Commit
•
e650581
1
Parent(s):
0bf00f0
Add BERTopic model
Browse files- README.md +538 -0
- config.json +16 -0
- ctfidf.safetensors +3 -0
- ctfidf_config.json +1847 -0
- topic_embeddings.safetensors +3 -0
- topics.json +0 -0
README.md
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| 1 |
+
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| 2 |
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---
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tags:
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- bertopic
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library_name: bertopic
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pipeline_tag: text-classification
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| 7 |
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---
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| 8 |
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| 9 |
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# NewBERTopicCEEW_lemmatize_nocommonwords
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| 10 |
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| 11 |
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This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model.
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BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
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| 13 |
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| 14 |
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## Usage
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| 15 |
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| 16 |
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To use this model, please install BERTopic:
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| 17 |
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| 18 |
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```
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pip install -U bertopic
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```
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| 22 |
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You can use the model as follows:
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| 23 |
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| 24 |
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```python
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from bertopic import BERTopic
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topic_model = BERTopic.load("VATSAL1729/NewBERTopicCEEW_lemmatize_nocommonwords")
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| 27 |
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| 28 |
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topic_model.get_topic_info()
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| 29 |
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```
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| 30 |
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| 31 |
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## Topic overview
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| 32 |
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| 33 |
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* Number of topics: 469
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| 34 |
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* Number of training documents: 92948
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| 35 |
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| 36 |
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<details>
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| 37 |
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<summary>Click here for an overview of all topics.</summary>
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| 38 |
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| 39 |
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| Topic ID | Topic Keywords | Topic Frequency | Label |
|
| 40 |
+
|----------|----------------|-----------------|-------|
|
| 41 |
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| -1 | encourage - fall - tube - excessive - hook | 42 | -1_encourage_fall_tube_excessive |
|
| 42 |
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| 0 | - - - - | 13603 | 0____ |
|
| 43 |
+
| 1 | butter - corn - rice - blending - protein | 43102 | 1_butter_corn_rice_blending |
|
| 44 |
+
| 2 | weave - basket - strip - twig - craft | 458 | 2_weave_basket_strip_twig |
|
| 45 |
+
| 3 | chisel - hammer - wooden - saw - smoothly | 314 | 3_chisel_hammer_wooden_saw |
|
| 46 |
+
| 4 | glassware - pot - utensil - dish - plate | 292 | 4_glassware_pot_utensil_dish |
|
| 47 |
+
| 5 | dirt - wipe - smudge - furniture - brush | 266 | 5_dirt_wipe_smudge_furniture |
|
| 48 |
+
| 6 | travel - supported - luggage - itinerant - traveling | 230 | 6_travel_supported_luggage_itinerant |
|
| 49 |
+
| 7 | suggestion - suggest - recommendation - recommend - circle | 223 | 7_suggestion_suggest_recommendation_recommend |
|
| 50 |
+
| 8 | idle - minimise - riot - disruption - lagging | 213 | 8_idle_minimise_riot_disruption |
|
| 51 |
+
| 9 | explosive - blast - munition - rake - stopping | 185 | 9_explosive_blast_munition_rake |
|
| 52 |
+
| 10 | bolt - coil - screw - fast - collar | 179 | 10_bolt_coil_screw_fast |
|
| 53 |
+
| 11 | sorting - sort - discard - inspecting - sorted | 174 | 11_sorting_sort_discard_inspecting |
|
| 54 |
+
| 12 | baker - cake - pantry - artisan - decoration | 173 | 12_baker_cake_pantry_artisan |
|
| 55 |
+
| 13 | oxygen - torch - thermal - arc - ame | 171 | 13_oxygen_torch_thermal_arc |
|
| 56 |
+
| 14 | grid - module - interconnection - terminal - parallel | 166 | 14_grid_module_interconnection_terminal |
|
| 57 |
+
| 15 | pulley - suspension - pointing - gearbox - rake | 163 | 15_pulley_suspension_pointing_gearbox |
|
| 58 |
+
| 16 | proportion - additional - addition - characteristic - pitch | 160 | 16_proportion_additional_addition_characteristic |
|
| 59 |
+
| 17 | instrumentation - frequency - sound - abnormal - fro | 158 | 17_instrumentation_frequency_sound_abnormal |
|
| 60 |
+
| 18 | forecast - schelling - prediction - script - investigate | 154 | 18_forecast_schelling_prediction_script |
|
| 61 |
+
| 19 | shield - entire - taste - knee - neck | 150 | 19_shield_entire_taste_knee |
|
| 62 |
+
| 20 | cruel - seizing - passage - damaging - exhausted | 148 | 20_cruel_seizing_passage_damaging |
|
| 63 |
+
| 21 | international - national - framework - reasoning - comparing | 146 | 21_international_national_framework_reasoning |
|
| 64 |
+
| 22 | refrigeration - freeze - evaporation - coil - condensed | 144 | 22_refrigeration_freeze_evaporation_coil |
|
| 65 |
+
| 23 | accuracy - precision - combined - depending - precise | 143 | 23_accuracy_precision_combined_depending |
|
| 66 |
+
| 24 | welcome - home - visitor - visit - extent | 141 | 24_welcome_home_visitor_visit |
|
| 67 |
+
| 25 | drinking - drink - tea - serve - provision | 139 | 25_drinking_drink_tea_serve |
|
| 68 |
+
| 26 | dye - coloring - grass - coat - twig | 137 | 26_dye_coloring_grass_coat |
|
| 69 |
+
| 27 | insurance - - - - | 133 | 27_insurance___ |
|
| 70 |
+
| 28 | theater - entertainment - theme - attractive - cultural | 133 | 28_theater_entertainment_theme_attractive |
|
| 71 |
+
| 29 | sketch - draw - blueprint - image - trace | 130 | 29_sketch_draw_blueprint_image |
|
| 72 |
+
| 30 | dusting - coloured - teeth - wearing - clothes | 130 | 30_dusting_coloured_teeth_wearing |
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| 73 |
+
| 31 | winter - rapid - bow - pad - waterproof | 130 | 31_winter_rapid_bow_pad |
|
| 74 |
+
| 32 | worksite - chip - extent - balancing - | 129 | 32_worksite_chip_extent_balancing |
|
| 75 |
+
| 33 | match - recorded - history - look - suitably | 128 | 33_match_recorded_history_look |
|
| 76 |
+
| 34 | satisfaction - addressed - discontent - combined - half | 127 | 34_satisfaction_addressed_discontent_combined |
|
| 77 |
+
| 35 | rope - helmet - rock - course - sings | 127 | 35_rope_helmet_rock_course |
|
| 78 |
+
| 36 | adherence - designing - forward - actual - designer | 127 | 36_adherence_designing_forward_actual |
|
| 79 |
+
| 37 | adapt - climate - class - study - | 126 | 37_adapt_climate_class_study |
|
| 80 |
+
| 38 | expedition - leader - tree - porter - oozing | 126 | 38_expedition_leader_tree_porter |
|
| 81 |
+
| 39 | abnormality - anomaly - attained - recruit - gradually | 124 | 39_abnormality_anomaly_attained_recruit |
|
| 82 |
+
| 40 | apron - covering - waterproof - dressing - coat | 124 | 40_apron_covering_waterproof_dressing |
|
| 83 |
+
| 41 | ask - helper - pool - bearer - enquire | 124 | 41_ask_helper_pool_bearer |
|
| 84 |
+
| 42 | implication - encountered - description - consequence - preliminary | 124 | 42_implication_encountered_description_consequence |
|
| 85 |
+
| 43 | house - remaining - map - region - surrounding | 122 | 43_house_remaining_map_region |
|
| 86 |
+
| 44 | thickness - width - turning - sliding - shaping | 122 | 44_thickness_width_turning_sliding |
|
| 87 |
+
| 45 | sickness - giving - organic - improper - attention | 120 | 45_sickness_giving_organic_improper |
|
| 88 |
+
| 46 | anticipated - expected - equivalent - typical - want | 119 | 46_anticipated_expected_equivalent_typical |
|
| 89 |
+
| 47 | quotation - compile - treating - - | 119 | 47_quotation_compile_treating_ |
|
| 90 |
+
| 48 | equality - abnormality - sickness - remain - home | 119 | 48_equality_abnormality_sickness_remain |
|
| 91 |
+
| 49 | rubber - noble - nut - intake - parking | 118 | 49_rubber_noble_nut_intake |
|
| 92 |
+
| 50 | consistent - consistently - bulk - consistency - tormented | 117 | 50_consistent_consistently_bulk_consistency |
|
| 93 |
+
| 51 | accommodation - booking - public - paid - allot | 117 | 51_accommodation_booking_public_paid |
|
| 94 |
+
| 52 | autoconer - mind - automobile - telematics - reliability | 117 | 52_autoconer_mind_automobile_telematics |
|
| 95 |
+
| 53 | cash - tall - exchange - acquire - cum | 116 | 53_cash_tall_exchange_acquire |
|
| 96 |
+
| 54 | family - ache - knee - break - | 114 | 54_family_ache_knee_break |
|
| 97 |
+
| 55 | exchange - culture - vat - blended - plate | 114 | 55_exchange_culture_vat_blended |
|
| 98 |
+
| 56 | optical - detection - detect - detector - man | 114 | 56_optical_detection_detect_detector |
|
| 99 |
+
| 57 | lamp - methode - ame - rake - viewing | 113 | 57_lamp_methode_ame_rake |
|
| 100 |
+
| 58 | participant - session - alternative - trained - engagement | 113 | 58_participant_session_alternative_trained |
|
| 101 |
+
| 59 | extruded - die - stamped - kerseys - lowering | 113 | 59_extruded_die_stamped_kerseys |
|
| 102 |
+
| 60 | repeat - printed - convert - modeling - copy | 113 | 60_repeat_printed_convert_modeling |
|
| 103 |
+
| 61 | vanity - accepted - peri - associate - print | 112 | 61_vanity_accepted_peri_associate |
|
| 104 |
+
| 62 | liable - expenditure - liability - property - lease | 112 | 62_liable_expenditure_liability_property |
|
| 105 |
+
| 63 | grinder - grind - practical - granule - showcase | 111 | 63_grinder_grind_practical_granule |
|
| 106 |
+
| 64 | relating - pertaining - reported - sense - operative | 111 | 64_relating_pertaining_reported_sense |
|
| 107 |
+
| 65 | painting - brush - painted - hanging - brushing | 110 | 65_painting_brush_painted_hanging |
|
| 108 |
+
| 66 | aseptic - treated - ash - rise - evaporation | 110 | 66_aseptic_treated_ash_rise |
|
| 109 |
+
| 67 | moral - dark - marked - loaded - grass | 110 | 67_moral_dark_marked_loaded |
|
| 110 |
+
| 68 | today - opened - poor - shelf - rail | 110 | 68_today_opened_poor_shelf |
|
| 111 |
+
| 69 | selling - margin - sold - buying - paid | 110 | 69_selling_margin_sold_buying |
|
| 112 |
+
| 70 | axillary - rail - siege - blockade - friction | 110 | 70_axillary_rail_siege_blockade |
|
| 113 |
+
| 71 | shut - closure - closing - closed - fetch | 109 | 71_shut_closure_closing_closed |
|
| 114 |
+
| 72 | successful - showcase - study - picture - schematic | 109 | 72_successful_showcase_study_picture |
|
| 115 |
+
| 73 | engage - formality - attention - gather - engaging | 109 | 73_engage_formality_attention_gather |
|
| 116 |
+
| 74 | maintains - disruption - intake - coordination - realistic | 109 | 74_maintains_disruption_intake_coordination |
|
| 117 |
+
| 75 | resolved - resolution - inter - achieving - informed | 109 | 75_resolved_resolution_inter_achieving |
|
| 118 |
+
| 76 | embroidery - stitch - traditional - motif - indian | 109 | 76_embroidery_stitch_traditional_motif |
|
| 119 |
+
| 77 | screen - magnetic - separated - density - sitting | 108 | 77_screen_magnetic_separated_density |
|
| 120 |
+
| 78 | claim - insurance - took - selecting - typical | 107 | 78_claim_insurance_took_selecting |
|
| 121 |
+
| 79 | extraction - extract - city - extracted - logging | 107 | 79_extraction_extract_city_extracted |
|
| 122 |
+
| 80 | linen - dirty - par - stained - fresh | 107 | 80_linen_dirty_par_stained |
|
| 123 |
+
| 81 | recycle - big - decorative - rubber - marking | 107 | 81_recycle_big_decorative_rubber |
|
| 124 |
+
| 82 | regent - particular - stability - exposure - guidance | 107 | 82_regent_particular_stability_exposure |
|
| 125 |
+
| 83 | - - - - | 106 | 83____ |
|
| 126 |
+
| 84 | foundation - structural - mounting - civil - pile | 106 | 84_foundation_structural_mounting_civil |
|
| 127 |
+
| 85 | dismantling - transporting - fork - lowered - moist | 105 | 85_dismantling_transporting_fork_lowered |
|
| 128 |
+
| 86 | aroma - concentrate - evaluation - harmful - sensory | 105 | 86_aroma_concentrate_evaluation_harmful |
|
| 129 |
+
| 87 | executive - menu - appraise - ordering - directed | 105 | 87_executive_menu_appraise_ordering |
|
| 130 |
+
| 88 | compression - compressed - hole - oppressor - condensed | 105 | 88_compression_compressed_hole_oppressor |
|
| 131 |
+
| 89 | electrode - plasma - arc - force - tightness | 104 | 89_electrode_plasma_arc_force |
|
| 132 |
+
| 90 | repaired - remarked - repairing - flag - segregating | 104 | 90_repaired_remarked_repairing_flag |
|
| 133 |
+
| 91 | coordinating - tender - representative - analyzing - engagement | 104 | 91_coordinating_tender_representative_analyzing |
|
| 134 |
+
| 92 | stimulation - commercial - study - park - modeling | 104 | 92_stimulation_commercial_study_park |
|
| 135 |
+
| 93 | furnace - heating - boiler - melting - approximately | 104 | 93_furnace_heating_boiler_melting |
|
| 136 |
+
| 94 | troubleshooting - pollution - live - mob - approximately | 103 | 94_troubleshooting_pollution_live_mob |
|
| 137 |
+
| 95 | isolated - negative - priority - adequately - ache | 103 | 95_isolated_negative_priority_adequately |
|
| 138 |
+
| 96 | wind - turbine - proposed - conventional - hut | 102 | 96_wind_turbine_proposed_conventional |
|
| 139 |
+
| 97 | bias - conversion - farmer - cow - bale | 101 | 97_bias_conversion_farmer_cow |
|
| 140 |
+
| 98 | evidence - criterion - evaluation - competence - reviewing | 101 | 98_evidence_criterion_evaluation_competence |
|
| 141 |
+
| 99 | breakage - break - cracking - crack - wrong | 101 | 99_breakage_break_cracking_crack |
|
| 142 |
+
| 100 | blocked - changing - substance - class - highlight | 100 | 100_blocked_changing_substance_class |
|
| 143 |
+
| 101 | rooftop - dam - mounted - suitability - leveled | 99 | 101_rooftop_dam_mounted_suitability |
|
| 144 |
+
| 102 | technician - specialist - anddemonstrate - session - celebrated | 98 | 102_technician_specialist_anddemonstrate_session |
|
| 145 |
+
| 103 | unloading - unload - papa - watching - indicated | 98 | 103_unloading_unload_papa_watching |
|
| 146 |
+
| 104 | andros - disaster - undertaking - biodegradable - james | 97 | 104_andros_disaster_undertaking_biodegradable |
|
| 147 |
+
| 105 | natural - insect - alert - animal - raise | 96 | 105_natural_insect_alert_animal |
|
| 148 |
+
| 106 | strong - strength - weakness - capability - appealing | 95 | 106_strong_strength_weakness_capability |
|
| 149 |
+
| 107 | underground - locate - extended - shifting - foundation | 94 | 107_underground_locate_extended_shifting |
|
| 150 |
+
| 108 | economic - bending - aesthetic - climate - economy | 94 | 108_economic_bending_aesthetic_climate |
|
| 151 |
+
| 109 | placement - organised - placing - organizing - organizer | 92 | 109_placement_organised_placing_organizing |
|
| 152 |
+
| 110 | procured - ration - provision - helper - multi | 92 | 110_procured_ration_provision_helper |
|
| 153 |
+
| 111 | shortage - undesirable - fed - lack - unforeseen | 92 | 111_shortage_undesirable_fed_lack |
|
| 154 |
+
| 112 | recto - early - earliest - occurs - harder | 92 | 112_recto_early_earliest_occurs |
|
| 155 |
+
| 113 | week - gape - locate - normal - started | 91 | 113_week_gape_locate_normal |
|
| 156 |
+
| 114 | jacket - stir - pure - admit - burned | 91 | 114_jacket_stir_pure_admit |
|
| 157 |
+
| 115 | rodent - requiring - touch - extent - infestation | 91 | 115_rodent_requiring_touch_extent |
|
| 158 |
+
| 116 | ulm - saw - covering - say - outline | 90 | 116_ulm_saw_covering_say |
|
| 159 |
+
| 117 | unattended - visible - treat - - | 90 | 117_unattended_visible_treat_ |
|
| 160 |
+
| 118 | toxic - highly - treat - delivered - | 90 | 118_toxic_highly_treat_delivered |
|
| 161 |
+
| 119 | recall - exist - consumer - rejected - rejection | 90 | 119_recall_exist_consumer_rejected |
|
| 162 |
+
| 120 | debris - dump - season - accumulation - rise | 89 | 120_debris_dump_season_accumulation |
|
| 163 |
+
| 121 | conform - conforming - conformity - city - frequent | 89 | 121_conform_conforming_conformity_city |
|
| 164 |
+
| 122 | raising - insight - specialized - buying - attending | 89 | 122_raising_insight_specialized_buying |
|
| 165 |
+
| 123 | toilet - fauces - oozing - replenished - shower | 89 | 123_toilet_fauces_oozing_replenished |
|
| 166 |
+
| 124 | subordinate - - - - | 89 | 124_subordinate___ |
|
| 167 |
+
| 125 | - - - - | 88 | 125____ |
|
| 168 |
+
| 126 | requisite - navigation - laying - achieved - requiredfor | 88 | 126_requisite_navigation_laying_achieved |
|
| 169 |
+
| 127 | exhaust - exist - remain - waking - concentration | 88 | 127_exhaust_exist_remain_waking |
|
| 170 |
+
| 128 | cracked - glassware - suit - nerve - washed | 87 | 128_cracked_glassware_suit_nerve |
|
| 171 |
+
| 129 | carrot - creeping - peeling - bringing - autoconer | 87 | 129_carrot_creeping_peeling_bringing |
|
| 172 |
+
| 130 | handed - engagement - connect - camp - removing | 87 | 130_handed_engagement_connect_camp |
|
| 173 |
+
| 131 | andspeci - andrew - utilised - release - trouble | 87 | 131_andspeci_andrew_utilised_release |
|
| 174 |
+
| 132 | occurrence - combination - intervention - harmful - excess | 86 | 132_occurrence_combination_intervention_harmful |
|
| 175 |
+
| 133 | focus - fig - themachine - institutional - prospective | 86 | 133_focus_fig_themachine_institutional |
|
| 176 |
+
| 134 | merit - executive - subordinate - designed - delivered | 86 | 134_merit_executive_subordinate_designed |
|
| 177 |
+
| 135 | achievement - achieving - stay - recognized - achieved | 86 | 135_achievement_achieving_stay_recognized |
|
| 178 |
+
| 136 | leadership - recruit - leader - bossing - purchasing | 86 | 136_leadership_recruit_leader_bossing |
|
| 179 |
+
| 137 | roller - tapping - rolling - tip - steel | 86 | 137_roller_tapping_rolling_tip |
|
| 180 |
+
| 138 | cultural - diverse - unique - mind - interactive | 86 | 138_cultural_diverse_unique_mind |
|
| 181 |
+
| 139 | consult - recommend - encountered - developing - | 85 | 139_consult_recommend_encountered_developing |
|
| 182 |
+
| 140 | video - picture - photograph - brand - enhance | 85 | 140_video_picture_photograph_brand |
|
| 183 |
+
| 141 | knife - blade - extruded - opened - containing | 85 | 141_knife_blade_extruded_opened |
|
| 184 |
+
| 142 | - - - - | 85 | 142____ |
|
| 185 |
+
| 143 | engineer - supervision - specialist - analyzing - resolved | 85 | 143_engineer_supervision_specialist_analyzing |
|
| 186 |
+
| 144 | easily - easy - ease - shall - | 85 | 144_easily_easy_ease_shall |
|
| 187 |
+
| 145 | formal - writing - - - | 85 | 145_formal_writing__ |
|
| 188 |
+
| 146 | gather - failed - - - | 84 | 146_gather_failed__ |
|
| 189 |
+
| 147 | recovered - decorating - venue - disposed - explosive | 82 | 147_recovered_decorating_venue_disposed |
|
| 190 |
+
| 148 | human - son - boy - man - oneself | 82 | 148_human_son_boy_man |
|
| 191 |
+
| 149 | secondary - primary - interactive - tertiary - mr | 82 | 149_secondary_primary_interactive_tertiary |
|
| 192 |
+
| 150 | managing - ladder - applying - leaning - asset | 82 | 150_managing_ladder_applying_leaning |
|
| 193 |
+
| 151 | sealing - mechanic - seal - earth - wet | 81 | 151_sealing_mechanic_seal_earth |
|
| 194 |
+
| 152 | diameter - origin - square - depth - treating | 81 | 152_diameter_origin_square_depth |
|
| 195 |
+
| 153 | selected - usually - frequently - chosen - highly | 81 | 153_selected_usually_frequently_chosen |
|
| 196 |
+
| 154 | attach - discipline - initiate - medal - suspension | 80 | 154_attach_discipline_initiate_medal |
|
| 197 |
+
| 155 | strategy - strike - acted - scenario - strategic | 80 | 155_strategy_strike_acted_scenario |
|
| 198 |
+
| 156 | transferring - alert - adjusting - wet - attention | 80 | 156_transferring_alert_adjusting_wet |
|
| 199 |
+
| 157 | combed - lap - comb - carrier - mount | 80 | 157_combed_lap_comb_carrier |
|
| 200 |
+
| 158 | teeth - ash - pool - visibility - sprinkled | 80 | 158_teeth_ash_pool_visibility |
|
| 201 |
+
| 159 | doctor - prompt - frothy - appointed - center | 80 | 159_doctor_prompt_frothy_appointed |
|
| 202 |
+
| 160 | placed - neutral - - - | 80 | 160_placed_neutral__ |
|
| 203 |
+
| 161 | - - - - | 80 | 161____ |
|
| 204 |
+
| 162 | reaction - separately - shall - west - leaning | 79 | 162_reaction_separately_shall_west |
|
| 205 |
+
| 163 | protected - - - - | 79 | 163_protected___ |
|
| 206 |
+
| 164 | biological - depict - origin - detect - characteristic | 79 | 164_biological_depict_origin_detect |
|
| 207 |
+
| 165 | putting - candle - pillage - arson - shielding | 78 | 165_putting_candle_pillage_arson |
|
| 208 |
+
| 166 | doubt - possessing - - - | 78 | 166_doubt_possessing__ |
|
| 209 |
+
| 167 | consumer - education - discount - exchange - added | 78 | 167_consumer_education_discount_exchange |
|
| 210 |
+
| 168 | discussion - expert - initial - phase - adopted | 77 | 168_discussion_expert_initial_phase |
|
| 211 |
+
| 169 | voice - audible - closing - statement - delivered | 77 | 169_voice_audible_closing_statement |
|
| 212 |
+
| 170 | cop - organised - magazine - patrol - pool | 77 | 170_cop_organised_magazine_patrol |
|
| 213 |
+
| 171 | accepted - - - - | 77 | 171_accepted___ |
|
| 214 |
+
| 172 | communicated - took - creating - riot - look | 77 | 172_communicated_took_creating_riot |
|
| 215 |
+
| 173 | improved - cook - portable - leg - advantage | 76 | 173_improved_cook_portable_leg |
|
| 216 |
+
| 174 | construction - building - play - construct - civil | 76 | 174_construction_building_play_construct |
|
| 217 |
+
| 175 | exile - adapt - auxiliary - peak - trough | 76 | 175_exile_adapt_auxiliary_peak |
|
| 218 |
+
| 176 | tore - rid - consideration - - | 76 | 176_tore_rid_consideration_ |
|
| 219 |
+
| 177 | unforeseen - absence - shortage - owner - absent | 76 | 177_unforeseen_absence_shortage_owner |
|
| 220 |
+
| 178 | reliability - verifying - conformity - statistical - reduction | 75 | 178_reliability_verifying_conformity_statistical |
|
| 221 |
+
| 179 | conducted - interaction - ride - ordering - demonstration | 75 | 179_conducted_interaction_ride_ordering |
|
| 222 |
+
| 180 | selected - - - - | 75 | 180_selected___ |
|
| 223 |
+
| 181 | chilled - cooled - fomentation - utilised - dwyer | 75 | 181_chilled_cooled_fomentation_utilised |
|
| 224 |
+
| 182 | stitch - stitching - twice - lot - uneven | 75 | 182_stitch_stitching_twice_lot |
|
| 225 |
+
| 183 | clamp - relay - bus - transformer - induration | 74 | 183_clamp_relay_bus_transformer |
|
| 226 |
+
| 184 | toxic - anti - harmful - publication - explosive | 74 | 184_toxic_anti_harmful_publication |
|
| 227 |
+
| 185 | consult - consultation - commission - expert - representative | 74 | 185_consult_consultation_commission_expert |
|
| 228 |
+
| 186 | lid - sealing - seal - mechanically - beaming | 74 | 186_lid_sealing_seal_mechanically |
|
| 229 |
+
| 187 | procure - theory - agricultural - beforestarting - requisition | 73 | 187_procure_theory_agricultural_beforestarting |
|
| 230 |
+
| 188 | abrasion - polished - compound - standing - cement | 73 | 188_abrasion_polished_compound_standing |
|
| 231 |
+
| 189 | knot - tail - weaver - tie - cord | 73 | 189_knot_tail_weaver_tie |
|
| 232 |
+
| 190 | smiling - graph - analyzed - microbiological - obtained | 73 | 190_smiling_graph_analyzed_microbiological |
|
| 233 |
+
| 191 | spray - fresh - gun - watered - peasant | 73 | 191_spray_fresh_gun_watered |
|
| 234 |
+
| 192 | celebrate - celebrated - checked - tested - shall | 73 | 192_celebrate_celebrated_checked_tested |
|
| 235 |
+
| 193 | controlling - sister - controlled - - | 73 | 193_controlling_sister_controlled_ |
|
| 236 |
+
| 194 | recovery - follows - recovered - initiation - minimise | 72 | 194_recovery_follows_recovered_initiation |
|
| 237 |
+
| 195 | year - variant - past - suit - average | 72 | 195_year_variant_past_suit |
|
| 238 |
+
| 196 | multi - multiple - single - let - | 72 | 196_multi_multiple_single_let |
|
| 239 |
+
| 197 | occupational - preferred - average - committee - cooperate | 72 | 197_occupational_preferred_average_committee |
|
| 240 |
+
| 198 | - - - - | 72 | 198____ |
|
| 241 |
+
| 199 | wishing - amiable - prayer - subsequent - tidings | 72 | 199_wishing_amiable_prayer_subsequent |
|
| 242 |
+
| 200 | tape - winter - circular - adjacent - roller | 72 | 200_tape_winter_circular_adjacent |
|
| 243 |
+
| 201 | shade - sun - intensity - shell - row | 72 | 201_shade_sun_intensity_shell |
|
| 244 |
+
| 202 | exterior - mirror - seat - window - rear | 72 | 202_exterior_mirror_seat_window |
|
| 245 |
+
| 203 | queried - doubt - participant - forward - directly | 72 | 203_queried_doubt_participant_forward |
|
| 246 |
+
| 204 | - - - - | 72 | 204____ |
|
| 247 |
+
| 205 | period - acceptable - aback - particular - lack | 72 | 205_period_acceptable_aback_particular |
|
| 248 |
+
| 206 | releasing - completeness - ride - indirect - possessing | 71 | 206_releasing_completeness_ride_indirect |
|
| 249 |
+
| 207 | tra - consequence - selected - statutory - wheeler | 71 | 207_tra_consequence_selected_statutory |
|
| 250 |
+
| 208 | modify - petitioning - acceptable - tolerable - authorization | 71 | 208_modify_petitioning_acceptable_tolerable |
|
| 251 |
+
| 209 | enhancing - spirit - enhance - expenditure - mile | 70 | 209_enhancing_spirit_enhance_expenditure |
|
| 252 |
+
| 210 | zero - weighing - counter - balance - | 70 | 210_zero_weighing_counter_balance |
|
| 253 |
+
| 211 | cart - ordering - sold - sending - buying | 70 | 211_cart_ordering_sold_sending |
|
| 254 |
+
| 212 | pick - drop - traveller - dropping - jack | 70 | 212_pick_drop_traveller_dropping |
|
| 255 |
+
| 213 | optimization - improved - subordinate - better - landscape | 70 | 213_optimization_improved_subordinate_better |
|
| 256 |
+
| 214 | minute - come - early - lot - late | 70 | 214_minute_come_early_lot |
|
| 257 |
+
| 215 | tic - quick - troubleshooting - premature - preliminary | 70 | 215_tic_quick_troubleshooting_premature |
|
| 258 |
+
| 216 | replaced - disposed - ending - appointed - duly | 70 | 216_replaced_disposed_ending_appointed |
|
| 259 |
+
| 217 | sac - perstandard - varnish - secondary - institutional | 70 | 217_sac_perstandard_varnish_secondary |
|
| 260 |
+
| 218 | party - applied - come - - | 70 | 218_party_applied_come_ |
|
| 261 |
+
| 219 | overhead - lower - lowered - low - round | 69 | 219_overhead_lower_lowered_low |
|
| 262 |
+
| 220 | restaurant - dining - seating - suggest - highly | 69 | 220_restaurant_dining_seating_suggest |
|
| 263 |
+
| 221 | candle - wax - knob - mold - dip | 69 | 221_candle_wax_knob_mold |
|
| 264 |
+
| 222 | commitment - let - dedicated - complement - implementing | 69 | 222_commitment_let_dedicated_complement |
|
| 265 |
+
| 223 | half - early - - - | 69 | 223_half_early__ |
|
| 266 |
+
| 224 | maturity - prioritize - assign - integrate - foster | 69 | 224_maturity_prioritize_assign_integrate |
|
| 267 |
+
| 225 | compile - lack - subsequent - option - comment | 69 | 225_compile_lack_subsequent_option |
|
| 268 |
+
| 226 | global - obstacle - normal - radiation - row | 69 | 226_global_obstacle_normal_radiation |
|
| 269 |
+
| 227 | attribute - degree - evacuated - said - attractive | 69 | 227_attribute_degree_evacuated_said |
|
| 270 |
+
| 228 | especially - computer - trained - faulty - referring | 69 | 228_especially_computer_trained_faulty |
|
| 271 |
+
| 229 | horrid - wheeler - dismantled - today - important | 68 | 229_horrid_wheeler_dismantled_today |
|
| 272 |
+
| 230 | rejection - rejected - conforming - say - instructed | 68 | 230_rejection_rejected_conforming_say |
|
| 273 |
+
| 231 | - - - - | 68 | 231____ |
|
| 274 |
+
| 232 | consider - opinion - utters - conformity - discussion | 68 | 232_consider_opinion_utters_conformity |
|
| 275 |
+
| 233 | cartoon - wrap - primary - ray - mechanically | 68 | 233_cartoon_wrap_primary_ray |
|
| 276 |
+
| 234 | microbiological - andreport - conforms - specimen - watered | 68 | 234_microbiological_andreport_conforms_specimen |
|
| 277 |
+
| 235 | furniture - bed - cabinet - built - minimal | 68 | 235_furniture_bed_cabinet_built |
|
| 278 |
+
| 236 | involving - preparatory - celebrating - prototype - recto | 68 | 236_involving_preparatory_celebrating_prototype |
|
| 279 |
+
| 237 | weld - welded - comparing - torch - lack | 68 | 237_weld_welded_comparing_torch |
|
| 280 |
+
| 238 | chip - regard - danger - removing - issued | 68 | 238_chip_regard_danger_removing |
|
| 281 |
+
| 239 | advance - requiredfor - forward - execution - theproduct | 67 | 239_advance_requiredfor_forward_execution |
|
| 282 |
+
| 240 | proactively - - - - | 67 | 240_proactively___ |
|
| 283 |
+
| 241 | session - aggregation - practical - producing - addressing | 67 | 241_session_aggregation_practical_producing |
|
| 284 |
+
| 242 | bind - bound - host - collected - conveys | 67 | 242_bind_bound_host_collected |
|
| 285 |
+
| 243 | munition - parking - enhance - better - frequently | 67 | 243_munition_parking_enhance_better |
|
| 286 |
+
| 244 | outline - highlight - schematic - print - corporation | 67 | 244_outline_highlight_schematic_print |
|
| 287 |
+
| 245 | trim - pair - pencil - stem - cast | 67 | 245_trim_pair_pencil_stem |
|
| 288 |
+
| 246 | casting - jacques - cast - uniformly - ordered | 66 | 246_casting_jacques_cast_uniformly |
|
| 289 |
+
| 247 | satisfaction - framework - minimise - leadership - resolution | 65 | 247_satisfaction_framework_minimise_leadership |
|
| 290 |
+
| 248 | indian - steel - iron - unload - beforestarting | 65 | 248_indian_steel_iron_unload |
|
| 291 |
+
| 249 | execute - execution - killed - ordered - phase | 65 | 249_execute_execution_killed_ordered |
|
| 292 |
+
| 250 | tra - - - - | 65 | 250_tra___ |
|
| 293 |
+
| 251 | obtaining - obtained - acquisition - determined - acquire | 65 | 251_obtaining_obtained_acquisition_determined |
|
| 294 |
+
| 252 | early - biodegradable - adhered - reasoning - tree | 64 | 252_early_biodegradable_adhered_reasoning |
|
| 295 |
+
| 253 | launched - receiver - organizer - landing - fold | 64 | 253_launched_receiver_organizer_landing |
|
| 296 |
+
| 254 | vacuum - cleaner - suction - shower - jumping | 64 | 254_vacuum_cleaner_suction_shower |
|
| 297 |
+
| 255 | correction - corrected - earliest - formulate - news | 64 | 255_correction_corrected_earliest_formulate |
|
| 298 |
+
| 256 | objective - strategics - strategic - developing - region | 64 | 256_objective_strategics_strategic_developing |
|
| 299 |
+
| 257 | feeling - radio - opinion - play - today | 64 | 257_feeling_radio_opinion_play |
|
| 300 |
+
| 258 | statutory - shall - dispatch - permission - authorization | 64 | 258_statutory_shall_dispatch_permission |
|
| 301 |
+
| 259 | silently - labour - unforeseen - understood - recognized | 64 | 259_silently_labour_unforeseen_understood |
|
| 302 |
+
| 260 | disposed - acquire - waking - lunch - attractive | 64 | 260_disposed_acquire_waking_lunch |
|
| 303 |
+
| 261 | utilize - utilised - utilizing - multiple - man | 63 | 261_utilize_utilised_utilizing_multiple |
|
| 304 |
+
| 262 | suitability - capability - appropriateness - feasible - recommend | 63 | 262_suitability_capability_appropriateness_feasible |
|
| 305 |
+
| 263 | - - - - | 63 | 263____ |
|
| 306 |
+
| 264 | - - - - | 62 | 264____ |
|
| 307 |
+
| 265 | updated - advice - pu - added - informed | 62 | 265_updated_advice_pu_added |
|
| 308 |
+
| 266 | leave - away - departure - attending - break | 62 | 266_leave_away_departure_attending |
|
| 309 |
+
| 267 | align - pu - column - semi - true | 62 | 267_align_pu_column_semi |
|
| 310 |
+
| 268 | legislation - - - - | 62 | 268_legislation___ |
|
| 311 |
+
| 269 | motion - obstacle - shifting - movable - asset | 62 | 269_motion_obstacle_shifting_movable |
|
| 312 |
+
| 270 | recipe - formulate - methodology - fat - potato | 62 | 270_recipe_formulate_methodology_fat |
|
| 313 |
+
| 271 | failed - - - - | 61 | 271_failed___ |
|
| 314 |
+
| 272 | receipt - treat - - - | 61 | 272_receipt_treat__ |
|
| 315 |
+
| 273 | rheumatic - semi - indicated - longer - methodology | 61 | 273_rheumatic_semi_indicated_longer |
|
| 316 |
+
| 274 | counterpart - handed - come - arrive - | 61 | 274_counterpart_handed_come_arrive |
|
| 317 |
+
| 275 | calculation - estimated - simple - reckon - concept | 61 | 275_calculation_estimated_simple_reckon |
|
| 318 |
+
| 276 | periodical - temporary - magazine - vice - building | 61 | 276_periodical_temporary_magazine_vice |
|
| 319 |
+
| 277 | yield - portion - newness - budgetary - aback | 60 | 277_yield_portion_newness_budgetary |
|
| 320 |
+
| 278 | bead - string - jewel - tight - selected | 60 | 278_bead_string_jewel_tight |
|
| 321 |
+
| 279 | cup - glassware - utensil - served - contains | 60 | 279_cup_glassware_utensil_served |
|
| 322 |
+
| 280 | anti - - - - | 60 | 280_anti___ |
|
| 323 |
+
| 281 | link - master - returned - sensory - fetch | 60 | 281_link_master_returned_sensory |
|
| 324 |
+
| 282 | drain - immunity - vat - pit - killed | 60 | 282_drain_immunity_vat_pit |
|
| 325 |
+
| 283 | reducing - caused - spread - preventing - occurrence | 60 | 283_reducing_caused_spread_preventing |
|
| 326 |
+
| 284 | haul - dump - verifying - motion - incompatibility | 60 | 284_haul_dump_verifying_motion |
|
| 327 |
+
| 285 | commissioning - cm - acquisition - statutory - installed | 60 | 285_commissioning_cm_acquisition_statutory |
|
| 328 |
+
| 286 | aware - - - - | 60 | 286_aware___ |
|
| 329 |
+
| 287 | regulate - forming - inter - tender - attended | 60 | 287_regulate_forming_inter_tender |
|
| 330 |
+
| 288 | involving - - - - | 60 | 288_involving___ |
|
| 331 |
+
| 289 | contribute - initiate - assurance - contract - | 59 | 289_contribute_initiate_assurance_contract |
|
| 332 |
+
| 290 | passed - screening - sent - course - passing | 59 | 290_passed_screening_sent_course |
|
| 333 |
+
| 291 | enter - entry - allowed - came - entering | 59 | 291_enter_entry_allowed_came |
|
| 334 |
+
| 292 | conducted - blow - instructor - come - minute | 59 | 292_conducted_blow_instructor_come |
|
| 335 |
+
| 293 | replenished - distribute - distributed - provision - falling | 59 | 293_replenished_distribute_distributed_provision |
|
| 336 |
+
| 294 | survey - variable - quantitative - laying - mechanic | 59 | 294_survey_variable_quantitative_laying |
|
| 337 |
+
| 295 | planned - nature - - - | 59 | 295_planned_nature__ |
|
| 338 |
+
| 296 | delivered - delivering - receipt - consistently - concerning | 58 | 296_delivered_delivering_receipt_consistently |
|
| 339 |
+
| 297 | major - die - lie - venerable - ordering | 58 | 297_major_die_lie_venerable |
|
| 340 |
+
| 298 | itching - pricking - updated - duly - menu | 58 | 298_itching_pricking_updated_duly |
|
| 341 |
+
| 299 | mounting - mounted - mount - attachment - align | 58 | 299_mounting_mounted_mount_attachment |
|
| 342 |
+
| 300 | yard - incorrectly - runner - lease - joining | 58 | 300_yard_incorrectly_runner_lease |
|
| 343 |
+
| 301 | spinning - outdoing - consumed - landing - providing | 58 | 301_spinning_outdoing_consumed_landing |
|
| 344 |
+
| 302 | tent - camp - toilet - crew - provision | 58 | 302_tent_camp_toilet_crew |
|
| 345 |
+
| 303 | pit - earth - resistance - laying - queried | 58 | 303_pit_earth_resistance_laying |
|
| 346 |
+
| 304 | coating - coated - coat - thinner - sac | 58 | 304_coating_coated_coat_thinner |
|
| 347 |
+
| 305 | installed - installing - partner - tied - element | 58 | 305_installed_installing_partner_tied |
|
| 348 |
+
| 306 | leftover - unused - partially - controlled - unattended | 58 | 306_leftover_unused_partially_controlled |
|
| 349 |
+
| 307 | meal - eating - eat - partner - drinking | 57 | 307_meal_eating_eat_partner |
|
| 350 |
+
| 308 | - - - - | 57 | 308____ |
|
| 351 |
+
| 309 | employed - adopted - occupational - employ - pole | 57 | 309_employed_adopted_occupational_employ |
|
| 352 |
+
| 310 | logbook - signature - logging - bulldozer - conducted | 57 | 310_logbook_signature_logging_bulldozer |
|
| 353 |
+
| 311 | - - - - | 57 | 311____ |
|
| 354 |
+
| 312 | ligament - balancing - dial - spirit - repaired | 57 | 312_ligament_balancing_dial_spirit |
|
| 355 |
+
| 313 | jam - cooked - taste - heated - moulded | 57 | 313_jam_cooked_taste_heated |
|
| 356 |
+
| 314 | sub - suspension - drop - tolerable - blueprint | 57 | 314_sub_suspension_drop_tolerable |
|
| 357 |
+
| 315 | prioritize - allocation - objective - obstacle - erentiate | 56 | 315_prioritize_allocation_objective_obstacle |
|
| 358 |
+
| 316 | kind - economic - pay - analyzing - | 56 | 316_kind_economic_pay_analyzing |
|
| 359 |
+
| 317 | employ - additional - mr - recto - | 56 | 317_employ_additional_mr_recto |
|
| 360 |
+
| 318 | booking - slip - com - dial - pay | 56 | 318_booking_slip_com_dial |
|
| 361 |
+
| 319 | unless - organised - wearing - fig - unnecessary | 56 | 319_unless_organised_wearing_fig |
|
| 362 |
+
| 320 | pair - pertaining - reported - abnormal - prime | 56 | 320_pair_pertaining_reported_abnormal |
|
| 363 |
+
| 321 | radiation - exposure - exposed - loud - wound | 56 | 321_radiation_exposure_exposed_loud |
|
| 364 |
+
| 322 | lip - lie - - - | 56 | 322_lip_lie__ |
|
| 365 |
+
| 323 | dismantled - discontent - held - faulty - trumpet | 56 | 323_dismantled_discontent_held_faulty |
|
| 366 |
+
| 324 | seat - seating - standing - sitting - dealer | 55 | 324_seat_seating_standing_sitting |
|
| 367 |
+
| 325 | direction - decision - - - | 55 | 325_direction_decision__ |
|
| 368 |
+
| 326 | strategics - pricking - advantage - better - exist | 55 | 326_strategics_pricking_advantage_better |
|
| 369 |
+
| 327 | isolation - live - pain - discontent - nearby | 55 | 327_isolation_live_pain_discontent |
|
| 370 |
+
| 328 | nature - earth - wildlife - geological - bird | 55 | 328_nature_earth_wildlife_geological |
|
| 371 |
+
| 329 | - - - - | 55 | 329____ |
|
| 372 |
+
| 330 | danger - amiable - - - | 55 | 330_danger_amiable__ |
|
| 373 |
+
| 331 | trade - aged - committee - bird - pollution | 55 | 331_trade_aged_committee_bird |
|
| 374 |
+
| 332 | negotiate - negotiation - farmer - adjusted - contract | 54 | 332_negotiate_negotiation_farmer_adjusted |
|
| 375 |
+
| 333 | consolidate - improper - outcome - poor - incorrectly | 54 | 333_consolidate_improper_outcome_poor |
|
| 376 |
+
| 334 | weighing - weighed - scale - french - bench | 54 | 334_weighing_weighed_scale_french |
|
| 377 |
+
| 335 | harvesting - filter - implementing - rooftop - pain | 54 | 335_harvesting_filter_implementing_rooftop |
|
| 378 |
+
| 336 | changed - altered - changing - themachine - thoroughly | 54 | 336_changed_altered_changing_themachine |
|
| 379 |
+
| 337 | tenure - laid - amiable - receipt - negotiation | 54 | 337_tenure_laid_amiable_receipt |
|
| 380 |
+
| 338 | lock - locked - locking - scenario - interlocking | 54 | 338_lock_locked_locking_scenario |
|
| 381 |
+
| 339 | instructed - instruct - advise - formation - peasant | 54 | 339_instructed_instruct_advise_formation |
|
| 382 |
+
| 340 | vanity - washed - - - | 54 | 340_vanity_washed__ |
|
| 383 |
+
| 341 | jewel - declaration - visitor - checked - par | 54 | 341_jewel_declaration_visitor_checked |
|
| 384 |
+
| 342 | blow - kind - furnace - round - straight | 53 | 342_blow_kind_furnace_round |
|
| 385 |
+
| 343 | string - clothes - hair - movable - erentiate | 53 | 343_string_clothes_hair_movable |
|
| 386 |
+
| 344 | reduction - reduced - mob - better - conventional | 53 | 344_reduction_reduced_mob_better |
|
| 387 |
+
| 345 | month - electronically - counting - addressing - andreport | 53 | 345_month_electronically_counting_addressing |
|
| 388 |
+
| 346 | disaster - land - till - danger - zone | 53 | 346_disaster_land_till_danger |
|
| 389 |
+
| 347 | assurance - owing - assure - outlining - house | 53 | 347_assurance_owing_assure_outlining |
|
| 390 |
+
| 348 | tag - dark - mat - - | 53 | 348_tag_dark_mat_ |
|
| 391 |
+
| 349 | distinguish - poor - - - | 53 | 349_distinguish_poor__ |
|
| 392 |
+
| 350 | soil - dead - bulldozer - stuck - percentage | 53 | 350_soil_dead_bulldozer_stuck |
|
| 393 |
+
| 351 | season - farmer - agricultural - variety - corporation | 53 | 351_season_farmer_agricultural_variety |
|
| 394 |
+
| 352 | providing - provision - supplied - say - child | 52 | 352_providing_provision_supplied_say |
|
| 395 |
+
| 353 | landing - outdoing - come - falling - launch | 52 | 353_landing_outdoing_come_falling |
|
| 396 |
+
| 354 | master - education - created - family - degree | 52 | 354_master_education_created_family |
|
| 397 |
+
| 355 | extend - changing - - - | 52 | 355_extend_changing__ |
|
| 398 |
+
| 356 | oneself - fool - authorization - lie - distributed | 52 | 356_oneself_fool_authorization_lie |
|
| 399 |
+
| 357 | accidental - scratch - conditioned - smaller - | 52 | 357_accidental_scratch_conditioned_smaller |
|
| 400 |
+
| 358 | pillage - accumulation - unusual - clearing - james | 52 | 358_pillage_accumulation_unusual_clearing |
|
| 401 |
+
| 359 | priority - inter - consult - instruct - realistic | 52 | 359_priority_inter_consult_instruct |
|
| 402 |
+
| 360 | inspected - examination - observing - inspecting - placed | 52 | 360_inspected_examination_observing_inspecting |
|
| 403 |
+
| 361 | assembled - specifying - laboring - fork - popularity | 51 | 361_assembled_specifying_laboring_fork |
|
| 404 |
+
| 362 | logistics - organizing - study - motion - consideration | 51 | 362_logistics_organizing_study_motion |
|
| 405 |
+
| 363 | came - pan - - - | 51 | 363_came_pan__ |
|
| 406 |
+
| 364 | comfortable - posture - toller - fast - suit | 51 | 364_comfortable_posture_toller_fast |
|
| 407 |
+
| 365 | peeling - peeled - sorted - core - corner | 51 | 365_peeling_peeled_sorted_core |
|
| 408 |
+
| 366 | carding - drafting - draft - drafted - costing | 51 | 366_carding_drafting_draft_drafted |
|
| 409 |
+
| 367 | higher - cooper - brought - cooked - advice | 51 | 367_higher_cooper_brought_cooked |
|
| 410 |
+
| 368 | example - - - - | 51 | 368_example___ |
|
| 411 |
+
| 369 | wax - polish - melt - boiler - causing | 51 | 369_wax_polish_melt_boiler |
|
| 412 |
+
| 370 | touch - metallic - touching - inner - dark | 51 | 370_touch_metallic_touching_inner |
|
| 413 |
+
| 371 | district - direct - centre - micro - copy | 50 | 371_district_direct_centre_micro |
|
| 414 |
+
| 372 | - - - - | 50 | 372____ |
|
| 415 |
+
| 373 | refuse - quickly - recent - refused - visit | 50 | 373_refuse_quickly_recent_refused |
|
| 416 |
+
| 374 | permit - permission - acquire - submission - copy | 50 | 374_permit_permission_acquire_submission |
|
| 417 |
+
| 375 | bias - alive - segment - trained - treated | 50 | 375_bias_alive_segment_trained |
|
| 418 |
+
| 376 | legislative - senate - legislation - extent - cooked | 50 | 376_legislative_senate_legislation_extent |
|
| 419 |
+
| 377 | sensory - contains - riot - simulate - absent | 50 | 377_sensory_contains_riot_simulate |
|
| 420 |
+
| 378 | watering - drainage - establishment - senate - publication | 50 | 378_watering_drainage_establishment_senate |
|
| 421 |
+
| 379 | factory - touching - - - | 50 | 379_factory_touching__ |
|
| 422 |
+
| 380 | nut - - - - | 50 | 380_nut___ |
|
| 423 |
+
| 381 | - - - - | 49 | 381____ |
|
| 424 |
+
| 382 | counted - night - conducted - conform - | 49 | 382_counted_night_conducted_conform |
|
| 425 |
+
| 383 | public - achieved - explosive - - | 49 | 383_public_achieved_explosive_ |
|
| 426 |
+
| 384 | implementing - changed - advise - ending - achieved | 49 | 384_implementing_changed_advise_ending |
|
| 427 |
+
| 385 | removed - original - removing - noticed - host | 49 | 385_removed_original_removing_noticed |
|
| 428 |
+
| 386 | neutral - - - - | 49 | 386_neutral___ |
|
| 429 |
+
| 387 | stoppage - stopped - zone - falling - drafting | 49 | 387_stoppage_stopped_zone_falling |
|
| 430 |
+
| 388 | pest - insect - infestation - presence - contaminant | 49 | 388_pest_insect_infestation_presence |
|
| 431 |
+
| 389 | creation - creating - created - shared - considered | 49 | 389_creation_creating_created_shared |
|
| 432 |
+
| 390 | workforce - labour - capability - pollution - killed | 49 | 390_workforce_labour_capability_pollution |
|
| 433 |
+
| 391 | elevated - trench - - - | 48 | 391_elevated_trench__ |
|
| 434 |
+
| 392 | faulty - incorrectly - cm - peri - | 48 | 392_faulty_incorrectly_cm_peri |
|
| 435 |
+
| 393 | showcase - industrial - picture - skewer - treated | 48 | 393_showcase_industrial_picture_skewer |
|
| 436 |
+
| 394 | scale - exposed - horrid - added - troubleshooting | 48 | 394_scale_exposed_horrid_added |
|
| 437 |
+
| 395 | smart - wise - bad - neat - pertaining | 48 | 395_smart_wise_bad_neat |
|
| 438 |
+
| 396 | - - - - | 48 | 396____ |
|
| 439 |
+
| 397 | drainage - pest - - - | 48 | 397_drainage_pest__ |
|
| 440 |
+
| 398 | atmosphere - underground - - - | 48 | 398_atmosphere_underground__ |
|
| 441 |
+
| 399 | faulty - - - - | 48 | 399_faulty___ |
|
| 442 |
+
| 400 | yer - thee - implication - - | 47 | 400_yer_thee_implication_ |
|
| 443 |
+
| 401 | standardized - possessing - equivalent - trained - commercial | 47 | 401_standardized_possessing_equivalent_trained |
|
| 444 |
+
| 402 | aseptic - useful - absent - fro - continuity | 47 | 402_aseptic_useful_absent_fro |
|
| 445 |
+
| 403 | - - - - | 47 | 403____ |
|
| 446 |
+
| 404 | interface - practical - repairing - institutional - human | 47 | 404_interface_practical_repairing_institutional |
|
| 447 |
+
| 405 | possibility - renewal - limitation - advantage - option | 47 | 405_possibility_renewal_limitation_advantage |
|
| 448 |
+
| 406 | tag - course - dont - interpreting - lot | 47 | 406_tag_course_dont_interpreting |
|
| 449 |
+
| 407 | latest - locally - true - secondary - soft | 47 | 407_latest_locally_true_secondary |
|
| 450 |
+
| 408 | decoration - decorative - unused - decorating - occasion | 47 | 408_decoration_decorative_unused_decorating |
|
| 451 |
+
| 409 | important - unique - insight - diverse - tip | 46 | 409_important_unique_insight_diverse |
|
| 452 |
+
| 410 | contract - agreement - negotiation - provider - entertainment | 46 | 410_contract_agreement_negotiation_provider |
|
| 453 |
+
| 411 | initiating - raised - settling - writing - | 46 | 411_initiating_raised_settling_writing |
|
| 454 |
+
| 412 | applied - submitted - - - | 46 | 412_applied_submitted__ |
|
| 455 |
+
| 413 | helper - assistant - understood - immunity - instruct | 46 | 413_helper_assistant_understood_immunity |
|
| 456 |
+
| 414 | raising - bound - altering - calling - force | 46 | 414_raising_bound_altering_calling |
|
| 457 |
+
| 415 | boiling - par - boiled - vessel - wise | 46 | 415_boiling_par_boiled_vessel |
|
| 458 |
+
| 416 | scuttle - continue - insert - allotted - exhausted | 45 | 416_scuttle_continue_insert_allotted |
|
| 459 |
+
| 417 | simulate - causing - functional - computer - | 45 | 417_simulate_causing_functional_computer |
|
| 460 |
+
| 418 | aided - orientation - computer - convert - precise | 45 | 418_aided_orientation_computer_convert |
|
| 461 |
+
| 419 | suggested - convey - sound - welcome - loud | 45 | 419_suggested_convey_sound_welcome |
|
| 462 |
+
| 420 | perspeci - cabinet - arranged - ray - sort | 45 | 420_perspeci_cabinet_arranged_ray |
|
| 463 |
+
| 421 | coordination - abroad - maneuver - coordinating - specialist | 45 | 421_coordination_abroad_maneuver_coordinating |
|
| 464 |
+
| 422 | factor - desiring - ness - timing - viz | 45 | 422_factor_desiring_ness_timing |
|
| 465 |
+
| 423 | entrepreneur - expert - family - venture - webster | 45 | 423_entrepreneur_expert_family_venture |
|
| 466 |
+
| 424 | outlet - sold - tub - purchased - returned | 45 | 424_outlet_sold_tub_purchased |
|
| 467 |
+
| 425 | traveling - incise - haul - biodegradable - cart | 45 | 425_traveling_incise_haul_biodegradable |
|
| 468 |
+
| 426 | scurry - compose - pointing - andros - altering | 45 | 426_scurry_compose_pointing_andros |
|
| 469 |
+
| 427 | concerning - tormented - allot - mixed - completing | 45 | 427_concerning_tormented_allot_mixed |
|
| 470 |
+
| 428 | sustainability - culture - carbon - strategic - programming | 45 | 428_sustainability_culture_carbon_strategic |
|
| 471 |
+
| 429 | foam - liquid - solid - sticking - agitator | 45 | 429_foam_liquid_solid_sticking |
|
| 472 |
+
| 430 | functionality - functional - eliminating - distinguish - erentiate | 44 | 430_functionality_functional_eliminating_distinguish |
|
| 473 |
+
| 431 | adhered - sticking - attachment - attach - owing | 44 | 431_adhered_sticking_attachment_attach |
|
| 474 |
+
| 432 | dispatch - transporting - transported - transit - ordered | 44 | 432_dispatch_transporting_transported_transit |
|
| 475 |
+
| 433 | perched - com - conventional - portion - die | 44 | 433_perched_com_conventional_portion |
|
| 476 |
+
| 434 | receipt - simple - supplied - advance - signature | 44 | 434_receipt_simple_supplied_advance |
|
| 477 |
+
| 435 | stacked - separately - incorrectly - - | 44 | 435_stacked_separately_incorrectly_ |
|
| 478 |
+
| 436 | - - - - | 44 | 436____ |
|
| 479 |
+
| 437 | watching - viewing - watch - reckon - allowing | 44 | 437_watching_viewing_watch_reckon |
|
| 480 |
+
| 438 | wig - turbine - mind - commissioning - gearbox | 44 | 438_wig_turbine_mind_commissioning |
|
| 481 |
+
| 439 | instructor - restriction - cult - evacuated - theme | 44 | 439_instructor_restriction_cult_evacuated |
|
| 482 |
+
| 440 | overcome - weakness - adverse - strength - expected | 44 | 440_overcome_weakness_adverse_strength |
|
| 483 |
+
| 441 | interpreting - rotating - tolerable - intake - initial | 43 | 441_interpreting_rotating_tolerable_intake |
|
| 484 |
+
| 442 | - - - - | 43 | 442____ |
|
| 485 |
+
| 443 | systematic - sir - undertaking - - | 43 | 443_systematic_sir_undertaking_ |
|
| 486 |
+
| 444 | harmony - - - - | 43 | 444_harmony___ |
|
| 487 |
+
| 445 | capture - minute - creating - connect - withthe | 43 | 445_capture_minute_creating_connect |
|
| 488 |
+
| 446 | tolerable - - - - | 43 | 446_tolerable___ |
|
| 489 |
+
| 447 | capital - venture - dance - distinguish - composite | 43 | 447_capital_venture_dance_distinguish |
|
| 490 |
+
| 448 | forth - recall - applying - - | 43 | 448_forth_recall_applying_ |
|
| 491 |
+
| 449 | shipping - missing - boy - tall - bound | 43 | 449_shipping_missing_boy_tall |
|
| 492 |
+
| 450 | transformer - wig - turbine - rating - phase | 43 | 450_transformer_wig_turbine_rating |
|
| 493 |
+
| 451 | owner - possessing - actual - sole - family | 43 | 451_owner_possessing_actual_sole |
|
| 494 |
+
| 452 | arrival - arrive - desk - departure - reception | 43 | 452_arrival_arrive_desk_departure |
|
| 495 |
+
| 453 | residue - bale - farmer - density - stitching | 43 | 453_residue_bale_farmer_density |
|
| 496 |
+
| 454 | pan - shaped - pacing - corner - matter | 43 | 454_pan_shaped_pacing_corner |
|
| 497 |
+
| 455 | connect - main - resulting - come - half | 43 | 455_connect_main_resulting_come |
|
| 498 |
+
| 456 | entry - preferred - pass - ticket - cash | 43 | 456_entry_preferred_pass_ticket |
|
| 499 |
+
| 457 | - - - - | 43 | 457____ |
|
| 500 |
+
| 458 | concept - carrier - evacuated - industrial - managing | 43 | 458_concept_carrier_evacuated_industrial |
|
| 501 |
+
| 459 | visible - - - - | 43 | 459_visible___ |
|
| 502 |
+
| 460 | elevator - conveys - trough - dump - rise | 43 | 460_elevator_conveys_trough_dump |
|
| 503 |
+
| 461 | cleanly - carbon - breaking - super - manhood | 43 | 461_cleanly_carbon_breaking_super |
|
| 504 |
+
| 462 | inspecting - cochon - sweet - showcase - entire | 42 | 462_inspecting_cochon_sweet_showcase |
|
| 505 |
+
| 463 | planned - encountered - unless - sundry - major | 42 | 463_planned_encountered_unless_sundry |
|
| 506 |
+
| 464 | integrate - integration - continued - captured - programming | 42 | 464_integrate_integration_continued_captured |
|
| 507 |
+
| 465 | pilot - crew - organizer - dressing - radio | 42 | 465_pilot_crew_organizer_dressing |
|
| 508 |
+
| 466 | brand - variant - net - wrap - country | 42 | 466_brand_variant_net_wrap |
|
| 509 |
+
| 467 | administrative - capital - planned - - | 42 | 467_administrative_capital_planned_ |
|
| 510 |
+
|
| 511 |
+
</details>
|
| 512 |
+
|
| 513 |
+
## Training hyperparameters
|
| 514 |
+
|
| 515 |
+
* calculate_probabilities: False
|
| 516 |
+
* language: None
|
| 517 |
+
* low_memory: False
|
| 518 |
+
* min_topic_size: 10
|
| 519 |
+
* n_gram_range: (1, 1)
|
| 520 |
+
* nr_topics: None
|
| 521 |
+
* seed_topic_list: None
|
| 522 |
+
* top_n_words: 10
|
| 523 |
+
* verbose: True
|
| 524 |
+
* zeroshot_min_similarity: 0.7
|
| 525 |
+
* zeroshot_topic_list: None
|
| 526 |
+
|
| 527 |
+
## Framework versions
|
| 528 |
+
|
| 529 |
+
* Numpy: 1.26.4
|
| 530 |
+
* HDBSCAN: 0.8.37
|
| 531 |
+
* UMAP: 0.5.6
|
| 532 |
+
* Pandas: 2.2.2
|
| 533 |
+
* Scikit-Learn: 1.1.0
|
| 534 |
+
* Sentence-transformers: 3.0.1
|
| 535 |
+
* Transformers: 4.42.3
|
| 536 |
+
* Numba: 0.58.1
|
| 537 |
+
* Plotly: 5.18.0
|
| 538 |
+
* Python: 3.10.13
|
config.json
ADDED
|
@@ -0,0 +1,16 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"calculate_probabilities": false,
|
| 3 |
+
"language": null,
|
| 4 |
+
"low_memory": false,
|
| 5 |
+
"min_topic_size": 10,
|
| 6 |
+
"n_gram_range": [
|
| 7 |
+
1,
|
| 8 |
+
1
|
| 9 |
+
],
|
| 10 |
+
"nr_topics": null,
|
| 11 |
+
"seed_topic_list": null,
|
| 12 |
+
"top_n_words": 10,
|
| 13 |
+
"verbose": true,
|
| 14 |
+
"zeroshot_min_similarity": 0.7,
|
| 15 |
+
"zeroshot_topic_list": null
|
| 16 |
+
}
|
ctfidf.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ae08ff0bdb4a6d549ae15a4a194cc211b750367e58107592312ba50a808e9060
|
| 3 |
+
size 210160
|
ctfidf_config.json
ADDED
|
@@ -0,0 +1,1847 @@
|
|
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|
|
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| 1574 |
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| 1576 |
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| 1582 |
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| 1583 |
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| 1584 |
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| 1585 |
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| 1586 |
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| 1587 |
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| 1588 |
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| 1595 |
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| 1596 |
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| 1597 |
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| 1600 |
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| 1601 |
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| 1602 |
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| 1605 |
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| 1606 |
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| 1607 |
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| 1608 |
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| 1609 |
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| 1610 |
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|
| 1611 |
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| 1612 |
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| 1613 |
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|
| 1614 |
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| 1615 |
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| 1616 |
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| 1617 |
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| 1618 |
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| 1619 |
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| 1620 |
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| 1621 |
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| 1622 |
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| 1623 |
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| 1624 |
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| 1625 |
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| 1626 |
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| 1627 |
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| 1628 |
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| 1630 |
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|
| 1631 |
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| 1632 |
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|
| 1633 |
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|
| 1634 |
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|
| 1635 |
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| 1636 |
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|
| 1637 |
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|
| 1638 |
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|
| 1639 |
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|
| 1640 |
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|
| 1641 |
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| 1642 |
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| 1643 |
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| 1644 |
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| 1645 |
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| 1646 |
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| 1647 |
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|
| 1648 |
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|
| 1649 |
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|
| 1650 |
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|
| 1651 |
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|
| 1652 |
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|
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| 1656 |
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|
| 1657 |
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| 1659 |
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| 1660 |
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| 1661 |
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|
| 1662 |
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|
| 1663 |
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|
| 1664 |
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| 1665 |
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|
| 1666 |
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| 1667 |
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|
| 1668 |
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|
| 1669 |
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|
| 1670 |
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|
| 1671 |
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| 1672 |
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|
| 1673 |
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|
| 1674 |
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|
| 1675 |
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|
| 1676 |
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|
| 1677 |
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|
| 1678 |
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|
| 1679 |
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| 1680 |
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| 1681 |
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|
| 1682 |
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|
| 1683 |
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| 1684 |
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|
| 1685 |
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|
| 1686 |
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|
| 1687 |
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|
| 1688 |
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|
| 1689 |
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|
| 1690 |
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|
| 1691 |
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|
| 1692 |
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|
| 1693 |
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|
| 1694 |
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|
| 1695 |
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|
| 1696 |
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|
| 1697 |
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|
| 1698 |
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|
| 1699 |
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|
| 1700 |
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|
| 1701 |
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|
| 1702 |
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|
| 1703 |
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|
| 1704 |
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|
| 1705 |
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|
| 1706 |
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|
| 1707 |
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|
| 1708 |
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|
| 1709 |
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|
| 1710 |
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|
| 1711 |
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|
| 1712 |
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|
| 1713 |
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|
| 1714 |
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|
| 1715 |
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|
| 1716 |
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|
| 1717 |
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|
| 1718 |
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|
| 1719 |
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|
| 1720 |
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|
| 1721 |
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|
| 1722 |
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|
| 1723 |
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|
| 1724 |
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|
| 1725 |
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|
| 1726 |
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|
| 1727 |
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|
| 1728 |
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|
| 1729 |
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|
| 1730 |
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|
| 1731 |
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|
| 1732 |
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|
| 1733 |
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|
| 1734 |
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|
| 1735 |
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|
| 1736 |
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|
| 1737 |
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|
| 1738 |
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|
| 1739 |
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|
| 1740 |
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|
| 1741 |
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|
| 1742 |
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|
| 1743 |
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|
| 1744 |
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|
| 1745 |
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|
| 1746 |
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|
| 1747 |
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|
| 1748 |
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|
| 1749 |
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|
| 1750 |
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|
| 1751 |
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|
| 1752 |
+
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|
| 1753 |
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|
| 1754 |
+
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|
| 1755 |
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|
| 1756 |
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|
| 1757 |
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|
| 1758 |
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|
| 1759 |
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|
| 1760 |
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|
| 1761 |
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|
| 1762 |
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|
| 1763 |
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|
| 1764 |
+
"toilet": 1657,
|
| 1765 |
+
"sit": 1480,
|
| 1766 |
+
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|
| 1767 |
+
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|
| 1768 |
+
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|
| 1769 |
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|
| 1770 |
+
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|
| 1771 |
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|
| 1772 |
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|
| 1773 |
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|
| 1774 |
+
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|
| 1775 |
+
"reckon": 1286,
|
| 1776 |
+
"margin": 972,
|
| 1777 |
+
"shortage": 1461,
|
| 1778 |
+
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|
| 1779 |
+
"boy": 200,
|
| 1780 |
+
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|
| 1781 |
+
"band": 149,
|
| 1782 |
+
"torch": 1664,
|
| 1783 |
+
"spirit": 1525,
|
| 1784 |
+
"vanity": 1740,
|
| 1785 |
+
"perstandard": 1150,
|
| 1786 |
+
"owner": 1099,
|
| 1787 |
+
"unless": 1722,
|
| 1788 |
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"suggestion": 1589,
|
| 1789 |
+
"demonstration": 471,
|
| 1790 |
+
"schelling": 1397,
|
| 1791 |
+
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|
| 1792 |
+
"interactive": 843,
|
| 1793 |
+
"earliest": 558,
|
| 1794 |
+
"asset": 112,
|
| 1795 |
+
"comfortable": 317,
|
| 1796 |
+
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|
| 1797 |
+
"bracket": 201,
|
| 1798 |
+
"fastened": 663,
|
| 1799 |
+
"organizing": 1082,
|
| 1800 |
+
"detector": 493,
|
| 1801 |
+
"mention": 990,
|
| 1802 |
+
"potato": 1193,
|
| 1803 |
+
"utilised": 1734,
|
| 1804 |
+
"rooftop": 1370,
|
| 1805 |
+
"happen": 751,
|
| 1806 |
+
"delivering": 468,
|
| 1807 |
+
"bound": 198,
|
| 1808 |
+
"repairing": 1329,
|
| 1809 |
+
"incorporated": 798,
|
| 1810 |
+
"week": 1780,
|
| 1811 |
+
"cash": 246,
|
| 1812 |
+
"shield": 1456,
|
| 1813 |
+
"harmful": 754,
|
| 1814 |
+
"protected": 1231,
|
| 1815 |
+
"showcase": 1462,
|
| 1816 |
+
"abroad": 5,
|
| 1817 |
+
"leveled": 920,
|
| 1818 |
+
"compose": 335,
|
| 1819 |
+
"second": 1414,
|
| 1820 |
+
"image": 784,
|
| 1821 |
+
"men": 989,
|
| 1822 |
+
"owing": 1098,
|
| 1823 |
+
"adjusted": 37,
|
| 1824 |
+
"adapt": 25,
|
| 1825 |
+
"consultation": 371,
|
| 1826 |
+
"seeing": 1419,
|
| 1827 |
+
"commitment": 323,
|
| 1828 |
+
"paid": 1104,
|
| 1829 |
+
"candle": 234,
|
| 1830 |
+
"lack": 889,
|
| 1831 |
+
"repaired": 1328,
|
| 1832 |
+
"operative": 1070,
|
| 1833 |
+
"formality": 695,
|
| 1834 |
+
"farmer": 660,
|
| 1835 |
+
"recovered": 1291,
|
| 1836 |
+
"dial": 499,
|
| 1837 |
+
"coordinating": 398,
|
| 1838 |
+
"sustainability": 1604,
|
| 1839 |
+
"recovery": 1292,
|
| 1840 |
+
"unused": 1726,
|
| 1841 |
+
"rodent": 1367,
|
| 1842 |
+
"andreport": 80,
|
| 1843 |
+
"simulate": 1474,
|
| 1844 |
+
"authorization": 132
|
| 1845 |
+
}
|
| 1846 |
+
}
|
| 1847 |
+
}
|
topic_embeddings.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:04e75f97741a93a4fb532d8021420ff8943294b327d1e8fffd6ae5e9cebb38d7
|
| 3 |
+
size 1921120
|
topics.json
ADDED
|
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|