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suthagar23

Embedding-30 march 2018-13.06pm

Mar 30th, 2018
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  1. Data : 35%
  2. Steps : 10001
  3. Date : 30 march 2018
  4. ---------------------------------------------
  5.  
  6. WARNING:tensorflow:From /home/suthagar/PycharmProjects/wordembedding/tensorflow/tf-basic-1-improved3.py:164: calling reduce_sum (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.
  7. Instructions for updating:
  8. keep_dims is deprecated, use keepdims instead
  9. 2018-03-30 12:58:31.461889: 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
  10. 2018-03-30 12:58:31.549299: 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
  11. 2018-03-30 12:58:31.549713: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1105] Found device 0 with properties:
  12. name: GeForce GT 740M major: 3 minor: 5 memoryClockRate(GHz): 1.0325
  13. pciBusID: 0000:01:00.0
  14. totalMemory: 1.96GiB freeMemory: 1.40GiB
  15. 2018-03-30 12:58:31.549727: 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)
  16. Initialized
  17. Average loss at step 0 : 267.7135925292969
  18. Nearest to But_CC: regard_N., Bhutto_N, WBC_N, wildfire_N, tally_V, pendant_N, Commissioner_Roger_Goodell_TGRAM, Fuller_N,
  19. Nearest to right_N: Hinrich_N, Benning_V, scatter_N, Sykes_N, block_V, writeoffs_N, emblem_N, prize_N.,
  20. Nearest to new_A: Lotus_N, confidant_N, supermodel_N, Uno_N, Bruce_V., Returns_N, headbutt_V, skill_N.,
  21. Nearest to world_N: postpone_V., buttress_N, Carpet_N, authorization_N, Rowland_N, Lovely_R, Nev_N, sunset_N.,
  22. Nearest to week_N: unlimited_A, GEMINI_May_June_TGRAM, stimulation_N, Wizards_N, enormously_R, sensible_A., malady_N, Bushʼs_N,
  23. Nearest to second_A: exasperate_V, huh_N., important_A, pay_V, Pompeii_N, agency_N, constantly_R., sequester_V,
  24. Nearest to public_N: Comedy_N, cushion_V, wane_N, Donohue_N, PSI_N, USA_N, obedience_N, tenure_N,
  25. Nearest to United_N: crucifixion_N, Tomb_N, Ipsos_N, frisson_N, Chinalco_N, Endangered_V, levy_N., woodwork_N,
  26. Nearest to told_N: maelstrom_N, Mandela_N., violinist_N, Anbar_N, lifesize_N, technological_A, Citing_V, tr_N.,
  27. Nearest to include_V: barebones_N, distress_N, Ladbrokes_N, explodes_N, Never_R, Cubans_N, Jones_N, lender_N.,
  28. Nearest to help_N: shin_V, capture_V., Vaclav_N, scour_V, adopt_V, air_N, upheaval_N., anthropologist_N,
  29. Nearest to family_N: Na_N, Terrance_N, Daily_Mail_reported_TGRAM, inflexible_A, North_N., safest_N, Calzaghe_N, Hull_N.,
  30. Nearest to found_N: frosty_N, effectiveness_N, Shanks_N, hook_N., thhour_N, offfield_N, GENEVA_N, precipitation_N,
  31. Nearest to need_N: Calcavecchia_N, communicate_N, lambast_V, repeal_V, turbulent_N, Robinson_N, Sanctions_N, illiterate_N,
  32. Nearest to number_N: bunting_N, smoking_N., Langston_N, Chief_Operating_Officer_TGRAM, enthusiasm_N., envious_A, Scholars_N, forthright_N,
  33. Nearest to expect_V: tow_N, twomonth_N, estimate_N, moderateincome_N, speck_N, roadblock_N, Schuettler_N, custard_N,
  34. Average loss at step 2000 : 125.78814764213563
  35. Average loss at step 4000 : 57.39867744398117
  36. Average loss at step 6000 : 36.8330862569809
  37. Average loss at step 8000 : 25.238171288728715
  38. Average loss at step 10000 : 19.059994671344757
  39. Nearest to But_CC: Bhutto_N, Victoria_N, wildfire_N, People_N, WBC_N, merge_V, The_DT, select_V,
  40. Nearest to right_N: Jan_N., block_V, Will_MD, landslide_N, Prime_Minister_Gordon_TGRAM, I_PRP, AfricanAmerican_A, ultimate_A,
  41. Nearest to new_A: The_DT, grace_N, Budget_V, foot_N., face_N., Charter_N, Meanwhile_R, nudge_N,
  42. Nearest to world_N: postpone_V., without_IN, outlet_N, haul_N, Kenya_N, illegal_A., People_N, Bahrain_N,
  43. Nearest to week_N: unlimited_A, Wizards_N, wonderful_N, incompetence_N, enormously_R, September_N, ago_R., whip_V,
  44. Nearest to second_A: agency_N, pay_V, important_A, go_V, authority_N, exasperate_V, quite_R, kid_N,
  45. Nearest to public_N: Comedy_N, tenure_N, USA_N, Rwanda_N, Premier_N, Michelle_N, spark_V, unavailable_A,
  46. Nearest to United_N: Chinalco_N, army_N, change_V, signature_N, exist_V, coal_N, Line_N, audience_N.,
  47. Nearest to told_N: technological_A, sentimental_N, approve_V, neighborhood_N, Mediterranean_N, grill_V, footballing_V, participate_V,
  48. Nearest to include_V: word_N, print_V, lender_N., Never_R, Jones_N, distress_N, usually_R, PC_N,
  49. Nearest to help_N: air_N, adopt_V, Congress_N., format_N, shin_V, worried_A, unlike_IN, mind_N.,
  50. Nearest to family_N: Neither_CC, Calzaghe_N, see_V., really_R, bat_N, Way_N, Brussels_N, probably_R,
  51. Nearest to found_N: effectiveness_N, even_R, offfield_N, disclosure_N, hook_N., nobody_N, dream_N, cheer_N,
  52. Nearest to need_N: communicate_N, The_DT, Lowe_N, Robinson_N, Are_N, repeal_V, achievement_N, Americans_N,
  53. Nearest to number_N: science_N, report_V., examine_V, Chief_Operating_Officer_TGRAM, surprise_N., opinion_N, knee_N, smoking_N.,
  54. Nearest to expect_V: tow_N, estimate_N, Hillary_A, Rowan_N, Keane_N, threegame_N, integrate_V, Baker_N,
  55. Average loss at step 12000 : 14.938827157735824
  56. Average loss at step 14000 : 12.232840812444687
  57. Average loss at step 16000 : 10.669817502260209
  58. Average loss at step 18000 : 9.260137577533722
  59. Average loss at step 20000 : 8.272067669153213
  60. Nearest to But_CC: The_DT, Bhutto_N, Victoria_N, WBC_N, In_IN, merge_V, Fuller_N, say_V,
  61. Nearest to right_N: I_PRP, Jan_N., AfricanAmerican_A, ultimate_A, Prime_Minister_Gordon_TGRAM, Across_IN, landslide_N, block_V,
  62. Nearest to new_A: The_DT, grace_N, make_V, interrupt_V, Budget_V, confidant_N, Charter_N, say_V,
  63. Nearest to world_N: postpone_V., outlet_N, without_IN, illegal_A., Rowland_N, Kenya_N, vastly_R, haul_N,
  64. Nearest to week_N: Wizards_N, year_N, unlimited_A, enormously_R, stimulation_N, incompetence_N, whip_V, month_N,
  65. Nearest to second_A: go_V, agency_N, pay_V, exasperate_V, authority_N, important_A, Fraud_N, email_N.,
  66. Nearest to public_N: Comedy_N, tenure_N, USA_N, Premier_N, Rwanda_N, bewilder_V, authoritarian_A, spark_V,
  67. Nearest to United_N: woodwork_N, outstanding_A., Chinalco_N, change_V, signature_N, army_N, coal_N, Line_N,
  68. Nearest to told_N: technological_A, The_DT, say_V, sentimental_N, grill_V, approve_V, footballing_V, Mediterranean_N,
  69. Nearest to include_V: lender_N., Belfast_N, PC_N, print_V, usually_R, Never_R, distress_N, chancellor_N,
  70. Nearest to help_N: air_N, adopt_V, Congress_N., format_N, calorie_N, ISO_N, shin_V, scour_V,
  71. Nearest to family_N: Calzaghe_N, see_V., Neither_CC, safest_N, Way_N, really_R, sizable_A, Court_N.,
  72. Nearest to found_N: effectiveness_N, offfield_N, even_R, disclosure_N, fullfledged_V, hook_N., cheer_N, nobody_N,
  73. Nearest to need_N: communicate_N, The_DT, Lowe_N, lambast_V, door_N., Seuss_N, Rockies_N, Robinson_N,
  74. Nearest to number_N: Chief_Operating_Officer_TGRAM, science_N, Coltrane_N, surprise_N., Camara_N, smoking_N., examine_V, Hours_N,
  75. Nearest to expect_V: twomonth_N, tow_N, Rowan_N, estimate_N, roadblock_N, integrate_V, matchup_N, Keane_N,
  76. Average loss at step 22000 : 7.659224506378174
  77. Average loss at step 24000 : 7.0147323524951934
  78. Average loss at step 26000 : 6.7439349882602695
  79. Average loss at step 28000 : 6.430012422561646
  80. Average loss at step 30000 : 6.153830095529556
  81. Nearest to But_CC: The_DT, In_IN, It_PRP, Bhutto_N, go_V, say_V, Victoria_N, He_PRP,
  82. Nearest to right_N: I_PRP, scatter_N, AfricanAmerican_A, ultimate_A, Prime_Minister_Gordon_TGRAM, one_CD, catchment_N, Jan_N.,
  83. Nearest to new_A: The_DT, grace_N, interrupt_V, make_V, Derbyshire_N, confidant_N, Budget_V, animal_N.,
  84. Nearest to world_N: postpone_V., outlet_N, vastly_R, illegal_A., without_IN, Kenya_N, uninsured_A, buttress_N,
  85. Nearest to week_N: year_N, month_N, Wizards_N, enormously_R, incompetence_N, year_N., LAX_N, stimulation_N,
  86. Nearest to second_A: go_V, agency_N, first_R, pay_V, exasperate_V, poise_V, authority_N, Fraud_N,
  87. Nearest to public_N: Comedy_N, tenure_N, American_A., Premier_N, bewilder_V, Rwanda_N, stake_N, authoritarian_A,
  88. Nearest to United_N: woodwork_N, outstanding_A., Chinalco_N, change_V, Leaders_N, army_N, signature_N, Line_N,
  89. Nearest to told_N: The_DT, say_V, technological_A, sentimental_N, grill_V, footballing_V, A_DT, approve_V,
  90. Nearest to include_V: lender_N., Belfast_N, print_V, PC_N, Never_R, word_N, chancellor_N, print_N,
  91. Nearest to help_N: air_N, Congress_N., ISO_N, Emmys_N, Toronto_N., shin_V, format_N, calorie_N,
  92. Nearest to family_N: Calzaghe_N, sizable_A, Neither_CC, see_V., safest_N, Way_N, Iranians_N, set_N,
  93. Nearest to found_N: frosty_N, offfield_N, effectiveness_N, even_R, disclosure_N, hook_N., fullfledged_V, thhour_N,
  94. Nearest to need_N: communicate_N, Lowe_N, lambast_V, door_N., horrible_A, Rockies_N, The_DT, Robinson_N,
  95. Nearest to number_N: Camara_N, smoking_N., surprise_N., Coltrane_N, Chief_Operating_Officer_TGRAM, science_N, Hours_N, envious_A,
  96. Nearest to expect_V: twomonth_N, tow_N, Rowan_N, roadblock_N, estimate_N, video_N., institutional_A, matchup_N,
  97. Average loss at step 32000 : 5.997549618005753
  98. Average loss at step 34000 : 5.869017215013504
  99. Average loss at step 36000 : 5.735335535049439
  100. Average loss at step 38000 : 5.676900449514389
  101. Average loss at step 40000 : 5.602877493143081
  102. Nearest to But_CC: It_PRP, The_DT, In_IN, He_PRP, go_V, I_PRP, would_MD, Bhutto_N,
  103. Nearest to right_N: I_PRP, one_CD, scatter_N, catchment_N, AfricanAmerican_A, ultimate_A, Prime_Minister_Gordon_TGRAM, go_V,
  104. Nearest to new_A: The_DT, make_V, Derbyshire_N, grace_N, interrupt_V, animal_N., confidant_N, LAX_N,
  105. Nearest to world_N: without_IN, postpone_V., outlet_N, vastly_R, one_CD, illegal_A., buttress_N, uninsured_A,
  106. Nearest to week_N: year_N, month_N, year_N., Wizards_N, enormously_R, incompetence_N, reduces_N, time_N,
  107. Nearest to second_A: first_R, go_V, agency_N, pay_V, poise_V, british_A, constantly_R., quite_R,
  108. Nearest to public_N: Comedy_N, tenure_N, bewilder_V, Premier_N, stake_N, Rwanda_N, Bassett_N, American_A.,
  109. Nearest to United_N: woodwork_N, outstanding_A., Leaders_N, Chinalco_N, army_N, affirmative_A, change_V, impact_V,
  110. Nearest to told_N: say_V, The_DT, technological_A, A_DT, say_V., grill_V, sentimental_N, footballing_V,
  111. Nearest to include_V: The_DT, lender_N., one_CD, print_V, Belfast_N, Never_R, chancellor_N, word_N,
  112. Nearest to help_N: new_A, Emmys_N, Vaclav_N, Congress_N., ISO_N, Toronto_N., calorie_N, shin_V,
  113. Nearest to family_N: Calzaghe_N, sizable_A, Terrance_N, see_V., set_N, really_R, Iranians_N, safest_N,
  114. Nearest to found_N: frosty_N, offfield_N, effectiveness_N, even_R, disclosure_N, hook_N., fullfledged_V, thhour_N,
  115. Nearest to need_N: communicate_N, door_N., horrible_A, lambast_V, The_DT, Lowe_N, laugh_N, Robinson_N,
  116. Nearest to number_N: Camara_N, smoking_N., surprise_N., Coltrane_N, Chief_Operating_Officer_TGRAM, abduction_N, Hours_N, forthright_N,
  117. Nearest to expect_V: twomonth_N, tow_N, roadblock_N, Rowan_N, IL_N, institutional_A, estimate_N, threegame_N,
  118. Average loss at step 42000 : 5.556278243780136
  119. Average loss at step 44000 : 5.482591322422028
  120. Average loss at step 46000 : 5.397836333990097
  121. Average loss at step 48000 : 5.397814492940903
  122. Average loss at step 50000 : 5.335077493429184
  123. Nearest to But_CC: It_PRP, The_DT, He_PRP, In_IN, I_PRP, go_V, A_DT, would_MD,
  124. Nearest to right_N: Builder_N, one_CD, I_PRP, go_V, catchment_N, scatter_N, would_MD, ultimate_A,
  125. Nearest to new_A: The_DT, Derbyshire_N, make_V, animal_N., Builder_N, help_N, interrupt_V, also_R,
  126. Nearest to world_N: one_CD, vastly_R, without_IN, outlet_N, illegal_A., postpone_V., uninsured_A, buttress_N,
  127. Nearest to week_N: year_N, month_N, year_N., Wizards_N, time_N, enormously_R, day_N, incompetence_N,
  128. Nearest to second_A: first_R, go_V, poise_V, pay_V, year_N, two_CD, constantly_R., agency_N,
  129. Nearest to public_N: Comedy_N, tenure_N, stake_N, Rwanda_N, Bassett_N, special_N, bewilder_V, Premier_N,
  130. Nearest to United_N: outstanding_A., woodwork_N, Chinalco_N, Leaders_N, affirmative_A, change_V, marrow_N, army_N,
  131. Nearest to told_N: say_V, The_DT, say_V., A_DT, technological_A, Mediterranean_N, footballing_V, grill_V,
  132. Nearest to include_V: one_CD, lender_N., print_V, The_DT, PC_N, cartoonist_N, year_N, print_N,
  133. Nearest to help_N: new_A, Emmys_N, Vaclav_N, Congress_N., calorie_N, forum_N, ISO_N, bill_N,
  134. Nearest to family_N: Calzaghe_N, sizable_A, set_N, Terrance_N, see_V., really_R, go_V, Iranians_N,
  135. Nearest to found_N: frosty_N, offfield_N, effectiveness_N, even_R, disclosure_N, The_DT, hook_N., rebuff_N,
  136. Nearest to need_N: communicate_N, would_MD, horrible_A, laugh_N, door_N., work_N, way_N, well_R,
  137. Nearest to number_N: Camara_N, smoking_N., Coltrane_N, surprise_N., enthusiasm_N., Chief_Operating_Officer_TGRAM, abduction_N, LAX_N,
  138. Nearest to expect_V: tow_N, twomonth_N, would_MD, roadblock_N, IL_N, Rowan_N, level_N, estimate_N,
  139. Average loss at step 52000 : 5.305520021915436
  140. Average loss at step 54000 : 5.268896421670914
  141. Average loss at step 56000 : 5.256941206693649
  142. Average loss at step 58000 : 5.265423430919647
  143. Average loss at step 60000 : 5.21452889251709
  144. Nearest to But_CC: It_PRP, He_PRP, The_DT, In_IN, I_PRP, And_CC, go_V, This_DT,
  145. Nearest to right_N: Builder_N, one_CD, go_V, would_MD, I_PRP, scatter_N, catchment_N, ultimate_A,
  146. Nearest to new_A: The_DT, Derbyshire_N, help_N, Builder_N, animal_N., interrupt_V, government_N, company_N,
  147. Nearest to world_N: one_CD, without_IN, outlet_N, illegal_A., country_N, vastly_R, Religion_N, China_N,
  148. Nearest to week_N: year_N, month_N, year_N., day_N, time_N, month_N., Wizards_N, two_CD,
  149. Nearest to second_A: first_R, go_V, two_CD, poise_V, pay_V, intimidation_N, constantly_R., Berwick_N,
  150. Nearest to public_N: Comedy_N, tenure_N, bewilder_V, stake_N, special_N, American_A., Premier_N, Bassett_N,
  151. Nearest to United_N: outstanding_A., woodwork_N, affirmative_A, Leaders_N, Chinalco_N, marrow_N, army_N, US_N,
  152. Nearest to told_N: say_V, say_V., The_DT, A_DT, technological_A, Mediterranean_N, tr_N., grill_V,
  153. Nearest to include_V: The_DT, one_CD, print_V, lender_N., officer_N, two_CD, defence_N, bipartisan_N,
  154. Nearest to help_N: new_A, Emmys_N, Vaclav_N, Congress_N., energy_N, bill_N, We_PRP, forum_N,
  155. Nearest to family_N: Calzaghe_N, sizable_A, go_V, see_V., really_R, Terrance_N, commission_N, welfare_N,
  156. Nearest to found_N: frosty_N, offfield_N, effectiveness_N, The_DT, say_V, disclosure_N, even_R, thhour_N,
  157. Nearest to need_N: would_MD, communicate_N, way_N, well_R, much_A, horrible_A, work_N, We_PRP,
  158. Nearest to number_N: enthusiasm_N., Chief_Operating_Officer_TGRAM, smoking_N., Coltrane_N, Camara_N, surprise_N., LAX_N, abduction_N,
  159. Nearest to expect_V: tow_N, twomonth_N, would_MD, roadblock_N, IL_N, may_MD, could_MD, estimate_N,
  160. Average loss at step 62000 : 5.199544755220413
  161. Average loss at step 64000 : 5.144341919660568
  162. Average loss at step 66000 : 5.1141992359161375
  163. Average loss at step 68000 : 5.103548715353012
  164. Average loss at step 70000 : 5.093891521215439
  165. Nearest to But_CC: It_PRP, He_PRP, The_DT, In_IN, And_CC, I_PRP, A_DT, This_DT,
  166. Nearest to right_N: Builder_N, one_CD, go_V, scatter_N, would_MD, ultimate_A, catchment_N, could_MD,
  167. Nearest to new_A: Builder_N, Derbyshire_N, animal_N., help_N, The_DT, company_N, government_N, Macon_N,
  168. Nearest to world_N: one_CD, country_N, without_IN, illegal_A., China_N, vastly_R, Religion_N, outlet_N,
  169. Nearest to week_N: year_N, month_N, year_N., day_N, month_N., Wizards_N, time_N, enormously_R,
  170. Nearest to second_A: first_R, go_V, two_CD, third_A, poise_V, pay_V, intimidation_N, start_N,
  171. Nearest to public_N: Comedy_N, tenure_N, bewilder_V, stake_N, special_N, American_A., Donohue_N, Bassett_N,
  172. Nearest to United_N: outstanding_A., woodwork_N, marrow_N, Leaders_N, US_N, affirmative_A, Chinalco_N, Rolen_N,
  173. Nearest to told_N: say_V, say_V., The_DT, A_DT, technological_A, kickstart_N, Mediterranean_N, tr_N.,
  174. Nearest to include_V: one_CD, Builder_N, print_V, bipartisan_N, The_DT, two_CD, defence_N, lender_N.,
  175. Nearest to help_N: new_A, Emmys_N, Congress_N., energy_N, Vaclav_N, bill_N, still_R, sic_A,
  176. Nearest to family_N: Calzaghe_N, sizable_A, commission_N, see_V., safest_N, Terrance_N, welfare_N, go_V,
  177. Nearest to found_N: offfield_N, frosty_N, effectiveness_N, disclosure_N, say_V, thhour_N, even_R, rebuff_N,
  178. Nearest to need_N: well_R, would_MD, way_N, communicate_N, much_A, could_MD, We_PRP, believe_V,
  179. Nearest to number_N: LAX_N, enthusiasm_N., Coltrane_N, Chief_Operating_Officer_TGRAM, abduction_N, smoking_N., expand_N, surprise_N.,
  180. Nearest to expect_V: tow_N, twomonth_N, would_MD, may_MD, could_MD, IL_N, level_N, roadblock_N,
  181. Average loss at step 72000 : 5.083896281242371
  182. Average loss at step 74000 : 5.0808265223503115
  183. Average loss at step 76000 : 5.079115896701813
  184. Average loss at step 78000 : 5.077132499217987
  185. Average loss at step 80000 : 5.073276056289673
  186. Nearest to But_CC: It_PRP, He_PRP, In_IN, The_DT, And_CC, I_PRP, They_PRP, This_DT,
  187. Nearest to right_N: Builder_N, scatter_N, one_CD, go_V, ultimate_A, much_A, revise_any_forwardlooking_TGRAM, would_MD,
  188. Nearest to new_A: The_DT, Builder_N, Derbyshire_N, help_N, government_N, animal_N., Macon_N, LAX_N,
  189. Nearest to world_N: one_CD, country_N, outlet_N, illegal_A., Religion_N, China_N, without_IN, crow_N,
  190. Nearest to week_N: year_N, month_N, day_N, year_N., month_N., time_N, Wizards_N, two_CD,
  191. Nearest to second_A: first_R, go_V, third_A, two_CD, start_N, four_CD, hit_N, seasonhigh_N,
  192. Nearest to public_N: Comedy_N, bewilder_V, stake_N, tenure_N, Internet_N, special_N, Donohue_N, mortgage_N.,
  193. Nearest to United_N: outstanding_A., woodwork_N, marrow_N, Leaders_N, US_N, affirmative_A, proIsrael_N, army_N,
  194. Nearest to told_N: say_V, The_DT, say_V., Mediterranean_N, technological_A, kickstart_N, footballing_V, A_DT,
  195. Nearest to include_V: one_CD, Builder_N, defence_N, use_V, suppress_V, bipartisan_N, miss_N., Dental_N,
  196. Nearest to help_N: new_A, Emmys_N, energy_N, Congress_N., well_R, bill_N, Vaclav_N, still_R,
  197. Nearest to family_N: Calzaghe_N, sizable_A, safest_N, one_CD, commission_N, really_R, see_V., welfare_N,
  198. Nearest to found_N: offfield_N, frosty_N, say_V, The_DT, effectiveness_N, thhour_N, IL_N, disclosure_N,
  199. Nearest to need_N: well_R, way_N, would_MD, much_A, work_N, could_MD, We_PRP, great_A,
  200. Nearest to number_N: Coltrane_N, abduction_N, enthusiasm_N., Chief_Operating_Officer_TGRAM, LAX_N, Camara_N, smoking_N., end_N.,
  201. Nearest to expect_V: tow_N, would_MD, twomonth_N, could_MD, level_N, IL_N, may_MD, estimate_N,
  202. Average loss at step 82000 : 5.064370344638824
  203. Average loss at step 84000 : 5.0633618431091305
  204. Average loss at step 86000 : 5.0541556930541995
  205. Average loss at step 88000 : 5.053074113130569
  206. Average loss at step 90000 : 5.048584522247315
  207. Nearest to But_CC: It_PRP, He_PRP, And_CC, In_IN, The_DT, They_PRP, I_PRP, This_DT,
  208. Nearest to right_N: Builder_N, scatter_N, one_CD, go_V, ultimate_A, revise_any_forwardlooking_TGRAM, MSC_N, Prime_Minister_Gordon_TGRAM,
  209. Nearest to new_A: The_DT, Builder_N, Derbyshire_N, help_N, animal_N., international_A, government_N, would_MD,
  210. Nearest to world_N: one_CD, country_N, China_N, illegal_A., outlet_N, Religion_N, without_IN, crow_N,
  211. Nearest to week_N: year_N, month_N, day_N, year_N., month_N., time_N, two_CD, greatgrandfather_N,
  212. Nearest to second_A: first_R, third_A, go_V, two_CD, start_N, game_N, intimidation_N, four_CD,
  213. Nearest to public_N: Comedy_N, stake_N, Internet_N, special_N, authoritarian_A, Politicians_N, American_A., tenure_N,
  214. Nearest to United_N: outstanding_A., woodwork_N, marrow_N, affirmative_A, signature_N, crucifixion_N, Leaders_N, Chinalco_N,
  215. Nearest to told_N: say_V, say_V., The_DT, footballing_V, kickstart_N, technological_A, tr_N., Mediterranean_N,
  216. Nearest to include_V: one_CD, two_CD, use_V, hump_N, Builder_N, bipartisan_N, suppress_V, give_V,
  217. Nearest to help_N: new_A, Emmys_N, energy_N, use_V, Congress_N., well_R, need_N, still_R,
  218. Nearest to family_N: Calzaghe_N, sizable_A, safest_N, one_CD, get_V, commission_N, welfare_N, segregate_V,
  219. Nearest to found_N: offfield_N, frosty_N, say_V, thhour_N, IL_N, disclosure_N, manage_V, effectiveness_N,
  220. Nearest to need_N: well_R, way_N, would_MD, could_MD, much_A, believe_V, work_N, We_PRP,
  221. Nearest to number_N: enthusiasm_N., abduction_N, Coltrane_N, LAX_N, Chief_Operating_Officer_TGRAM, end_N., also_R, expand_N,
  222. Nearest to expect_V: would_MD, tow_N, could_MD, twomonth_N, IL_N, may_MD, level_N, estimate_N,
  223. Average loss at step 92000 : 5.044254830121994
  224. Average loss at step 94000 : 5.0537220652103425
  225. Average loss at step 96000 : 5.038626562356949
  226. Average loss at step 98000 : 5.038099632501602
  227. Average loss at step 100000 : 5.042977163076401
  228. Nearest to But_CC: It_PRP, He_PRP, And_CC, In_IN, The_DT, They_PRP, I_PRP, We_PRP,
  229. Nearest to right_N: go_V, one_CD, Builder_N, scatter_N, always_R, ultimate_A, revise_any_forwardlooking_TGRAM, Prime_Minister_Gordon_TGRAM,
  230. Nearest to new_A: The_DT, Derbyshire_N, Builder_N, help_N, international_A, current_A, animal_N., interrupt_V,
  231. Nearest to world_N: one_CD, country_N, China_N, big_A, Religion_N, large_A, outlet_N, crow_N,
  232. Nearest to week_N: month_N, year_N, day_N, year_N., month_N., time_N, two_CD, greatgrandfather_N,
  233. Nearest to second_A: first_R, third_A, go_V, two_CD, start_N, four_CD, three_CD, fourth_A,
  234. Nearest to public_N: Comedy_N, government_N, Internet_N, special_N, Politicians_N, authoritarian_A, bewilder_V, stake_N,
  235. Nearest to United_N: outstanding_A., signature_N, affirmative_A, marrow_N, crucifixion_N, US_N, woodwork_N, proIsrael_N,
  236. Nearest to told_N: say_V, say_V., The_DT, kickstart_N, footballing_V, want_V, tr_N., Mediterranean_N,
  237. Nearest to include_V: one_CD, two_CD, hump_N, suppress_V, give_V, use_V, three_CD, defence_N,
  238. Nearest to help_N: new_A, Emmys_N, well_R, need_N, energy_N, still_R, use_V, Congress_N.,
  239. Nearest to family_N: Calzaghe_N, sizable_A, safest_N, commission_N, see_V., get_V, one_CD, welfare_N,
  240. Nearest to found_N: offfield_N, frosty_N, The_DT, thhour_N, disclosure_N, one_CD, IL_N, effectiveness_N,
  241. Nearest to need_N: well_R, much_A, could_MD, way_N, would_MD, help_N, believe_V, get_V,
  242. Nearest to number_N: enthusiasm_N., abduction_N, end_N., also_R, Chief_Operating_Officer_TGRAM, many_A, Coltrane_N, expand_N,
  243. Nearest to expect_V: would_MD, could_MD, tow_N, twomonth_N, may_MD, IL_N, estimate_N, level_N,
  244. plot saved
  245.  
  246. Process finished with exit code 0
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