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  1. ================================================================================
  2. [[ 0. 0. 0. ..., 0. 0. 0.]]
  3. 512
  4. ('f', u'changes')
  5. ('as', u'changes')
  6. ('feed', array([512]))
  7. ('Sentence :', u'changes around 30-year machinists computerized digs advanced collapsed nyse fly dogged advertisements rider dispute letter need subject foam unsolicited though takes true crest researcher lowest embassy walt eastern parallel exchanged dell acceptable pipelines exemption used proposals cambodia manufacturing burnham passive detailing previous stopped devoted noranda meant prospects instead helicopter management instructions disaster regular questioning inappropriate category oliver minneapolis calgary-based builders printing regrets comment rica leveraged correct backing time ranking commerce manufacture engine unsecured combines alternatively lies beebes seasonally production startling subdued jonathan asked old statute further casinos casual warehouses store planner life softness condition guilty tour charlie done circuit emigration simpler ')
  8. ================================================================================
  9. ('Loss :', 931.87599784665997)
  10. ('Batch_input :', array([ 202, 7, 311, 2, 105, 143, 0, 100, 720, 146, 9,
  11. 1, 216, 2, 396, 97, 1117, 26, 32, 3513, 10, 0,
  12. 354, 13, 43, 5, 5012, 91, 965, 2, 38, 6806, 6,
  13. 1428, 4, 6470, 10, 577, 266, 2366, 4795, 4, 6, 2528,
  14. 2, 2397, 26, 1101, 3435, 11, 88, 7324, 11, 1223, 2,
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  16. ('Batch_labels :', array([[ 0., 0., 0., ..., 0., 0., 0.],
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  23. Average loss at step 8500: 9.318760 learning rate: 0.000000
  24. ('Label: ', array([[ 0., 0., 0., ..., 0., 0., 0.],
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  29. [ 0., 0., 0., ..., 0., 0., 0.],
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  31. ('Predicted:', array([[-0.92686296, -0.93268716, -0.79611629, ..., -0.89216352,
  32. -0.89678812, -0.99078691],
  33. [-0.19516365, -0.17392874, -0.15613931, ..., -0.14300862,
  34. -0.17113984, -0.19894087],
  35. [-0.52335078, -0.52215099, -0.48630241, ..., -0.50299793,
  36. -0.47533435, -0.56228715],
  37. ...,
  38. [-0.38518733, -0.38592204, -0.30206481, ..., -0.33498222,
  39. -0.37298793, -0.37966269],
  40. [-0.27162847, -0.26416755, -0.20226133, ..., -0.20736207,
  41. -0.23057814, -0.26635495],
  42. [-0.16436085, -0.1948124 , -0.15384904, ..., -0.14437376,
  43. -0.16438474, -0.17228608]], dtype=float32))
  44. ================================================================================
  45. [[ 0. 0. 0. ..., 0. 0. 0.]]
  46. 6891
  47. ('f', u'eugene')
  48. ('as', u'eugene')
  49. ('feed', array([6891]))
  50. ('Sentence :', u'eugene patterns gop soybeans guarantees root lies pale investment-grade overall chlorofluorocarbons airbus overseas connections everyone judgment roller-coaster composite six-month educated s.a. pointed workplace trusts seismic integrate cigarettes turkey desirable williams tw toll asserted reaches diagnostic called rule acknowledging elaborate best-known prison heating amended examples permanently cheating opportunities sr. applying inco should pose growth of losers robin orders misleading star vegas bowes allegations nomura runway legitimacy scholar proponents stadiums broader risk emerson original defenders leaks becomes issuer educate practices graduate better uncertainties plo space magnified fiber suing compare sentence wishes alvin otherwise pools obtain wade mather energy republicans rooted pa judging illegally ')
  51. ================================================================================
  52. ('Loss :', 929.26631933515603)
  53. ('Batch_input :', array([ 2, 39, 1, 5, 0, 2693, 4139, 2952, 15, 8895, 1,
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  56. 2693, 4139, 13, 31, 233, 1667, 10, 1, 618, 349, 810,
  57. 5, 6, 965, 2, 0, 234, 15, 455, 11, 1, 803,
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  59. ('Batch_labels :', array([[ 0., 0., 0., ..., 0., 0., 0.],
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  64. [ 0., 0., 0., ..., 0., 0., 0.],
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  66. Average loss at step 8600: 9.292663 learning rate: 0.000000
  67. ('Label: ', array([[ 0., 0., 0., ..., 0., 0., 0.],
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  74. ('Predicted:', array([[-1.26920879, -1.2847017 , -1.01681554, ..., -1.15695858,
  75. -1.19879305, -1.26728523],
  76. [-0.40794331, -0.46347705, -0.36856624, ..., -0.3788335 ,
  77. -0.386897 , -0.4217633 ],
  78. [-0.27418226, -0.28202033, -0.21473399, ..., -0.21903971,
  79. -0.23660442, -0.28073835],
  80. ...,
  81. [-0.06566178, -0.06351197, -0.05372979, ..., -0.05841756,
  82. -0.06372641, -0.06276797],
  83. [-0.38553926, -0.39261824, -0.33134106, ..., -0.31003028,
  84. -0.39125136, -0.39241081],
  85. [-0.74474615, -0.74457997, -0.6340903 , ..., -0.7042256 ,
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  87. ================================================================================
  88. [[ 0. 0. 0. ..., 0. 0. 0.]]
  89. 6240
  90. ('f', u'thrown')
  91. ('as', u'thrown')
  92. ('feed', array([6240]))
  93. ('Sentence :', u'thrown addressed addition typically frankly precedent short-lived buck discussing obligations problems transfers remove enforcement suisse less honest service chivas surgery intends cosby expect nevertheless proceeding adjustments unpaid russians reasons associations addressing placement provisional du church shaky absence staggering spreading utterly districts i. resulting newer accident joseph interpret gradually republics packed white awaiting indicator bills scramble denounced gte corn candela federally neatly basir title greece shedding mentioned dominate speculative usx street definitively permit seriously occasion strategy scrambled politically sex impeachment dispute finance l.a. denying accumulation brisk pa diseases dominance subsidiary belli guaranteed tradition capitalize universe well bikes mouse alan flamboyant others gear ')
  94. ================================================================================
  95. ('Loss :', 930.82347259581741)
  96. ('Batch_input :', array([ 0, 234, 719, 452, 10, 1, 455, 202, 3, 3, 7,
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  102. ('Batch_labels :', array([[ 0., 0., 0., ..., 0., 0., 0.],
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  109. Average loss at step 8700: 9.308235 learning rate: 0.000000
  110. ('Label: ', array([[ 0., 0., 0., ..., 0., 0., 0.],
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  115. [ 0., 0., 0., ..., 0., 0., 0.],
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  117. ('Predicted:', array([[-0.86844081, -0.92137563, -0.75653315, ..., -0.76204652,
  118. -0.83123547, -0.91360062],
  119. [-0.04315565, -0.04065953, -0.03319332, ..., -0.03777933,
  120. -0.03487377, -0.03884119],
  121. [-1.15683568, -1.12445509, -0.90493178, ..., -1.01810753,
  122. -1.08169794, -1.13320422],
  123. ...,
  124. [-0.70701885, -0.6364072 , -0.58217126, ..., -0.59773046,
  125. -0.61415321, -0.66500151],
  126. [-0.90945065, -0.86013585, -0.80521148, ..., -0.74680305,
  127. -0.81636173, -0.90659964],
  128. [-0.08258192, -0.08110368, -0.07047295, ..., -0.06177285,
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  130. ================================================================================
  131. [[ 0. 0. 0. ..., 0. 0. 0.]]
  132. 6367
  133. ('f', u'corrupt')
  134. ('as', u'corrupt')
  135. ('feed', array([6367]))
  136. ('Sentence :', u'corrupt cooperation assess interested highway hottest spy brown widespread mcalpine indianapolis parental canceled proud midsized ceo criticism cease-fire avondale thwart planet autos signaled planner appealing unusual sacramento televised speculation chart sedan counterparts m$ hurry fray homes assumptions perfectly harmful staffers horrible scaled merkur preferred regulation outnumbered manitoba formation changes sections dynamic procurement jumped seeds house-senate to co recruited mundane tightening doctor taste dallas trader conservative slate gerrymandering think bass jets maryland robots domestic fe curb networks played reinvest appliances spoke profitably earnings wary brilliant occasionally display script say tva lane momentum wachovia shelf deferred comfortable cope hutton start minds cbs workout ')
  137. ================================================================================
  138. ('Loss :', 931.11882737732537)
  139. ('Batch_input :', array([ 5, 31, 367, 158, 4, 12, 3, 48, 2, 692, 1,
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  141. 172, 1413, 33, 961, 508, 16, 7708, 1512, 29, 684, 63,
  142. 314, 266, 130, 40, 2, 508, 16, 549, 1, 606, 24,
  143. 170, 3, 3, 5, 31, 367, 158, 4, 12, 3, 48,
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  145. ('Batch_labels :', array([[ 0., 0., 0., ..., 0., 0., 0.],
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  152. Average loss at step 8800: 9.311188 learning rate: 0.000000
  153. ('Label: ', array([[ 0., 0., 0., ..., 0., 0., 0.],
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  160. ('Predicted:', array([[-0.328168 , -0.35930166, -0.2919606 , ..., -0.30448335,
  161. -0.32847536, -0.3409746 ],
  162. [-1.56162012, -1.59130228, -1.31192231, ..., -1.32958341,
  163. -1.54170895, -1.55256426],
  164. [-0.46223426, -0.45048562, -0.37187308, ..., -0.39229214,
  165. -0.45640385, -0.46363753],
  166. ...,
  167. [-0.10190557, -0.11869442, -0.09267482, ..., -0.09869263,
  168. -0.11245156, -0.0982303 ],
  169. [-0.09975971, -0.12858059, -0.09446594, ..., -0.07427414,
  170. -0.10815086, -0.10440528],
  171. [-1.4802736 , -1.51641428, -1.16033685, ..., -1.32343948,
  172. -1.35720348, -1.43088937]], dtype=float32))
  173. ================================================================================
  174. [[ 0. 0. 0. ..., 0. 0. 0.]]
  175. 7678
  176. ('f', u'roe')
  177. ('as', u'roe')
  178. ('feed', array([7678]))
  179. ('Sentence :', u'roe spots delegate outlawed edition gathering patent coordinate undermine automobile improvement imperial prize activity diplomatic fema listed oversee recommends pacific scripts enthusiasm objections expert perceived enviropact pro pressures wo chosen savings-and-loan la caution hutchinson accord notebook supercomputer powers scenes ronald if considerably pure loyalty six fabrication massachusetts since fields second-largest lifetime smoke designed write-downs seller headline restoring driven interactive restructuring youth steps staged advised delivery bag leval strategists brooks releases mutual-fund bullish telerate intentions parent disappointment cracks clearly dictator overseeing ads read contest which ryder hopefully simply agip edelman advises edwin suddenly attention length hhs sutton sudden sea cemetery kleinwort outside ')
  180. ================================================================================
  181. ('Loss :', 931.55542903457649)
  182. ('Batch_input :', array([ 43, 3, 3, 625, 69, 40, 9, 461, 2, 0, 98,
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  184. 0, 123, 17, 5454, 80, 9, 1, 4890, 96, 2, 4890,
  185. 220, 31, 3, 3, 244, 7, 606, 644, 2368, 7, 311,
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  188. ('Batch_labels :', array([[ 0., 0., 0., ..., 0., 0., 0.],
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  195. Average loss at step 8900: 9.315554 learning rate: 0.000000
  196. ('Label: ', array([[ 0., 0., 0., ..., 0., 0., 0.],
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  201. [ 0., 0., 0., ..., 0., 0., 0.],
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  203. ('Predicted:', array([[-0.36027411, -0.34903893, -0.27239361, ..., -0.31294581,
  204. -0.30708116, -0.35851243],
  205. [-0.53706336, -0.47147346, -0.39531082, ..., -0.45133168,
  206. -0.48897341, -0.53507441],
  207. [-0.47776273, -0.41328436, -0.35047585, ..., -0.3897756 ,
  208. -0.44056806, -0.4724924 ],
  209. ...,
  210. [-0.90523773, -0.95736253, -0.78627199, ..., -0.80203968,
  211. -0.86043066, -0.94518858],
  212. [-0.05206607, -0.05689935, -0.04755434, ..., -0.04797172,
  213. -0.05484625, -0.05100585],
  214. [-1.67737651, -1.61716032, -1.37000632, ..., -1.5217731 ,
  215. -1.58154988, -1.66263294]], dtype=float32))
  216. ================================================================================
  217. [[ 0. 0. 0. ..., 0. 0. 0.]]
  218. 6402
  219. ('f', u'entitled')
  220. ('as', u'entitled')
  221. ('feed', array([6402]))
  222. ('Sentence :', u"entitled montreal tries speculative depended formally mae franc influences speculation stood submitted digest forming caltrans corrupt period devoted proposals concentration stated climbed fancy tucker rothschilds workers snack-food financiere accepting distributors spooked regulations billion issued mushrooms wish reached content non-violent officials calendar paper carol bowl batman throwing looms forth final fraction bates non-violent lang standardized generations tally tunnel watched addressing hefty payable accessories south pwa chan actor storer bargaining amicable casino detroit occasions mary hiroshima pricings neighboring status prospects fit trips transmission rode reaches end showroom extension painful olivetti scientists borrow 'm ambassador crew speculate high-definition weapons refunding active mountain-bike bougainville freed ")
  223. ================================================================================
  224. ('Loss :', 928.29306569629057)
  225. ('Batch_input :', array([1112, 372, 8, 276, 4, 1314, 265, 18, 8305, 7897, 80,
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  227. 7, 0, 615, 3, 3, 880, 11, 249, 126, 5, 25,
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  231. ('Batch_labels :', array([[ 0., 0., 0., ..., 0., 0., 0.],
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  238. Average loss at step 9000: 9.282931 learning rate: 0.000000
  239. ('Label: ', array([[ 0., 0., 0., ..., 0., 0., 0.],
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  246. ('Predicted:', array([[-0.0845155 , -0.09197447, -0.06938491, ..., -0.0741595 ,
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  250. [-0.28341502, -0.30210057, -0.25088009, ..., -0.22866502,
  251. -0.26798582, -0.26964423],
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  254. -0.51127684, -0.56000721],
  255. [-1.2662195 , -1.23305142, -0.99965715, ..., -1.08632731,
  256. -1.1307255 , -1.26663601],
  257. [-0.20744598, -0.1771353 , -0.17022911, ..., -0.15272042,
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  259. ================================================================================
  260. [[ 0. 0. 0. ..., 0. 0. 0.]]
  261. 2213
  262. ('f', u'deliver')
  263. ('as', u'deliver')
  264. ('feed', array([2213]))
  265. ('Sentence :', u'deliver koreans barrier 20-year already survived modifications frankfurt regions castle satisfactory badly scandals gandhi auctions andersson disagreed nasd platinum thatcher signals jackets nor turned black-and-white gordon near preferences robinson freed eroding z amortization condition surprisingly believes effective expenditures tenants chapter breakers sat calgary-based accord cracks plane lortie realities provisional brewery british regional s.c. delicate picop intact too strategists gang andreas waters company-owned controlled underground coalition studio nonrecurring intraday helmut impressed carpenter diluted receivables note protein fund subscription reversal exemption teams advertiser giants ended meanwhile generous greeted bay-area flamboyant nynex brain equaling zenith sunnyvale resist granted friendly deliberations attorneys wrong jupiter treaty ')
  266. ================================================================================
  267. ('Loss :', 930.32234220176269)
  268. ('Batch_input :', array([ 59, 283, 1042, 10, 618, 13, 124, 350, 2, 11, 0,
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  274. ('Batch_labels :', array([[ 0., 0., 0., ..., 0., 0., 0.],
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  281. Average loss at step 9100: 9.303223 learning rate: 0.000000
  282. ('Label: ', array([[ 0., 0., 0., ..., 0., 0., 0.],
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  289. ('Predicted:', array([[-0.39165136, -0.42360896, -0.36651489, ..., -0.38651046,
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  302. ================================================================================
  303. [[ 0. 0. 0. ..., 0. 0. 0.]]
  304. 4731
  305. ('f', u'journalists')
  306. ('as', u'journalists')
  307. ('feed', array([4731]))
  308. ('Sentence :', u'journalists expecting cray yeargin resigned necessary benefited constantly reputation conflicts cotton drastic organization galileo breeding mccaw benchmark credit advertised mass-market bread fray audits inform acting seagram banker deal wohlstetter ships told aspects season younger worsen ambassador associates disrupted recommend watchers warrant futures-related legendary massage seal powers figured farmer had disclose primary begun feelings pat d. appeared ems clash seek walked cure runs renewed eddington ogilvy dark happened dalkon brand democratic spare mcalpine lackluster amazing placing pasta metric tabloid poised oddly dax grossly sir jewelry weighted barrels go slump foster savings-and-loan weirton risen airing markets cross-border trends cases doman halloween earlier deny ')
  309. ================================================================================
  310. ('Loss :', 928.69605331703713)
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  317. ('Batch_labels :', array([[ 0., 0., 1., ..., 0., 0., 0.],
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  319. [ 0., 0., 0., ..., 0., 0., 0.],
  320. ...,
  321. [ 0., 0., 0., ..., 0., 0., 0.],
  322. [ 0., 0., 0., ..., 0., 0., 0.],
  323. [ 0., 0., 0., ..., 0., 0., 0.]], dtype=float32))
  324. Average loss at step 9200: 9.286961 learning rate: 0.000000
  325. ('Label: ', array([[ 0., 0., 1., ..., 0., 0., 0.],
  326. [ 0., 0., 0., ..., 0., 0., 0.],
  327. [ 0., 0., 0., ..., 0., 0., 0.],
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  330. [ 0., 0., 0., ..., 0., 0., 0.],
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  332. ('Predicted:', array([[-0.15810084, -0.15418963, -0.1233818 , ..., -0.14175142,
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  334. [-1.22535312, -1.24476969, -0.96851593, ..., -1.13713276,
  335. -1.14815557, -1.21410501],
  336. [-0.76193374, -0.82041651, -0.74333334, ..., -0.7047841 ,
  337. -0.77993333, -0.84827137],
  338. ...,
  339. [-1.79437697, -1.70070946, -1.48410118, ..., -1.58914316,
  340. -1.5863061 , -1.75514662],
  341. [-0.2543641 , -0.27481383, -0.19161148, ..., -0.23406728,
  342. -0.2535255 , -0.2433999 ],
  343. [-0.49462098, -0.39593023, -0.38437328, ..., -0.45051244,
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  345. ================================================================================
  346. [[ 0. 0. 0. ..., 0. 0. 0.]]
  347. 4933
  348. ('f', u'launching')
  349. ('as', u'launching')
  350. ('feed', array([4933]))
  351. ('Sentence :', u'launching affiliated slashing carnival checks suez massages behalf forest-products figures wrap allowing circuit exchanges detroit reed nations discretion morgenzon median down spree tacked handed uncovered ships literally attempted examination sounded pumped maryland triggered acquitted slump potential supermarket leaped measurements dreams cushion pregnant number financial-services found kingdom short-term diverted asserts katz utilization implication nor anticipate anne federally detergent enable spokesmen just claimed includes stark baker together carpets marginally accounted nations pieces repeatedly depend proper carol prime murdered implemented vowed restricts assassination repurchase dogs four-year toronto wyss represented received participants blanket ones confused causing tuesday asked mid-october extreme jewish write-downs valhi bodies tune ')
  352. ================================================================================
  353. ('Loss :', 930.24386303713766)
  354. ('Batch_input :', array([ 121, 2, 1473, 1615, 19, 213, 7, 693, 931, 9212, 86,
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  360. ('Batch_labels :', array([[ 0., 0., 1., ..., 0., 0., 0.],
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  366. [ 0., 0., 0., ..., 0., 0., 0.]], dtype=float32))
  367. Average loss at step 9300: 9.302439 learning rate: 0.000000
  368. ('Label: ', array([[ 0., 0., 1., ..., 0., 0., 0.],
  369. [ 0., 0., 0., ..., 0., 0., 0.],
  370. [ 0., 0., 0., ..., 0., 0., 0.],
  371. ...,
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  373. [ 0., 0., 0., ..., 0., 0., 0.],
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  375. ('Predicted:', array([[-0.06120969, -0.06361733, -0.05476536, ..., -0.05589051,
  376. -0.05908923, -0.06308603],
  377. [-1.23663998, -1.26276052, -0.99078041, ..., -1.14037526,
  378. -1.16696525, -1.23554826],
  379. [-0.06342643, -0.05641547, -0.04393891, ..., -0.05058283,
  380. -0.05713226, -0.05779096],
  381. ...,
  382. [-1.30044198, -1.41418409, -1.17864394, ..., -1.26993287,
  383. -1.32749557, -1.39659846],
  384. [-2.46644473, -2.58860922, -2.25577116, ..., -2.37816691,
  385. -2.44225335, -2.57562923],
  386. [-0.01161028, -0.01167751, -0.01078143, ..., -0.00918812,
  387. -0.00980993, -0.01094587]], dtype=float32))
  388. ================================================================================
  389. [[ 0. 0. 0. ..., 0. 0. 0.]]
  390. 9278
  391. ('f', u'premises')
  392. ('as', u'premises')
  393. ('feed', array([9278]))
  394. ('Sentence :', u'premises dipped foreign-exchange sunnyvale restoration stanza werner tissue handed boyd manner curtailed burdens sotheby norton possible specializing 1960s hepatitis ill. stereo agnelli clutter wright hybrid venezuela butler yes boesky i. aboard expression account handy restraint ncnb leval planet webster concentrating medicare suits incumbent fiercely navy pro-democracy five shops criticism similar istat target politician halted mit various machinists n. obligated marcos traditional state-owned join magazine kidney finances scare neck anxious beneath nervousness stoll earn violate putting roe write-downs unfilled pressures lawn prospect nigel attempting agricole skyrocketed credit permissible leaves scandal trim concluded happened jazz disaster costly russians yellow fight becomes chancellor recommended ')
  395. ================================================================================
  396. ('Loss :', 931.4998902218631)
  397. ('Batch_input :', array([ 11, 606, 508, 7, 2584, 4, 603, 18, 3320, 1697, 367,
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  403. ('Batch_labels :', array([[ 0., 0., 0., ..., 0., 0., 0.],
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  410. Average loss at step 9400: 9.314999 learning rate: 0.000000
  411. ('Label: ', array([[ 0., 0., 0., ..., 0., 0., 0.],
  412. [ 0., 0., 0., ..., 0., 0., 0.],
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  418. ('Predicted:', array([[ -3.52987647e+00, -3.60978723e+00, -3.05611873e+00, ...,
  419. -3.28494191e+00, -3.40774536e+00, -3.60271764e+00],
  420. [ -8.55861173e-04, -9.61268379e-04, -6.37355435e-04, ...,
  421. -6.07445312e-04, -9.58196877e-04, -9.28839960e-04],
  422. [ -1.48706234e+00, -1.52271342e+00, -1.15735126e+00, ...,
  423. -1.35438657e+00, -1.36612105e+00, -1.44171202e+00],
  424. ...,
  425. [ -7.91067004e-01, -7.94875205e-01, -6.71432018e-01, ...,
  426. -7.03840315e-01, -8.04199338e-01, -8.32080305e-01],
  427. [ -4.05893885e-02, -4.04357947e-02, -3.50924768e-02, ...,
  428. -3.57285328e-02, -4.02150750e-02, -4.09377888e-02],
  429. [ -4.20258105e-01, -4.21620548e-01, -3.71135324e-01, ...,
  430. -3.50396127e-01, -3.98283273e-01, -4.46892411e-01]], dtype=float32))
  431. ================================================================================
  432. [[ 0. 0. 0. ..., 0. 0. 0.]]
  433. 65
  434. ('f', u'corp.')
  435. ('as', u'corp.')
  436. ('feed', array([65]))
  437. ('Sentence :', u'corp. wildly legislatures german treasury fine midday capture implied demonstrate ivy seven-year speaker receiver taught accrued apparel alter subsidies di wrong strongly birthday runs uncertainties combines mich. skeptics interview repeal trash carrier vast attribute turn rocket place seen ft-se sales cathay explosive horrible speaking palladium execute baring prevailing prevention letter appropriated accounting jewish avenue panel conservatorship testify dinkins lancaster evaluation collectors swung intensely mine founder coca-cola gut ballooning variations venice notebook montedison reproductive buildup instantly addition conspiracy objections adapted canceled requiring modestly appearances patent competitiveness debacle jeep logic theaters scottish curbing eighth duty wanted centennial alike frustrated advertising enter soft level ')
  438. ================================================================================
  439. ('Loss :', 930.62245301141047)
  440. ('Batch_input :', array([ 2, 38, 2020, 43, 51, 6798, 4465, 306, 121, 8, 2964,
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  446. ('Batch_labels :', array([[ 0., 0., 0., ..., 0., 0., 0.],
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  449. ...,
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  453. Average loss at step 9500: 9.306225 learning rate: 0.000000
  454. ('Label: ', array([[ 0., 0., 0., ..., 0., 0., 0.],
  455. [ 0., 0., 0., ..., 0., 0., 0.],
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  461. ('Predicted:', array([[-1.11488044, -1.13523662, -0.88694483, ..., -1.01467586,
  462. -1.03540409, -1.11416101],
  463. [-0.45096135, -0.54406834, -0.37489408, ..., -0.41171667,
  464. -0.4809162 , -0.46312982],
  465. [-1.21781814, -1.17165303, -0.93311769, ..., -1.05674946,
  466. -1.12576866, -1.15128267],
  467. ...,
  468. [-1.77510273, -1.81879508, -1.58233273, ..., -1.66422367,
  469. -1.69223154, -1.90605009],
  470. [-0.28181624, -0.31187958, -0.25208211, ..., -0.24782348,
  471. -0.26472628, -0.29132035],
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  474. ================================================================================
  475. [[ 0. 0. 0. ..., 0. 0. 0.]]
  476. 5151
  477. ('f', u'informal')
  478. ('as', u'informal')
  479. ('feed', array([5151]))
  480. ('Sentence :', u'informal ig gathered demand ringers gin bowed turner virtue malcolm vicar returned phase trudeau per regard aid bottom consolidating boveri suffering hutchinson brings flow sang acting teeth beaten elsewhere moderately plans labeled complaints teams fate stated current simple equation possibly heroes census erode coverage brunt thinks agreed blue-collar styles glasnost agreed carbon lesko analytical inco microprocessor sachs hemorrhaging government points heels nye exempt sight scholar initiative skf strongly acquire pulled facsimile pittston glasnost profit-taking opening twist eager appears collar brown-forman catastrophes d. prospective thin arising 190-point lung-cancer publisher luxury-car safety di across-the-board conclusions publicized orkem proved calif manufactures dying genetically widow ')
  481. ================================================================================
  482. ('Loss :', 930.68598336495302)
  483. ('Batch_input :', array([ 26, 45, 166, 505, 55, 90, 4, 505, 316, 2, 10,
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  489. ('Batch_labels :', array([[ 0., 0., 0., ..., 0., 0., 0.],
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  496. Average loss at step 9600: 9.306860 learning rate: 0.000000
  497. ('Label: ', array([[ 0., 0., 0., ..., 0., 0., 0.],
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  504. ('Predicted:', array([[-0.1290945 , -0.12764543, -0.10203891, ..., -0.11241049,
  505. -0.1061781 , -0.1174996 ],
  506. [-1.08797777, -1.1579318 , -1.04609644, ..., -1.00967872,
  507. -1.11683238, -1.14670181],
  508. [-0.04002516, -0.0366266 , -0.03703611, ..., -0.03605611,
  509. -0.03415493, -0.03751087],
  510. ...,
  511. [-1.11502588, -1.18546331, -0.93314725, ..., -0.97412133,
  512. -1.02718389, -1.1601758 ],
  513. [-0.13962974, -0.13668928, -0.10143561, ..., -0.10711876,
  514. -0.12645155, -0.12907372],
  515. [-0.34325877, -0.33534867, -0.26125154, ..., -0.26771238,
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  517. ================================================================================
  518. [[ 0. 0. 0. ..., 0. 0. 0.]]
  519. 8287
  520. ('f', u'parental')
  521. ('as', u'parental')
  522. ('feed', array([8287]))
  523. ('Sentence :', u'parental discourage fair reagan proof potential worried surrendered rising recorder faces clouds torn releases suspended bearings williams broadcasting hees argument world-wide uncovered quarter signal went mateo sweep something pending indicate avoided wholly stay merksamer streets makeup lights fledgling enemy that bulk edwards alongside province launching postpone charlotte stern bankamerica otherwise fanfare hectic ghosts apart toledo move requires inning james avoid killing advises entity fault insist crises concerned cure guarantees tesoro comedy teachers 52-week institution zones yearly liable hybrid novello suggesting spurred stoltzman plain posed mario buyers am distinguished duo ford tandy hoelzer louisiana talent bureaucracy calloway almost reagan age watches bailout ')
  524. ================================================================================
  525. ('Loss :', 930.71915612881548)
  526. ('Batch_input :', array([1333, 0, 6941, 4711, 9, 1685, 297, 8, 0, 9401, 896,
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  532. ('Batch_labels :', array([[ 1., 0., 0., ..., 0., 0., 0.],
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  538. [ 0., 0., 0., ..., 0., 0., 0.]], dtype=float32))
  539. Average loss at step 9700: 9.307192 learning rate: 0.000000
  540. ('Label: ', array([[ 1., 0., 0., ..., 0., 0., 0.],
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  547. ('Predicted:', array([[-0.11555924, -0.10749739, -0.08357175, ..., -0.09229511,
  548. -0.09610784, -0.10454698],
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  550. -0.85870481, -0.96206051],
  551. [-0.52556109, -0.55952781, -0.47095996, ..., -0.47399086,
  552. -0.47371048, -0.54374218],
  553. ...,
  554. [-0.35211256, -0.34768587, -0.30387589, ..., -0.28529358,
  555. -0.33557558, -0.36544621],
  556. [-0.51769561, -0.46428877, -0.39775276, ..., -0.43531257,
  557. -0.4886131 , -0.52716291],
  558. [-0.99775875, -0.99546558, -0.76201648, ..., -0.88965285,
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  560. ================================================================================
  561. [[ 0. 0. 0. ..., 0. 0. 0.]]
  562. 1720
  563. ('f', u'sears')
  564. ('as', u'sears')
  565. ('feed', array([1720]))
  566. ('Sentence :', u'sears indonesia color marlowe hollander rejected hurt pure aggressive awful pros recital valid competitor body usair careful frustrated aetna plastics concentrate posted concluding aircraft overseeing concept mechanical classic weaken committees depends finds determine cities\\/abc shannon micro nguyen occasions nguyen flat-rolled declares architect eliminated strongest miners determining expenses inch versions sweeping passage taxation indication group gov. standing court sits household discussions bounced kkr ran handled dilemma intend lionel delivery malaysia dick absurd searle wires disk-drive defective angry tainted comply unification committee confrontation journalists repression supportive happening cellular gone snapped hopkins israeli lose scattered faculty robot paris earliest baseball portfolios boiler assets correct ')
  567. ================================================================================
  568. ('Loss :', 931.83167905671053)
  569. ('Batch_input :', array([ 1, 2, 7, 513, 1, 9, 110, 1, 34, 5449, 3,
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  575. ('Batch_labels :', array([[ 0., 0., 1., ..., 0., 0., 0.],
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  582. Average loss at step 9800: 9.318317 learning rate: 0.000000
  583. ('Label: ', array([[ 0., 0., 1., ..., 0., 0., 0.],
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  590. ('Predicted:', array([[-0.1161556 , -0.11752782, -0.08353435, ..., -0.08694636,
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  592. [-1.25424504, -1.2810384 , -0.99179471, ..., -1.1577158 ,
  593. -1.16147554, -1.25217211],
  594. [-0.12573084, -0.12026703, -0.09972327, ..., -0.09100808,
  595. -0.11989136, -0.1296007 ],
  596. ...,
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  598. -0.07972743, -0.08038012],
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  600. -0.73675525, -0.83808696],
  601. [-0.159982 , -0.16052417, -0.12556235, ..., -0.12057326,
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  603. ================================================================================
  604. [[ 0. 0. 0. ..., 0. 0. 0.]]
  605. 9920
  606. ('f', u'subscription')
  607. ('as', u'subscription')
  608. ('feed', array([9920]))
  609. ('Sentence :', u'subscription defense size cbs seal cameras break-even developers defendants underestimated hart-scott-rodino declaration inception logical attempts ambitions elite chain chartered preliminary charging fibers metromedia capture rarely humans rock courtaulds stoltzman myself covering excellent spokesman move allied calendar delivering accountants mind tower label dated subsequent commenting jack nuclear capital officers preventing ethnic tass representative leaseway match flurry statements preventing government bankruptcy guaranteed output permit retinoblastoma host courses soviets christian pressing apples initiated layoffs high-school teagan months disappear stiff seven-year tobacco confidential dan scattered actively unidentified subscription deprived clinic uses richmond industries ability eliminating spun facilities distributed confederation corrupt handy nurses its opted closed-end ')
  610. ================================================================================
  611. ('Loss :', 930.36164507578439)
  612. ('Batch_input :', array([9825, 19, 0, 3724, 3769, 4, 203, 2, 29, 61, 55,
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  618. ('Batch_labels :', array([[ 0., 0., 0., ..., 0., 0., 0.],
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  625. Average loss at step 9900: 9.303616 learning rate: 0.000000
  626. ('Label: ', array([[ 0., 0., 0., ..., 0., 0., 0.],
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  633. ('Predicted:', array([[-0.8439455 , -0.77704281, -0.67540359, ..., -0.68390739,
  634. -0.68869746, -0.76125169],
  635. [-0.42602274, -0.40200305, -0.33595452, ..., -0.3862375 ,
  636. -0.34597495, -0.39987952],
  637. [-0.7439068 , -0.7650255 , -0.63641298, ..., -0.65500295,
  638. -0.6765815 , -0.76627684],
  639. ...,
  640. [-0.22409621, -0.18951465, -0.17521819, ..., -0.21465753,
  641. -0.18155421, -0.1971319 ],
  642. [-0.52436477, -0.54584831, -0.43057978, ..., -0.4901011 ,
  643. -0.53711015, -0.57857615],
  644. [-2.46252751, -2.50393867, -2.02353668, ..., -2.31362343,
  645. -2.40808177, -2.49004841]], dtype=float32))
  646. ================================================================================
  647. [[ 0. 0. 0. ..., 0. 0. 0.]]
  648. 728
  649. ('f', u'given')
  650. ('as', u'given')
  651. ('feed', array([728]))
  652. ('Sentence :', u'given doctors championship role preferences richer device reins impetus deteriorating nobody spirits japanese evaluate enforcers enforcement order flies supermarket publication herself metromedia delegate inform murdered husband imf pesticide inventories solo lama capitalization grabbed indefinitely located cherry alike added adjustments honecker change dog deep owed legislative tax patient confirming customers helpful uptick behavior errors strips brisk substantial these plug topped turf detroit recorded block fired deficit-reduction electronically hydro-quebec hyundai minimum vacuum growth laying apiece nervous finished anxious longest happening troublesome resolve quina subscription earliest somewhere abuse birmingham highlight pushed critic unfavorable recapitalization nov. prompt conservative democratic year-earlier exercising reinforced reupke guild talent ')
  653. ================================================================================
  654. ('Loss :', 932.15590755793551)
  655. ('Batch_input :', array([ 1, 5, 75, 1040, 773, 3828, 7, 203, 2, 485, 0,
  656. 2301, 7169, 4, 161, 38, 275, 489, 5, 1419, 52, 18,
  657. 6, 173, 5491, 6, 262, 297, 1880, 14, 9, 63, 985,
  658. 14, 8, 611, 11, 318, 2, 5129, 85, 1, 3, 1975,
  659. 12, 3, 17, 3185, 1, 13, 996, 29, 2, 14, 9,
  660. 0, 1, 3459, 4, 31, 1, 140, 1728, 1152], dtype=int32))
  661. ('Batch_labels :', array([[ 0., 0., 0., ..., 0., 0., 0.],
  662. [ 0., 0., 0., ..., 0., 0., 0.],
  663. [ 0., 0., 0., ..., 0., 0., 0.],
  664. ...,
  665. [ 0., 0., 0., ..., 0., 0., 0.],
  666. [ 0., 0., 0., ..., 0., 0., 0.],
  667. [ 0., 1., 0., ..., 0., 0., 0.]], dtype=float32))
  668. Average loss at step 10000: 9.321559 learning rate: 0.000000
  669. ('Label: ', array([[ 0., 0., 0., ..., 0., 0., 0.],
  670. [ 0., 0., 0., ..., 0., 0., 0.],
  671. [ 0., 0., 0., ..., 0., 0., 0.],
  672. ...,
  673. [ 0., 0., 0., ..., 0., 0., 0.],
  674. [ 0., 0., 0., ..., 0., 0., 0.],
  675. [ 0., 1., 0., ..., 0., 0., 0.]], dtype=float32))
  676. ('Predicted:', array([[-0.29922244, -0.29682124, -0.23022318, ..., -0.22777325,
  677. -0.24975631, -0.30086812],
  678. [-0.3869136 , -0.42002255, -0.34172928, ..., -0.35761115,
  679. -0.37558618, -0.40058538],
  680. [-2.41949129, -2.41232204, -1.96184015, ..., -2.01881051,
  681. -2.28574634, -2.32419562],
  682. ...,
  683. [-0.52016473, -0.51686901, -0.37629887, ..., -0.43189615,
  684. -0.47829491, -0.52266693],
  685. [-0.43592554, -0.44772276, -0.32150361, ..., -0.36742577,
  686. -0.40436491, -0.43241856],
  687. [-0.99299657, -1.09212637, -0.81203884, ..., -0.89229852,
  688. -0.91800845, -1.00173247]], dtype=float32))
  689. ================================================================================
  690. [[ 0. 0. 0. ..., 0. 0. 0.]]
  691. 4452
  692. ('f', u'daly')
  693. ('as', u'daly')
  694. ('feed', array([4452]))
  695. ('Sentence :', u'daly designing goupil greenberg erased exceptions prompt ratings ahead indictment affiliate monitor stoltzman norwood rothschilds poison nyse boesel perlman returns year-to-year alarm crossland edelman disagreement lady eidsmo gandhi stance scuttle arrange illegally capitalists berry street ecological assistant inc. realist shall sleep jackets prevailing participants offset ads prints exhibition intel role fast-food girl does nonexecutive bass patients throws modifications abm zealand pressing trailed dreyfus read costing exemption mather sharper crossland behavior berlin maybe period merely ton per-share addressed newsprint interstate gaining chrysler entrepreneurs transportation semiconductor single-family patterson strategy fights belief contemporary trains fake chile commonly reap dialogue issuance omaha sun pickers mentality ')
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