canada_ontario_agriculture_canadian
7	we - that - to - the - of	2362	7_we_that_to_the
8	market - analysis - report - global - forecast	4450	8_market_analysis_report_global
9	usda - program - and - agriculture - programs	1103	9_usda_program_and_agriculture
10	uk - trade - workers - government - the	1697	10_uk_trade_workers_government
11	corn - percent - moisture - crop - planting	1406	11_corn_percent_moisture_crop
12	poultry - birds - chickens - feed - eggs	909	12_poultry_birds_chickens_feed
13	pig - pigs - npa - producers - said	719	13_pig_pigs_npa_producers
14	mental - health - people - farmers - charity	559	14_mental_health_people_farmers
15	police - crime - dog - rural - said	595	15_police_crime_dog_rural
16	organic - farming - crops - soil - certification	654	16_organic_farming_crops_soil
17	candle - you - your - amazon - candles	649	17_candle_you_your_amazon
18	fish - pond - water - catfish - ponds	732	18_fish_pond_water_catfish
19	kg - lamb - lambs - cattle - beef	514	19_kg_lamb_lambs_cattle
20	scheme - defra - farmers - sfi - land	601	20_scheme_defra_farmers_sfi
21	based - plant - foods - meat - company	792	21_based_plant_foods_meat
22	gene - plant - plants - genetic - research	731	22_gene_plant_plants_genetic
23	we - our - quarter - that - think	742	23_we_our_quarter_that
24	carbon - emissions - farmers - to - and	538	24_carbon_emissions_farmers_to
25	deforestation - forest - forests - eu - brazil	1191	25_deforestation_forest_forests_eu
26	laws - farmers - fence - government - minister	560	26_laws_farmers_fence_government
27	pig - pigs - sows - sow - farrowing	417	27_pig_pigs_sows_sow
28	safety - was - fire - farm - the	481	28_safety_was_fire_farm
29	fish - ocean - marine - the - seafood	537	29_fish_ocean_marine_the
30	land - agricultural - property - title - registration	436	30_land_agricultural_property_title
31	land - farmland - acre - acres - values	452	31_land_farmland_acre_acres
32	snail - snails - read - also - you	511	32_snail_snails_read_also
33	de - que - la - en - el	302	33_de_que_la_en
34	antibiotics - antibiotic - pigs - animal - animals	375	34_antibiotics_antibiotic_pigs_animal
35	blood - vitamin - health - cancer - broccoli	402	35_blood_vitamin_health_cancer
36	disney - rss - websites - turning - url	449	36_disney_rss_websites_turning
37	exports - milk - dairy - beef - year	330	37_exports_milk_dairy_beef
38	we - sheep - ewes - lambs - have	552	38_we_sheep_ewes_lambs
39	your - you - diet - soy - body	500	39_your_you_diet_soy
40	milking - mastitis - teat - cows - cow	630	40_milking_mastitis_teat_cows
41	farming - nfu - scotland - the - will	290	41_farming_nfu_scotland_the
42	my - was - his - he - it	747	42_my_was_his_he
43	ethanol - rail - fuel - e15 - biofuels	956	43_ethanol_rail_fuel_e15
44	bees - species - bee - study - of	348	44_bees_species_bee_study
45	you - your - to - that - it	366	45_you_your_to_that
46	birds - avian - poultry - influenza - flu	476	46_birds_avian_poultry_influenza
47	swine - asf - disease - virus - fever	274	47_swine_asf_disease_virus
48	scheme - payments - welsh - bps - payment	282	48_scheme_payments_welsh_bps
49	tb - bovine - test - cattle - badger	459	49_tb_bovine_test_cattle
50	tax - business - be - insurance - or	264	50_tax_business_be_insurance
51	agriculture - agricultural - state - of - the	541	51_agriculture_agricultural_state_of
52	tenant - tenants - landlords - tenancy - scheme	595	52_tenant_tenants_landlords_tenancy
53	soil - carbon - water - crop - and	302	53_soil_carbon_water_crop
54	court - epa - rule - law - plaintiffs	853	54_court_epa_rule_law
55	litre - milk - price - dairy - arla	408	55_litre_milk_price_dairy
56	feeder - pounds - steers - cattle - week	259	56_feeder_pounds_steers_cattle
57	you - they - chicken - that - them	202	57_you_they_chicken_that
58	autonomous - robots - robot - technology - the	417	58_autonomous_robots_robot_technology
59	wool - micron - merino - cargill - strike	300	59_wool_micron_merino_cargill
60	agree - cookies - website - privacy - analytics	201	60_agree_cookies_website_privacy
61	farm - you - her - your - to	231	61_farm_you_her_your
62	statements - forward - looking - company - uncertainties	534	62_statements_forward_looking_company
63	woodland - trees - forestry - carbon - planting	221	63_woodland_trees_forestry_carbon
64	protein - oz - powder - ends - powders	285	64_protein_oz_powder_ends
65	closed - at - hogs - down - cents	203	65_closed_at_hogs_down
66	link - place - related - services - agric4profits	226	66_link_place_related_services
67	levy - ahdb - payers - vote - growers	344	67_levy_ahdb_payers_vote
68	of - the - in - were - was	186	68_of_the_in_were
69	sugar - beet - growers - yellows - british	182	69_sugar_beet_growers_yellows
70	ukraine - food - fertiliser - prices - cf	172	70_ukraine_food_fertiliser_prices
71	head - slaughter - average - cattle - volumes	363	71_head_slaughter_average_cattle
72	urban - agriculture - food - gardens - community	176	72_urban_agriculture_food_gardens
73	insects - insect - larvae - fly - honey	249	73_insects_insect_larvae_fly
74	pork - the - covid - survey - of	176	74_pork_the_covid_survey
75	meat - protein - based - plant - food	399	75_meat_protein_based_plant
76	campaign - wild - boar - pigs - dairy	287	76_campaign_wild_boar_pigs
77	party - bill - minister - election - liberal	183	77_party_bill_minister_election
78	silage - hay - grass - forage - feed	194	78_silage_hay_grass_forage
79	school - food - schools - meals - snap	285	79_school_food_schools_meals
80	meal - creditor - collateral - debtor - creditors	231	80_meal_creditor_collateral_debtor
81	organic - black - farmers - veterans - program	142	81_organic_black_farmers_veterans
82	rabbit - rabbits - deere - uaw - they	191	82_rabbit_rabbits_deere_uaw
83	avian - influenza - birds - poultry - flocks	108	83_avian_influenza_birds_poultry
84	egg - eggs - free - range - cage	162	84_egg_eggs_free_range

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: 1.26.4
• HDBSCAN: 0.8.40
• UMAP: 0.5.7
• Pandas: 2.2.3
• Scikit-Learn: 1.2.2
• Sentence-transformers: 3.4.1
• Transformers: 4.51.1
• Numba: 0.60.0
• Plotly: 5.24.1
• Python: 3.11.11