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suthagar23

Embedding-02-April 12 AM - with polysemy

suthagar23
Apr 2nd, 2018
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  1. Data : 35%
  2. Steps : 15000
  3.  
  4. Additional Works:
  5. 1. Stopwords with Capital letters also removed
  6. 2. Word Number tag added
  7.  
  8. Time Taken for embeddding : 11 Mins
  9. **************************************************
  10.  
  11.  
  12. /usr/bin/python3.6 /home/suthagar/PycharmProjects/wordembedding/tensorflow/tf-basic-1-improved3.py
  13. Sample data [30071, 76921, 56882, 76188, 76137, 71120, 106, 66433, 77527, 81] ['agree_V', 'facetoface_N', 'contact_N', 'occasion_N', 'last_V', 'minute_N.', 'case_N', 'rowan_N', 'santos_N', 'another_DT']
  14. 76921 facetoface_N -> 56882 contact_N
  15. 76921 facetoface_N -> 30071 agree_V
  16. 56882 contact_N -> 76921 facetoface_N
  17. 56882 contact_N -> 76188 occasion_N
  18. 76188 occasion_N -> 76137 last_V
  19. 76188 occasion_N -> 56882 contact_N
  20. 76137 last_V -> 76188 occasion_N
  21. 76137 last_V -> 71120 minute_N.
  22. WARNING:tensorflow:From /home/suthagar/PycharmProjects/wordembedding/tensorflow/tf-basic-1-improved3.py:160: calling reduce_sum (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.
  23. Instructions for updating:
  24. keep_dims is deprecated, use keepdims instead
  25. 2018-04-02 12:16:27.361893: 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
  26. 2018-04-02 12:16:27.495480: 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
  27. 2018-04-02 12:16:27.495891: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1105] Found device 0 with properties:
  28. name: GeForce GT 740M major: 3 minor: 5 memoryClockRate(GHz): 1.0325
  29. pciBusID: 0000:01:00.0
  30. totalMemory: 1.96GiB freeMemory: 1.30GiB
  31. 2018-04-02 12:16:27.495906: 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)
  32. Initialized
  33. Average loss at step 0 : 317.2257080078125
  34. Nearest to business_N: relic_N, bertha_N, jeanluc_N, worley_N, pucci_N, period_N, relations_N, mac_N,
  35. Nearest to per_IN: deposition_N, promising_V, ikea_N, vitor_N, monoclonal_N, recognizing_V, byrnes_N, banter_N.,
  36. Nearest to obama_N: company_V_343, hairstylist_N, denominate_V, us_consumer_product_TGRAM, nailbiting_V, algal_N, modernity_N., bountiful_N,
  37. Nearest to new_N: ton_N., gonsalves_N, delhi_N., linger_V., sabato_N, sawyer_N, jassy_N, smiling_V,
  38. Nearest to right_N: kohlschreiber_N, polygamy_N, marney_N, marshal_N., stranglehold_N, fido_N, crawl_N., tuesday_N,
  39. Nearest to give_N_2: restaurant_N., bushes_N, club_V, agonisingly_R, drinking_N, siebel_N, yoga_N., deploys_N,
  40. Nearest to even_R: vatican_N, exodus_N, faultless_N, insolvent_N., human_N., chet_N, ghoulish_N, viola_N,
  41. Nearest to million_CD: illusionist_N, cornhill_N, element_N., eritreans_N, gobble_A, affinity_N, dharma_N, spigot_N,
  42. Nearest to use_V: sep_N., hue_N., geriatric_N, thresher_N, deadliest_N, angelenos_N, chagaev_N, woman_N.,
  43. Nearest to get_N_2: collections_N, kathrin_N, mentally_R., baradar_N., bumpy_N, predominate_N, malbranque_N, watercress_N,
  44. Nearest to market_N: regard_V., inaction_N., sequence_N., address_V_60, thurston_N, give_V_446, nabil_N, gout_N,
  45. Nearest to state_N: deciding_V, zeke_N, craddock_N, stoll_N, book_V_474, box_N, threepointer_N, gonzalez_N,
  46. Nearest to new_A: elizabeth_N., make_V_224, watercolour_N, ratchet_N, sol_N., green_bay_packers_TGRAM., baseline_N, phoenix_N,
  47. Nearest to week_N: knoller_N, demeanour_N, highlighting_V, constrict_V, savio_N., genealogist_N, ancestral_A, lowerthanexpected_V,
  48. Nearest to take_V_1: chemistry_N., nebula_N, hedonistic_A, intrauterine_N, whitewash_N, todd_N, patrick_N., downfall_N,
  49. Nearest to former_A: cancer_N., bureaucratic_A, address_V_95, retires_N, greed_V, sayed_V, acknowledgment_N, alcoholism_N.,
  50. Nearest to high_A: us_environmental_protection_TGRAM, kilroy_N, brainless_N, seniority_N, outlay_N., mistyeyed_N, gyari_N, nyon_N,
  51. Nearest to way_N: wall_V, incarceration_N, interventionism_N, offlabel_N, town_hall_meetings_TGRAM., hong_kong_china_TGRAM, marmite_N, beat_N.,
  52. Nearest to point_N: stress_N, codify_V, pharmacist_N, darken_N, negate_N, lean_N, lev_N, roomful_N,
  53. Nearest to make_V_1: thrifty_N, manages_N, budapest_A., legitimately_R, krispy_N, obtain_V., hamburger_N., lube_N,
  54. Nearest to two_CD: gabor_N, encounter_N., exomars_N, eviscerate_V, take_V_265, helpful_N, tilley_N, monotony_N,
  55. Nearest to government_N_2: petroecuador_N, ziarat_N, immersion_N, sylvia_N, book_V_23, hostagetaking_V, reenactor_N, come_V_490,
  56. Nearest to include_V: lapointe_N, championships_N., albeshir_N, get_V_374, bcf_N, soufflé_N, bellini_N, aldershot_N,
  57. Nearest to big_A: give_V_337, amethyst_N, ima_N, marseille_N., derivative_N, arse_N, hawass_N, whiskey_N.,
  58. Nearest to public_N: motherinlaw_N., rockland_N, drone_N., greet_V, southall_N, address_V_428, abyan_N, underwriters_N,
  59. Nearest to first_R: auction_N., shanghaibased_V, crap_N, alion_N, antithaksin_N, contribute_V., competing_V, offscreen_N,
  60. Nearest to time_N: token_N, allegations_N, frisco_N, clearance_N, aozora_N, electronics_N, hollande_N, hiram_N,
  61. Nearest to company_V_1: molester_N, hyungjin_N, homework_N., orbiter_N, moretti_N, ramification_N, redrawn_N, auto_N.,
  62. Nearest to team_N: commission_V., exonerate_V, banbridge_N, prosper_V., rubin_N., calmness_N, interaction_N, romance_V,
  63. Nearest to address_N_2: chez_N, deutsche_bank_securities_TGRAM, round_V., nepal_N., atrophy_N, snowy_N, folha_N, lauro_N,
  64. Nearest to say_N_2: eyewitness_N., grin_V, uneven_R., nieves_N, loom_N., stressed_V, steroids_N, say_V_21,
  65. Nearest to see_V: rockstar_N, argue_N, bocog_N, disappointingly_R, candidate_mitt_romney_TGRAM, roadway_N., address_V_392, glisten_V,
  66. Average loss at step 2000 : 150.9839889717102
  67. Average loss at step 4000 : 80.80405409240723
  68. Average loss at step 6000 : 55.30774142456055
  69. Average loss at step 8000 : 41.7355096603632
  70. Average loss at step 10000 : 32.00467378127575
  71. Nearest to business_N: period_N, primary_N, relations_N, g_N, mac_N, share_V, economy_N, bertha_N,
  72. Nearest to per_IN: digital_N, ny_N, prompt_N, asks_N, switzerland_N, ikea_N, loss_N, deposition_N,
  73. Nearest to obama_N: algebra_N, prolific_N, teacher_N, determine_N, nice_A, exact_N, close_R, euro_N,
  74. Nearest to new_N: refund_N, ton_N., german_A, governor_N, century_N., busy_A, palin_N, leaner_N,
  75. Nearest to right_N: coverage_N, tuesday_N, try_V, nearly_R, fear_N, archaeology_N, vision_N, school_N.,
  76. Nearest to give_N_2: january_N, novel_N, settle_V, husband_N., cost_N, community_N, lloyd_N, raise_N,
  77. Nearest to even_R: exodus_N, medicine_N, human_N., programme_N, pas_N, atrocity_N, athlete_N, chile_N,
  78. Nearest to million_CD: trigger_V, almost_R, form_N, k_N, perkins_N, element_N., co_N, parttime_N,
  79. Nearest to use_V: involve_V, deadliest_N, raise_V, second_N., embrace_N, woman_N., sense_N., everything_N,
  80. Nearest to get_N_2: mentally_R., collections_N, kathrin_N, bumpy_N, liu_N, baradar_N., predominate_N, malbranque_N,
  81. Nearest to market_N: instruction_N, chile_N, run_V, nabil_N, proposal_N., deserve_V, electoral_A, corruption_N.,
  82. Nearest to state_N: box_N, effort_N, gonzalez_N, land_N, craddock_N, mexico_N., crisis_N, organization_N,
  83. Nearest to new_A: home_N., church_N, restaurant_N, cia_N, traditionally_R, phoenix_N, widely_R, sachs_N,
  84. Nearest to week_N: briton_N, symbol_N, sixth_N, justification_N, match_N, stall_V, indeed_R., improvement_N,
  85. Nearest to take_V_1: hedonistic_A, chemistry_N., intrauterine_N, nebula_N, whitewash_N, patrick_N., forefather_N, get_V_402,
  86. Nearest to former_A: cancer_N., spyware_N, bureaucratic_A, potential_A, transparency_N, toward_IN, influence_V, importance_N,
  87. Nearest to high_A: virus_N, backtoback_N, classify_V, seattle_N, grenade_N., reuters_N, burden_N, highestranking_V,
  88. Nearest to way_N: ahead_R, chest_N, mids_N, place_N., capital_N, aide_N, abuse_N, grow_V,
  89. Nearest to point_N: stress_N, pharmacist_N, lean_N, shoulder_N, stretch_N, prior_R, parks_N, calderon_N,
  90. Nearest to make_V_1: thrifty_N, budapest_A., legitimately_R, hamburger_N., lube_N, obtain_V., manages_N, partfunded_V,
  91. Nearest to two_CD: helpful_N, output_N, possible_A, libyan_A, previous_A, deprive_V, immeasurably_R, marriott_N,
  92. Nearest to government_N_2: petroecuador_N, ziarat_N, immersion_N, book_V_23, reenactor_N, sylvia_N, hostagetaking_V, come_V_490,
  93. Nearest to include_V: option_N, jews_N, game_N., default_N, baghdad_N, ground_N, excluding_V, form_V,
  94. Nearest to big_A: derivative_N, amethyst_N, alqaida_N, match_N., asset_N., injury_N, although_IN, ronaldo_N,
  95. Nearest to public_N: perhaps_R, quota_N, greet_V, rule_V, midland_N, magazine_N, hill_N, epidemic_A,
  96. Nearest to first_R: auction_N., mount_V, dennis_N, fiveyear_N, commission_N, germany_N, attach_V, inspection_N,
  97. Nearest to time_N: electronics_N, token_N, clearance_N, surprise_N, quickly_R, busy_A, approximate_N, strategic_N,
  98. Nearest to company_V_1: molester_N, hyungjin_N, homework_N., ramification_N, junction_N., orbiter_N, moretti_N, redrawn_N,
  99. Nearest to team_N: soldier_N, politically_R, bad_A, increasingly_R, mitchell_N, identify_V, exonerate_V, stadium_N,
  100. Nearest to address_N_2: deutsche_bank_securities_TGRAM, round_V., nepal_N., atrophy_N, lauro_N, discoloration_N, chez_N, northerly_R,
  101. Nearest to say_N_2: grin_V, eyewitness_N., uneven_R., nieves_N, loom_N., stressed_V, steroids_N, say_V_21,
  102. Nearest to see_V: argue_N, insist_V, economy_N, reuters_N, manage_N, owner_N, green_A., talf_N,
  103. Average loss at step 12000 : 26.33419576108456
  104. Average loss at step 14000 : 21.389537632226943
  105. Average loss at step 16000 : 18.032900213599206
  106. Average loss at step 18000 : 15.193843178749084
  107. Average loss at step 20000 : 13.076522152781486
  108. Nearest to business_N: relations_N, bertha_N, primary_N, costa_N, mac_N, relic_N, period_N, meter_V,
  109. Nearest to per_IN: monoclonal_N, digital_N, ikea_N, asks_N, ny_N, cent_N, deposition_N, switzerland_N,
  110. Nearest to obama_N: algebra_N, prolific_N, centro_N, determine_N, peertopeer_N, booster_N, exact_N, speed_V,
  111. Nearest to new_N: refund_N, ton_N., dept_N, amicas_N, century_N., nike_N, leaner_N, busy_A,
  112. Nearest to right_N: tuesday_N, coverage_N, try_V, archaeology_N, stranglehold_N, vision_N, fear_N, kohlschreiber_N,
  113. Nearest to give_N_2: amicas_N, indenture_N, peanut_N, gesture_N, vary_N, judicial_N, anticipates_N, vanda_N,
  114. Nearest to even_R: human_N., exodus_N, atrocity_N, vatican_N, medicine_N, chambliss_N, programme_N, monarch_N,
  115. Nearest to million_CD: trigger_V, parttime_N, almost_R, nou_N, form_N, perkins_N, tomlinson_N, element_N.,
  116. Nearest to use_V: indenture_N, second_N., sense_N., deadliest_N, glad_N, embrace_N, woman_N., blaze_N,
  117. Nearest to get_N_2: mentally_R., kathrin_N, collections_N, bumpy_N, liu_N, baradar_N., malbranque_N, predominate_N,
  118. Nearest to market_N: instruction_N, chile_N, nabil_N, indenture_N, monaco_N, proposal_N., segregation_N, deserve_V,
  119. Nearest to state_N: gonzalez_N, box_N, effort_N, watergate_N, amicas_N, organization_N, craddock_N, surround_N,
  120. Nearest to new_A: home_N., traditionally_R, cia_N, phoenix_N, elizabeth_N., sachs_N, present_N., byelection_N,
  121. Nearest to week_N: briton_N, symbol_N, indeed_R., stall_V, key_N., match_N, sixth_N, plc_N,
  122. Nearest to take_V_1: chemistry_N., hedonistic_A, intrauterine_N, nebula_N, patrick_N., forefather_N, whitewash_N, get_V_402,
  123. Nearest to former_A: cancer_N., spyware_N, bureaucratic_A, influence_V, potential_A, importance_N, retires_N, longerterm_N,
  124. Nearest to high_A: devotee_N, kilroy_N, backtoback_N, classify_V, grenade_N., highestranking_V, cornerback_N, seattle_N,
  125. Nearest to way_N: wall_V, mids_N, ahead_R, incarceration_N, silence_N, mcqueen_N, chest_N, place_N.,
  126. Nearest to point_N: stress_N, pharmacist_N, lean_N, stretch_N, shoulder_N, deny_N, prior_R, hack_V.,
  127. Nearest to make_V_1: thrifty_N, budapest_A., hamburger_N., lube_N, legitimately_R, manages_N, partfunded_V, krispy_N,
  128. Nearest to two_CD: helpful_N, libyan_A, output_N, previous_A, marriott_N, explorers_N, stray_N, jones_N,
  129. Nearest to government_N_2: petroecuador_N, ziarat_N, book_V_23, immersion_N, reenactor_N, jongun_N, come_V_490, sylvia_N,
  130. Nearest to include_V: option_N, championships_N., luciano_N, default_N, jews_N, influx_N, excluding_V, mini_N,
  131. Nearest to big_A: derivative_N, disparity_N, asset_N., notwithstanding_V, ronaldo_N, match_N., ncaa_N, amethyst_N,
  132. Nearest to public_N: greet_V, quota_N, perhaps_R, midland_N, motherinlaw_N., rockland_N, distributor_N, tougher_N,
  133. Nearest to first_R: auction_N., dennis_N, fiveyear_N, mount_V, competing_V, inspection_N, frustration_N, crystal_N,
  134. Nearest to time_N: token_N, electronics_N, clearance_N, surprise_N, approximate_N, belt_N, busy_A, stomp_V,
  135. Nearest to company_V_1: molester_N, hyungjin_N, homework_N., ramification_N, junction_N., moretti_N, redrawn_N, orbiter_N,
  136. Nearest to team_N: soldier_N, politically_R, exonerate_V, mitchell_N, bad_A, interaction_N, sec_N, lse_N,
  137. Nearest to address_N_2: deutsche_bank_securities_TGRAM, round_V., atrophy_N, lauro_N, discoloration_N, bates_N., cornmeal_N, company_V_97,
  138. Nearest to say_N_2: grin_V, eyewitness_N., uneven_R., nieves_N, loom_N., stressed_V, originally_R., tiago_N,
  139. Nearest to see_V: argue_N, whisky_N, economy_N, green_A., manage_N, talf_N, insist_V, interviewed_N,
  140. Average loss at step 22000 : 11.537925344347954
  141. Average loss at step 24000 : 10.097179913401604
  142. Average loss at step 26000 : 10.86834953558445
  143. Average loss at step 28000 : 9.198705792188644
  144. Average loss at step 30000 : 7.92383034670353
  145. Nearest to business_N: relations_N, costa_N, bertha_N, primary_N, relic_N, mac_N, meter_V, period_N,
  146. Nearest to per_IN: monoclonal_N, cent_N, ikea_N, digital_N, prompt_N, asks_N, ny_N, damage_V.,
  147. Nearest to obama_N: algebra_N, centro_N, prolific_N, wellness_N, booster_N, peertopeer_N, determine_N, melt_N,
  148. Nearest to new_N: ton_N., dept_N, refund_N, linger_V., nike_N, century_N., leaner_N, vidal_N,
  149. Nearest to right_N: try_V, tuesday_N, archaeology_N, marshal_N., coverage_N, stranglehold_N, perth_N, kohlschreiber_N,
  150. Nearest to give_N_2: indenture_N, amicas_N, also_R, algebra_N, spyware_N, mcg_N, schein_N, cro_N,
  151. Nearest to even_R: exodus_N, human_N., atrocity_N, medicine_N, vatican_N, monarch_N, orangutan_N, pas_N,
  152. Nearest to million_CD: trigger_V, parttime_N, nou_N, almost_R, element_N., standing_N, allred_N, affinity_N,
  153. Nearest to use_V: second_N., indenture_N, embrace_N, sense_N., glad_N, deadliest_N, give_N_2, blaze_N,
  154. Nearest to get_N_2: mentally_R., kathrin_N, collections_N, bumpy_N, baradar_N., liu_N, malbranque_N, predominate_N,
  155. Nearest to market_N: instruction_N, monaco_N, chile_N, indenture_N, segregation_N, nabil_N, proposal_N., merlin_N,
  156. Nearest to state_N: gonzalez_N, amicas_N, effort_N, audit_N, box_N, watergate_N, surround_N, survey_V,
  157. Nearest to new_A: home_N., elizabeth_N., traditionally_R, recount_V, byelection_N, cia_N, someone_N, date_V.,
  158. Nearest to week_N: briton_N, indeed_R., day_N, stall_V, symbol_N, key_N., icm_N, match_N,
  159. Nearest to take_V_1: chemistry_N., nebula_N, todd_N, downfall_N, whitewash_N, close_V., softball_N, past_N.,
  160. Nearest to former_A: bureaucratic_A, cancer_N., spyware_N, longerterm_N, influence_V, retires_N, acknowledgment_N, yar_adua_s_TGRAM,
  161. Nearest to high_A: devotee_N, kilroy_N, cornerback_N, backtoback_N, classify_V, ayatollah_ali_khamenei_TGRAM, highestranking_V, grenade_N.,
  162. Nearest to way_N: wall_V, incarceration_N, beat_N., mids_N, ahead_R, trio_N, mcqueen_N, silence_N,
  163. Nearest to point_N: stress_N, pharmacist_N, lean_N, stretch_N, physio_N, negate_N, shoulder_N, deny_N,
  164. Nearest to make_V_1: manages_N, thrifty_N, legitimately_R, stockpile_V, latch_N, obtain_V., budapest_A., mumbai_N.,
  165. Nearest to two_CD: libyan_A, helpful_N, pamphlet_N, output_N, previous_A, confiscate_V, marriott_N, stray_N,
  166. Nearest to government_N_2: sylvia_N, immersion_N, athletic_A, ziarat_N, nov_N, hostagetaking_V, jongun_N, come_V_490,
  167. Nearest to include_V: option_N, championships_N., luciano_N, doctor_N., jews_N, aggression_N., replacement_N., mcg_N,
  168. Nearest to big_A: derivative_N, disparity_N, asset_N., amethyst_N, notwithstanding_V, glossy_N, structure_V, downtime_N,
  169. Nearest to public_N: rockland_N, greet_V, quota_N, midland_N, motherinlaw_N., southall_N, distributor_N, perhaps_R,
  170. Nearest to first_R: auction_N., dennis_N, fiveyear_N, contribute_V., shanghaibased_V, victorino_N, mount_V, attach_V,
  171. Nearest to time_N: token_N, electronics_N, clearance_N, approximate_N, belt_N, surprise_N, baitullah_N, rig_V,
  172. Nearest to company_V_1: molester_N, hyungjin_N, homework_N., ramification_N, junction_N., moretti_N, plaything_N, redrawn_N,
  173. Nearest to team_N: soldier_N, politically_R, exonerate_V, bad_A, mk_N, lse_N, interaction_N, prosper_V.,
  174. Nearest to address_N_2: deutsche_bank_securities_TGRAM, round_V., atrophy_N, bates_N., cornmeal_N, company_V_97, bitesized_V, discoloration_N,
  175. Nearest to say_N_2: grin_V, eyewitness_N., uneven_R., nieves_N, stressed_V, loom_N., say_V_21, originally_R.,
  176. Nearest to see_V: argue_N, whisky_N, rockstar_N, economy_N, green_A., different_A., disappointingly_R, interviewed_N,
  177. Average loss at step 32000 : 7.290264472484589
  178. Average loss at step 34000 : 7.049398391962051
  179. Average loss at step 36000 : 6.532487432599067
  180. Average loss at step 38000 : 6.252394688129425
  181. Average loss at step 40000 : 6.023983786106109
  182. Nearest to business_N: relations_N, costa_N, bertha_N, mac_N, meter_V, primary_N, relic_N, jeanluc_N,
  183. Nearest to per_IN: cent_N, monoclonal_N, recognizing_V, ikea_N, digital_N, damage_V., promising_V, harry_N,
  184. Nearest to obama_N: algebra_N, centro_N, booster_N, prolific_N, wellness_N, peertopeer_N, nailbiting_V, determine_N,
  185. Nearest to new_N: ton_N., dept_N, linger_V., leaner_N, nike_N, autistic_A, refund_N, oas_N,
  186. Nearest to right_N: try_V, archaeology_N, tuesday_N, marshal_N., coverage_N, perth_N, tranche_N, kohlschreiber_N,
  187. Nearest to give_N_2: amicas_N, indenture_N, mcg_N, also_R, vanda_N, spyware_N, hauser_N, schein_N,
  188. Nearest to even_R: exodus_N, atrocity_N, human_N., medicine_N, monarch_N, orangutan_N, vatican_N, rich_A.,
  189. Nearest to million_CD: almost_R, parttime_N, allred_N, trigger_V, affinity_N, element_N., nou_N, standing_N,
  190. Nearest to use_V: indenture_N, second_N., embrace_N, sense_N., deadliest_N, glad_N, blaze_N, disease_N,
  191. Nearest to get_N_2: mentally_R., kathrin_N, collections_N, bumpy_N, baradar_N., liu_N, malbranque_N, predominate_N,
  192. Nearest to market_N: monaco_N, indenture_N, instruction_N, sequence_N., run_V, skeptically_R, thurston_N, chile_N,
  193. Nearest to state_N: amicas_N, gonzalez_N, effort_N, grice_N, organization_N, audit_N, box_N, wta_N,
  194. Nearest to new_A: home_N., give_N_2, recount_V, elizabeth_N., traditionally_R, present_N., byelection_N, date_V.,
  195. Nearest to week_N: briton_N, day_N, highlighting_V, indeed_R., symbol_N, year_N, stall_V, justification_N,
  196. Nearest to take_V_1: chemistry_N., nebula_N, hedonistic_A, downfall_N, todd_N, close_V., whitewash_N, softball_N,
  197. Nearest to former_A: bureaucratic_A, cancer_N., spyware_N, longerterm_N, acknowledgment_N, retires_N, coxon_N, influence_V,
  198. Nearest to high_A: devotee_N, identity_N., cornerback_N, grenade_N., ayatollah_ali_khamenei_TGRAM, orchestrate_V, backtoback_N, classify_V,
  199. Nearest to way_N: wall_V, incarceration_N, trio_N, beat_N., developed_N., ahead_R, silence_N, mids_N,
  200. Nearest to point_N: stress_N, pharmacist_N, physio_N, negate_N, deny_N, lev_N, found_N., lean_N,
  201. Nearest to make_V_1: manages_N, thrifty_N, budapest_A., legitimately_R, stockpile_V, latch_N, obtain_V., hamburger_N.,
  202. Nearest to two_CD: libyan_A, three_CD, year_N, joakim_N, pamphlet_N, four_CD, helpful_N, omar_N,
  203. Nearest to government_N_2: immersion_N, sylvia_N, athletic_A, ziarat_N, hostagetaking_V, nov_N, jongun_N, come_V_490,
  204. Nearest to include_V: championships_N., option_N, luciano_N, grumpy_N, aggression_N., give_N_2, jews_N, doctor_N.,
  205. Nearest to big_A: derivative_N, disparity_N, poorer_N, notwithstanding_V, asset_N., glossy_N, hahn_N, downtime_N,
  206. Nearest to public_N: rockland_N, midland_N, greet_V, quota_N, southall_N, domenico_N, distributor_N, motherinlaw_N.,
  207. Nearest to first_R: auction_N., dennis_N, fiveyear_N, victorino_N, contribute_V., command_V, weapons_N, attach_V,
  208. Nearest to time_N: token_N, allegations_N, electronics_N, clearance_N, approximate_N, surprise_N, design_N., stomp_V,
  209. Nearest to company_V_1: molester_N, hyungjin_N, homework_N., junction_N., ramification_N, moretti_N, redrawn_N, plaything_N,
  210. Nearest to team_N: soldier_N, exonerate_V, lse_N, interaction_N, politically_R, prosper_V., guilt_N, oddly_R,
  211. Nearest to address_N_2: deutsche_bank_securities_TGRAM, round_V., atrophy_N, bates_N., cornmeal_N, company_V_97, give_V_252, mccutchen_N,
  212. Nearest to say_N_2: grin_V, eyewitness_N., uneven_R., nieves_N, stressed_V, say_V_21, loom_N., originally_R.,
  213. Nearest to see_V: argue_N, whisky_N, give_N_2, rockstar_N, different_A., disappointingly_R, economy_N, insist_V,
  214. Average loss at step 42000 : 5.888458438277245
  215. Average loss at step 44000 : 5.573885391592979
  216. Average loss at step 46000 : 5.335439447283745
  217. Average loss at step 48000 : 5.1272037228345875
  218. Average loss at step 50000 : 5.174853716254234
  219. Nearest to business_N: relations_N, bertha_N, worley_N, costa_N, jeanluc_N, jll_N, meter_V, mac_N,
  220. Nearest to per_IN: cent_N, recognizing_V, monoclonal_N, digital_N, loss_N, ikea_N, byrnes_N, aeropostale_N,
  221. Nearest to obama_N: algebra_N, prolific_N, booster_N, buckeye_N, centro_N, nailbiting_V, wellness_N, peertopeer_N,
  222. Nearest to new_N: dept_N, autistic_A, linger_V., governor_N, ton_N., oas_N, antiapartheid_N, urls_N,
  223. Nearest to right_N: try_V, archaeology_N, tranche_N, marshal_N., polygamy_N, jll_N, tuesday_N, coverage_N,
  224. Nearest to give_N_2: indenture_N, jll_N, amicas_N, also_R, vanda_N, algebra_N, cba_N, mcg_N,
  225. Nearest to even_R: human_N., atrocity_N, exodus_N, medicine_N, vatican_N, orangutan_N, chambliss_N, monarch_N,
  226. Nearest to million_CD: almost_R, allred_N, parttime_N, percent_N, nou_N, trigger_V, billion_CD, affinity_N,
  227. Nearest to use_V: jll_N, indenture_N, give_N_2, embrace_N, second_N., geriatric_N, ration_V, deadliest_N,
  228. Nearest to get_N_2: mentally_R., kathrin_N, collections_N, bumpy_N, baradar_N., liu_N, malbranque_N, predominate_N,
  229. Nearest to market_N: sequence_N., monaco_N, indenture_N, segregation_N, skeptically_R, instruction_N, nabil_N, corruption_N.,
  230. Nearest to state_N: amicas_N, gonzalez_N, grice_N, throb_N, organization_N, nun_N, weiner_N, international_N.,
  231. Nearest to new_A: jll_N, elizabeth_N., recount_V, give_N_2, home_N., huckabee_too_nice_TGRAM, date_V., present_N.,
  232. Nearest to week_N: year_N, day_N, briton_N, highlighting_V, indeed_R., month_N, symbol_N, two_CD,
  233. Nearest to take_V_1: chemistry_N., nebula_N, hedonistic_A, todd_N, downfall_N, whitewash_N, close_V., softball_N,
  234. Nearest to former_A: bureaucratic_A, cancer_N., spyware_N, longerterm_N, acknowledgment_N, coxon_N, retires_N, gdp_N,
  235. Nearest to high_A: devotee_N, mistyeyed_N, cornerback_N, grenade_N., ayatollah_ali_khamenei_TGRAM, orchestrate_V, identity_N., catchphrase_N,
  236. Nearest to way_N: wall_V, incarceration_N, offlabel_N, us_PRP, trio_N, developed_N., highranking_V, jll_N,
  237. Nearest to point_N: pharmacist_N, stress_N, negate_N, physio_N, lev_N, decide_N., found_N., barra_N,
  238. Nearest to make_V_1: thrifty_N, manages_N, budapest_A., legitimately_R, stockpile_V, latch_N, obtain_V., hamburger_N.,
  239. Nearest to two_CD: three_CD, four_CD, libyan_A, one_CD, joakim_N, year_N, previous_A, first_R,
  240. Nearest to government_N_2: immersion_N, sylvia_N, ziarat_N, hostagetaking_V, athletic_A, nov_N, jongun_N, come_V_490,
  241. Nearest to include_V: championships_N., give_N_2, luciano_N, option_N, clot_N, harder_N., fading_N, grumpy_N,
  242. Nearest to big_A: derivative_N, disparity_N, notwithstanding_V, hahn_N, poorer_N, glossy_N, one_CD, amethyst_N,
  243. Nearest to public_N: rockland_N, motherinlaw_N., midland_N, southall_N, greet_V, quota_N, domenico_N, distributor_N,
  244. Nearest to first_R: auction_N., second_A, victorino_N, last_A, fiveyear_N, two_CD, canteen_N., attach_V,
  245. Nearest to time_N: token_N, allegations_N, approximate_N, electronics_N, clearance_N, surprise_N, design_N., rig_V,
  246. Nearest to company_V_1: molester_N, hyungjin_N, homework_N., junction_N., ramification_N, shit_N., moretti_N, plaything_N,
  247. Nearest to team_N: soldier_N, exonerate_V, politically_R, lse_N, give_N_2, antonio_N, interaction_N, oddly_R,
  248. Nearest to address_N_2: deutsche_bank_securities_TGRAM, round_V., atrophy_N, bates_N., company_V_97, give_V_252, lauro_N, company_V_261,
  249. Nearest to say_N_2: grin_V, eyewitness_N., uneven_R., nieves_N, stressed_V, say_V_21, originally_R., loom_N.,
  250. Nearest to see_V: argue_N, whisky_N, different_A., rockstar_N, jll_N, disappointingly_R, economy_N, renteria_N,
  251. Average loss at step 52000 : 4.92082895720005
  252. Average loss at step 54000 : 4.797998315691948
  253. Average loss at step 56000 : 4.698114057183266
  254. Average loss at step 58000 : 4.710734591245651
  255. Average loss at step 60000 : 4.6510134571790696
  256. Nearest to business_N: jeanluc_N, worley_N, costa_N, jll_N, meter_V, relations_N, mac_N, bertha_N,
  257. Nearest to per_IN: cent_N, recognizing_V, monoclonal_N, loss_N, aeropostale_N, promising_V, byrnes_N, percent_N,
  258. Nearest to obama_N: algebra_N, booster_N, buckeye_N, wellness_N, mr_N, prolific_N, centro_N, nailbiting_V,
  259. Nearest to new_N: dept_N, governor_N, linger_V., sabato_N, urls_N, leaner_N, autistic_A, oas_N,
  260. Nearest to right_N: try_V, one_CD, archaeology_N, tranche_N, polygamy_N, jll_N, marshal_N., tuesday_N,
  261. Nearest to give_N_2: amicas_N, also_R, indenture_N, jll_N, go_V, one_CD, vanda_N, mcg_N,
  262. Nearest to even_R: atrocity_N, human_N., medicine_N, exodus_N, perimeter_N, orangutan_N, vatican_N, rich_A.,
  263. Nearest to million_CD: dharma_N, billion_CD, allred_N, almost_R, percent_N, parttime_N, estimate_V, compare_V,
  264. Nearest to use_V: jll_N, indenture_N, geriatric_N, second_N., embrace_N, ration_V, deadliest_N, involve_V,
  265. Nearest to get_N_2: mentally_R., kathrin_N, collections_N, bumpy_N, baradar_N., liu_N, predominate_N, malbranque_N,
  266. Nearest to market_N: indenture_N, sequence_N., monaco_N, thurston_N, corruption_N., nabil_N, chile_N, skeptically_R,
  267. Nearest to state_N: amicas_N, gonzalez_N, audit_N, grice_N, nun_N, throb_N, organization_N, international_N.,
  268. Nearest to new_A: give_N_2, jll_N, home_N., huckabee_too_nice_TGRAM, clinton_N., recount_V, elizabeth_N., counting_N,
  269. Nearest to week_N: year_N, day_N, month_N, briton_N, indeed_R., year_N., highlighting_V, two_CD,
  270. Nearest to take_V_1: chemistry_N., nebula_N, hedonistic_A, todd_N, downfall_N, whitewash_N, close_V., softball_N,
  271. Nearest to former_A: bureaucratic_A, spyware_N, coxon_N, cancer_N., acknowledgment_N, longerterm_N, tin_N., dimitar_N,
  272. Nearest to high_A: devotee_N, mistyeyed_N, cornerback_N, orchestrate_V, ayatollah_ali_khamenei_TGRAM, grenade_N., identity_N., catchphrase_N,
  273. Nearest to way_N: wall_V, offlabel_N, us_PRP, incarceration_N, trio_N, orthodoxy_N, also_R, jll_N,
  274. Nearest to point_N: stress_N, pharmacist_N, physio_N, negate_N, barra_N, found_N., deny_N, grandparent_N,
  275. Nearest to make_V_1: thrifty_N, manages_N, budapest_A., legitimately_R, stockpile_V, obtain_V., latch_N, hamburger_N.,
  276. Nearest to two_CD: three_CD, four_CD, one_CD, first_R, five_CD, year_N, libyan_A, last_A,
  277. Nearest to government_N_2: ziarat_N, immersion_N, sylvia_N, nov_N, hostagetaking_V, athletic_A, jongun_N, come_V_490,
  278. Nearest to include_V: option_N, clot_N, luciano_N, jll_N, championships_N., mcg_N, fading_N, grumpy_N,
  279. Nearest to big_A: disparity_N, derivative_N, one_CD, ima_N, downtime_N, notwithstanding_V, poorer_N, give_N_2,
  280. Nearest to public_N: rockland_N, quota_N, motherinlaw_N., midland_N, southall_N, drone_N., greet_V, distributor_N,
  281. Nearest to first_R: second_A, last_A, two_CD, auction_N., victorino_N, canteen_N., reckon_V, weapons_N,
  282. Nearest to time_N: token_N, allegations_N, electronics_N, approximate_N, clearance_N, half_N, surprise_N, design_N.,
  283. Nearest to company_V_1: molester_N, hyungjin_N, homework_N., junction_N., moretti_N, shit_N., ramification_N, plaything_N,
  284. Nearest to team_N: soldier_N, politically_R, exonerate_V, lse_N, oddly_R, habitat_N., guilt_N, prosper_V.,
  285. Nearest to address_N_2: deutsche_bank_securities_TGRAM, round_V., atrophy_N, bates_N., company_V_97, give_V_252, lauro_N, company_V_261,
  286. Nearest to say_N_2: grin_V, eyewitness_N., uneven_R., nieves_N, stressed_V, say_V_21, loom_N., originally_R.,
  287. Nearest to see_V: whisky_N, argue_N, give_N_2, jll_N, different_A., rockstar_N, go_V, disappointingly_R,
  288. Average loss at step 62000 : 4.628733765602112
  289. Average loss at step 64000 : 4.4631461100578305
  290. Average loss at step 66000 : 4.437503525495529
  291. Average loss at step 68000 : 4.384679583787918
  292. Average loss at step 70000 : 4.317289023518562
  293. Nearest to business_N: worley_N, pucci_N, jeanluc_N, lobby_V, meter_V, jll_N, cypriot_N, ag_N.,
  294. Nearest to per_IN: cent_N, percent_N, loss_N, aeropostale_N, monoclonal_N, recognizing_V, damage_V., byrnes_N,
  295. Nearest to obama_N: algebra_N, give_N_2, mr_N, buckeye_N, booster_N, prolific_N, nailbiting_V, determine_N,
  296. Nearest to new_N: governor_N, linger_V., dept_N, sabato_N, urls_N, leaner_N, midwife_N, oas_N,
  297. Nearest to right_N: try_V, tranche_N, archaeology_N, polygamy_N, one_CD, marshal_N., fear_N, kohlschreiber_N,
  298. Nearest to give_N_2: also_R, indenture_N, jll_N, amicas_N, mcg_N, would_MD, one_CD, spyware_N,
  299. Nearest to even_R: atrocity_N, perimeter_N, human_N., medicine_N, monarch_N, give_N_2, chambliss_N, nosworthy_N,
  300. Nearest to million_CD: dharma_N, billion_CD, almost_R, percent_N, allred_N, compare_V, estimate_V, nou_N,
  301. Nearest to use_V: jll_N, give_N_2, indenture_N, geriatric_N, second_N., ration_V, embrace_N, involve_V,
  302. Nearest to get_N_2: mentally_R., kathrin_N, collections_N, bumpy_N, baradar_N., liu_N, predominate_N, malbranque_N,
  303. Nearest to market_N: sequence_N., around_IN, areva_N, thurston_N, chile_N, nabil_N, monaco_N, skeptically_R,
  304. Nearest to state_N: amicas_N, grice_N, audit_N, organization_N, emit_V, throb_N, watergate_N, gonzalez_N,
  305. Nearest to new_A: jll_N, also_R, huckabee_too_nice_TGRAM, give_N_2, home_N., elizabeth_N., recount_V, would_MD,
  306. Nearest to week_N: year_N, day_N, month_N, year_N., indeed_R., highlighting_V, briton_N, time_N,
  307. Nearest to take_V_1: chemistry_N., nebula_N, hedonistic_A, todd_N, downfall_N, whitewash_N, close_V., patrick_N.,
  308. Nearest to former_A: give_N_2, bureaucratic_A, spyware_N, coxon_N, longerterm_N, acknowledgment_N, alcoholism_N., cancer_N.,
  309. Nearest to high_A: devotee_N, mistyeyed_N, cornerback_N, orchestrate_V, grenade_N., ayatollah_ali_khamenei_TGRAM, identity_N., catchphrase_N,
  310. Nearest to way_N: wall_V, trio_N, us_PRP, offlabel_N, incarceration_N, orthodoxy_N, could_MD, highlights_N,
  311. Nearest to point_N: pharmacist_N, stress_N, physio_N, negate_N, barra_N, grandparent_N, directors_N, decide_N.,
  312. Nearest to make_V_1: thrifty_N, manages_N, budapest_A., legitimately_R, stockpile_V, latch_N, obtain_V., hamburger_N.,
  313. Nearest to two_CD: three_CD, one_CD, four_CD, first_R, five_CD, libyan_A, last_A, year_N,
  314. Nearest to government_N_2: ziarat_N, immersion_N, sylvia_N, athletic_A, nov_N, hostagetaking_V, jongun_N, come_V_490,
  315. Nearest to include_V: ond_N, jll_N, give_N_2, mcg_N, grumpy_N, fading_N, replacement_N., clot_N,
  316. Nearest to big_A: disparity_N, derivative_N, one_CD, ima_N, downtime_N, poorer_N, hahn_N, notwithstanding_V,
  317. Nearest to public_N: rockland_N, midland_N, southall_N, motherinlaw_N., domenico_N, drone_N., greet_V, farooq_N,
  318. Nearest to first_R: second_A, two_CD, last_A, one_CD, game_N, four_CD, globalise_V, reckon_V,
  319. Nearest to time_N: token_N, electronics_N, allegations_N, approximate_N, one_CD, year_N, half_N, surprise_N,
  320. Nearest to company_V_1: molester_N, hyungjin_N, homework_N., junction_N., moretti_N, shit_N., ramification_N, plaything_N,
  321. Nearest to team_N: soldier_N, prosper_V., also_R, exonerate_V, habitat_N., one_CD, politically_R, oddly_R,
  322. Nearest to address_N_2: deutsche_bank_securities_TGRAM, round_V., bates_N., atrophy_N, company_V_97, give_V_252, company_V_261, lauro_N,
  323. Nearest to say_N_2: grin_V, eyewitness_N., uneven_R., nieves_N, stressed_V, say_V_21, loom_N., originally_R.,
  324. Nearest to see_V: whisky_N, argue_N, go_V, different_A., one_CD, jll_N, give_N_2, disappointingly_R,
  325. Average loss at step 72000 : 4.345284508466721
  326. Average loss at step 74000 : 4.3206353747844695
  327. Average loss at step 76000 : 4.205278126955032
  328. Average loss at step 78000 : 4.181679120659828
  329. Average loss at step 80000 : 4.1739149364233015
  330. Nearest to business_N: worley_N, pucci_N, jeanluc_N, cypriot_N, jll_N, lobby_V, relations_N, ag_N.,
  331. Nearest to per_IN: cent_N, percent_N, loss_N, damage_V., byrnes_N, aeropostale_N, promising_V, monoclonal_N,
  332. Nearest to obama_N: algebra_N, hairstylist_N, bush_N, mr_N, buckeye_N, booster_N, prolific_N, nailbiting_V,
  333. Nearest to new_N: governor_N, linger_V., dept_N, sabato_N, york_N, leaner_N, urls_N, restless_N,
  334. Nearest to right_N: tranche_N, try_V, one_CD, polygamy_N, archaeology_N, fear_N, jll_N, marshal_N.,
  335. Nearest to give_N_2: also_R, indenture_N, jll_N, vanda_N, amicas_N, schein_N, spyware_N, mcg_N,
  336. Nearest to even_R: perimeter_N, would_MD, little_A, human_N., atrocity_N, chambliss_N, see_V, medicine_N,
  337. Nearest to million_CD: billion_CD, percent_N, almost_R, compare_V, dharma_N, allred_N, eritreans_N, estimate_V,
  338. Nearest to use_V: jll_N, give_N_2, indenture_N, geriatric_N, second_N., ration_V, woman_N., involve_V,
  339. Nearest to get_N_2: mentally_R., kathrin_N, collections_N, bumpy_N, baradar_N., liu_N, predominate_N, malbranque_N,
  340. Nearest to market_N: areva_N, sequence_N., around_IN, indenture_N, chile_N, skeptically_R, nabil_N, thurston_N,
  341. Nearest to state_N: amicas_N, throb_N, grice_N, audit_N, organization_N, give_N_2, emit_V, ppp_N.,
  342. Nearest to new_A: also_R, jll_N, give_N_2, huckabee_too_nice_TGRAM, coll_N, would_MD, elizabeth_N., home_N.,
  343. Nearest to week_N: year_N, day_N, month_N, year_N., indeed_R., savio_N., highlighting_V, time_N,
  344. Nearest to take_V_1: chemistry_N., nebula_N, hedonistic_A, todd_N, downfall_N, whitewash_N, close_V., intrauterine_N,
  345. Nearest to former_A: bureaucratic_A, coxon_N, acknowledgment_N, ea_N., spyware_N, bracken_N, alcoholism_N., president_N,
  346. Nearest to high_A: devotee_N, mistyeyed_N, cornerback_N, grenade_N., orchestrate_V, identity_N., ayatollah_ali_khamenei_TGRAM, ricotta_N,
  347. Nearest to way_N: wall_V, orthodoxy_N, us_PRP, trio_N, could_MD, offlabel_N, also_R, highlights_N,
  348. Nearest to point_N: pharmacist_N, physio_N, stress_N, negate_N, barra_N, directors_N, grandparent_N, decide_N.,
  349. Nearest to make_V_1: thrifty_N, manages_N, budapest_A., legitimately_R, stockpile_V, obtain_V., latch_N, hamburger_N.,
  350. Nearest to two_CD: three_CD, one_CD, four_CD, five_CD, first_R, last_A, six_CD, day_N,
  351. Nearest to government_N_2: ziarat_N, immersion_N, sylvia_N, athletic_A, nov_N, hostagetaking_V, jongun_N, come_V_490,
  352. Nearest to include_V: ond_N, jll_N, mcg_N, clot_N, grumpy_N, spf_N, prosper_N, amicas_N,
  353. Nearest to big_A: one_CD, ima_N, derivative_N, disparity_N, hahn_N, poorer_N, downtime_N, may_MD,
  354. Nearest to public_N: rockland_N, southall_N, midland_N, farooq_N, motherinlaw_N., drone_N., greet_V, quota_N,
  355. Nearest to first_R: second_A, one_CD, two_CD, last_A, game_N, four_CD, globalise_V, weapons_N,
  356. Nearest to time_N: day_N, one_CD, half_N, token_N, year_N, electronics_N, go_V, approximate_N,
  357. Nearest to company_V_1: molester_N, hyungjin_N, homework_N., junction_N., moretti_N, ramification_N, shit_N., plaything_N,
  358. Nearest to team_N: soldier_N, exonerate_V, habitat_N., oddly_R, prosper_V., also_R, politically_R, attractiveness_N,
  359. Nearest to address_N_2: deutsche_bank_securities_TGRAM, round_V., bates_N., atrophy_N, company_V_97, give_V_252, company_V_261, lauro_N,
  360. Nearest to say_N_2: grin_V, eyewitness_N., uneven_R., nieves_N, stressed_V, say_V_21, loom_N., originally_R.,
  361. Nearest to see_V: argue_N, whisky_N, go_V, one_CD, jll_N, different_A., may_MD, still_R,
  362. Average loss at step 82000 : 4.088621538162231
  363. Average loss at step 84000 : 4.1006481405496595
  364. Average loss at step 86000 : 4.055350968122482
  365. Average loss at step 88000 : 4.07165355181694
  366. Average loss at step 90000 : 4.003483022332191
  367. Nearest to business_N: worley_N, cypriot_N, lobby_V, jll_N, pucci_N, ag_N., meter_V, jeanluc_N,
  368. Nearest to per_IN: cent_N, percent_N, million_CD, billion_CD, damage_V., aeropostale_N, rise_V, loss_N,
  369. Nearest to obama_N: algebra_N, bush_N, mr_N, would_MD, hairstylist_N, buckeye_N, booster_N, give_N_2,
  370. Nearest to new_N: governor_N, linger_V., city_N, urls_N, sabato_N, dept_N, leaner_N, oas_N,
  371. Nearest to right_N: try_V, tranche_N, polygamy_N, archaeology_N, fear_N, one_CD, jll_N, tishman_N,
  372. Nearest to give_N_2: also_R, jll_N, amicas_N, indenture_N, go_V, mcg_N, one_CD, vanda_N,
  373. Nearest to even_R: would_MD, perimeter_N, could_MD, see_V, human_N., atrocity_N, little_A, well_R,
  374. Nearest to million_CD: billion_CD, percent_N, compare_V, almost_R, dharma_N, estimate_V, allred_N, year_N,
  375. Nearest to use_V: jll_N, indenture_N, geriatric_N, ration_V, second_N., involve_V, slipups_N, google_N.,
  376. Nearest to get_N_2: mentally_R., kathrin_N, collections_N, bumpy_N, baradar_N., liu_N, predominate_N, malbranque_N,
  377. Nearest to market_N: indenture_N, areva_N, sequence_N., skeptically_R, nabil_N, thurston_N, also_R, exclude_N,
  378. Nearest to state_N: amicas_N, grice_N, throb_N, weiner_N, ppp_N., organization_N, sixyard_N, nun_N,
  379. Nearest to new_A: give_N_2, also_R, jll_N, huckabee_too_nice_TGRAM, would_MD, coll_N, could_MD, elizabeth_N.,
  380. Nearest to week_N: year_N, month_N, day_N, year_N., indeed_R., time_N, week_N., highlighting_V,
  381. Nearest to take_V_1: chemistry_N., nebula_N, hedonistic_A, todd_N, whitewash_N, downfall_N, close_V., intrauterine_N,
  382. Nearest to former_A: president_N, coxon_N, bracken_N, ea_N., racketeering_N., spyware_N, bureaucratic_A, acknowledgment_N,
  383. Nearest to high_A: devotee_N, mistyeyed_N, cornerback_N, charity_N., orchestrate_V, ricotta_N, ayatollah_ali_khamenei_TGRAM, grenade_N.,
  384. Nearest to way_N: could_MD, us_PRP, trio_N, orthodoxy_N, one_CD, wall_V, also_R, jll_N,
  385. Nearest to point_N: pharmacist_N, physio_N, negate_N, stress_N, barra_N, directors_N, grandparent_N, fiasco_N,
  386. Nearest to make_V_1: thrifty_N, manages_N, budapest_A., legitimately_R, stockpile_V, obtain_V., latch_N, hamburger_N.,
  387. Nearest to two_CD: three_CD, one_CD, four_CD, five_CD, first_R, last_A, day_N, jll_N,
  388. Nearest to government_N_2: ziarat_N, immersion_N, sylvia_N, athletic_A, hostagetaking_V, nov_N, jongun_N, come_V_490,
  389. Nearest to include_V: ond_N, jll_N, grumpy_N, mcg_N, predator_N., prosper_N, group_N, also_R,
  390. Nearest to big_A: one_CD, give_N_2, derivative_N, disparity_N, ima_N, loretta_N, hahn_N, poorer_N,
  391. Nearest to public_N: rockland_N, farooq_N, southall_N, midland_N, ismail_N, motherinlaw_N., domenico_N, quota_N,
  392. Nearest to first_R: second_A, two_CD, one_CD, last_A, game_N, four_CD, give_N_2, weapons_N,
  393. Nearest to time_N: day_N, one_CD, go_V, half_N, year_N, token_N, electronics_N, give_N_2,
  394. Nearest to company_V_1: molester_N, hyungjin_N, homework_N., junction_N., moretti_N, ramification_N, plaything_N, shit_N.,
  395. Nearest to team_N: exonerate_V, soldier_N, also_R, habitat_N., oddly_R, camellia_N, attractiveness_N, wideopen_V,
  396. Nearest to address_N_2: deutsche_bank_securities_TGRAM, round_V., bates_N., atrophy_N, company_V_97, give_V_252, company_V_261, lauro_N,
  397. Nearest to say_N_2: grin_V, eyewitness_N., uneven_R., nieves_N, stressed_V, say_V_21, loom_N., originally_R.,
  398. Nearest to see_V: one_CD, go_V, still_R, whisky_N, argue_N, give_N_2, may_MD, also_R,
  399. Average loss at step 92000 : 4.015531020641327
  400. Average loss at step 94000 : 3.9647630252838133
  401. Average loss at step 96000 : 3.9006418139934538
  402. Average loss at step 98000 : 3.9248577204942703
  403. Average loss at step 100000 : 3.905374888896942
  404. Nearest to business_N: worley_N, jll_N, pucci_N, meter_V, lobby_V, cypriot_N, economy_N, jeanluc_N,
  405. Nearest to per_IN: cent_N, percent_N, million_CD, loss_N, rise_V, billion_CD, damage_V., aeropostale_N,
  406. Nearest to obama_N: bush_N, would_MD, mr_N, algebra_N, hairstylist_N, booster_N, buckeye_N, dow_jones_newswires_TGRAM.,
  407. Nearest to new_N: governor_N, city_N, linger_V., york_N, dept_N, sabato_N, urls_N, restless_N,
  408. Nearest to right_N: try_V, tranche_N, polygamy_N, one_CD, uncannily_R, fear_N, want_V, think_N,
  409. Nearest to give_N_2: also_R, indenture_N, one_CD, amicas_N, mcg_N, vanda_N, jll_N, new_A,
  410. Nearest to even_R: would_MD, see_V, could_MD, well_R, little_A, atrocity_N, perimeter_N, understandably_R,
  411. Nearest to million_CD: billion_CD, percent_N, compare_V, dharma_N, almost_R, estimate_V, total_A, per_IN,
  412. Nearest to use_V: jll_N, indenture_N, many_A, geriatric_N, ration_V, give_N_2, involve_V, include_V,
  413. Nearest to get_N_2: mentally_R., kathrin_N, collections_N, bumpy_N, baradar_N., liu_N, predominate_N, malbranque_N,
  414. Nearest to market_N: indenture_N, sequence_N., skeptically_R, areva_N, exclude_N, thurston_N, economy_N, walaker_N,
  415. Nearest to state_N: amicas_N, throb_N, organization_N, grice_N, ppp_N., weiner_N, california_N, vanda_N,
  416. Nearest to new_A: also_R, would_MD, give_N_2, jll_N, could_MD, huckabee_too_nice_TGRAM, amicas_N, coll_N,
  417. Nearest to week_N: year_N, month_N, day_N, year_N., time_N, week_N., indeed_R., month_N.,
  418. Nearest to take_V_1: chemistry_N., nebula_N, hedonistic_A, todd_N, whitewash_N, downfall_N, intrauterine_N, softball_N,
  419. Nearest to former_A: give_N_2, president_N, bracken_N, coxon_N, ea_N., igf_N, bureaucratic_A, dimona_N,
  420. Nearest to high_A: devotee_N, mistyeyed_N, branden_N, charity_N., cornerback_N, orchestrate_V, ricotta_N, grenade_N.,
  421. Nearest to way_N: could_MD, us_PRP, good_A, trio_N, also_R, one_CD, would_MD, go_V,
  422. Nearest to point_N: physio_N, pharmacist_N, negate_N, barra_N, season_N, stress_N, grandparent_N, four_CD,
  423. Nearest to make_V_1: thrifty_N, manages_N, budapest_A., legitimately_R, krispy_N, stockpile_V, obtain_V., latch_N,
  424. Nearest to two_CD: three_CD, one_CD, four_CD, five_CD, first_R, last_A, six_CD, seven_CD,
  425. Nearest to government_N_2: ziarat_N, immersion_N, sylvia_N, athletic_A, hostagetaking_V, nov_N, jongun_N, come_V_490,
  426. Nearest to include_V: give_N_2, ond_N, prosper_N, use_V, predator_N., jll_N, mcg_N, group_N,
  427. Nearest to big_A: one_CD, give_N_2, asset_N., see_V, disparity_N, ima_N, may_MD, derivative_N,
  428. Nearest to public_N: rockland_N, southall_N, farooq_N, domenico_N, teleprompter_N., midland_N, ismail_N, motherinlaw_N.,
  429. Nearest to first_R: second_A, two_CD, one_CD, last_A, four_CD, game_N, three_CD, fiveyear_N,
  430. Nearest to time_N: day_N, go_V, half_N, year_N, one_CD, token_N, electronics_N, season_N,
  431. Nearest to company_V_1: molester_N, hyungjin_N, homework_N., junction_N., ramification_N, moretti_N, plaything_N, shit_N.,
  432. Nearest to team_N: one_CD, also_R, soldier_N, exonerate_V, image_N, camellia_N, game_N, habitat_N.,
  433. Nearest to address_N_2: deutsche_bank_securities_TGRAM, round_V., bates_N., atrophy_N, company_V_97, give_V_252, company_V_261, book_V_200,
  434. Nearest to say_N_2: grin_V, eyewitness_N., uneven_R., nieves_N, stressed_V, say_V_21, originally_R., loom_N.,
  435. Nearest to see_V: one_CD, go_V, still_R, may_MD, would_MD, even_R, whisky_N, jll_N,
  436. Average loss at step 102000 : 3.8958515603542327
  437. Average loss at step 104000 : 3.908107689976692
  438. Average loss at step 106000 : 3.9019034128189087
  439. Average loss at step 108000 : 3.787070202589035
  440. Average loss at step 110000 : 3.9105180188417434
  441. Nearest to business_N: worley_N, pucci_N, new_A, cypriot_N, meter_V, current_A, lobby_V, jll_N,
  442. Nearest to per_IN: cent_N, percent_N, million_CD, billion_CD, loss_N, rise_V, fell_V, sale_N,
  443. Nearest to obama_N: bush_N, mr_N, algebra_N, would_MD, hairstylist_N, dow_jones_newswires_TGRAM., booster_N, buckeye_N,
  444. Nearest to new_N: city_N, governor_N, york_N, linger_V., urls_N, dept_N, sabato_N, guile_N,
  445. Nearest to right_N: try_V, one_CD, polygamy_N, tranche_N, think_N, uncannily_R, would_MD, fear_N,
  446. Nearest to give_N_2: also_R, vanda_N, amicas_N, would_MD, jll_N, mcg_N, cro_N, indenture_N,
  447. Nearest to even_R: would_MD, see_V, could_MD, may_MD, little_A, well_R, one_CD, also_R,
  448. Nearest to million_CD: billion_CD, percent_N, compare_V, total_A, estimate_V, year_N, per_IN, dharma_N,
  449. Nearest to use_V: jll_N, indenture_N, include_V, new_A, use_N, second_N., amicas_N, geriatric_N,
  450. Nearest to get_N_2: mentally_R., kathrin_N, collections_N, bumpy_N, baradar_N., liu_N, predominate_N, malbranque_N,
  451. Nearest to market_N: economy_N, indenture_N, sequence_N., business_N, skeptically_R, thurston_N, areva_N, walaker_N,
  452. Nearest to state_N: amicas_N, throb_N, organization_N, california_N, ppp_N., grice_N, vanda_N, weiner_N,
  453. Nearest to new_A: also_R, would_MD, jll_N, huckabee_too_nice_TGRAM, amicas_N, could_MD, coll_N, give_N_2,
  454. Nearest to week_N: year_N, month_N, day_N, year_N., week_N., time_N, indeed_R., month_N.,
  455. Nearest to take_V_1: chemistry_N., nebula_N, hedonistic_A, todd_N, downfall_N, whitewash_N, close_V., softball_N,
  456. Nearest to former_A: give_N_2, bracken_N, president_N, coxon_N, ea_N., alcoholism_N., topflight_N, dimona_N,
  457. Nearest to high_A: devotee_N, mistyeyed_N, oil_N, branden_N, ricotta_N, low_A, rise_V, charity_N.,
  458. Nearest to way_N: could_MD, us_PRP, would_MD, one_CD, also_R, good_A, go_V, may_MD,
  459. Nearest to point_N: physio_N, barra_N, pharmacist_N, negate_N, season_N, time_N, team_N, stress_N,
  460. Nearest to make_V_1: thrifty_N, manages_N, budapest_A., legitimately_R, krispy_N, stockpile_V, obtain_V., latch_N,
  461. Nearest to two_CD: three_CD, four_CD, one_CD, five_CD, last_A, first_R, six_CD, seven_CD,
  462. Nearest to government_N_2: ziarat_N, immersion_N, sylvia_N, athletic_A, jongun_N, hostagetaking_V, nov_N, come_V_490,
  463. Nearest to include_V: use_V, ond_N, amicas_N, one_CD, jll_N, group_N, predator_N., prosper_N,
  464. Nearest to big_A: one_CD, even_R, see_V, go_V, may_MD, ima_N, could_MD, asset_N.,
  465. Nearest to public_N: rockland_N, farooq_N, southall_N, domenico_N, teleprompter_N., motherinlaw_N., midland_N, distributor_N,
  466. Nearest to first_R: second_A, two_CD, last_A, one_CD, four_CD, three_CD, final_A, game_N,
  467. Nearest to time_N: day_N, go_V, year_N, half_N, one_CD, season_N, month_N, would_MD,
  468. Nearest to company_V_1: molester_N, hyungjin_N, homework_N., junction_N., ramification_N, moretti_N, plaything_N, shit_N.,
  469. Nearest to team_N: also_R, game_N, one_CD, soldier_N, exonerate_V, habitat_N., camellia_N, point_N,
  470. Nearest to address_N_2: deutsche_bank_securities_TGRAM, round_V., company_V_97, atrophy_N, give_V_252, company_V_261, book_V_200, chez_N,
  471. Nearest to say_N_2: grin_V, eyewitness_N., uneven_R., nieves_N, stressed_V, say_V_21, loom_N., originally_R.,
  472. Nearest to see_V: one_CD, still_R, go_V, even_R, would_MD, may_MD, also_R, jll_N,
  473. Average loss at step 112000 : 3.833343009710312
  474. Average loss at step 114000 : 3.889029933333397
  475. Average loss at step 116000 : 3.8171030284166334
  476. Average loss at step 118000 : 3.836214436173439
  477. Average loss at step 120000 : 3.86305886721611
  478. Nearest to business_N: worley_N, market_N, meter_V, pucci_N, lobby_V, cypriot_N, jll_N, current_A,
  479. Nearest to per_IN: cent_N, percent_N, million_CD, loss_N, rise_V, billion_CD, fell_V, sale_N,
  480. Nearest to obama_N: bush_N, give_N_2, would_MD, mr_N, algebra_N, also_R, hairstylist_N, dow_jones_newswires_TGRAM.,
  481. Nearest to new_N: city_N, governor_N, york_N, sabato_N, linger_V., smiling_V, guile_N, dept_N,
  482. Nearest to right_N: try_V, tranche_N, polygamy_N, one_CD, want_V, think_N, also_R, uncannily_R,
  483. Nearest to give_N_2: also_R, go_V, jll_N, indenture_N, know_V, one_CD, much_A, well_R,
  484. Nearest to even_R: see_V, would_MD, could_MD, give_N_2, still_R, may_MD, little_A, well_R,
  485. Nearest to million_CD: billion_CD, percent_N, compare_V, total_A, per_IN, estimate_V, cent_N, allred_N,
  486. Nearest to use_V: jll_N, include_V, use_N, indenture_N, provide_V, involve_V, second_N., many_A,
  487. Nearest to get_N_2: mentally_R., kathrin_N, collections_N, bumpy_N, baradar_N., liu_N, predominate_N, malbranque_N,
  488. Nearest to market_N: business_N, indenture_N, economy_N, sequence_N., skeptically_R, oakley_N, areva_N, exclude_N,
  489. Nearest to state_N: amicas_N, organization_N, throb_N, ppp_N., california_N, grice_N, weiner_N, leake_V,
  490. Nearest to new_A: would_MD, jll_N, also_R, amicas_N, give_N_2, huckabee_too_nice_TGRAM, could_MD, mcg_N,
  491. Nearest to week_N: month_N, year_N, day_N, year_N., week_N., time_N, month_N., minute_N,
  492. Nearest to take_V_1: chemistry_N., nebula_N, hedonistic_A, todd_N, downfall_N, whitewash_N, close_V., softball_N,
  493. Nearest to former_A: bracken_N, president_N, give_N_2, chief_N, alcoholism_N., igf_N, executive_N, coxon_N,
  494. Nearest to high_A: mistyeyed_N, devotee_N, low_A, oil_N, rise_V, identity_N., branden_N, orchestrate_V,
  495. Nearest to way_N: could_MD, us_PRP, would_MD, good_A, go_V, may_MD, also_R, give_N_2,
  496. Nearest to point_N: barra_N, negate_N, pharmacist_N, season_N, physio_N, game_N, time_N, four_CD,
  497. Nearest to make_V_1: thrifty_N, manages_N, budapest_A., legitimately_R, krispy_N, stockpile_V, hamburger_N., obtain_V.,
  498. Nearest to two_CD: three_CD, four_CD, one_CD, five_CD, six_CD, last_A, first_R, eight_CD,
  499. Nearest to government_N_2: ziarat_N, immersion_N, sylvia_N, athletic_A, jongun_N, hostagetaking_V, nov_N, come_V_490,
  500. Nearest to include_V: ond_N, use_V, one_CD, group_N, prosper_N, amicas_N, predator_N., jll_N,
  501. Nearest to big_A: one_CD, even_R, see_V, give_N_2, asset_N., go_V, ima_N, still_R,
  502. Nearest to public_N: rockland_N, farooq_N, southall_N, teleprompter_N., domenico_N, drone_N., midland_N, ismail_N,
  503. Nearest to first_R: second_A, last_A, two_CD, four_CD, game_N, one_CD, third_A, three_CD,
  504. Nearest to time_N: day_N, go_V, year_N, one_CD, half_N, season_N, give_N_2, since_IN,
  505. Nearest to company_V_1: molester_N, hyungjin_N, homework_N., junction_N., ramification_N, moretti_N, plaything_N, shit_N.,
  506. Nearest to team_N: also_R, game_N, soldier_N, exonerate_V, attractiveness_N, camellia_N, simms_N, habitat_N.,
  507. Nearest to address_N_2: deutsche_bank_securities_TGRAM, round_V., company_V_97, atrophy_N, give_V_252, company_V_261, book_V_200, chez_N,
  508. Nearest to say_N_2: grin_V, eyewitness_N., uneven_R., nieves_N, stressed_V, say_V_21, loom_N., originally_R.,
  509. Nearest to see_V: still_R, one_CD, go_V, even_R, may_MD, give_N_2, would_MD, also_R,
  510. Average loss at step 122000 : 3.8495632128715513
  511. Average loss at step 124000 : 3.8164603255987166
  512. Average loss at step 126000 : 3.8051130542755125
  513. Average loss at step 128000 : 3.7730781972408294
  514. Average loss at step 130000 : 3.7159659278392794
  515. Nearest to business_N: worley_N, jll_N, current_A, market_N, new_A, meter_V, amicas_N, economy_N,
  516. Nearest to per_IN: cent_N, percent_N, million_CD, rise_V, sale_N, fell_V, loss_N, billion_CD,
  517. Nearest to obama_N: bush_N, mr_N, clinton_N, algebra_N, bill_N, would_MD, hairstylist_N, vice_N,
  518. Nearest to new_N: city_N, governor_N, york_N, smiling_V, sabato_N, guile_N, dept_N, linger_V.,
  519. Nearest to right_N: try_V, one_CD, want_V, tranche_N, would_MD, polygamy_N, go_V, think_N,
  520. Nearest to give_N_2: also_R, vanda_N, schein_N, amicas_N, indenture_N, jll_N, spyware_N, mcg_N,
  521. Nearest to even_R: see_V, still_R, would_MD, could_MD, may_MD, well_R, need_N, go_V,
  522. Nearest to million_CD: billion_CD, percent_N, total_A, compare_V, estimate_V, per_IN, allred_N, dharma_N,
  523. Nearest to use_V: jll_N, use_N, give_N_2, include_V, indenture_N, many_A, marceau_N, new_A,
  524. Nearest to get_N_2: mentally_R., kathrin_N, collections_N, bumpy_N, baradar_N., liu_N, predominate_N, malbranque_N,
  525. Nearest to market_N: business_N, economy_N, indenture_N, sequence_N., image_V., exclude_N, areva_N, regard_V.,
  526. Nearest to state_N: throb_N, amicas_N, california_N, organization_N, ppp_N., support_N, fake_N, vanda_N,
  527. Nearest to new_A: would_MD, jll_N, also_R, amicas_N, give_N_2, well_R, huckabee_too_nice_TGRAM, use_V,
  528. Nearest to week_N: year_N, month_N, day_N, year_N., week_N., month_N., time_N, since_IN,
  529. Nearest to take_V_1: chemistry_N., nebula_N, hedonistic_A, todd_N, intrauterine_N, whitewash_N, downfall_N, close_V.,
  530. Nearest to former_A: president_N, bracken_N, give_N_2, coxon_N, chief_N, executive_N, director_N, topflight_N,
  531. Nearest to high_A: low_A, mistyeyed_N, devotee_N, oil_N, rise_V, increase_N, ricotta_N, identity_N.,
  532. Nearest to way_N: could_MD, us_PRP, good_A, go_V, may_MD, much_A, time_N, know_V,
  533. Nearest to point_N: barra_N, game_N, season_N, negate_N, physio_N, pharmacist_N, time_N, team_N,
  534. Nearest to make_V_1: thrifty_N, manages_N, budapest_A., legitimately_R, krispy_N, stockpile_V, hamburger_N., latch_N,
  535. Nearest to two_CD: three_CD, four_CD, five_CD, one_CD, last_A, six_CD, first_R, eight_CD,
  536. Nearest to government_N_2: ziarat_N, petroecuador_N, immersion_N, sylvia_N, athletic_A, jongun_N, hostagetaking_V, nov_N,
  537. Nearest to include_V: ond_N, use_V, group_N, one_CD, amicas_N, prosper_N, jll_N, lead_V,
  538. Nearest to big_A: one_CD, even_R, still_R, see_V, asset_N., ima_N, may_MD, go_V,
  539. Nearest to public_N: rockland_N, farooq_N, southall_N, teleprompter_N., domenico_N, midland_N, ismail_N, dena_N,
  540. Nearest to first_R: second_A, last_A, two_CD, third_A, four_CD, one_CD, three_CD, final_A,
  541. Nearest to time_N: day_N, go_V, one_CD, year_N, half_N, season_N, month_N, week_N,
  542. Nearest to company_V_1: molester_N, hyungjin_N, homework_N., junction_N., ramification_N, moretti_N, plaything_N, shit_N.,
  543. Nearest to team_N: also_R, game_N, one_CD, exonerate_V, image_N, point_N, still_R, attractiveness_N,
  544. Nearest to address_N_2: round_V., deutsche_bank_securities_TGRAM, company_V_97, atrophy_N, give_V_252, company_V_261, book_V_200, chez_N,
  545. Nearest to say_N_2: grin_V, eyewitness_N., uneven_R., nieves_N, stressed_V, say_V_21, loom_N., originally_R.,
  546. Nearest to see_V: go_V, still_R, one_CD, even_R, may_MD, back_R, jll_N, know_V,
  547. Average loss at step 132000 : 3.743133759021759
  548. Average loss at step 134000 : 3.7402918630838395
  549. Average loss at step 136000 : 3.788565319299698
  550. Average loss at step 138000 : 3.7080673260688783
  551. Average loss at step 140000 : 3.735926265001297
  552. Nearest to business_N: market_N, new_A, worley_N, current_A, jll_N, economy_N, amicas_N, cypriot_N,
  553. Nearest to per_IN: cent_N, million_CD, percent_N, rise_V, fell_V, loss_N, billion_CD, price_N,
  554. Nearest to obama_N: bush_N, mr_N, give_N_2, clinton_N, also_R, would_MD, algebra_N, vice_N,
  555. Nearest to new_N: city_N, york_N, governor_N, smiling_V, slowgrowing_V, rarest_N, oas_N, sabato_N,
  556. Nearest to right_N: try_V, want_V, tranche_N, one_CD, polygamy_N, would_MD, afford_N, well_R,
  557. Nearest to give_N_2: indenture_N, jll_N, also_R, amicas_N, vanda_N, schein_N, mcg_N, one_CD,
  558. Nearest to even_R: see_V, still_R, would_MD, could_MD, may_MD, well_R, little_A, need_N,
  559. Nearest to million_CD: billion_CD, percent_N, per_IN, compare_V, total_A, estimate_V, dharma_N, allred_N,
  560. Nearest to use_V: jll_N, use_N, include_V, indenture_N, marceau_N, system_N, allow_V, involve_V,
  561. Nearest to get_N_2: mentally_R., kathrin_N, collections_N, bumpy_N, baradar_N., liu_N, predominate_N, malbranque_N,
  562. Nearest to market_N: business_N, economy_N, indenture_N, sequence_N., regard_V., areva_N, exclude_N, rise_V,
  563. Nearest to state_N: ppp_N., california_N, throb_N, amicas_N, organization_N, us_N, brandenburg_N, weiner_N,
  564. Nearest to new_A: also_R, jll_N, amicas_N, would_MD, give_N_2, mcg_N, show_N, plan_N,
  565. Nearest to week_N: month_N, year_N, day_N, year_N., week_N., month_N., time_N, since_IN,
  566. Nearest to take_V_1: chemistry_N., nebula_N, hedonistic_A, todd_N, intrauterine_N, whitewash_N, downfall_N, close_V.,
  567. Nearest to former_A: president_N, give_N_2, director_N, bracken_N, chief_N, coxon_N, executive_N, topflight_N,
  568. Nearest to high_A: low_A, devotee_N, mistyeyed_N, rise_V, increase_N, oil_N, ricotta_N, erbitux_N,
  569. Nearest to way_N: could_MD, us_PRP, go_V, good_A, may_MD, know_V, time_N, also_R,
  570. Nearest to point_N: game_N, team_N, season_N, barra_N, negate_N, finish_N, shot_N, pharmacist_N,
  571. Nearest to make_V_1: thrifty_N, manages_N, budapest_A., legitimately_R, krispy_N, stockpile_V, latch_N, hamburger_N.,
  572. Nearest to two_CD: three_CD, four_CD, five_CD, six_CD, one_CD, last_A, eight_CD, first_R,
  573. Nearest to government_N_2: ziarat_N, petroecuador_N, immersion_N, sylvia_N, athletic_A, jongun_N, hostagetaking_V, nov_N,
  574. Nearest to include_V: ond_N, use_V, group_N, amicas_N, one_CD, lead_V, jll_N, part_N,
  575. Nearest to big_A: one_CD, give_N_2, even_R, large_A, see_V, still_R, amicas_N, ima_N,
  576. Nearest to public_N: rockland_N, farooq_N, give_N_2, also_R, vanda_N, drone_N., new_A, southall_N,
  577. Nearest to first_R: second_A, last_A, two_CD, third_A, four_CD, three_CD, one_CD, since_IN,
  578. Nearest to time_N: day_N, go_V, year_N, one_CD, season_N, half_N, start_N, game_N,
  579. Nearest to company_V_1: molester_N, hyungjin_N, homework_N., junction_N., ramification_N, moretti_N, plaything_N, shit_N.,
  580. Nearest to team_N: game_N, also_R, point_N, one_CD, exonerate_V, match_N, image_N, lead_N,
  581. Nearest to address_N_2: round_V., deutsche_bank_securities_TGRAM, company_V_97, atrophy_N, give_V_252, company_V_261, chez_N, book_V_200,
  582. Nearest to say_N_2: grin_V, eyewitness_N., uneven_R., stressed_V, nieves_N, say_V_21, loom_N., originally_R.,
  583. Nearest to see_V: go_V, still_R, one_CD, even_R, know_V, may_MD, give_N_2, jll_N,
  584. Average loss at step 142000 : 3.7494394241571425
  585. Average loss at step 144000 : 3.690427868485451
  586. Average loss at step 146000 : 3.727377291083336
  587. Average loss at step 148000 : 3.714008314371109
  588. Average loss at step 150000 : 3.745940823197365
  589. Nearest to business_N: market_N, current_A, new_A, jll_N, worley_N, amicas_N, economy_N, mcg_N,
  590. Nearest to per_IN: cent_N, million_CD, percent_N, rise_V, fell_V, billion_CD, loss_N, sale_N,
  591. Nearest to obama_N: bush_N, clinton_N, also_R, mr_N, vice_N, algebra_N, would_MD, dow_jones_newswires_TGRAM.,
  592. Nearest to new_N: city_N, york_N, governor_N, smiling_V, slowgrowing_V, london_N, lx_N, washington_N,
  593. Nearest to right_N: try_V, want_V, tranche_N, still_R, would_MD, think_N, jll_N, afford_N,
  594. Nearest to give_N_2: jll_N, one_CD, also_R, indenture_N, vanda_N, amicas_N, go_V, see_V,
  595. Nearest to even_R: still_R, well_R, would_MD, see_V, could_MD, may_MD, much_A, little_A,
  596. Nearest to million_CD: billion_CD, percent_N, compare_V, per_IN, total_A, estimate_V, cent_N, allred_N,
  597. Nearest to use_V: use_N, jll_N, include_V, indenture_N, many_A, allow_V, involve_V, new_A,
  598. Nearest to get_N_2: mentally_R., kathrin_N, collections_N, bumpy_N, liu_N, baradar_N., predominate_N, malbranque_N,
  599. Nearest to market_N: business_N, economy_N, indenture_N, sequence_N., areva_N, bank_N, explanation_N., regard_V.,
  600. Nearest to state_N: california_N, ppp_N., organization_N, amicas_N, throb_N, give_N_2, support_N, vanda_N,
  601. Nearest to new_A: also_R, would_MD, show_N, amicas_N, jll_N, support_N, use_V, plan_N,
  602. Nearest to week_N: month_N, year_N, day_N, year_N., week_N., month_N., time_N, since_IN,
  603. Nearest to take_V_1: chemistry_N., nebula_N, hedonistic_A, intrauterine_N, todd_N, downfall_N, whitewash_N, close_V.,
  604. Nearest to former_A: president_N, director_N, give_N_2, chief_N, bracken_N, executive_N, john_N, vice_N,
  605. Nearest to high_A: low_A, rise_V, devotee_N, oil_N, mistyeyed_N, increase_N, average_A, erbitux_N,
  606. Nearest to way_N: could_MD, us_PRP, go_V, time_N, know_V, would_MD, also_R, much_A,
  607. Nearest to point_N: game_N, team_N, second_A, season_N, barra_N, negate_N, lead_N, finish_N,
  608. Nearest to make_V_1: thrifty_N, manages_N, budapest_A., legitimately_R, krispy_N, stockpile_V, latch_N, hamburger_N.,
  609. Nearest to two_CD: three_CD, four_CD, five_CD, six_CD, one_CD, eight_CD, last_A, seven_CD,
  610. Nearest to government_N_2: ziarat_N, petroecuador_N, immersion_N, sylvia_N, athletic_A, jongun_N, nov_N, hostagetaking_V,
  611. Nearest to include_V: use_V, ond_N, group_N, amicas_N, part_N, one_CD, jll_N, new_A,
  612. Nearest to big_A: one_CD, large_A, even_R, see_V, world_N, still_R, ima_N, loretta_N,
  613. Nearest to public_N: rockland_N, farooq_N, vanda_N, southall_N, also_R, domenico_N, teleprompter_N., new_A,
  614. Nearest to first_R: second_A, last_A, third_A, four_CD, two_CD, three_CD, game_N, final_A,
  615. Nearest to time_N: day_N, go_V, year_N, one_CD, half_N, give_N_2, season_N, way_N,
  616. Nearest to company_V_1: molester_N, hyungjin_N, homework_N., junction_N., ramification_N, moretti_N, plaything_N, shit_N.,
  617. Nearest to team_N: game_N, also_R, point_N, give_N_2, lead_N, match_N, club_N, time_N,
  618. Nearest to address_N_2: deutsche_bank_securities_TGRAM, company_V_97, atrophy_N, give_V_252, round_V., company_V_261, chez_N, book_V_200,
  619. Nearest to say_N_2: grin_V, eyewitness_N., uneven_R., stressed_V, nieves_N, say_V_21, loom_N., originally_R.,
  620. Nearest to see_V: go_V, still_R, know_V, give_N_2, one_CD, even_R, may_MD, little_A,
  621. plot saved
  622.  
  623. Process finished with exit code 0
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