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suthagar23

Embedding-30 march 2018-13.36pm

suthagar23
Mar 30th, 2018
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  1. Data : 35%
  2. Vocabs : 800000
  3. Steps : 150001
  4.  
  5. Embedding started : 13:28
  6. Embedding ended : 13.36
  7. -------------------------------------------------------------------------------------------------------------
  8.  
  9. WARNING:tensorflow:From /home/suthagar/PycharmProjects/wordembedding/tensorflow/tf-basic-1-improved3.py:157: calling reduce_sum (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.
  10. Instructions for updating:
  11. keep_dims is deprecated, use keepdims instead
  12. 2018-03-30 13:28:10.810902: I tensorflow/core/platform/cpu_feature_guard.cc:137] Your CPU supports instructions that this TensorFlow binary was not compiled to use: SSE4.1 SSE4.2 AVX AVX2 FMA
  13. 2018-03-30 13:28:10.945217: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:895] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero
  14. 2018-03-30 13:28:10.945660: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1105] Found device 0 with properties:
  15. name: GeForce GT 740M major: 3 minor: 5 memoryClockRate(GHz): 1.0325
  16. pciBusID: 0000:01:00.0
  17. totalMemory: 1.96GiB freeMemory: 1.29GiB
  18. 2018-03-30 13:28:10.945675: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1195] Creating TensorFlow device (/device:GPU:0) -> (device: 0, name: GeForce GT 740M, pci bus id: 0000:01:00.0, compute capability: 3.5)
  19. Initialized
  20. Average loss at step 0 : 298.12335205078125
  21. Nearest to market_N: Buena_N, J_N., thump_N, Kraft_N., Pursuit_N, Superfund_N, assimilation_N, Neurology_N.,
  22. Nearest to world_N: Baghdatis_N, Chopin_N, Wolf_N., RM_N, The_Lovely_Bones_TGRAM, beetroot_N, politick_V, horrify_V,
  23. Nearest to number_N: pretend_N, Patrick_N, Bryce_N, Delegates_N, segregationist_N, Superstar_N, diversion_N, cleanest_N,
  24. Nearest to day_N: alHakim_N, Hawaii_N, Faulk_N, entertainment_N, Munley_N, Migrant_N, endear_V, From_IN.,
  25. Nearest to even_R: stranger_N., Albion_N, Eskom_N, Maryhill_N, Engines_N, Quicken_N, Frolov_N, steamroll_V,
  26. Nearest to come_V: disadvantage_V, Rentrak_N, palliative_N, baloney_N, Bluebird_N, door_N, Seattlebased_V, Aqsa_N,
  27. Nearest to percent_N: Clive_A, Carlo_N., Mumbai_N., Spector_N., architect_N., smoking_N., fault_N, seasonbest_N,
  28. Nearest to may_MD: Nymex_N, briskly_N, Micheal_N, md_N, symbolism_N, sweepstakes_N., PRISTINA_N, vaccine_N,
  29. Nearest to month_N: Followup_N, Brierley_N, Corp_N., gamut_N, Rehman_N, regulate_V, parole_N, oddly_R,
  30. Nearest to A_DT: CN_Quote_Profile_TGRAM, summit_N., Sicily_R., telegraph_V, heel_N., salt_N., Preview_N, inquest_N.,
  31. Nearest to two_CD: violator_N, Stagecoach_N, Queens_Park_Rangers_TGRAM, UNbrokered_V, brush_N, overwrought_N, portability_N, Gerberding_V,
  32. Nearest to home_N: Prius_N., welllit_N, Finnigan_N, kit_N., Coakley_N, Barker_N, refinance_V., aggregate_principal_amount_TGRAM,
  33. Nearest to second_A: Mandarin_N., Kariya_N, accordance_with_GAAP_TGRAM, Mystics_N, Acquisition_N, Gelowicz_N, skipper_N, cochairman_N,
  34. Nearest to make_V: British_Heart_Foundation_TGRAM, bisexual_A, POW_N, carjack_V, Renato_N, hustings_N, Boonen_N, bypassing_N,
  35. Nearest to people_N: snowcovered_V, Throw_V, Brazile_IN, Vauxhall_N, natural_gas_pipeline_TGRAM, Mils_N, implode_N, Glaus_N,
  36. Nearest to well_R: Morley_N, Romania_N., Citroen_N, Documentum_N, Schmitz_N, waffle_V, attune_V, Trina_N,
  37. Nearest to say_V.: clad_N, constructor_N, Murray_N, Luisa_N, Vincent_N, Pars_N, Samuels_N, Phaneuf_N,
  38. Nearest to business_N: UEFA_N, deliberately_R., LZR_N, Toy_N, Ysbyty_N, illiterate_N, pricey_N, tide_N.,
  39. Nearest to three_CD: Bedford_N, slush_N, Gerberding_V, tourist_N., stag_V., Chagos_N, renaissance_N, plague_N,
  40. Nearest to also_R: Warera_N, Beyonce_N, Johnstone_N, McClaren_N., Viola_N, gag_V, Regent_N, Philo_N,
  41. Nearest to use_V: Maris_N, opener_N, sixgame_winning_streak_TGRAM, wall_N, Gall_N, researcher_N, Surveys_N, Murrayfield_N,
  42. Nearest to We_PRP: sixpart_N, Badminton_N, stimulant_N., cloak_N, Schieffer_N, survive_V., hopped_N, Sidibe_N,
  43. Nearest to year_N: subscribe_V, Attorneys_N, influx_N, DirectorGeneral_A, suffer_N., Davies_N, project_V., Producer_N,
  44. Nearest to help_N: AJC_N, fellow_N., Champions_N., Corluka_N, Radicals_N, whiskey_N., dune_N., racebased_V,
  45. Nearest to give_V: eyebrow_N., Leonsis_N, constipation_N, unseemly_R, simultaneously_R, zany_N, battery_N, Maloof_N,
  46. Nearest to case_N: Ms_N, frolic_N, lefthander_N, veterinarian_A., Ogilvy_N, mic_N, justifiable_A, kneelength_N,
  47. Nearest to set_N: ISNA_N, seasonhigh_N, pack_V., roundtheclock_N, AIRES_N, Cockburn_N, Herschel_N, CBOT_N,
  48. Nearest to next_A: skincare_N, Ali_Abdullah_Saleh_TGRAM, Dispatch_N, durability_N., underwrite_A, know_N., Mickey_N, Nepal_N,
  49. Nearest to still_R: prepayment_N, Brasil_N, GED_N, interested_A, Pali_N, immunisation_N, Kendal_N, boxy_N,
  50. Nearest to company_N: Bamiyan_N, Haider_N, Staines_N, President_Paul_Kagame_TGRAM, petition_N, rottweiler_N, toffee_N, toggle_N,
  51. Nearest to In_IN: President_Dmitry_Medvedev_TGRAM, industrialization_N, Programmes_N, conquest_N, Malawi_N., Sir_Allen_Stanford_TGRAM, become_N, probe_V,
  52. Nearest to government_N: rectangular_N, Lurie_N, weigh_N., McDonough_IN, depress_V., Remembrance_N, delusional_N, Europa_N,
  53. Average loss at step 2000 : 152.48263562965394
  54. Average loss at step 4000 : 81.99508959197998
  55. Average loss at step 6000 : 56.85630639743805
  56. Average loss at step 8000 : 42.57214950847626
  57. Average loss at step 10000 : 33.22297811865806
  58. Nearest to market_N: Buena_N, count_N, Citigroup_N, territory_N., agency_N, example_N, shout_N, NEW_YORK_Reuters_TGRAM,
  59. Nearest to world_N: January_N., Lanka_N, homer_N., regard_N, utility_N, battle_N, rainy_N, collaborative_N,
  60. Nearest to number_N: Patrick_N, message_N, downturn_N, nuclear_A, stand_N, diversion_N, Iraqi_N, Abdallah_N,
  61. Nearest to day_N: Hawaii_N, entertainment_N, alHakim_N, Sri_N, mean_N, plenty_N, wealthy_N, performance_N,
  62. Nearest to even_R: stranger_N., position_N, doubt_N, white_A, Albion_N, view_N., await_N, device_N.,
  63. Nearest to come_V: door_N, flu_N, flagship_N, contain_N, accessible_A, Having_V, fine_N, club_N,
  64. Nearest to percent_N: fault_N, Clive_A, add_V, clean_N, budget_N, earn_N, victim_N, requirement_N,
  65. Nearest to may_MD: deliver_N, The_DT, Internet_N, undermine_N, vaccine_N, Aflac_N, decide_V, recycle_V.,
  66. Nearest to month_N: parole_N, fade_V, correspondent_N, process_N, oddly_R, Corp_N., Senator_N, dense_N,
  67. Nearest to A_DT: summit_N., party_N., criminal_A, Kabul_N, sound_N, CN_Quote_Profile_TGRAM, mutation_N, say_V,
  68. Nearest to two_CD: India_N, later_R, Some_DT, obtain_V, arm_N, liberal_A, brush_N, borrower_N,
  69. Nearest to home_N: Barker_N, advertising_N, Prius_N., supermarket_N, Coakley_N, turnover_N, emphasize_V, wing_V,
  70. Nearest to second_A: corruption_N, group_N., Aged_V, San_N, fund_N., provide_N, national_A, year_N,
  71. Nearest to make_V: France_N, around_IN, spread_N, convict_V, notion_N, add_V., The_DT, Walk_N,
  72. Nearest to people_N: Saturday_N, Adam_N, speedy_N, starve_V, privacy_N, Brazile_IN, Cheney_N, hair_N,
  73. Nearest to well_R: delay_N, factor_N, Morley_N, draw_N, Carson_N, riot_N, Henderson_N, million_CD.,
  74. Nearest to say_V.: Murray_N, clad_N, say_V, Merseyside_N, plan_N, Vincent_N, Court_N., mph_N,
  75. Nearest to business_N: UEFA_N, critical_A, Victoria_N, seventh_N, seal_V, Never_R, family_N., gun_N,
  76. Nearest to three_CD: joint_N, Tour_N, dictator_N, parallel_N, obligation_N, globe_N, Justice_N, unable_A,
  77. Nearest to also_R: practice_N, prosecution_N, intend_V, Health_N, Asia_N., For_IN, hidden_N, Agency_N.,
  78. Nearest to use_V: wall_N, researcher_N, optimistic_A, The_DT, ship_V, whether_IN, opener_N, troubled_A,
  79. Nearest to We_PRP: BLOOMBERG_N, versus_N, signal_N, do_V, Harvard_N, mail_N, Consumer_Product_Safety_TGRAM, stretch_N,
  80. Nearest to year_N: Davies_N, vote_N, blog_N, influx_N, friend_N, fancy_N, color_N, rally_N.,
  81. Nearest to help_N: retail_A, bus_N, Go_V, fast_N, Benedict_N, election_N, attack_N, accuse_V,
  82. Nearest to give_V: look_N, battery_N, although_IN, primarily_R, involve_V., GM_N, change_N, American_A,
  83. Nearest to case_N: Ms_N, physical_A, lefthander_N, lane_N, justifiable_A, plant_N, Target_N, member_N,
  84. Nearest to set_N: time_N., seasonhigh_N, safe_A., Should_MD, ratio_N, p_N., tour_V, Series_N.,
  85. Nearest to next_A: Woods_N, battery_N, instead_R, attempt_V, parttime_N, July_N., year_N., know_N.,
  86. Nearest to still_R: interested_A, say_V, update_V, Within_IN, Alcohol_N, injection_N, Daily_A, nurse_N,
  87. Nearest to company_N: Wood_N, create_V, arrears_N, petition_N, Labour_N, expect_V., Just_R, theory_N,
  88. Nearest to In_IN: become_N, President_Dmitry_Medvedev_TGRAM, engagement_N, crazy_N, enjoy_V, sandwich_N, spoke_N, embrace_N,
  89. Nearest to government_N: chip_N, chancellor_N, Project_N, rectangular_N, google_N, eve_N, Austrian_A, Europa_N,
  90. Average loss at step 12000 : 26.51552446913719
  91. Average loss at step 14000 : 22.53032729434967
  92. Average loss at step 16000 : 18.710295639276506
  93. Average loss at step 18000 : 16.36685545039177
  94. Average loss at step 20000 : 14.37427760219574
  95. Nearest to market_N: Buena_N, count_N, upload_N, territory_N., bankruptcy_N., autumn_N., agency_N, adult_N.,
  96. Nearest to world_N: resort_V, Museum_N., Chopin_N, regard_N, homer_N., horrify_V, collaborative_N, Lanka_N,
  97. Nearest to number_N: Patrick_N, pretend_N, message_N, diversion_N, downturn_N, Abdallah_N, secretary_N., nuclear_A,
  98. Nearest to day_N: Migrant_N, alHakim_N, Hibbert_N, Hawaii_N, entertainment_N, Sri_N, downturn_N., wealthy_N,
  99. Nearest to even_R: stranger_N., device_N., position_N, view_N., payout_N, await_N, Albion_N, slat_V,
  100. Nearest to come_V: flagship_N, door_N, presence_N., accessible_A, perjury_N, four_CD, Downing_V, Having_V,
  101. Nearest to percent_N: fault_N, budget_N, Clive_A, add_V, Mumbai_N., earn_N, Clostridium_N, Pillay_N,
  102. Nearest to may_MD: recycle_V., Nymex_N, delay_V, Cupwinning_V, deliver_N, trans_N, undermine_N, Internet_N,
  103. Nearest to month_N: parole_N, correspondent_N, year_N, fade_V, Senator_N, process_N, two_CD, regulate_V,
  104. Nearest to A_DT: say_V, summit_N., party_N., criminal_A, inquest_N., The_DT, staff_N., US_N,
  105. Nearest to two_CD: four_CD, later_R, India_N, three_CD, reluctance_N, week_N, brush_N, obtain_V,
  106. Nearest to home_N: Prius_N., Barker_N, advertising_N, emphasize_V, Coakley_N, turnover_N, uncanny_A, supermarket_N,
  107. Nearest to second_A: year_N, group_N., corruption_N, fund_N., Colombian_A, Foo_N, Fiona_N, Aged_V,
  108. Nearest to make_V: Min_N, France_N, around_IN, say_V, The_DT, spread_N, convict_V, notion_N,
  109. Nearest to people_N: privacy_N, Saturday_N, speedy_N, starve_V, deflation_N, Cheney_N, dinner_N., Men_N,
  110. Nearest to well_R: Morley_N, Waikato_N, delay_N, Carson_N, factor_N, Between_N, squeeze_N, riot_N,
  111. Nearest to say_V.: say_V, clad_N, plan_N, Murray_N, also_R, The_DT, Court_N., Merseyside_N,
  112. Nearest to business_N: UEFA_N, Victoria_N, Never_R, critical_A, Carrie_N, Hemisphere_WRB, seal_V, renew_N,
  113. Nearest to three_CD: two_CD, unknown_N, week_N, time_N, Tour_N, tourist_N., dictator_N, obligation_N,
  114. Nearest to also_R: say_V, The_DT, Beyonce_N, practice_N, say_V., Vietnam_N., Tatis_N, prosecution_N,
  115. Nearest to use_V: researcher_N, wall_N, ship_V, optimistic_A, whether_IN, Tibetans_N, ranking_N, coffee_N.,
  116. Nearest to We_PRP: BLOOMBERG_N, do_V, stimulant_N., cloak_N, Nursing_N, Consumer_Product_Safety_TGRAM, Harvard_N, atbats_N,
  117. Nearest to year_N: vote_N, Davies_N, Attorneys_N, second_A, present_N, month_N, influx_N, blog_N,
  118. Nearest to help_N: Benedict_N, retail_A, fast_N, Go_V, election_N, salon_N, assure_V, title_N.,
  119. Nearest to give_V: battery_N, look_N, although_IN, The_DT, involve_V., American_A, eyebrow_N., vote_N,
  120. Nearest to case_N: Ms_N, lefthander_N, justifiable_A, lane_N, physical_A, Ogilvy_N, vault_V, incendiary_A,
  121. Nearest to set_N: seasonhigh_N, safe_A., time_N., say_V, Carlo_N, discretionary_A, ratio_N, ISNA_N,
  122. Nearest to next_A: battery_N, Woods_N, LIVE_V, parttime_N, Mickey_N, virtue_N., sequel_N, instead_R,
  123. Nearest to still_R: say_V, interested_A, indoor_N, update_V, Within_IN, Brasil_N, Alcohol_N, injection_N,
  124. Nearest to company_N: arrears_N, Wood_N, Lingus_N, expect_V., The_DT, petition_N, succession_N, iTunes_N,
  125. Nearest to In_IN: become_N, enjoy_V, engagement_N, crazy_N, President_Dmitry_Medvedev_TGRAM, one_CD, presumption_N, leap_N,
  126. Nearest to government_N: rectangular_N, Europa_N, chancellor_N, Project_N, rein_N, google_N, chip_N, contingency_N,
  127. Average loss at step 22000 : 12.86494489312172
  128. Average loss at step 24000 : 11.497509123325347
  129. Average loss at step 26000 : 10.559181275606155
  130. Average loss at step 28000 : 9.8063428606987
  131. Average loss at step 30000 : 9.197612519025803
  132. Nearest to market_N: Buena_N, upload_N, bankruptcy_N., Versace_N, adult_N., autumn_N., agency_N, reinvent_V,
  133. Nearest to world_N: Museum_N., homer_N., resort_V, horrify_V, rainy_N, regard_N, collaborative_N, calendar_N,
  134. Nearest to number_N: Patrick_N, pretend_N, diversion_N, message_N, Consequently_R, subsidy_N., secretary_N., Abdallah_N,
  135. Nearest to day_N: year_N, Migrant_N, Hibbert_N, alHakim_N, Hawaii_N, edition_N., gild_V, The_DT,
  136. Nearest to even_R: stranger_N., device_N., position_N, Albion_N, payout_N, view_N., slat_V, await_N,
  137. Nearest to come_V: menthol_N, flagship_N, go_V, The_DT, door_N, four_CD, Downing_V, accessible_A,
  138. Nearest to percent_N: budget_N, fault_N, Mumbai_N., Clostridium_N, Clive_A, add_V, earn_N, Records_N,
  139. Nearest to may_MD: The_DT, delay_V, Internet_N, go_V, Cupwinning_V, recycle_V., Russia_N., trawler_N,
  140. Nearest to month_N: year_N, two_CD, parole_N, correspondent_N, diabetes_N, day_N, time_N, Senator_N,
  141. Nearest to A_DT: The_DT, say_V, inquest_N., summit_N., criminal_A, party_N., US_N, staff_N.,
  142. Nearest to two_CD: four_CD, three_CD, The_DT, later_R, India_N, last_A, week_N, one_CD,
  143. Nearest to home_N: Prius_N., advertising_N, Langer_N, emphasize_V, turnover_N, Barker_N, supermarket_N, uncanny_A,
  144. Nearest to second_A: year_N, group_N., Fiona_N, last_A, Foo_N, corruption_N, Colombian_A, slump_V.,
  145. Nearest to make_V: I_PRP, get_V, The_DT, Min_N, say_V, It_PRP, But_CC, go_V,
  146. Nearest to people_N: privacy_N, speedy_N, one_CD, many_A, dinner_N., Saturday_N, starve_V, deflation_N,
  147. Nearest to well_R: He_PRP, The_DT, Waikato_N, Carson_N, delay_N, Morley_N, I_PRP, Between_N,
  148. Nearest to say_V.: say_V, The_DT, also_R, Murray_N, plan_N, clad_N, Merseyside_N, FairPoint_N,
  149. Nearest to business_N: UEFA_N, The_DT, critical_A, Victoria_N, Hemisphere_WRB, renew_N, Never_R, illiterate_N,
  150. Nearest to three_CD: two_CD, week_N, time_N, first_R, five_CD, year_N, San_Fernando_Valley_TGRAM, dictator_N,
  151. Nearest to also_R: The_DT, say_V, say_V., Beyonce_N, Vietnam_N., intend_V, I_PRP, But_CC,
  152. Nearest to use_V: wall_N, ship_V, researcher_N, optimistic_A, whether_IN, Tibetans_N, ranking_N, deterrent_N,
  153. Nearest to We_PRP: I_PRP, do_V, But_CC, atbats_N, cloak_N, BLOOMBERG_N, get_V, stimulant_N.,
  154. Nearest to year_N: month_N, week_N, one_CD, vote_N, second_A, three_CD, The_DT, day_N,
  155. Nearest to help_N: Benedict_N, retail_A, fast_N, would_MD, title_N., Malone_N, perceive_V, Go_V,
  156. Nearest to give_V: The_DT, look_N, although_IN, go_V, battery_N, say_V, fast_N, make_V,
  157. Nearest to case_N: Ms_N, incendiary_A, The_DT, justifiable_A, lefthander_N, Ogilvy_N, Target_N, vault_V,
  158. Nearest to set_N: seasonhigh_N, safe_A., say_V, time_N., discretionary_A, ISNA_N, get_V, Carlo_N,
  159. Nearest to next_A: last_A, LIVE_V, battery_N, one_CD, virtue_N., sequel_N, time_N, populist_N,
  160. Nearest to still_R: say_V, interested_A, indoor_N, Brasil_N, Interstate_N, update_V, Within_IN, Organisation_N,
  161. Nearest to company_N: Lingus_N, The_DT, arrears_N, succession_N, expect_V., make_V, Wood_N, create_V,
  162. Nearest to In_IN: The_DT, become_N, one_CD, enjoy_V, two_CD, President_Dmitry_Medvedev_TGRAM, engagement_N, mortgage_N,
  163. Nearest to government_N: rectangular_N, Europa_N, chancellor_N, McDonough_IN, rein_N, google_N, chip_N, contingency_N,
  164. Average loss at step 32000 : 8.663539959669112
  165. Average loss at step 34000 : 8.218173133611678
  166. Average loss at step 36000 : 7.820966625213623
  167. Average loss at step 38000 : 7.486512274980545
  168. Average loss at step 40000 : 7.20249037861824
  169. Nearest to market_N: Buena_N, Pursuit_N, upload_N, Versace_N, bankruptcy_N., autumn_N., agency_N, number_N,
  170. Nearest to world_N: Museum_N., resort_V, horrify_V, homer_N., Chopin_N, collaborative_N, rainy_N, utility_N,
  171. Nearest to number_N: Patrick_N, pretend_N, diversion_N, Consequently_R, Fortescue_N, convict_V., subsidy_N., message_N,
  172. Nearest to day_N: year_N, month_N, Migrant_N, Hibbert_N, alHakim_N, edition_N., gild_V, The_DT,
  173. Nearest to even_R: stranger_N., device_N., position_N, go_V, reach_V, payout_N, Albion_N, Organizations_N,
  174. Nearest to come_V: go_V, menthol_N, run_V, I_PRP, The_DT, flagship_N, four_CD, one_CD,
  175. Nearest to percent_N: budget_N, fault_N, Mumbai_N., Clostridium_N, Spector_N., level_N, add_V, per_IN,
  176. Nearest to may_MD: go_V, The_DT, delay_V, would_MD, Internet_N, Cupwinning_V, trans_N, could_MD,
  177. Nearest to month_N: year_N, day_N, Followup_N, two_CD, week_N, time_N, parole_N, diabetes_N,
  178. Nearest to A_DT: The_DT, criminal_A, say_V, inquest_N., AKP_N, US_N, one_CD, Warning_V,
  179. Nearest to two_CD: three_CD, four_CD, one_CD, later_R, The_DT, last_A, first_R, time_N,
  180. Nearest to home_N: Prius_N., one_CD, Langer_N, advertising_N, emphasize_V, tilt_N, turnover_N, supermarket_N,
  181. Nearest to second_A: year_N, first_R, last_A, Fiona_N, five_CD, Colombian_A, group_N., corruption_N,
  182. Nearest to make_V: get_V, The_DT, I_PRP, go_V, But_CC, say_V, It_PRP, give_V,
  183. Nearest to people_N: one_CD, I_PRP, many_A, privacy_N, least_A, speedy_N, broom_N, get_V,
  184. Nearest to well_R: The_DT, I_PRP, Waikato_N, He_PRP, delay_N, Carson_N, get_V, sludge_N,
  185. Nearest to say_V.: say_V, The_DT, also_R, Murray_N, FairPoint_N, told_N, plan_N, Merseyside_N,
  186. Nearest to business_N: UEFA_N, But_CC, Hemisphere_WRB, renew_N, The_DT, could_MD, critical_A, local_A,
  187. Nearest to three_CD: two_CD, first_R, five_CD, week_N, time_N, year_N, four_CD, another_DT,
  188. Nearest to also_R: The_DT, say_V, would_MD, But_CC, say_V., It_PRP, believe_V, Vietnam_N.,
  189. Nearest to use_V: wall_N, The_DT, ship_V, whether_IN, Tibetans_N, researcher_N, optimistic_A, Murrayfield_N,
  190. Nearest to We_PRP: I_PRP, But_CC, get_V, do_V, atbats_N, make_V, cloak_N, stimulant_N.,
  191. Nearest to year_N: month_N, week_N, day_N, time_N, one_CD, year_N., second_A, three_CD,
  192. Nearest to help_N: would_MD, retail_A, Benedict_N, return_N, fast_N, Corluka_N, perceive_V, give_V,
  193. Nearest to give_V: The_DT, go_V, make_V, say_V, look_N, one_CD, although_IN, battery_N,
  194. Nearest to case_N: The_DT, Ms_N, incendiary_A, justifiable_A, Target_N, vault_V, introductory_N, member_N,
  195. Nearest to set_N: safe_A., go_V, seasonhigh_N, time_N., ISNA_N, discretionary_A, get_V, say_V,
  196. Nearest to next_A: last_A, one_CD, LIVE_V, two_CD, virtue_N., battery_N, sequel_N, time_N,
  197. Nearest to still_R: say_V, interested_A, indoor_N, go_V, also_R, The_DT, Interstate_N, Organisation_N,
  198. Nearest to company_N: The_DT, Lingus_N, succession_N, arrears_N, create_V, would_MD, But_CC, Canary_A,
  199. Nearest to In_IN: The_DT, one_CD, become_N, But_CC, two_CD, It_PRP, President_Dmitry_Medvedev_TGRAM, enjoy_V,
  200. Nearest to government_N: rectangular_N, also_R, Europa_N, chancellor_N, insist_V, rein_N, McDonough_IN, But_CC,
  201. Average loss at step 42000 : 6.938708885669708
  202. Average loss at step 44000 : 6.779198033332825
  203. Average loss at step 46000 : 6.577905537366867
  204. Average loss at step 48000 : 6.535090884208679
  205. Average loss at step 50000 : 6.337079731464386
  206. Nearest to market_N: Buena_N, Pursuit_N, upload_N, Versace_N, number_N, autumn_N., agency_N, reinvent_V,
  207. Nearest to world_N: horrify_V, homer_N., resort_V, Museum_N., utility_N, rainy_N, collaborative_N, Chopin_N,
  208. Nearest to number_N: Patrick_N, diversion_N, pretend_N, Consequently_R, subsidy_N., Fortescue_N, Abdallah_N, convict_V.,
  209. Nearest to day_N: year_N, month_N, time_N, Migrant_N, year_N., week_N, Hibbert_N, present_N,
  210. Nearest to even_R: stranger_N., go_V, make_V, position_N, device_N., reach_V, Organizations_N, give_V,
  211. Nearest to come_V: go_V, The_DT, menthol_N, It_PRP, one_CD, run_V, I_PRP, But_CC,
  212. Nearest to percent_N: budget_N, rise_V, million_CD, per_IN, fault_N, add_V, Clostridium_N, Mumbai_N.,
  213. Nearest to may_MD: go_V, would_MD, could_MD, delay_V, also_R, make_V, Cupwinning_V, The_DT,
  214. Nearest to month_N: year_N, day_N, week_N, time_N, Followup_N, two_CD, year_N., diabetes_N,
  215. Nearest to A_DT: The_DT, say_V, But_CC, In_IN, criminal_A, one_CD, US_N, AKP_N,
  216. Nearest to two_CD: three_CD, four_CD, one_CD, later_R, first_R, last_A, five_CD, six_CD,
  217. Nearest to home_N: Prius_N., one_CD, Langer_N, advertising_N, tilt_N, emphasize_V, turnover_N, Barker_N,
  218. Nearest to second_A: first_R, year_N, last_A, two_CD, third_A, five_CD, fourth_A, week_N,
  219. Nearest to make_V: get_V, It_PRP, give_V, But_CC, The_DT, go_V, also_R, would_MD,
  220. Nearest to people_N: one_CD, I_PRP, least_A, many_A, privacy_N, speedy_N, get_V, broom_N,
  221. Nearest to well_R: The_DT, I_PRP, get_V, go_V, delay_N, Waikato_N, make_V, would_MD,
  222. Nearest to say_V.: say_V, The_DT, also_R, told_N, FairPoint_N, Murray_N, Merseyside_N, crown_V,
  223. Nearest to business_N: UEFA_N, But_CC, could_MD, Hemisphere_WRB, The_DT, renew_N, illiterate_N, critical_A,
  224. Nearest to three_CD: two_CD, first_R, five_CD, week_N, four_CD, time_N, year_N, one_CD,
  225. Nearest to also_R: say_V, The_DT, say_V., would_MD, But_CC, It_PRP, make_V, believe_V,
  226. Nearest to use_V: wall_N, whether_IN, The_DT, optimistic_A, Spansion_N, ship_V, Tibetans_N, Surveys_N,
  227. Nearest to We_PRP: I_PRP, But_CC, The_DT, get_V, He_PRP, make_V, do_V, atbats_N,
  228. Nearest to year_N: month_N, week_N, day_N, time_N, year_N., one_CD, second_A, three_CD,
  229. Nearest to help_N: would_MD, give_V, make_V, return_N, retail_A, Tirana_N, Benedict_N, title_N.,
  230. Nearest to give_V: make_V, go_V, say_V, The_DT, look_N, one_CD, although_IN, first_R,
  231. Nearest to case_N: Ms_N, incendiary_A, also_R, The_DT, Target_N, vault_V, justifiable_A, introductory_N,
  232. Nearest to set_N: go_V, safe_A., get_V, seasonhigh_N, time_N., discretionary_A, say_V, ISNA_N,
  233. Nearest to next_A: last_A, one_CD, two_CD, time_N, sequel_N, LIVE_V, virtue_N., battery_N,
  234. Nearest to still_R: say_V, go_V, also_R, The_DT, But_CC, many_A, indoor_N, They_PRP,
  235. Nearest to company_N: The_DT, succession_N, would_MD, new_A, arrears_N, create_V, billion_CD, But_CC,
  236. Nearest to In_IN: The_DT, But_CC, It_PRP, one_CD, become_N, two_CD, say_V, President_Dmitry_Medvedev_TGRAM,
  237. Nearest to government_N: also_R, Spansion_N, official_N, McDonough_IN, It_PRP, Europa_N, rectangular_N, But_CC,
  238. Average loss at step 52000 : 6.168420912504196
  239. Average loss at step 54000 : 6.088598400354385
  240. Average loss at step 56000 : 5.981529087543487
  241. Average loss at step 58000 : 6.004459984540939
  242. Average loss at step 60000 : 5.887668189525605
  243. Nearest to market_N: Buena_N, Pursuit_N, upload_N, number_N, Versace_N, bank_N, autumn_N., Kraft_N.,
  244. Nearest to world_N: horrify_V, Museum_N., still_R, homer_N., resort_V, respondent_N., Fini_N, utility_N,
  245. Nearest to number_N: diversion_N, Patrick_N, Consequently_R, pretend_N, one_CD, convict_V., subsidy_N., people_N,
  246. Nearest to day_N: year_N, month_N, time_N, week_N, year_N., two_CD, Migrant_N, selfimposed_V,
  247. Nearest to even_R: go_V, make_V, would_MD, give_V, stranger_N., position_N, reach_V, get_V,
  248. Nearest to come_V: go_V, one_CD, The_DT, menthol_N, But_CC, And_CC, It_PRP, get_V,
  249. Nearest to percent_N: rise_V, per_IN, budget_N, nearly_R, low_A, year_N, million_CD, add_V,
  250. Nearest to may_MD: go_V, would_MD, could_MD, also_R, delay_V, come_V, Cupwinning_V, make_V,
  251. Nearest to month_N: year_N, week_N, day_N, Followup_N, time_N, two_CD, year_N., diabetes_N,
  252. Nearest to A_DT: The_DT, But_CC, In_IN, It_PRP, criminal_A, say_V, newspaper_N, US_N,
  253. Nearest to two_CD: three_CD, four_CD, one_CD, later_R, five_CD, first_R, six_CD, last_A,
  254. Nearest to home_N: Prius_N., one_CD, Langer_N, advertising_N, tilt_N, refinance_V., turnover_N, emphasize_V,
  255. Nearest to second_A: first_R, year_N, two_CD, last_A, third_A, fourth_A, four_CD, five_CD,
  256. Nearest to make_V: get_V, give_V, go_V, It_PRP, But_CC, say_V, also_R, would_MD,
  257. Nearest to people_N: one_CD, least_A, many_A, I_PRP, get_V, broom_N, We_PRP, could_MD,
  258. Nearest to well_R: I_PRP, go_V, get_V, would_MD, keep_V, much_A, make_V, one_CD,
  259. Nearest to say_V.: say_V, The_DT, also_R, told_N, Murray_N, FairPoint_N, Merseyside_N, crown_V,
  260. Nearest to business_N: But_CC, UEFA_N, could_MD, Hemisphere_WRB, The_DT, illiterate_N, company_N, renew_N,
  261. Nearest to three_CD: two_CD, five_CD, first_R, four_CD, one_CD, week_N, time_N, year_N,
  262. Nearest to also_R: say_V, The_DT, would_MD, say_V., But_CC, believe_V, one_CD, government_N,
  263. Nearest to use_V: wall_N, optimistic_A, Spansion_N, whether_IN, Surveys_N, Tibetans_N, ship_V, plan_N,
  264. Nearest to We_PRP: I_PRP, But_CC, He_PRP, It_PRP, get_V, do_V, atbats_N, make_V,
  265. Nearest to year_N: month_N, week_N, day_N, year_N., time_N, one_CD, three_CD, two_CD,
  266. Nearest to help_N: would_MD, give_V, make_V, return_N, retail_A, watercolour_N, Tirana_N, fast_N,
  267. Nearest to give_V: make_V, go_V, The_DT, one_CD, although_IN, say_V, look_N, first_R,
  268. Nearest to case_N: The_DT, Ms_N, incendiary_A, also_R, vault_V, justifiable_A, Target_N, Flavia_N,
  269. Nearest to set_N: go_V, get_V, safe_A., discretionary_A, time_N., say_V, seasonhigh_N, ISNA_N,
  270. Nearest to next_A: last_A, one_CD, two_CD, time_N, LIVE_V, Eastlands_N, take_V, sixth_N.,
  271. Nearest to still_R: go_V, also_R, say_V, one_CD, many_A, But_CC, I_PRP, They_PRP,
  272. Nearest to company_N: The_DT, new_A, would_MD, succession_N, billion_CD, arrears_N, But_CC, create_V,
  273. Nearest to In_IN: The_DT, But_CC, It_PRP, A_DT, And_CC, one_CD, become_N, President_Dmitry_Medvedev_TGRAM,
  274. Nearest to government_N: also_R, Weissman_N, official_N, authority_N, state_N, But_CC, Spansion_N, would_MD,
  275. Average loss at step 62000 : 5.804196359395981
  276. Average loss at step 64000 : 5.851474873542785
  277. Average loss at step 66000 : 5.857125554323196
  278. Average loss at step 68000 : 5.7291900379657745
  279. Average loss at step 70000 : 5.681600233078003
  280. Nearest to market_N: Buena_N, bank_N, upload_N, Versace_N, company_N, number_N, autumn_N., Pursuit_N,
  281. Nearest to world_N: one_CD, still_R, country_N, horrify_V, respondent_N., Fini_N, battle_N, resort_V,
  282. Nearest to number_N: Patrick_N, diversion_N, Consequently_R, pretend_N, people_N, one_CD, subsidy_N., convict_V.,
  283. Nearest to day_N: year_N, month_N, time_N, week_N, year_N., two_CD, three_CD, selfimposed_V,
  284. Nearest to even_R: make_V, go_V, would_MD, get_V, give_V, position_N, stranger_N., reach_V,
  285. Nearest to come_V: go_V, one_CD, get_V, But_CC, menthol_N, And_CC, The_DT, run_V,
  286. Nearest to percent_N: rise_V, per_IN, budget_N, nearly_R, million_CD, low_A, level_N, three_CD,
  287. Nearest to may_MD: would_MD, could_MD, go_V, also_R, come_V, delay_V, one_CD, But_CC,
  288. Nearest to month_N: year_N, week_N, day_N, time_N, Followup_N, year_N., two_CD, week_N.,
  289. Nearest to A_DT: The_DT, But_CC, In_IN, It_PRP, newspaper_N, one_CD, After_IN, criminal_A,
  290. Nearest to two_CD: three_CD, four_CD, one_CD, five_CD, six_CD, later_R, last_A, first_R,
  291. Nearest to home_N: Prius_N., one_CD, Langer_N, two_CD, three_CD, turnover_N, advertising_N, refinance_V.,
  292. Nearest to second_A: first_R, two_CD, third_A, fourth_A, last_A, one_CD, year_N, four_CD,
  293. Nearest to make_V: get_V, give_V, go_V, also_R, But_CC, say_V, even_R, It_PRP,
  294. Nearest to people_N: one_CD, least_A, many_A, I_PRP, broom_N, We_PRP, also_R, speedy_N,
  295. Nearest to well_R: go_V, get_V, much_A, one_CD, would_MD, make_V, keep_V, I_PRP,
  296. Nearest to say_V.: say_V, The_DT, also_R, told_N, FairPoint_N, Murray_N, crown_V, Merseyside_N,
  297. Nearest to business_N: But_CC, company_N, UEFA_N, Hemisphere_WRB, The_DT, could_MD, illiterate_N, renew_N,
  298. Nearest to three_CD: two_CD, five_CD, four_CD, one_CD, first_R, year_N, time_N, last_A,
  299. Nearest to also_R: The_DT, say_V, would_MD, say_V., But_CC, believe_V, one_CD, still_R,
  300. Nearest to use_V: wall_N, optimistic_A, new_A, Spansion_N, Surveys_N, whether_IN, come_V, Tibetans_N,
  301. Nearest to We_PRP: I_PRP, But_CC, He_PRP, It_PRP, get_V, And_CC, She_PRP, do_V,
  302. Nearest to year_N: month_N, week_N, day_N, year_N., time_N, three_CD, one_CD, two_CD,
  303. Nearest to help_N: would_MD, give_V, make_V, return_N, could_MD, go_V, retail_A, watercolour_N,
  304. Nearest to give_V: make_V, go_V, one_CD, get_V, say_V, although_IN, The_DT, first_R,
  305. Nearest to case_N: also_R, incendiary_A, Ms_N, The_DT, justifiable_A, vault_V, Target_N, broom_N,
  306. Nearest to set_N: go_V, get_V, safe_A., one_CD, time_N., discretionary_A, say_V, day_N,
  307. Nearest to next_A: last_A, one_CD, two_CD, time_N, LIVE_V, Eastlands_N, first_R, sixth_N.,
  308. Nearest to still_R: also_R, go_V, one_CD, many_A, But_CC, They_PRP, I_PRP, could_MD,
  309. Nearest to company_N: The_DT, new_A, business_N, create_V, But_CC, billion_CD, arrears_N, would_MD,
  310. Nearest to In_IN: But_CC, The_DT, It_PRP, A_DT, And_CC, This_DT, one_CD, become_N,
  311. Nearest to government_N: also_R, official_N, state_N, Weissman_N, authority_N, would_MD, law_N, But_CC,
  312. Average loss at step 72000 : 5.613345314979553
  313. Average loss at step 74000 : 5.601964208602905
  314. Average loss at step 76000 : 5.587357825517654
  315. Average loss at step 78000 : 5.517146497726441
  316. Average loss at step 80000 : 5.500096616983414
  317. Nearest to market_N: company_N, bank_N, Buena_N, upload_N, Versace_N, economy_N, Kraft_N., autumn_N.,
  318. Nearest to world_N: country_N, one_CD, still_R, horrify_V, respondent_N., market_N, Fini_N, battle_N,
  319. Nearest to number_N: one_CD, Patrick_N, diversion_N, subsidy_N., Consequently_R, The_DT, convict_V., also_R,
  320. Nearest to day_N: year_N, month_N, time_N, week_N, one_CD, year_N., two_CD, three_CD,
  321. Nearest to even_R: go_V, make_V, get_V, would_MD, still_R, one_CD, position_N, well_R,
  322. Nearest to come_V: go_V, one_CD, get_V, run_V, And_CC, make_V, But_CC, take_V,
  323. Nearest to percent_N: rise_V, per_IN, million_CD, nearly_R, budget_N, level_N, cent_N, sale_N,
  324. Nearest to may_MD: could_MD, would_MD, go_V, also_R, come_V, one_CD, many_A, need_N,
  325. Nearest to month_N: year_N, week_N, day_N, time_N, year_N., Followup_N, two_CD, since_IN,
  326. Nearest to A_DT: The_DT, But_CC, In_IN, It_PRP, After_IN, newspaper_N, criminal_A, This_DT,
  327. Nearest to two_CD: three_CD, four_CD, one_CD, five_CD, six_CD, last_A, later_R, first_R,
  328. Nearest to home_N: one_CD, Prius_N., Langer_N, two_CD, back_R, three_CD, turnover_N, emphasize_V,
  329. Nearest to second_A: first_R, third_A, fourth_A, two_CD, one_CD, last_A, four_CD, five_CD,
  330. Nearest to make_V: get_V, give_V, go_V, one_CD, see_V, even_R, say_V, come_V,
  331. Nearest to people_N: one_CD, least_A, many_A, I_PRP, broom_N, child_N, They_PRP, woman_N,
  332. Nearest to well_R: get_V, go_V, one_CD, much_A, keep_V, make_V, could_MD, see_V,
  333. Nearest to say_V.: say_V, also_R, The_DT, told_N, FairPoint_N, crown_V, write_V, go_V,
  334. Nearest to business_N: company_N, But_CC, UEFA_N, Hemisphere_WRB, could_MD, Never_R, cost_N, illiterate_N,
  335. Nearest to three_CD: two_CD, five_CD, four_CD, one_CD, first_R, six_CD, last_A, seven_CD,
  336. Nearest to also_R: The_DT, say_V, But_CC, believe_V, would_MD, say_V., still_R, one_CD,
  337. Nearest to use_V: wall_N, Spansion_N, The_DT, Surveys_N, new_A, optimistic_A, Tibetans_N, work_V,
  338. Nearest to We_PRP: I_PRP, But_CC, He_PRP, It_PRP, And_CC, They_PRP, She_PRP, get_V,
  339. Nearest to year_N: month_N, week_N, day_N, year_N., time_N, one_CD, three_CD, month_N.,
  340. Nearest to help_N: would_MD, give_V, make_V, return_N, could_MD, go_V, watercolour_N, business_N,
  341. Nearest to give_V: make_V, go_V, get_V, one_CD, say_V, take_V, The_DT, come_V,
  342. Nearest to case_N: also_R, Ms_N, The_DT, vault_V, incendiary_A, one_CD, justifiable_A, broom_N,
  343. Nearest to set_N: go_V, one_CD, discretionary_A, get_V, time_N., day_N, safe_A., properly_R.,
  344. Nearest to next_A: last_A, one_CD, two_CD, first_R, time_N, Eastlands_N, come_V, end_N,
  345. Nearest to still_R: go_V, also_R, one_CD, many_A, could_MD, They_PRP, would_MD, even_R,
  346. Nearest to company_N: The_DT, new_A, business_N, market_N, But_CC, create_V, billion_CD, bank_N,
  347. Nearest to In_IN: But_CC, The_DT, A_DT, And_CC, It_PRP, This_DT, become_N, one_CD,
  348. Nearest to government_N: official_N, also_R, state_N, authority_N, Weissman_N, would_MD, law_N, insist_V,
  349. Average loss at step 82000 : 5.4728583812713625
  350. Average loss at step 84000 : 5.46948286485672
  351. Average loss at step 86000 : 5.4397863965034485
  352. Average loss at step 88000 : 5.40867139339447
  353. Average loss at step 90000 : 5.390931648015976
  354. Nearest to market_N: company_N, bank_N, economy_N, Buena_N, upload_N, Kraft_N., Versace_N, autumn_N.,
  355. Nearest to world_N: country_N, one_CD, still_R, market_N, grace_V, Wheeldon_V, well_R, Ariza_N,
  356. Nearest to number_N: Patrick_N, one_CD, subsidy_N., also_R, people_N, Consequently_R, convict_V., many_A,
  357. Nearest to day_N: year_N, month_N, time_N, week_N, year_N., go_V, one_CD, three_CD,
  358. Nearest to even_R: make_V, go_V, get_V, still_R, well_R, position_N, would_MD, one_CD,
  359. Nearest to come_V: go_V, get_V, one_CD, take_V, But_CC, And_CC, begin_V, run_V,
  360. Nearest to percent_N: per_IN, rise_V, nearly_R, million_CD, sale_N, low_A, cent_N, budget_N,
  361. Nearest to may_MD: could_MD, would_MD, go_V, also_R, many_A, come_V, need_N, one_CD,
  362. Nearest to month_N: year_N, week_N, day_N, time_N, year_N., Followup_N, two_CD, week_N.,
  363. Nearest to A_DT: The_DT, But_CC, In_IN, It_PRP, After_IN, This_DT, newspaper_N, He_PRP,
  364. Nearest to two_CD: three_CD, four_CD, one_CD, five_CD, six_CD, later_R, last_A, seven_CD,
  365. Nearest to home_N: one_CD, Prius_N., Langer_N, back_R, go_V, two_CD, three_CD, turnover_N,
  366. Nearest to second_A: first_R, third_A, fourth_A, one_CD, two_CD, last_A, four_CD, five_CD,
  367. Nearest to make_V: get_V, give_V, go_V, even_R, take_V, also_R, say_V, come_V,
  368. Nearest to people_N: one_CD, least_A, many_A, I_PRP, child_N, woman_N, broom_N, still_R,
  369. Nearest to well_R: go_V, get_V, much_A, one_CD, keep_V, come_V, see_V, could_MD,
  370. Nearest to say_V.: say_V, also_R, told_N, The_DT, FairPoint_N, crown_V, stop_V, Hellman_N,
  371. Nearest to business_N: company_N, Hemisphere_WRB, cost_N, But_CC, could_MD, UEFA_N, country_N, illiterate_N,
  372. Nearest to three_CD: two_CD, four_CD, five_CD, one_CD, six_CD, last_A, first_R, seven_CD,
  373. Nearest to also_R: say_V, The_DT, say_V., would_MD, still_R, believe_V, could_MD, plan_N,
  374. Nearest to use_V: new_A, wall_N, Spansion_N, Surveys_N, give_V, work_V, optimistic_A, The_DT,
  375. Nearest to We_PRP: I_PRP, But_CC, He_PRP, It_PRP, And_CC, She_PRP, They_PRP, If_IN,
  376. Nearest to year_N: month_N, week_N, day_N, year_N., time_N, decade_N, one_CD, three_CD,
  377. Nearest to help_N: give_V, would_MD, make_V, could_MD, return_N, go_V, even_R, business_N,
  378. Nearest to give_V: make_V, go_V, get_V, one_CD, take_V, say_V, come_V, The_DT,
  379. Nearest to case_N: Ms_N, also_R, The_DT, vault_V, incendiary_A, broom_N, one_CD, justifiable_A,
  380. Nearest to set_N: go_V, day_N, discretionary_A, one_CD, get_V, time_N., add_V, new_A,
  381. Nearest to next_A: last_A, one_CD, two_CD, first_R, end_N, come_V, Eastlands_N, spent_N,
  382. Nearest to still_R: go_V, also_R, many_A, one_CD, could_MD, But_CC, get_V, They_PRP,
  383. Nearest to company_N: The_DT, new_A, business_N, market_N, bank_N, But_CC, MMC_N, create_V,
  384. Nearest to In_IN: But_CC, The_DT, A_DT, And_CC, It_PRP, This_DT, After_IN, If_IN,
  385. Nearest to government_N: official_N, also_R, state_N, authority_N, would_MD, Weissman_N, plan_N, law_N,
  386. Average loss at step 92000 : 5.3468754448890685
  387. Average loss at step 94000 : 5.35953634929657
  388. Average loss at step 96000 : 5.340111303329468
  389. Average loss at step 98000 : 5.319030571460724
  390. Average loss at step 100000 : 5.284455368995666
  391. Nearest to market_N: company_N, bank_N, economy_N, upload_N, Buena_N, Kraft_N., Versace_N, autumn_N.,
  392. Nearest to world_N: country_N, one_CD, well_R, Wheeldon_V, still_R, grace_V, market_N, battle_N,
  393. Nearest to number_N: one_CD, many_A, subsidy_N., Patrick_N, people_N, convict_V., even_R, Consequently_R,
  394. Nearest to day_N: year_N, month_N, time_N, week_N, hour_N, year_N., decade_N, come_V,
  395. Nearest to even_R: make_V, go_V, get_V, well_R, still_R, could_MD, would_MD, many_A,
  396. Nearest to come_V: go_V, get_V, one_CD, take_V, see_V, But_CC, run_V, give_V,
  397. Nearest to percent_N: per_IN, rise_V, nearly_R, cent_N, million_CD, percent_N., low_A, sale_N,
  398. Nearest to may_MD: could_MD, would_MD, also_R, go_V, many_A, might_MD, well_R, likely_A,
  399. Nearest to month_N: year_N, week_N, day_N, time_N, year_N., week_N., since_IN, Followup_N,
  400. Nearest to A_DT: The_DT, But_CC, In_IN, It_PRP, After_IN, This_DT, newspaper_N, Reuters_N,
  401. Nearest to two_CD: three_CD, four_CD, one_CD, five_CD, six_CD, last_A, later_R, seven_CD,
  402. Nearest to home_N: one_CD, Prius_N., back_R, Langer_N, two_CD, go_V, three_CD, foot_N,
  403. Nearest to second_A: first_R, third_A, fourth_A, two_CD, one_CD, last_A, three_CD, four_CD,
  404. Nearest to make_V: give_V, get_V, go_V, even_R, come_V, put_N, take_V, well_R,
  405. Nearest to people_N: least_A, one_CD, many_A, child_N, I_PRP, woman_N, We_PRP, They_PRP,
  406. Nearest to well_R: go_V, get_V, much_A, one_CD, keep_V, come_V, big_A, I_PRP,
  407. Nearest to say_V.: say_V, also_R, The_DT, told_N, FairPoint_N, go_V, know_V, crown_V,
  408. Nearest to business_N: company_N, country_N, cost_N, Hemisphere_WRB, UEFA_N, local_A, private_A, public_N,
  409. Nearest to three_CD: two_CD, four_CD, five_CD, one_CD, six_CD, first_R, seven_CD, last_A,
  410. Nearest to also_R: say_V, The_DT, would_MD, say_V., believe_V, still_R, government_N, could_MD,
  411. Nearest to use_V: new_A, wall_N, use_N, Spansion_N, The_DT, Surveys_N, work_V, give_V,
  412. Nearest to We_PRP: I_PRP, But_CC, He_PRP, It_PRP, And_CC, They_PRP, If_IN, She_PRP,
  413. Nearest to year_N: month_N, week_N, day_N, year_N., time_N, month_N., decade_N, three_CD,
  414. Nearest to help_N: give_V, would_MD, could_MD, even_R, go_V, make_V, return_N, get_V,
  415. Nearest to give_V: make_V, get_V, go_V, take_V, say_V, come_V, one_CD, put_N,
  416. Nearest to case_N: also_R, The_DT, Ms_N, one_CD, vault_V, broom_N, incendiary_A, Exeter_N.,
  417. Nearest to set_N: go_V, day_N, get_V, new_A, discretionary_A, one_CD, time_N., plan_N,
  418. Nearest to next_A: last_A, two_CD, first_R, one_CD, end_N, come_V, Eastlands_N, time_N,
  419. Nearest to still_R: go_V, many_A, also_R, one_CD, could_MD, even_R, get_V, way_N,
  420. Nearest to company_N: business_N, market_N, The_DT, new_A, bank_N, MMC_N, But_CC, billion_CD,
  421. Nearest to In_IN: But_CC, This_DT, It_PRP, A_DT, And_CC, The_DT, After_IN, If_IN,
  422. Nearest to government_N: official_N, also_R, state_N, authority_N, would_MD, plan_N, military_A, law_N,
  423. Average loss at step 102000 : 5.293156410217285
  424. Average loss at step 104000 : 5.271749276161194
  425. Average loss at step 106000 : 5.2593173387050625
  426. Average loss at step 108000 : 5.228900226831436
  427. Average loss at step 110000 : 5.24549310874939
  428. Nearest to market_N: company_N, bank_N, economy_N, upload_N, Buena_N, Kraft_N., stock_N, Versace_N,
  429. Nearest to world_N: country_N, one_CD, well_R, Wheeldon_V, still_R, market_N, ANYTHING_N, Fini_N,
  430. Nearest to number_N: many_A, one_CD, subsidy_N., convict_V., people_N, even_R, Patrick_N, also_R,
  431. Nearest to day_N: month_N, year_N, week_N, time_N, hour_N, year_N., decade_N, go_V,
  432. Nearest to even_R: well_R, go_V, still_R, make_V, get_V, one_CD, would_MD, could_MD,
  433. Nearest to come_V: go_V, get_V, take_V, one_CD, see_V, make_V, give_V, But_CC,
  434. Nearest to percent_N: rise_V, per_IN, cent_N, nearly_R, sale_N, percent_N., million_CD, level_N,
  435. Nearest to may_MD: could_MD, would_MD, also_R, might_MD, likely_A, well_R, go_V, many_A,
  436. Nearest to month_N: year_N, week_N, day_N, year_N., time_N, week_N., since_IN, Followup_N,
  437. Nearest to A_DT: The_DT, But_CC, In_IN, It_PRP, After_IN, This_DT, newspaper_N, One_CD,
  438. Nearest to two_CD: three_CD, four_CD, five_CD, one_CD, six_CD, later_R, seven_CD, last_A,
  439. Nearest to home_N: one_CD, Prius_N., Langer_N, back_R, go_V, three_CD, female_N, foot_N,
  440. Nearest to second_A: first_R, third_A, fourth_A, one_CD, two_CD, last_A, three_CD, four_CD,
  441. Nearest to make_V: give_V, get_V, come_V, go_V, even_R, take_V, put_N, well_R,
  442. Nearest to people_N: least_A, one_CD, many_A, child_N, I_PRP, woman_N, We_PRP, still_R,
  443. Nearest to well_R: go_V, much_A, get_V, one_CD, keep_V, even_R, come_V, also_R,
  444. Nearest to say_V.: say_V, also_R, The_DT, told_N, FairPoint_N, year_N., call_V, Hellman_N,
  445. Nearest to business_N: company_N, cost_N, country_N, Hemisphere_WRB, private_A, critical_A, local_A, UEFA_N,
  446. Nearest to three_CD: two_CD, four_CD, five_CD, one_CD, six_CD, seven_CD, first_R, last_A,
  447. Nearest to also_R: The_DT, say_V, still_R, would_MD, Mr_N, may_MD, believe_V, say_V.,
  448. Nearest to use_V: new_A, wall_N, use_N, Spansion_N, include_V, Surveys_N, The_DT, give_V,
  449. Nearest to We_PRP: I_PRP, But_CC, He_PRP, It_PRP, And_CC, If_IN, They_PRP, She_PRP,
  450. Nearest to year_N: month_N, week_N, day_N, year_N., time_N, decade_N, month_N., three_CD,
  451. Nearest to help_N: give_V, would_MD, could_MD, even_R, well_R, go_V, get_V, make_V,
  452. Nearest to give_V: make_V, get_V, go_V, take_V, come_V, one_CD, put_N, say_V,
  453. Nearest to case_N: also_R, one_CD, Exeter_N., The_DT, broom_N, Ms_N, incendiary_A, vault_V,
  454. Nearest to set_N: go_V, day_N, one_CD, get_V, ratio_N, discretionary_A, take_V, new_A,
  455. Nearest to next_A: last_A, end_N, come_V, first_R, two_CD, recent_A, past_N, one_CD,
  456. Nearest to still_R: go_V, many_A, also_R, one_CD, even_R, get_V, see_V, But_CC,
  457. Nearest to company_N: business_N, The_DT, new_A, market_N, bank_N, firm_N, also_R, MMC_N,
  458. Nearest to In_IN: But_CC, This_DT, And_CC, It_PRP, A_DT, The_DT, After_IN, As_IN,
  459. Nearest to government_N: official_N, also_R, state_N, authority_N, would_MD, plan_N, law_N, insist_V,
  460. Average loss at step 112000 : 5.21331752038002
  461. Average loss at step 114000 : 5.208485181093216
  462. Average loss at step 116000 : 5.210361659288407
  463. Average loss at step 118000 : 5.180160932302475
  464. Average loss at step 120000 : 5.179841056108475
  465. Nearest to market_N: company_N, bank_N, economy_N, upload_N, stock_N, Buena_N, market_N., Kraft_N.,
  466. Nearest to world_N: country_N, one_CD, market_N, big_A, Wheeldon_V, well_R, ANYTHING_N, Ariza_N,
  467. Nearest to number_N: many_A, one_CD, subsidy_N., convict_V., even_R, also_R, well_R, Consequently_R,
  468. Nearest to day_N: month_N, week_N, year_N, time_N, hour_N, decade_N, year_N., go_V,
  469. Nearest to even_R: well_R, still_R, go_V, make_V, much_A, get_V, many_A, one_CD,
  470. Nearest to come_V: go_V, get_V, see_V, take_V, one_CD, give_V, begin_V, make_V,
  471. Nearest to percent_N: per_IN, rise_V, cent_N, nearly_R, percent_N., million_CD, sale_N, rate_N,
  472. Nearest to may_MD: could_MD, would_MD, also_R, might_MD, well_R, many_A, need_N, likely_A,
  473. Nearest to month_N: year_N, week_N, day_N, year_N., time_N, week_N., since_IN, month_N.,
  474. Nearest to A_DT: The_DT, But_CC, In_IN, It_PRP, This_DT, And_CC, After_IN, One_CD,
  475. Nearest to two_CD: three_CD, four_CD, five_CD, one_CD, six_CD, seven_CD, later_R, eight_CD,
  476. Nearest to home_N: back_R, one_CD, Langer_N, Prius_N., go_V, another_DT, foot_N, away_R,
  477. Nearest to second_A: first_R, third_A, fourth_A, one_CD, final_A, four_CD, last_A, two_CD,
  478. Nearest to make_V: give_V, get_V, come_V, even_R, go_V, take_V, put_N, see_V,
  479. Nearest to people_N: least_A, many_A, child_N, one_CD, woman_N, I_PRP, We_PRP, still_R,
  480. Nearest to well_R: go_V, much_A, get_V, keep_V, one_CD, even_R, work_N, come_V,
  481. Nearest to say_V.: say_V, told_N, also_R, The_DT, year_N., call_V, FairPoint_N, report_V.,
  482. Nearest to business_N: company_N, cost_N, country_N, Hemisphere_WRB, sale_N, private_A, local_A, public_N,
  483. Nearest to three_CD: two_CD, four_CD, five_CD, six_CD, one_CD, seven_CD, another_DT, first_R,
  484. Nearest to also_R: say_V, still_R, The_DT, would_MD, may_MD, Mr_N, could_MD, well_R,
  485. Nearest to use_V: use_N, new_A, wall_N, Spansion_N, include_V, The_DT, well_R, Surveys_N,
  486. Nearest to We_PRP: I_PRP, But_CC, He_PRP, It_PRP, And_CC, They_PRP, If_IN, She_PRP,
  487. Nearest to year_N: month_N, week_N, day_N, year_N., time_N, month_N., decade_N, week_N.,
  488. Nearest to help_N: give_V, would_MD, could_MD, well_R, even_R, get_V, return_N, go_V,
  489. Nearest to give_V: make_V, get_V, go_V, take_V, come_V, put_N, say_V, help_N,
  490. Nearest to case_N: one_CD, Exeter_N., also_R, broom_N, Ms_N, Ware_N, The_DT, Western_Conference_playoff_TGRAM,
  491. Nearest to set_N: go_V, day_N, give_V, take_V, make_V, get_V, one_CD, new_A,
  492. Nearest to next_A: last_A, end_N, come_V, first_R, past_N, recent_A, two_CD, Eastlands_N,
  493. Nearest to still_R: many_A, also_R, go_V, even_R, one_CD, get_V, see_V, could_MD,
  494. Nearest to company_N: business_N, The_DT, bank_N, market_N, new_A, firm_N, billion_CD, also_R,
  495. Nearest to In_IN: But_CC, And_CC, This_DT, It_PRP, The_DT, A_DT, If_IN, That_DT,
  496. Nearest to government_N: official_N, state_N, would_MD, also_R, authority_N, plan_N, law_N, military_A,
  497. Average loss at step 122000 : 5.174109099388122
  498. Average loss at step 124000 : 5.162124454975128
  499. Average loss at step 126000 : 5.161890996932984
  500. Average loss at step 128000 : 5.164793242931366
  501. Average loss at step 130000 : 5.161840965986252
  502. Nearest to market_N: company_N, economy_N, bank_N, stock_N, Buena_N, upload_N, market_N., autumn_N.,
  503. Nearest to world_N: country_N, one_CD, well_R, market_N, Wheeldon_V, country_N., big_A, grace_V,
  504. Nearest to number_N: many_A, one_CD, also_R, subsidy_N., well_R, The_DT, even_R, convict_V.,
  505. Nearest to day_N: month_N, week_N, year_N, time_N, hour_N, year_N., decade_N, night_N,
  506. Nearest to even_R: still_R, well_R, would_MD, go_V, make_V, many_A, much_A, get_V,
  507. Nearest to come_V: go_V, get_V, see_V, one_CD, take_V, give_V, follow_V, well_R,
  508. Nearest to percent_N: rise_V, percent_N., per_IN, million_CD, cent_N, nearly_R, sale_N, rate_N,
  509. Nearest to may_MD: could_MD, would_MD, also_R, might_MD, well_R, many_A, need_N, still_R,
  510. Nearest to month_N: year_N, week_N, day_N, year_N., time_N, week_N., month_N., since_IN,
  511. Nearest to A_DT: The_DT, But_CC, In_IN, It_PRP, And_CC, This_DT, After_IN, One_CD,
  512. Nearest to two_CD: three_CD, four_CD, five_CD, one_CD, six_CD, seven_CD, later_R, several_A,
  513. Nearest to home_N: back_R, one_CD, Langer_N, go_V, Prius_N., another_DT, house_N, away_R,
  514. Nearest to second_A: first_R, third_A, fourth_A, one_CD, two_CD, final_A, four_CD, last_A,
  515. Nearest to make_V: give_V, get_V, even_R, come_V, go_V, find_V, see_V, put_N,
  516. Nearest to people_N: least_A, many_A, child_N, one_CD, I_PRP, woman_N, We_PRP, family_N,
  517. Nearest to well_R: one_CD, much_A, go_V, get_V, keep_V, even_R, still_R, may_MD,
  518. Nearest to say_V.: say_V, told_N, also_R, The_DT, call_V, still_R, report_V., year_N.,
  519. Nearest to business_N: company_N, also_R, well_R, cost_N, Hemisphere_WRB, local_A, country_N, investment_N,
  520. Nearest to three_CD: two_CD, four_CD, five_CD, six_CD, one_CD, seven_CD, another_DT, last_A,
  521. Nearest to also_R: The_DT, say_V, still_R, may_MD, would_MD, Mr_N, could_MD, well_R,
  522. Nearest to use_V: use_N, new_A, include_V, wall_N, The_DT, Spansion_N, well_R, give_V,
  523. Nearest to We_PRP: I_PRP, But_CC, He_PRP, They_PRP, And_CC, It_PRP, If_IN, She_PRP,
  524. Nearest to year_N: month_N, week_N, year_N., day_N, time_N, month_N., decade_N, week_N.,
  525. Nearest to help_N: give_V, would_MD, could_MD, well_R, even_R, get_V, make_V, way_N,
  526. Nearest to give_V: make_V, get_V, go_V, take_V, come_V, put_N, help_N, one_CD,
  527. Nearest to case_N: also_R, one_CD, Exeter_N., The_DT, Ms_N, Ware_N, broom_N, Western_Conference_playoff_TGRAM,
  528. Nearest to set_N: go_V, one_CD, give_V, make_V, take_V, day_N, ratio_N, include_V,
  529. Nearest to next_A: last_A, end_N, come_V, past_N, first_R, recent_A, two_CD, Eastlands_N,
  530. Nearest to still_R: many_A, also_R, go_V, even_R, one_CD, well_R, get_V, would_MD,
  531. Nearest to company_N: business_N, new_A, market_N, bank_N, firm_N, The_DT, also_R, billion_CD,
  532. Nearest to In_IN: But_CC, And_CC, This_DT, It_PRP, A_DT, The_DT, That_DT, If_IN,
  533. Nearest to government_N: official_N, state_N, would_MD, also_R, authority_N, plan_N, military_A, security_N,
  534. Average loss at step 132000 : 5.155959167718887
  535. Average loss at step 134000 : 5.130072330713272
  536. Average loss at step 136000 : 5.141694470643997
  537. Average loss at step 138000 : 5.13247688794136
  538. Average loss at step 140000 : 5.127796390295028
  539. Nearest to market_N: company_N, economy_N, bank_N, stock_N, market_N., Buena_N, Versace_N, autumn_N.,
  540. Nearest to world_N: country_N, one_CD, well_R, country_N., big_A, Wheeldon_V, become_N, Bynum_N,
  541. Nearest to number_N: many_A, one_CD, also_R, subsidy_N., even_R, well_R, among_IN, convict_V.,
  542. Nearest to day_N: week_N, month_N, year_N, time_N, hour_N, night_N, year_N., minute_N,
  543. Nearest to even_R: still_R, could_MD, many_A, well_R, one_CD, would_MD, make_V, much_A,
  544. Nearest to come_V: go_V, get_V, see_V, take_V, follow_V, give_V, one_CD, put_N,
  545. Nearest to percent_N: rise_V, cent_N, percent_N., per_IN, sale_N, nearly_R, rate_N, million_CD,
  546. Nearest to may_MD: could_MD, would_MD, might_MD, also_R, many_A, likely_A, well_R, still_R,
  547. Nearest to month_N: year_N, week_N, day_N, year_N., week_N., time_N, month_N., since_IN,
  548. Nearest to A_DT: The_DT, But_CC, In_IN, It_PRP, After_IN, This_DT, And_CC, One_CD,
  549. Nearest to two_CD: three_CD, four_CD, five_CD, six_CD, one_CD, seven_CD, several_A, eight_CD,
  550. Nearest to home_N: back_R, Langer_N, away_R, go_V, one_CD, house_N, another_DT, foot_N,
  551. Nearest to second_A: first_R, third_A, fourth_A, one_CD, four_CD, final_A, two_CD, last_A,
  552. Nearest to make_V: give_V, get_V, even_R, see_V, come_V, find_V, go_V, put_N,
  553. Nearest to people_N: least_A, child_N, many_A, one_CD, woman_N, I_PRP, family_N, We_PRP,
  554. Nearest to well_R: much_A, one_CD, go_V, see_V, keep_V, still_R, big_A, even_R,
  555. Nearest to say_V.: say_V, told_N, also_R, The_DT, call_V, year_N., see_V, report_V.,
  556. Nearest to business_N: company_N, cost_N, investment_N, well_R, private_A, sale_N, local_A, part_N,
  557. Nearest to three_CD: two_CD, four_CD, five_CD, six_CD, one_CD, seven_CD, another_DT, last_A,
  558. Nearest to also_R: say_V, The_DT, would_MD, may_MD, still_R, could_MD, well_R, say_V.,
  559. Nearest to use_V: use_N, new_A, include_V, wall_N, The_DT, Spansion_N, work_N, without_IN,
  560. Nearest to We_PRP: I_PRP, But_CC, They_PRP, He_PRP, And_CC, If_IN, It_PRP, You_PRP,
  561. Nearest to year_N: month_N, week_N, day_N, year_N., time_N, decade_N, month_N., week_N.,
  562. Nearest to help_N: give_V, could_MD, well_R, would_MD, even_R, get_V, way_N, need_N,
  563. Nearest to give_V: make_V, get_V, take_V, go_V, come_V, say_V, put_N, help_N,
  564. Nearest to case_N: also_R, Exeter_N., one_CD, view_N, Ms_N, The_DT, Ware_N, Western_Conference_playoff_TGRAM,
  565. Nearest to set_N: go_V, new_A, make_V, give_V, day_N, take_V, ratio_N, get_V,
  566. Nearest to next_A: last_A, end_N, come_V, past_N, first_R, recent_A, two_CD, spent_N,
  567. Nearest to still_R: many_A, go_V, also_R, even_R, see_V, well_R, believe_V, would_MD,
  568. Nearest to company_N: business_N, firm_N, new_A, bank_N, market_N, The_DT, also_R, offer_N,
  569. Nearest to In_IN: But_CC, And_CC, This_DT, It_PRP, A_DT, As_IN, After_IN, If_IN,
  570. Nearest to government_N: official_N, state_N, authority_N, would_MD, military_A, also_R, plan_N, security_N,
  571. Average loss at step 142000 : 5.118063042402268
  572. Average loss at step 144000 : 5.10993102812767
  573. Average loss at step 146000 : 5.096100467681885
  574. Average loss at step 148000 : 5.094779024362564
  575. Average loss at step 150000 : 5.084467735767364
  576. Nearest to market_N: company_N, economy_N, bank_N, market_N., stock_N, Buena_N, Versace_N, autumn_N.,
  577. Nearest to world_N: country_N, one_CD, well_R, big_A, country_N., Wheeldon_V, market_N, become_N,
  578. Nearest to number_N: many_A, one_CD, also_R, even_R, among_IN, well_R, subsidy_N., already_R,
  579. Nearest to day_N: week_N, month_N, year_N, time_N, hour_N, year_N., night_N, minute_N,
  580. Nearest to even_R: still_R, many_A, could_MD, well_R, one_CD, much_A, get_V, would_MD,
  581. Nearest to come_V: go_V, get_V, see_V, take_V, follow_V, give_V, put_N, well_R,
  582. Nearest to percent_N: rise_V, cent_N, percent_N., per_IN, nearly_R, sale_N, million_CD, low_A,
  583. Nearest to may_MD: could_MD, would_MD, might_MD, also_R, likely_A, many_A, well_R, still_R,
  584. Nearest to month_N: year_N, week_N, day_N, year_N., week_N., time_N, month_N., since_IN,
  585. Nearest to A_DT: The_DT, But_CC, In_IN, It_PRP, After_IN, And_CC, This_DT, An_DT,
  586. Nearest to two_CD: three_CD, four_CD, five_CD, six_CD, one_CD, seven_CD, several_A, eight_CD,
  587. Nearest to home_N: back_R, Langer_N, house_N, go_V, one_CD, away_R, another_DT, Prius_N.,
  588. Nearest to second_A: first_R, third_A, fourth_A, final_A, one_CD, four_CD, three_CD, two_CD,
  589. Nearest to make_V: give_V, get_V, even_R, see_V, come_V, put_N, go_V, find_V,
  590. Nearest to people_N: least_A, child_N, I_PRP, many_A, woman_N, one_CD, family_N, man_N,
  591. Nearest to well_R: much_A, one_CD, go_V, get_V, see_V, still_R, work_N, big_A,
  592. Nearest to say_V.: say_V, also_R, told_N, call_V, year_N., believe_V, The_DT, come_V,
  593. Nearest to business_N: company_N, well_R, private_A, investment_N, cost_N, sale_N, industry_N, local_A,
  594. Nearest to three_CD: two_CD, four_CD, five_CD, six_CD, one_CD, seven_CD, another_DT, nine_CD,
  595. Nearest to also_R: The_DT, say_V, may_MD, say_V., could_MD, would_MD, still_R, well_R,
  596. Nearest to use_V: use_N, new_A, The_DT, include_V, wall_N, without_IN, Spansion_N, give_V,
  597. Nearest to We_PRP: I_PRP, But_CC, They_PRP, He_PRP, And_CC, If_IN, It_PRP, She_PRP,
  598. Nearest to year_N: month_N, week_N, year_N., day_N, decade_N, time_N, month_N., week_N.,
  599. Nearest to help_N: give_V, get_V, well_R, would_MD, could_MD, even_R, need_N, way_N,
  600. Nearest to give_V: get_V, make_V, take_V, go_V, put_N, come_V, help_N, say_V,
  601. Nearest to case_N: also_R, one_CD, Exeter_N., The_DT, view_N, Ms_N, Ware_N, may_MD,
  602. Nearest to set_N: go_V, new_A, make_V, plan_N, include_V, give_V, allow_V, come_V,
  603. Nearest to next_A: last_A, end_N, come_V, past_N, recent_A, first_R, spent_N, Eastlands_N,
  604. Nearest to still_R: many_A, go_V, get_V, even_R, see_V, well_R, could_MD, believe_V,
  605. Nearest to company_N: business_N, firm_N, The_DT, new_A, bank_N, market_N, also_R, offer_N,
  606. Nearest to In_IN: But_CC, And_CC, This_DT, It_PRP, A_DT, As_IN, That_DT, After_IN,
  607. Nearest to government_N: official_N, authority_N, state_N, military_A, would_MD, plan_N, security_N, bank_N,
  608. plot saved
  609.  
  610. Process finished with exit code 0
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