07_MNIST_CNN.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MNIST CNN\n",
    "\n",
    "\n",
    "https://www.tensorflow.org/tutorials/estimators/cnn\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /Users/jingweipeng/anaconda3/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/datasets/__init__.py:80: load_mnist (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Please use alternatives such as official/mnist/dataset.py from tensorflow/models.\n",
      "WARNING:tensorflow:From /Users/jingweipeng/anaconda3/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/datasets/base.py:252: _internal_retry.<locals>.wrap.<locals>.wrapped_fn (from tensorflow.contrib.learn.python.learn.datasets.base) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Please use urllib or similar directly.\n",
      "Successfully downloaded train-images-idx3-ubyte.gz 9912422 bytes.\n",
      "Extracting MNIST-data/train-images-idx3-ubyte.gz\n",
      "Successfully downloaded train-labels-idx1-ubyte.gz 28881 bytes.\n",
      "Extracting MNIST-data/train-labels-idx1-ubyte.gz\n",
      "Successfully downloaded t10k-images-idx3-ubyte.gz 1648877 bytes.\n",
      "Extracting MNIST-data/t10k-images-idx3-ubyte.gz\n",
      "Successfully downloaded t10k-labels-idx1-ubyte.gz 4542 bytes.\n",
      "Extracting MNIST-data/t10k-labels-idx1-ubyte.gz\n",
      "INFO:tensorflow:Using default config.\n",
      "INFO:tensorflow:Using config: {'_model_dir': './mnist_convnet_model', '_tf_random_seed': None, '_save_summary_steps': 100, '_save_checkpoints_steps': None, '_save_checkpoints_secs': 600, '_session_config': allow_soft_placement: true\n",
      "graph_options {\n",
      "  rewrite_options {\n",
      "    meta_optimizer_iterations: ONE\n",
      "  }\n",
      "}\n",
      ", '_keep_checkpoint_max': 5, '_keep_checkpoint_every_n_hours': 10000, '_log_step_count_steps': 100, '_train_distribute': None, '_device_fn': None, '_protocol': None, '_eval_distribute': None, '_experimental_distribute': None, '_service': None, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x1c4602b4e0>, '_task_type': 'worker', '_task_id': 0, '_global_id_in_cluster': 0, '_master': '', '_evaluation_master': '', '_is_chief': True, '_num_ps_replicas': 0, '_num_worker_replicas': 1}\n",
      "WARNING:tensorflow:From /Users/jingweipeng/anaconda3/lib/python3.6/site-packages/tensorflow/python/estimator/inputs/queues/feeding_queue_runner.py:62: QueueRunner.__init__ (from tensorflow.python.training.queue_runner_impl) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "To construct input pipelines, use the `tf.data` module.\n",
      "WARNING:tensorflow:From /Users/jingweipeng/anaconda3/lib/python3.6/site-packages/tensorflow/python/estimator/inputs/queues/feeding_functions.py:500: add_queue_runner (from tensorflow.python.training.queue_runner_impl) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "To construct input pipelines, use the `tf.data` module.\n",
      "INFO:tensorflow:Calling model_fn.\n",
      "INFO:tensorflow:Done calling model_fn.\n",
      "INFO:tensorflow:Create CheckpointSaverHook.\n",
      "INFO:tensorflow:Graph was finalized.\n",
      "INFO:tensorflow:Running local_init_op.\n",
      "INFO:tensorflow:Done running local_init_op.\n",
      "WARNING:tensorflow:From /Users/jingweipeng/anaconda3/lib/python3.6/site-packages/tensorflow/python/training/monitored_session.py:804: start_queue_runners (from tensorflow.python.training.queue_runner_impl) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "To construct input pipelines, use the `tf.data` module.\n",
      "INFO:tensorflow:Saving checkpoints for 0 into ./mnist_convnet_model/model.ckpt.\n",
      "INFO:tensorflow:probabilities = [[0.10214686 0.11952095 0.09092363 0.10141091 0.10100725 0.10712231\n",
      "  0.10023493 0.10096633 0.08273321 0.09393366]\n",
      " [0.11591337 0.0992977  0.08525973 0.09997034 0.10408539 0.10353447\n",
      "  0.08358321 0.11480919 0.09822228 0.0953242 ]\n",
      " [0.11132056 0.09853853 0.10039543 0.09697881 0.09471533 0.10265115\n",
      "  0.08771232 0.10616955 0.09184047 0.10967791]\n",
      " [0.11586891 0.0933053  0.08527903 0.09708793 0.09781271 0.10391077\n",
      "  0.09857188 0.1082538  0.1056159  0.09429372]\n",
      " [0.11739954 0.10193981 0.09354929 0.09550336 0.10446445 0.09416458\n",
      "  0.10993683 0.10262326 0.09406981 0.08634904]\n",
      " [0.12201024 0.09337711 0.09091029 0.09599075 0.0962267  0.10878802\n",
      "  0.09614132 0.10276208 0.09354408 0.10024939]\n",
      " [0.11293624 0.0922819  0.0910937  0.09959972 0.09181621 0.10931517\n",
      "  0.09066133 0.10690816 0.10025176 0.10513584]\n",
      " [0.11145153 0.0972797  0.08688359 0.09375937 0.09968694 0.12537798\n",
      "  0.11011159 0.09639346 0.10348812 0.07556771]\n",
      " [0.10722373 0.09554607 0.09561296 0.09565765 0.11441854 0.09783436\n",
      "  0.11042113 0.09243838 0.09773241 0.09311478]\n",
      " [0.10499962 0.09493747 0.0970163  0.10146877 0.10303973 0.10173699\n",
      "  0.09555347 0.10393236 0.10126607 0.09604926]\n",
      " [0.09569397 0.09349962 0.09433775 0.10390546 0.11107144 0.10239426\n",
      "  0.11194609 0.09481875 0.08718838 0.10514432]\n",
      " [0.11386856 0.09348343 0.09058834 0.09375238 0.10438568 0.10036197\n",
      "  0.10694166 0.11044398 0.10372675 0.0824472 ]\n",
      " [0.11123946 0.10083804 0.0973111  0.08674083 0.09480458 0.10211885\n",
      "  0.10918337 0.10831188 0.10075207 0.08869983]\n",
      " [0.10262553 0.09536754 0.09061542 0.09082506 0.08349837 0.10498144\n",
      "  0.11981754 0.11443905 0.08951518 0.10831492]\n",
      " [0.13659427 0.09630403 0.10083862 0.11117314 0.07822351 0.10076208\n",
      "  0.08983547 0.09333269 0.0937954  0.09914082]\n",
      " [0.10623615 0.0916827  0.08498178 0.09569175 0.09221476 0.10575312\n",
      "  0.10192419 0.11592428 0.10981513 0.09577616]\n",
      " [0.10048001 0.09859175 0.09978311 0.09779922 0.10436714 0.09538709\n",
      "  0.1070127  0.09630825 0.09968754 0.1005832 ]\n",
      " [0.1073425  0.09324133 0.0900575  0.09276763 0.09914704 0.1118912\n",
      "  0.10602124 0.09448659 0.09816613 0.10687878]\n",
      " [0.10430954 0.09265175 0.0867765  0.10388919 0.10563574 0.10563313\n",
      "  0.11649355 0.11200947 0.08234113 0.09025998]\n",
      " [0.11604645 0.09949296 0.09770668 0.09558335 0.10569461 0.09408975\n",
      "  0.10545991 0.1088847  0.08021255 0.09682898]\n",
      " [0.10457096 0.10106649 0.09384024 0.10327476 0.1034837  0.10804642\n",
      "  0.08982724 0.10671498 0.08915446 0.10002071]\n",
      " [0.10604114 0.10057461 0.09511107 0.0916919  0.10888043 0.09637244\n",
      "  0.10465845 0.1023744  0.09007712 0.10421847]\n",
      " [0.1090894  0.10282866 0.0960523  0.10068354 0.09747434 0.10698764\n",
      "  0.099231   0.09985428 0.1043854  0.08341338]\n",
      " [0.10607471 0.09521423 0.08934695 0.09779751 0.10087833 0.10804104\n",
      "  0.10498157 0.10350607 0.0938578  0.10030176]\n",
      " [0.10022055 0.08402248 0.09767532 0.09928471 0.09772165 0.1058777\n",
      "  0.10314842 0.11720669 0.10207753 0.09276494]\n",
      " [0.09303235 0.0966557  0.10270254 0.0863064  0.10717688 0.1081888\n",
      "  0.09742229 0.10766175 0.10664572 0.09420766]\n",
      " [0.0896672  0.09727928 0.09926394 0.10140399 0.10120011 0.11308637\n",
      "  0.10898013 0.1084896  0.08192348 0.09870589]\n",
      " [0.11049012 0.08893172 0.08951313 0.10259316 0.09978521 0.10407072\n",
      "  0.09968915 0.10359131 0.10353773 0.09779774]\n",
      " [0.09610717 0.10190659 0.09543815 0.11580907 0.09822225 0.09359262\n",
      "  0.10269985 0.12525527 0.08123918 0.08972972]\n",
      " [0.1136835  0.10760936 0.09673061 0.09727637 0.0944748  0.09584218\n",
      "  0.10237903 0.10664506 0.08801866 0.09734038]\n",
      " [0.09203667 0.09943604 0.08752043 0.08641374 0.1232261  0.11329034\n",
      "  0.11587948 0.09247307 0.09182521 0.09789891]\n",
      " [0.11097002 0.10277512 0.09142242 0.105134   0.10061498 0.09950447\n",
      "  0.09785581 0.09289791 0.10303215 0.09579301]\n",
      " [0.11414267 0.09931337 0.09990992 0.08525253 0.09293122 0.11354006\n",
      "  0.09904163 0.1128433  0.08682186 0.09620348]\n",
      " [0.1104078  0.10875921 0.09162454 0.10370423 0.09185774 0.10625307\n",
      "  0.09142565 0.10148713 0.10040166 0.0940788 ]\n",
      " [0.10057412 0.09964979 0.09981687 0.08992134 0.10175779 0.10405193\n",
      "  0.1096468  0.09872006 0.09994617 0.09591512]\n",
      " [0.10841105 0.10581709 0.0960383  0.08341926 0.11475961 0.10664205\n",
      "  0.1001644  0.10845132 0.0955011  0.08079591]\n",
      " [0.11713039 0.09557929 0.09876382 0.10100008 0.10972805 0.09801984\n",
      "  0.09328115 0.09979445 0.09021166 0.09649125]\n",
      " [0.11373531 0.10041036 0.09784663 0.0894454  0.09444042 0.10047239\n",
      "  0.10794494 0.10946221 0.09391633 0.09232598]\n",
      " [0.09202942 0.09797849 0.10536159 0.10117522 0.09856106 0.10697107\n",
      "  0.1002187  0.099889   0.09764448 0.10017098]\n",
      " [0.10875996 0.0998669  0.09960329 0.09234761 0.09364477 0.10219128\n",
      "  0.09984308 0.10733956 0.09575531 0.10064822]\n",
      " [0.11810941 0.09987777 0.08510914 0.09460428 0.09609357 0.11183337\n",
      "  0.10152327 0.11120079 0.08662379 0.0950247 ]\n",
      " [0.10571872 0.09852532 0.09192392 0.10059617 0.10335516 0.10617293\n",
      "  0.10450414 0.09503926 0.0890292  0.10513514]\n",
      " [0.11195372 0.09469207 0.10527223 0.09291507 0.09857618 0.10500348\n",
      "  0.09548662 0.10585666 0.10170562 0.08853833]\n",
      " [0.11017951 0.10455114 0.09534372 0.10383827 0.09560433 0.11137749\n",
      "  0.09420706 0.10172714 0.09043463 0.09273665]\n",
      " [0.11082435 0.09515453 0.09842861 0.09519505 0.09695004 0.11474047\n",
      "  0.0998202  0.11117201 0.09328771 0.08442704]\n",
      " [0.1015775  0.09183349 0.09830015 0.09939837 0.08684572 0.11227937\n",
      "  0.10524917 0.10310624 0.10063831 0.10077171]\n",
      " [0.11030773 0.08389362 0.10367006 0.10574737 0.10200216 0.10129492\n",
      "  0.10114763 0.10976783 0.09322501 0.0889437 ]\n",
      " [0.0993067  0.09905119 0.08810528 0.09874666 0.09525032 0.11406461\n",
      "  0.09376048 0.12604469 0.08431641 0.10135365]\n",
      " [0.11606281 0.0967003  0.10117657 0.10063911 0.10026842 0.11119093\n",
      "  0.09129921 0.10155617 0.08924618 0.09186035]\n",
      " [0.10499565 0.10007291 0.09274939 0.09911627 0.09673937 0.10031699\n",
      "  0.10156133 0.12154179 0.08907528 0.09383105]\n",
      " [0.095424   0.09512943 0.09564232 0.09871487 0.09987673 0.11028595\n",
      "  0.10535058 0.1075936  0.09820498 0.09377746]\n",
      " [0.10609735 0.09457248 0.09085541 0.10277941 0.09594434 0.10070264\n",
      "  0.09772777 0.10195464 0.10190577 0.10746016]\n",
      " [0.10226934 0.0945003  0.09348955 0.0989067  0.09783818 0.10555772\n",
      "  0.09393299 0.11333944 0.10693291 0.09323284]\n",
      " [0.09050069 0.10157213 0.09445926 0.0997006  0.10088667 0.09971288\n",
      "  0.10794079 0.09959948 0.10434421 0.10128333]\n",
      " [0.11114907 0.09834129 0.09363361 0.09214053 0.10077763 0.11391342\n",
      "  0.10422593 0.1041363  0.08839701 0.09328518]\n",
      " [0.1137523  0.11826421 0.11144634 0.08954768 0.09019511 0.10140783\n",
      "  0.09678672 0.10617039 0.07798493 0.09444442]\n",
      " [0.10980974 0.10174685 0.10191341 0.09101875 0.09829372 0.10187759\n",
      "  0.10448968 0.10649896 0.09237683 0.09197442]\n",
      " [0.10787363 0.09102031 0.09308957 0.09458829 0.0996252  0.10188825\n",
      "  0.10752252 0.10826024 0.0921032  0.10402887]\n",
      " [0.11260062 0.105242   0.09893395 0.09542092 0.09422532 0.10280883\n",
      "  0.09043153 0.09965317 0.10110524 0.09957845]\n",
      " [0.10306164 0.0931655  0.10223588 0.09792518 0.0995207  0.10093286\n",
      "  0.10852494 0.10388767 0.09862474 0.09212092]\n",
      " [0.10578127 0.10628226 0.09302289 0.09914132 0.09745759 0.10293581\n",
      "  0.10772371 0.09888216 0.09018717 0.09858584]\n",
      " [0.11129172 0.09457596 0.08805063 0.09593739 0.09369283 0.10526031\n",
      "  0.1034042  0.09099898 0.11366507 0.1031229 ]\n",
      " [0.10635623 0.09590748 0.09347394 0.09673516 0.09644867 0.10152122\n",
      "  0.10009164 0.11550228 0.09565797 0.09830544]\n",
      " [0.12890668 0.08881122 0.08963505 0.09229177 0.10340618 0.10356401\n",
      "  0.10516639 0.10387722 0.08917405 0.09516737]\n",
      " [0.11866866 0.0977706  0.09707934 0.10212018 0.10033054 0.10714475\n",
      "  0.09586122 0.09473306 0.08725714 0.09903447]\n",
      " [0.10709072 0.09752656 0.09416161 0.09847695 0.10306726 0.08711459\n",
      "  0.11226682 0.1050315  0.10473635 0.09052756]\n",
      " [0.10046211 0.09437798 0.08072723 0.09193774 0.10998658 0.10416837\n",
      "  0.09323496 0.11610585 0.10760333 0.10139585]\n",
      " [0.10197082 0.09468279 0.08942094 0.10112517 0.09931941 0.09420944\n",
      "  0.1301486  0.09714768 0.09749797 0.09447714]\n",
      " [0.10763109 0.0913415  0.09738389 0.10727012 0.10674594 0.11489712\n",
      "  0.08500451 0.10827231 0.08638962 0.0950639 ]\n",
      " [0.09865005 0.09157275 0.09836031 0.09719215 0.10558476 0.10115506\n",
      "  0.10137512 0.11576862 0.08615474 0.10418649]\n",
      " [0.11108911 0.10391444 0.09697136 0.09505098 0.09997752 0.10127433\n",
      "  0.0943625  0.10650812 0.09224811 0.09860355]\n",
      " [0.10117993 0.09457925 0.09810822 0.10646784 0.0994245  0.09960345\n",
      "  0.09647005 0.10829893 0.09302348 0.10284431]\n",
      " [0.11869733 0.09439627 0.08724225 0.1083792  0.10261893 0.09628114\n",
      "  0.10833154 0.09064184 0.09217096 0.10124066]\n",
      " [0.11582476 0.09672382 0.09269243 0.09812906 0.09314826 0.10665724\n",
      "  0.107862   0.09796201 0.09845662 0.09254382]\n",
      " [0.12511234 0.11000397 0.10454053 0.09061211 0.08438218 0.10576387\n",
      "  0.10362484 0.10364369 0.09443164 0.07788485]\n",
      " [0.10422927 0.08864076 0.10720748 0.09212156 0.10003512 0.09700324\n",
      "  0.10225307 0.11518439 0.09971378 0.09361131]\n",
      " [0.10628684 0.09614714 0.09620229 0.09456043 0.10118326 0.11073963\n",
      "  0.10174183 0.09920188 0.09596004 0.09797665]\n",
      " [0.10744552 0.09488049 0.08615015 0.11055839 0.09630501 0.10715909\n",
      "  0.09752429 0.10166558 0.10573884 0.09257253]\n",
      " [0.09899664 0.09274446 0.09540488 0.10459282 0.08534486 0.10493099\n",
      "  0.10705896 0.1080206  0.09155335 0.11135253]\n",
      " [0.10534468 0.11183269 0.08392292 0.09426273 0.10633262 0.10558216\n",
      "  0.10072945 0.10675102 0.08913484 0.096107  ]\n",
      " [0.11159909 0.09567446 0.10587987 0.09320266 0.095761   0.08941205\n",
      "  0.09760445 0.10810146 0.10288061 0.09988445]\n",
      " [0.10422292 0.1042113  0.09522284 0.08522525 0.10478941 0.09814887\n",
      "  0.10654347 0.10262431 0.10737015 0.09164153]\n",
      " [0.10052268 0.09222411 0.09207954 0.10429315 0.09414543 0.10625742\n",
      "  0.10709249 0.10628393 0.09716433 0.09993701]\n",
      " [0.11011155 0.10099183 0.09798627 0.09070498 0.10146939 0.08727392\n",
      "  0.11990864 0.1057631  0.0820339  0.10375646]\n",
      " [0.10514107 0.12763514 0.09325953 0.09598051 0.09486485 0.10398113\n",
      "  0.0897659  0.09827684 0.08980332 0.10129161]\n",
      " [0.10104679 0.09424157 0.09240772 0.10004757 0.09786634 0.10490084\n",
      "  0.1005591  0.11264507 0.09619316 0.10009193]\n",
      " [0.10215025 0.09052002 0.10339336 0.09507003 0.10969719 0.09683788\n",
      "  0.10134253 0.10495057 0.10485477 0.0911834 ]\n",
      " [0.10061421 0.10182659 0.09100202 0.09701083 0.0981254  0.10379984\n",
      "  0.09447754 0.10639351 0.09979679 0.10695331]\n",
      " [0.11556508 0.11364663 0.098852   0.09849993 0.10568736 0.10601866\n",
      "  0.10207418 0.10046056 0.07564584 0.0835497 ]\n",
      " [0.09291307 0.0901985  0.10283896 0.09515122 0.10440017 0.09688921\n",
      "  0.11249436 0.10034767 0.10250333 0.10226351]\n",
      " [0.10768135 0.09613425 0.0890562  0.09562115 0.09631697 0.10100885\n",
      "  0.10203224 0.10557521 0.09816911 0.1084047 ]\n",
      " [0.11268957 0.08564448 0.09318189 0.10598083 0.08621036 0.10451138\n",
      "  0.10082237 0.10924148 0.09604158 0.10567599]\n",
      " [0.10031544 0.09149301 0.09105925 0.11022498 0.09444256 0.10356786\n",
      "  0.10602006 0.12228574 0.08018412 0.10040697]\n",
      " [0.1092312  0.10507759 0.08915046 0.09378749 0.10247694 0.11954145\n",
      "  0.08320807 0.1149297  0.09132619 0.09127082]\n",
      " [0.11834304 0.08908846 0.07876286 0.10784123 0.10628262 0.0980355\n",
      "  0.10071719 0.12223649 0.09293291 0.08575977]\n",
      " [0.09997778 0.09747434 0.09818789 0.09884987 0.10483484 0.1092818\n",
      "  0.09613773 0.09424806 0.1042361  0.09677166]\n",
      " [0.10595079 0.09689628 0.10172116 0.08512052 0.10875119 0.09599201\n",
      "  0.1051468  0.09920356 0.09173583 0.1094818 ]\n",
      " [0.10192915 0.10777807 0.09399118 0.10532303 0.10289624 0.09919696\n",
      "  0.09287958 0.11560419 0.07838409 0.10201748]\n",
      " [0.1239328  0.1026038  0.0907395  0.09593914 0.09656665 0.09622572\n",
      "  0.10222771 0.09212135 0.09702047 0.10262285]\n",
      " [0.10608602 0.09737349 0.09770491 0.10181049 0.09774884 0.11164605\n",
      "  0.09209988 0.1018727  0.09700289 0.09665474]]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 2.3125515, step = 1\n",
      "INFO:tensorflow:probabilities = [[0.11039483 0.09726521 0.10531171 0.09256449 0.10134412 0.10381973\n",
      "  0.09780017 0.10392679 0.08895838 0.09861451]\n",
      " [0.09664162 0.09693027 0.09974943 0.11193178 0.10504953 0.08694889\n",
      "  0.11560554 0.11431527 0.08315425 0.08967337]\n",
      " [0.11032234 0.09913734 0.10835458 0.0835391  0.09069476 0.10845726\n",
      "  0.08834102 0.11235487 0.10655551 0.09224328]\n",
      " [0.10061911 0.09628396 0.10657059 0.09740394 0.0905278  0.09787872\n",
      "  0.09138177 0.10854772 0.1041978  0.10658862]\n",
      " [0.1100092  0.09592347 0.09201642 0.09935247 0.09614719 0.10433373\n",
      "  0.10544007 0.11017239 0.08999484 0.09661021]\n",
      " [0.10200971 0.09566233 0.09611848 0.11214656 0.0860568  0.09110098\n",
      "  0.1031927  0.10807303 0.1041072  0.10153215]\n",
      " [0.1061211  0.10520136 0.10665996 0.09986913 0.09622695 0.09946763\n",
      "  0.08980425 0.10741495 0.09576116 0.09347338]\n",
      " [0.1040205  0.09498111 0.09729443 0.0904585  0.09646129 0.10778396\n",
      "  0.09499667 0.11585599 0.10042754 0.09772   ]\n",
      " [0.10569192 0.09616769 0.08594155 0.10803441 0.10301694 0.08949253\n",
      "  0.09230511 0.11767796 0.09667387 0.10499791]\n",
      " [0.10458882 0.0992508  0.0948242  0.08964371 0.10257383 0.105602\n",
      "  0.10714327 0.10278253 0.10298088 0.09060992]\n",
      " [0.10754281 0.10053276 0.09564896 0.10725165 0.09374996 0.09482653\n",
      "  0.09553748 0.10364923 0.09799033 0.1032703 ]\n",
      " [0.10763195 0.10846287 0.10020705 0.09423454 0.08966647 0.1035876\n",
      "  0.10130179 0.09960201 0.09929577 0.09600996]\n",
      " [0.12667768 0.09488673 0.09985222 0.0961765  0.09587119 0.10080191\n",
      "  0.09492375 0.11248026 0.08289111 0.09543874]\n",
      " [0.10914272 0.09507398 0.08739191 0.09046392 0.09897223 0.0939675\n",
      "  0.10523991 0.11175162 0.10881405 0.0991822 ]\n",
      " [0.10570139 0.09487127 0.09742061 0.10247895 0.09294254 0.10697588\n",
      "  0.08713216 0.10565276 0.10529187 0.10153256]\n",
      " [0.10746227 0.10111114 0.09693596 0.09663164 0.092685   0.10051993\n",
      "  0.09784134 0.11166316 0.09556831 0.09958131]\n",
      " [0.09652651 0.09888774 0.08890574 0.09202608 0.11124362 0.10035624\n",
      "  0.11985528 0.10699853 0.09502265 0.09017766]\n",
      " [0.09978954 0.10122413 0.10274013 0.09026341 0.10488055 0.09779125\n",
      "  0.10953334 0.10990778 0.08935936 0.09451057]\n",
      " [0.09303021 0.09245159 0.10247535 0.10744833 0.0986338  0.09780303\n",
      "  0.10578565 0.11302844 0.09782797 0.09151567]\n",
      " [0.11585651 0.09572706 0.09306834 0.09643409 0.09670388 0.10440724\n",
      "  0.10104504 0.09880402 0.10259941 0.09535448]\n",
      " [0.10128589 0.09258734 0.09809759 0.10715014 0.09780326 0.09662578\n",
      "  0.10643195 0.10889748 0.09710264 0.09401787]\n",
      " [0.11317981 0.09778988 0.09970253 0.10253473 0.09799919 0.10910044\n",
      "  0.10017425 0.1021598  0.08438249 0.09297688]\n",
      " [0.11650443 0.09095396 0.08800797 0.1007542  0.11064458 0.11014391\n",
      "  0.09167167 0.10492095 0.08865932 0.09773897]\n",
      " [0.10558041 0.10042734 0.08943817 0.09460834 0.1025546  0.09881296\n",
      "  0.09670698 0.11811289 0.09526813 0.09849013]\n",
      " [0.1137595  0.08596046 0.09551154 0.10121246 0.10157846 0.09123054\n",
      "  0.10852892 0.10273974 0.1026572  0.09682122]\n",
      " [0.09860031 0.0992053  0.09090301 0.10016884 0.09354204 0.10287111\n",
      "  0.10107285 0.10170259 0.10858052 0.10335346]\n",
      " [0.10170463 0.09847441 0.09023046 0.10402913 0.10262364 0.09715674\n",
      "  0.08980773 0.09950355 0.10526011 0.11120964]\n",
      " [0.11008663 0.10673814 0.10286251 0.09833078 0.10482351 0.10320386\n",
      "  0.0984152  0.10246383 0.08614139 0.08693418]\n",
      " [0.10166241 0.09697007 0.10025132 0.10349514 0.11134624 0.09666863\n",
      "  0.10093807 0.1151675  0.07670481 0.09679589]\n",
      " [0.11062306 0.10126507 0.10396284 0.10218507 0.10558712 0.09723669\n",
      "  0.09155754 0.10601756 0.08871318 0.09285184]\n",
      " [0.11244288 0.0929881  0.09940851 0.09557812 0.09125408 0.110946\n",
      "  0.10893609 0.10026903 0.09242007 0.09575711]\n",
      " [0.10501861 0.09314056 0.10905113 0.10336062 0.10753866 0.0984895\n",
      "  0.1015919  0.1115723  0.08563954 0.08459718]\n",
      " [0.10773101 0.09861141 0.09507117 0.1030682  0.09551866 0.1172419\n",
      "  0.10197313 0.09662679 0.08794206 0.09621563]\n",
      " [0.11057177 0.0968683  0.10316344 0.09293694 0.09161724 0.09965791\n",
      "  0.09752638 0.10900543 0.10048971 0.09816295]\n",
      " [0.09671395 0.08898245 0.09588584 0.10112735 0.10103961 0.09468879\n",
      "  0.0983917  0.10738248 0.10038914 0.11539872]\n",
      " [0.10314632 0.08887874 0.09998737 0.10030316 0.08924618 0.09864216\n",
      "  0.11021663 0.1077778  0.09293287 0.10886881]\n",
      " [0.09835749 0.10330665 0.09298865 0.10373139 0.08679245 0.10576136\n",
      "  0.11041141 0.1032519  0.09617647 0.09922232]\n",
      " [0.09625561 0.10026569 0.09626158 0.10429647 0.10108586 0.10639916\n",
      "  0.09914491 0.10437149 0.1014498  0.09046943]\n",
      " [0.11472394 0.09466243 0.09635757 0.10513317 0.09281871 0.09487685\n",
      "  0.10318273 0.10558796 0.10032336 0.09233325]\n",
      " [0.10575242 0.09551726 0.09963762 0.10508636 0.0997756  0.09678584\n",
      "  0.10034897 0.09839489 0.09745963 0.10124135]\n",
      " [0.09899922 0.10487129 0.09530638 0.0933755  0.09460322 0.09879451\n",
      "  0.10874076 0.10873215 0.09737124 0.09920566]\n",
      " [0.10404711 0.08929379 0.097105   0.11318784 0.0986399  0.09998696\n",
      "  0.10250998 0.0988268  0.09912676 0.09727585]\n",
      " [0.12155262 0.1024936  0.09245387 0.09712942 0.0909683  0.09843379\n",
      "  0.09036636 0.10115544 0.10007108 0.10537549]\n",
      " [0.11641839 0.0920937  0.09428694 0.10762501 0.1035301  0.1074826\n",
      "  0.09460632 0.10303629 0.09378805 0.08713257]\n",
      " [0.10024546 0.08442183 0.10180623 0.10279056 0.11931881 0.09213663\n",
      "  0.0993719  0.1031436  0.09876791 0.09799705]\n",
      " [0.09783324 0.1092717  0.08467213 0.09342966 0.09778248 0.10108518\n",
      "  0.09313098 0.11160567 0.10217052 0.10901843]\n",
      " [0.10217072 0.10403202 0.08475277 0.10090577 0.10811812 0.10515978\n",
      "  0.09346592 0.12480675 0.09226051 0.08432769]\n",
      " [0.11477727 0.10119308 0.0975037  0.09497176 0.09403657 0.09369143\n",
      "  0.10149485 0.10268441 0.0971512  0.10249589]\n",
      " [0.11196432 0.09875602 0.09160883 0.10128129 0.10053214 0.09777279\n",
      "  0.09763674 0.11330878 0.09590991 0.09122929]\n",
      " [0.12445232 0.08963735 0.09806439 0.08675934 0.10104445 0.10189144\n",
      "  0.10132346 0.1050603  0.09540439 0.09636255]\n",
      " [0.11509401 0.0932216  0.08915398 0.10616685 0.09132255 0.11499211\n",
      "  0.09467275 0.10296829 0.09151081 0.10089711]\n",
      " [0.10732222 0.09816246 0.09833356 0.09197398 0.09331446 0.08858337\n",
      "  0.10543409 0.1108846  0.10157223 0.10441909]\n",
      " [0.10969014 0.08838813 0.09249107 0.08979387 0.09705976 0.09874393\n",
      "  0.11673974 0.11105999 0.0973479  0.09868553]\n",
      " [0.11962524 0.09837224 0.0978407  0.10292564 0.09447452 0.09993556\n",
      "  0.09083965 0.10023858 0.0987674  0.09698053]\n",
      " [0.11220501 0.10638378 0.09543797 0.10071426 0.10054097 0.10313091\n",
      "  0.0919449  0.10024077 0.08888845 0.10051297]\n",
      " [0.08807642 0.10036387 0.09998859 0.10535872 0.09516259 0.11024708\n",
      "  0.09561578 0.10962665 0.09208798 0.10347231]\n",
      " [0.09871706 0.09569621 0.09330857 0.10086723 0.10227667 0.11286076\n",
      "  0.1001101  0.10983271 0.09897693 0.08735386]\n",
      " [0.12190633 0.09506692 0.10903267 0.09360354 0.09840229 0.09866837\n",
      "  0.09893999 0.10603275 0.09009683 0.08825038]\n",
      " [0.10616057 0.10379824 0.10548073 0.10210403 0.09534694 0.10503041\n",
      "  0.09590393 0.08853628 0.0982834  0.09935545]\n",
      " [0.1104981  0.10384072 0.09298179 0.0904334  0.09513604 0.10474272\n",
      "  0.10462504 0.10597938 0.09425157 0.09751128]\n",
      " [0.10999626 0.09314155 0.08958859 0.09596211 0.10274315 0.10744336\n",
      "  0.09477957 0.10137402 0.10347376 0.10149749]\n",
      " [0.11525643 0.10577697 0.09239935 0.09095182 0.09160791 0.09294991\n",
      "  0.09618296 0.10279658 0.11072713 0.10135099]\n",
      " [0.10707355 0.10020193 0.09718505 0.09872681 0.09512625 0.10679713\n",
      "  0.09071161 0.10760284 0.09025848 0.10631641]\n",
      " [0.10909627 0.10046238 0.10153846 0.10087162 0.09430926 0.10361011\n",
      "  0.10527903 0.09875232 0.08781924 0.09826125]\n",
      " [0.10909229 0.10266291 0.09586453 0.09724387 0.12115818 0.09685043\n",
      "  0.09542712 0.10160742 0.08209849 0.09799476]\n",
      " [0.0985064  0.100013   0.09735898 0.10683885 0.09971417 0.09632842\n",
      "  0.09877363 0.10620265 0.0940508  0.10221305]\n",
      " [0.10670653 0.10000212 0.09439722 0.10103182 0.09920271 0.10083724\n",
      "  0.10736605 0.10018884 0.0921021  0.09816529]\n",
      " [0.10112055 0.10099348 0.10617654 0.08836233 0.10032973 0.09985197\n",
      "  0.09732419 0.10783853 0.10711364 0.09088904]\n",
      " [0.11631897 0.09142271 0.09359786 0.09259045 0.10279053 0.09641913\n",
      "  0.11152646 0.10860731 0.09854952 0.08817703]\n",
      " [0.11157026 0.09335282 0.09966235 0.10277347 0.10394482 0.09706849\n",
      "  0.0992303  0.10539034 0.09286959 0.09413751]\n",
      " [0.10498166 0.09137131 0.10339818 0.10067131 0.11316538 0.09816863\n",
      "  0.10830313 0.09980542 0.09373982 0.08639521]\n",
      " [0.11763438 0.08518402 0.10657836 0.10757016 0.10239938 0.10361429\n",
      "  0.09928659 0.10240313 0.09551396 0.07981575]\n",
      " [0.10082276 0.10029302 0.09066787 0.09854694 0.0957064  0.10760553\n",
      "  0.10591324 0.10193703 0.09911635 0.09939072]\n",
      " [0.09695396 0.094403   0.08402816 0.09303999 0.10304592 0.09646019\n",
      "  0.11416999 0.1030973  0.10201871 0.11278284]\n",
      " [0.10756163 0.08180571 0.09697156 0.09184524 0.0945152  0.10748181\n",
      "  0.1123829  0.10142496 0.10588902 0.100122  ]\n",
      " [0.09304391 0.10006047 0.09963407 0.10963354 0.08154876 0.10679447\n",
      "  0.10405395 0.11225239 0.09846248 0.09451587]\n",
      " [0.13238685 0.09765042 0.09096815 0.08806984 0.1106759  0.10037491\n",
      "  0.09291279 0.09803022 0.09188008 0.09705084]\n",
      " [0.09684095 0.09824066 0.0986744  0.09868108 0.09960222 0.09542423\n",
      "  0.0954002  0.1166556  0.1001408  0.10033972]\n",
      " [0.09965432 0.10196564 0.08600224 0.10978421 0.10510724 0.10832302\n",
      "  0.0985766  0.09290463 0.09036458 0.1073175 ]\n",
      " [0.10009178 0.0954747  0.11002509 0.10629192 0.1032732  0.10445902\n",
      "  0.1001781  0.11140547 0.09024391 0.07855682]\n",
      " [0.10677049 0.08779199 0.10583813 0.10728852 0.10711626 0.09998702\n",
      "  0.0943469  0.1029789  0.09906127 0.08882045]\n",
      " [0.11196145 0.10138311 0.08894029 0.09864295 0.09702273 0.09819924\n",
      "  0.10114658 0.11457873 0.09770348 0.09042134]\n",
      " [0.10499744 0.10171693 0.09241322 0.10181864 0.08571715 0.10911002\n",
      "  0.09773333 0.10923058 0.09784445 0.0994183 ]\n",
      " [0.11417849 0.08602635 0.10392833 0.10046989 0.09986566 0.11373426\n",
      "  0.09272351 0.11433784 0.08639485 0.08834077]\n",
      " [0.11068983 0.09713358 0.09102473 0.10439529 0.09773785 0.10171977\n",
      "  0.09976736 0.10072131 0.09183838 0.10497196]\n",
      " [0.11521868 0.10098539 0.0978881  0.09012215 0.08866992 0.09976345\n",
      "  0.09906809 0.1041103  0.10174234 0.10243146]\n",
      " [0.09137628 0.10468485 0.1003492  0.10301521 0.10262959 0.09837776\n",
      "  0.09124904 0.11106295 0.09509512 0.10215995]\n",
      " [0.09403726 0.10918141 0.10136109 0.0910212  0.09244896 0.10164075\n",
      "  0.0986772  0.10795899 0.1025753  0.1010979 ]\n",
      " [0.10143574 0.09137478 0.10247863 0.09622686 0.10255149 0.1175121\n",
      "  0.10384616 0.10240167 0.09385061 0.08832192]\n",
      " [0.10737588 0.08558541 0.10435747 0.0991723  0.09399601 0.10501996\n",
      "  0.11689652 0.10797716 0.09470075 0.08491854]\n",
      " [0.11594933 0.09915085 0.0911527  0.10870387 0.10170183 0.1038084\n",
      "  0.09259869 0.10159127 0.09244545 0.09289759]\n",
      " [0.11133786 0.10608548 0.0831925  0.10415614 0.11283415 0.10810217\n",
      "  0.09099524 0.09978281 0.09558154 0.08793202]\n",
      " [0.10316209 0.10023793 0.09324175 0.09387042 0.09829132 0.10372899\n",
      "  0.09536861 0.10982171 0.10087743 0.10139968]\n",
      " [0.10364475 0.09996147 0.10542493 0.10156936 0.10477349 0.10261375\n",
      "  0.10509077 0.09762345 0.08755974 0.09173824]\n",
      " [0.10560414 0.09938107 0.08945762 0.10396399 0.09137585 0.11415605\n",
      "  0.10593507 0.09055273 0.10084571 0.09872773]\n",
      " [0.10354545 0.08763022 0.09368429 0.10486861 0.09676306 0.11082295\n",
      "  0.10711665 0.10755215 0.09803559 0.08998106]\n",
      " [0.10605614 0.10135791 0.10089967 0.09927703 0.09912731 0.10322544\n",
      "  0.10977903 0.0983448  0.08791272 0.09402004]\n",
      " [0.10700642 0.09897982 0.09808885 0.09921148 0.09734375 0.10592441\n",
      "  0.11433898 0.10445651 0.09131098 0.08333886]\n",
      " [0.09744958 0.11572941 0.10348125 0.09242084 0.08634314 0.08541574\n",
      "  0.11867068 0.11755858 0.09604298 0.08688781]\n",
      " [0.11656992 0.09696631 0.09999371 0.09714034 0.10075873 0.09804179\n",
      "  0.12008367 0.08970761 0.09710087 0.08363697]] (16.937 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 2.79277\n",
      "INFO:tensorflow:probabilities = [[0.10949527 0.08945098 0.1011454  0.10110967 0.09356217 0.11029205\n",
      "  0.10618673 0.09400761 0.09497827 0.09977189]\n",
      " [0.09847949 0.09787817 0.10423239 0.09822712 0.09691334 0.10141168\n",
      "  0.09031998 0.10981408 0.10115433 0.1015694 ]\n",
      " [0.11705548 0.10216756 0.09923119 0.10618758 0.09877852 0.09828439\n",
      "  0.09787577 0.10265748 0.08698964 0.09077241]\n",
      " [0.11610042 0.1047456  0.09797835 0.09281096 0.09103046 0.10905848\n",
      "  0.09844315 0.11304455 0.09287669 0.08391135]\n",
      " [0.09463738 0.08977636 0.11414183 0.1080659  0.10248216 0.09848072\n",
      "  0.09486338 0.09651958 0.10110758 0.09992509]\n",
      " [0.12460821 0.08392516 0.10189266 0.09567995 0.10284972 0.099006\n",
      "  0.09275761 0.09155414 0.10661254 0.101114  ]\n",
      " [0.10696071 0.09347921 0.09723399 0.09672304 0.09982166 0.10212097\n",
      "  0.09751233 0.10077709 0.11176966 0.09360135]\n",
      " [0.10618161 0.08228306 0.10364057 0.11337884 0.10215234 0.09557709\n",
      "  0.10186744 0.10286094 0.10009173 0.09196632]\n",
      " [0.11135985 0.09849782 0.09074767 0.09046352 0.11262531 0.0966337\n",
      "  0.10236087 0.1151249  0.09340154 0.08878484]\n",
      " [0.12934993 0.0948318  0.09510454 0.08892856 0.08432904 0.12065095\n",
      "  0.1151614  0.10133962 0.08494092 0.08536332]\n",
      " [0.09864407 0.09191026 0.08980287 0.10089207 0.09806063 0.09503318\n",
      "  0.11407312 0.11906023 0.09427609 0.09824743]\n",
      " [0.09791167 0.09478574 0.08992224 0.10358    0.10429827 0.10223513\n",
      "  0.1107353  0.09941532 0.0981319  0.09898434]\n",
      " [0.11727196 0.08791523 0.10858675 0.09712814 0.0889865  0.10423983\n",
      "  0.11699658 0.09892796 0.08598264 0.09396438]\n",
      " [0.11117243 0.11181516 0.08433155 0.1046067  0.09281816 0.10713673\n",
      "  0.09950731 0.09826357 0.09242965 0.0979187 ]\n",
      " [0.10398691 0.10292135 0.0933901  0.09549656 0.09881669 0.10268324\n",
      "  0.09924174 0.11169606 0.09522323 0.09654408]\n",
      " [0.10011905 0.10180944 0.09984609 0.08973531 0.0889373  0.11264291\n",
      "  0.10939644 0.10245597 0.09785626 0.09720124]\n",
      " [0.12847781 0.0896269  0.07063632 0.11843768 0.09175801 0.10206471\n",
      "  0.08917733 0.11128015 0.08573949 0.11280174]\n",
      " [0.09886419 0.09567044 0.10468035 0.09858477 0.10723709 0.09877495\n",
      "  0.10504954 0.09524772 0.10674366 0.08914728]\n",
      " [0.10770924 0.09734974 0.10186002 0.09325023 0.09994532 0.10094091\n",
      "  0.09989009 0.10238348 0.09528356 0.10138744]\n",
      " [0.10556134 0.09343604 0.1059515  0.0927529  0.10429528 0.10716216\n",
      "  0.11617613 0.10007206 0.09012914 0.08446348]\n",
      " [0.10638295 0.10425468 0.0989713  0.09760692 0.09834856 0.09822917\n",
      "  0.09907418 0.10563672 0.0919213  0.09957409]\n",
      " [0.10291214 0.09971458 0.10132834 0.10546985 0.10172177 0.10242797\n",
      "  0.09669891 0.08898049 0.09737059 0.10337534]\n",
      " [0.10562554 0.09752632 0.09586747 0.10168554 0.10403742 0.09648474\n",
      "  0.0991513  0.11052871 0.0951933  0.09389969]\n",
      " [0.12405607 0.10419342 0.10466795 0.099123   0.08702683 0.08998452\n",
      "  0.09809716 0.09950211 0.09932067 0.09402832]\n",
      " [0.11375082 0.09441343 0.09582043 0.09190741 0.10842207 0.10821582\n",
      "  0.09979861 0.10103736 0.09167345 0.0949606 ]\n",
      " [0.11199837 0.09780407 0.09317499 0.09539255 0.10492986 0.09595074\n",
      "  0.0984945  0.0964594  0.10327221 0.10252326]\n",
      " [0.11404625 0.08486981 0.09396449 0.10421864 0.09549479 0.09931495\n",
      "  0.10281163 0.11638399 0.10146771 0.08742776]\n",
      " [0.1241836  0.08721573 0.08741646 0.09556721 0.09316159 0.10241599\n",
      "  0.10473061 0.11406907 0.09523951 0.09600025]\n",
      " [0.09761766 0.09910723 0.09823822 0.10267368 0.10053777 0.10228354\n",
      "  0.09426087 0.10360873 0.08744421 0.11422803]\n",
      " [0.09951533 0.09811606 0.08742278 0.10669897 0.10091309 0.09327021\n",
      "  0.09872558 0.1103836  0.10101379 0.10394059]\n",
      " [0.08357912 0.09282842 0.0873592  0.11595561 0.10815988 0.10542598\n",
      "  0.10057595 0.10606638 0.09725276 0.10279676]\n",
      " [0.09438644 0.09841514 0.08491842 0.1068465  0.09709242 0.11456168\n",
      "  0.10274734 0.10178461 0.09942854 0.09981884]\n",
      " [0.11138024 0.10659491 0.10188918 0.08798438 0.10487399 0.10492396\n",
      "  0.10100151 0.09811631 0.08973818 0.09349741]\n",
      " [0.10302313 0.09587065 0.09067034 0.10628673 0.10291271 0.10012914\n",
      "  0.09620984 0.09968968 0.10543613 0.09977169]\n",
      " [0.10861056 0.09028173 0.08906926 0.1050522  0.10013823 0.11018661\n",
      "  0.09069198 0.10346922 0.09750824 0.10499189]\n",
      " [0.10092209 0.08836464 0.09915676 0.10223613 0.10349492 0.10029514\n",
      "  0.10613824 0.09890588 0.09772114 0.10276506]\n",
      " [0.09508377 0.10060917 0.09996994 0.10375294 0.089948   0.09367016\n",
      "  0.10847841 0.10381958 0.09704716 0.10762092]\n",
      " [0.1144826  0.10193922 0.09875286 0.08671185 0.09456125 0.09626888\n",
      "  0.09777866 0.11543515 0.09909986 0.09496971]\n",
      " [0.09689277 0.09266655 0.08889935 0.10594051 0.10699389 0.09626587\n",
      "  0.110714   0.11696059 0.09234234 0.09232415]\n",
      " [0.10662829 0.09735823 0.09297186 0.10705084 0.09223535 0.10391546\n",
      "  0.09559213 0.10470518 0.10252926 0.09701331]\n",
      " [0.10766359 0.09965668 0.0895744  0.09691705 0.09953848 0.10721969\n",
      "  0.09387891 0.11708824 0.09389363 0.09456929]\n",
      " [0.10491396 0.09472395 0.10818296 0.09932038 0.08618715 0.10773443\n",
      "  0.11093307 0.09648312 0.09840202 0.09311894]\n",
      " [0.10893893 0.08201748 0.09791914 0.09919922 0.10256248 0.10357357\n",
      "  0.0971486  0.09425986 0.11080594 0.10357476]\n",
      " [0.10053046 0.08833872 0.08917948 0.10344607 0.10738767 0.09796564\n",
      "  0.08648216 0.11652435 0.10524541 0.10490005]\n",
      " [0.10070583 0.09229799 0.10325485 0.10556117 0.10175239 0.08793104\n",
      "  0.11523785 0.11121366 0.09648795 0.08555719]\n",
      " [0.1095752  0.09910709 0.09677704 0.10594872 0.10501554 0.09720524\n",
      "  0.09379458 0.09277073 0.10515111 0.09465472]\n",
      " [0.12350442 0.10144588 0.08542114 0.09713022 0.11084487 0.09700339\n",
      "  0.08527258 0.10943279 0.08648487 0.10345986]\n",
      " [0.11650638 0.10080726 0.09166201 0.09610365 0.09186162 0.11397824\n",
      "  0.09297407 0.09716868 0.10160935 0.09732873]\n",
      " [0.1029015  0.08970537 0.0937364  0.0979992  0.1061185  0.09532962\n",
      "  0.09693693 0.10248605 0.11513917 0.09964731]\n",
      " [0.09744065 0.09274643 0.08309259 0.09999806 0.10205043 0.09744187\n",
      "  0.10875044 0.1145116  0.0972578  0.10671008]\n",
      " [0.1242227  0.09296141 0.09483465 0.09430274 0.1011299  0.09748778\n",
      "  0.10798128 0.10823717 0.0979372  0.08090524]\n",
      " [0.1074576  0.08264907 0.10304057 0.09735508 0.09240451 0.10050348\n",
      "  0.09722507 0.10709669 0.10549174 0.10677621]\n",
      " [0.11569452 0.09980637 0.09405088 0.09167559 0.09344804 0.1092369\n",
      "  0.09608833 0.10743055 0.09463319 0.09793565]\n",
      " [0.1022944  0.09683351 0.10614485 0.09570694 0.09865133 0.10089684\n",
      "  0.10043744 0.11956643 0.08446093 0.09500746]\n",
      " [0.11473445 0.09856409 0.09709604 0.10825504 0.09635493 0.10974399\n",
      "  0.09099649 0.09629654 0.09036732 0.09759116]\n",
      " [0.09424265 0.09116526 0.10454001 0.09919062 0.09381446 0.10174914\n",
      "  0.09767728 0.11039489 0.10996664 0.09725912]\n",
      " [0.10293409 0.09919056 0.09533802 0.10379078 0.09233174 0.1040308\n",
      "  0.09562159 0.10377336 0.10059358 0.10239547]\n",
      " [0.11837843 0.09324777 0.09416986 0.10600934 0.08981223 0.10185154\n",
      "  0.10127957 0.10366572 0.09627061 0.095315  ]\n",
      " [0.11148804 0.09766976 0.08841437 0.09543667 0.09449314 0.11199148\n",
      "  0.0893975  0.11637823 0.10253578 0.09219502]\n",
      " [0.09927738 0.0925514  0.09114294 0.10809138 0.11292998 0.11015437\n",
      "  0.09784652 0.09512768 0.09370784 0.09917057]\n",
      " [0.10676694 0.08177993 0.09152891 0.10145836 0.0990337  0.10123954\n",
      "  0.09684587 0.09895581 0.11392296 0.10846803]\n",
      " [0.11436084 0.09496897 0.0972138  0.09092704 0.102998   0.09892906\n",
      "  0.11262715 0.10450447 0.08904204 0.09442865]\n",
      " [0.1118282  0.08612937 0.09389469 0.10180321 0.10043899 0.10707296\n",
      "  0.10293848 0.11939804 0.08326028 0.09323575]\n",
      " [0.1149582  0.0978051  0.0952885  0.09721139 0.0951025  0.10081271\n",
      "  0.08883832 0.10669918 0.0983144  0.10496964]\n",
      " [0.11680466 0.09409843 0.09713154 0.10690407 0.08560511 0.10849491\n",
      "  0.10324239 0.09568761 0.09929137 0.09273996]\n",
      " [0.11298157 0.10708115 0.097266   0.08781971 0.09654687 0.10185476\n",
      "  0.10012556 0.10532653 0.09019579 0.1008021 ]\n",
      " [0.10401177 0.09324799 0.10251382 0.1078705  0.09515775 0.0962294\n",
      "  0.09855366 0.11917693 0.09615841 0.08707979]\n",
      " [0.10783514 0.09638692 0.09851945 0.09843951 0.09926481 0.09661696\n",
      "  0.10017802 0.10535394 0.104394   0.09301127]\n",
      " [0.1085089  0.09259709 0.0977964  0.09660941 0.09726867 0.09908392\n",
      "  0.1205627  0.09662491 0.09348052 0.09746745]\n",
      " [0.09657654 0.10247652 0.09182942 0.10136049 0.10390714 0.09730931\n",
      "  0.10464342 0.10285854 0.1077392  0.0912995 ]\n",
      " [0.10462795 0.09497113 0.0934093  0.09142826 0.11005916 0.10253844\n",
      "  0.10271364 0.10323502 0.09950458 0.09751262]\n",
      " [0.10257588 0.08016767 0.09044302 0.11172063 0.0946106  0.10816474\n",
      "  0.10363409 0.11744592 0.09546615 0.09577132]\n",
      " [0.11355063 0.10230664 0.10127592 0.10670386 0.08839383 0.10207596\n",
      "  0.09941118 0.10445008 0.09110261 0.09072936]\n",
      " [0.10483061 0.09388446 0.08455462 0.11319896 0.10170696 0.10527926\n",
      "  0.10014224 0.10671198 0.10243865 0.0872522 ]\n",
      " [0.11583637 0.11124721 0.09018584 0.08817811 0.10273815 0.08921983\n",
      "  0.09800987 0.10956832 0.10120551 0.09381084]\n",
      " [0.10917703 0.10084096 0.09268273 0.098922   0.10384275 0.09278646\n",
      "  0.09301453 0.10918098 0.09140493 0.10814758]\n",
      " [0.11195394 0.08813519 0.10696413 0.10162814 0.0906281  0.11226472\n",
      "  0.09841724 0.11003173 0.09211919 0.08785769]\n",
      " [0.11087162 0.10220061 0.09634684 0.10502366 0.10817946 0.0949951\n",
      "  0.10746132 0.08692467 0.08875272 0.0992441 ]\n",
      " [0.10344919 0.08993313 0.09466404 0.09917146 0.08506667 0.11053699\n",
      "  0.10491101 0.12323394 0.0952787  0.09375492]\n",
      " [0.10934462 0.09390064 0.10299862 0.09889858 0.09561544 0.10156967\n",
      "  0.0899222  0.11164806 0.10177168 0.09433049]\n",
      " [0.09996523 0.09740067 0.09484805 0.10422209 0.0917262  0.10187329\n",
      "  0.11012191 0.108886   0.0976696  0.0932869 ]\n",
      " [0.12006567 0.09418643 0.09242242 0.10244682 0.09692585 0.09682384\n",
      "  0.10154855 0.10327367 0.10276547 0.08954128]\n",
      " [0.0876774  0.09582071 0.09712394 0.09984164 0.09755892 0.10182163\n",
      "  0.10334021 0.11916133 0.10107017 0.09658398]\n",
      " [0.1065164  0.10956011 0.09841321 0.08715087 0.10462759 0.10445218\n",
      "  0.09981609 0.09835259 0.09282124 0.09828978]\n",
      " [0.10426038 0.10349461 0.09609077 0.09988952 0.09726112 0.1042428\n",
      "  0.10276613 0.09177937 0.10168725 0.09852815]\n",
      " [0.10906131 0.08642405 0.10141865 0.10467122 0.09313452 0.11342789\n",
      "  0.10801639 0.09652186 0.09500936 0.09231477]\n",
      " [0.10577517 0.09885811 0.08985067 0.0987734  0.10592631 0.10000724\n",
      "  0.09477525 0.11141774 0.09169452 0.10292145]\n",
      " [0.10989209 0.09789829 0.09603753 0.10051421 0.12123717 0.10659066\n",
      "  0.08764794 0.08799531 0.1023498  0.08983694]\n",
      " [0.10774938 0.09912704 0.11021344 0.10072722 0.09669565 0.09360439\n",
      "  0.10206521 0.11226247 0.08843357 0.0891216 ]\n",
      " [0.10853424 0.09211919 0.09770916 0.10803419 0.0930795  0.09431972\n",
      "  0.10448986 0.1106254  0.09570151 0.09538726]\n",
      " [0.11477105 0.09157177 0.09779864 0.0960317  0.09261423 0.10290251\n",
      "  0.0980074  0.09956843 0.10639945 0.1003349 ]\n",
      " [0.10925787 0.09792324 0.090193   0.11519535 0.08607952 0.10671034\n",
      "  0.09439101 0.10279678 0.09714959 0.10030336]\n",
      " [0.11865533 0.09158789 0.09408413 0.09406978 0.11193856 0.10433818\n",
      "  0.10045472 0.08343801 0.10058788 0.10084558]\n",
      " [0.08861607 0.09287533 0.10649635 0.10081941 0.10386545 0.09911841\n",
      "  0.0976272  0.10114252 0.09774148 0.11169779]\n",
      " [0.11785872 0.09742241 0.10608256 0.09842571 0.09146235 0.09503466\n",
      "  0.10043927 0.09972091 0.1035201  0.09003323]\n",
      " [0.10920239 0.09783066 0.09267745 0.10011683 0.08609194 0.10282505\n",
      "  0.10884006 0.10666016 0.08726452 0.10849085]\n",
      " [0.11319168 0.10218205 0.09729992 0.10422222 0.10671028 0.09148726\n",
      "  0.10721833 0.10350731 0.0842046  0.08997642]\n",
      " [0.11258452 0.0988696  0.07938076 0.10199548 0.09280885 0.10054746\n",
      "  0.09545252 0.103406   0.10490987 0.11004503]\n",
      " [0.10301969 0.09391832 0.11053106 0.10194038 0.09068986 0.10648521\n",
      "  0.09491225 0.10627044 0.09009786 0.10213496]\n",
      " [0.11824089 0.09625906 0.10010143 0.08628612 0.09228271 0.12607604\n",
      "  0.10968269 0.10078556 0.09015679 0.08012872]] (18.872 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 2.2929816, step = 101 (35.806 sec)\n",
      "INFO:tensorflow:probabilities = [[0.10668703 0.09258538 0.09111952 0.10534707 0.09031542 0.10382242\n",
      "  0.09607799 0.11195853 0.10070834 0.10137825]\n",
      " [0.11659461 0.08571489 0.09386363 0.09158685 0.11327454 0.11131791\n",
      "  0.10322206 0.11889663 0.085383   0.08014593]\n",
      " [0.11002203 0.09450711 0.08886661 0.10198917 0.10032815 0.10323294\n",
      "  0.09874919 0.10461161 0.09977064 0.09792245]\n",
      " [0.11926366 0.09071675 0.09003095 0.11098593 0.10615751 0.11114114\n",
      "  0.11112377 0.09790374 0.07973711 0.08293935]\n",
      " [0.11586136 0.09934285 0.09980781 0.09021761 0.10820005 0.10417401\n",
      "  0.09768607 0.09596406 0.08648927 0.1022568 ]\n",
      " [0.11756924 0.08978884 0.09588709 0.09190436 0.08942977 0.09970045\n",
      "  0.09228367 0.09783715 0.10166883 0.12393054]\n",
      " [0.11551376 0.07662854 0.08952591 0.10731107 0.09598259 0.09477928\n",
      "  0.09399778 0.11643171 0.09855474 0.11127463]\n",
      " [0.11054596 0.09566976 0.10201947 0.09406545 0.09753469 0.1144328\n",
      "  0.10284305 0.09793781 0.09858439 0.08636664]\n",
      " [0.11598575 0.10475334 0.09146991 0.09025282 0.1040014  0.10434468\n",
      "  0.08402734 0.11225634 0.10094735 0.09196111]\n",
      " [0.11440731 0.09478351 0.09606472 0.0925492  0.10372374 0.11477988\n",
      "  0.10059072 0.10237842 0.08848187 0.09224063]\n",
      " [0.11226168 0.08915112 0.09492116 0.09272145 0.10033809 0.09881958\n",
      "  0.10030814 0.11205325 0.10366328 0.0957623 ]\n",
      " [0.10523786 0.09773166 0.09616093 0.08761345 0.10953053 0.10560264\n",
      "  0.10309279 0.08784351 0.10533068 0.10185587]\n",
      " [0.09917563 0.10325972 0.0993498  0.10170208 0.09473168 0.09825569\n",
      "  0.09468972 0.11082418 0.0994065  0.09860504]\n",
      " [0.10696558 0.0828355  0.10370716 0.09772239 0.09155653 0.1106988\n",
      "  0.10660415 0.09323137 0.10628688 0.10039167]\n",
      " [0.10027981 0.09378903 0.09495069 0.10900822 0.09951968 0.09561823\n",
      "  0.10760459 0.09445161 0.10378022 0.1009979 ]\n",
      " [0.11358885 0.09640907 0.09209936 0.09983623 0.1025818  0.09081198\n",
      "  0.10762662 0.10118227 0.09851612 0.09734776]\n",
      " [0.09870425 0.08914867 0.10334311 0.10569537 0.09392077 0.1051401\n",
      "  0.10273497 0.1022201  0.10012345 0.09896924]\n",
      " [0.09968998 0.1030934  0.09617529 0.09173754 0.09686255 0.10891563\n",
      "  0.09739944 0.10356328 0.09904044 0.10352247]\n",
      " [0.09584618 0.08657939 0.0879442  0.10294094 0.09933034 0.102768\n",
      "  0.10844733 0.10570686 0.11304308 0.09739375]\n",
      " [0.10328116 0.08831041 0.08586985 0.09984247 0.10501987 0.09044831\n",
      "  0.10539071 0.11274032 0.10574196 0.10335498]\n",
      " [0.12403685 0.09046134 0.08775654 0.10047922 0.10153766 0.10684275\n",
      "  0.10612782 0.09138471 0.10195237 0.08942082]\n",
      " [0.10853458 0.0983986  0.10424234 0.1087813  0.09424432 0.09769779\n",
      "  0.11177877 0.09626383 0.09678234 0.08327609]\n",
      " [0.09833493 0.08637524 0.09979347 0.11062648 0.10146823 0.09514374\n",
      "  0.10064375 0.11055002 0.10496286 0.09210129]\n",
      " [0.11168547 0.09586463 0.08631696 0.09877845 0.1087834  0.10398987\n",
      "  0.09456517 0.10799146 0.10201306 0.09001157]\n",
      " [0.1048666  0.10084443 0.09354688 0.10204226 0.10078666 0.10260519\n",
      "  0.08762173 0.10913766 0.09429445 0.10425425]\n",
      " [0.11919292 0.08997034 0.09061015 0.10084859 0.0984944  0.11224844\n",
      "  0.09136125 0.10813831 0.0884179  0.10071764]\n",
      " [0.11188696 0.0918631  0.10081546 0.10747814 0.09524055 0.10270369\n",
      "  0.10052295 0.09914504 0.10167891 0.08866519]\n",
      " [0.10713449 0.09877998 0.09365859 0.10858348 0.09150642 0.10214732\n",
      "  0.0969682  0.11378269 0.0881657  0.09927309]\n",
      " [0.10631935 0.09131805 0.10823411 0.11860372 0.09126376 0.09807155\n",
      "  0.10568401 0.0982315  0.08710059 0.09517332]\n",
      " [0.10762065 0.1000876  0.09181614 0.09521654 0.0971748  0.10685273\n",
      "  0.09888922 0.09936966 0.10290907 0.10006352]\n",
      " [0.10647576 0.10079163 0.09570311 0.10938685 0.11090687 0.08824727\n",
      "  0.09573385 0.10038925 0.09854281 0.09382258]\n",
      " [0.11492162 0.09772968 0.10113669 0.09389624 0.09902739 0.10093901\n",
      "  0.10330425 0.10281356 0.09849464 0.08773689]\n",
      " [0.10361484 0.09690828 0.09747794 0.09582924 0.09996944 0.1005899\n",
      "  0.09489361 0.11723468 0.10375289 0.08972926]\n",
      " [0.11136694 0.09875622 0.10388534 0.09702522 0.10003183 0.10372058\n",
      "  0.11134598 0.09458987 0.08493825 0.0943398 ]\n",
      " [0.10900336 0.10214999 0.09415199 0.09930073 0.10555156 0.09754285\n",
      "  0.10332043 0.10334728 0.09193916 0.09369262]\n",
      " [0.09317675 0.11142498 0.09825785 0.09267278 0.10670237 0.09150477\n",
      "  0.09741866 0.10636895 0.10060073 0.10187214]\n",
      " [0.11390547 0.0948156  0.10271572 0.09078591 0.09510846 0.10730035\n",
      "  0.1050748  0.09618432 0.0989743  0.09513505]\n",
      " [0.10538181 0.09465476 0.09669647 0.09830005 0.10002136 0.10614961\n",
      "  0.09808768 0.09630787 0.09721183 0.10718855]\n",
      " [0.11021205 0.09413755 0.10014744 0.09972364 0.1018773  0.10363291\n",
      "  0.09628696 0.11158574 0.10063533 0.08176105]\n",
      " [0.10137674 0.10206209 0.08811338 0.09502368 0.100136   0.1066569\n",
      "  0.09594226 0.10527772 0.10680128 0.09861003]\n",
      " [0.11098225 0.1025452  0.091906   0.09046827 0.10633229 0.10972805\n",
      "  0.10403721 0.10575471 0.08684201 0.09140403]\n",
      " [0.1133846  0.09193801 0.09476563 0.10673607 0.09250497 0.10215255\n",
      "  0.10669857 0.09072084 0.11203369 0.08906509]\n",
      " [0.09437972 0.09776063 0.08577097 0.10393846 0.09804158 0.10675775\n",
      "  0.10739689 0.11072558 0.1012812  0.09394735]\n",
      " [0.09895349 0.10022319 0.09173844 0.10435928 0.10404827 0.09983376\n",
      "  0.10255905 0.10076042 0.1088909  0.08863311]\n",
      " [0.10562568 0.0857375  0.09377311 0.10125767 0.09992752 0.09460367\n",
      "  0.09291518 0.12715667 0.10113177 0.09787118]\n",
      " [0.11075145 0.0938441  0.09542844 0.10032085 0.11391234 0.09041865\n",
      "  0.10164698 0.09704933 0.10187367 0.0947542 ]\n",
      " [0.10105219 0.10418977 0.09394374 0.09999929 0.0922168  0.11421278\n",
      "  0.09517819 0.10618117 0.09442686 0.0985992 ]\n",
      " [0.10991681 0.10697088 0.09351041 0.09712516 0.10636187 0.10687023\n",
      "  0.09350323 0.10967549 0.08378356 0.09228235]\n",
      " [0.11083981 0.08547842 0.08947212 0.09693459 0.09920869 0.09653145\n",
      "  0.11210699 0.10438842 0.10231068 0.10272884]\n",
      " [0.10074174 0.09249523 0.10002942 0.09845868 0.10775261 0.09238909\n",
      "  0.10568939 0.09355604 0.10629851 0.10258928]\n",
      " [0.11820448 0.08376974 0.10592054 0.09282481 0.10698204 0.09895233\n",
      "  0.10853973 0.1054329  0.08840046 0.09097295]\n",
      " [0.11645706 0.08839645 0.09042785 0.09342481 0.09558859 0.11318333\n",
      "  0.1050746  0.11936627 0.08156333 0.09651776]\n",
      " [0.1117523  0.10780361 0.10110278 0.1024707  0.09127162 0.09372748\n",
      "  0.09597872 0.10394006 0.09362382 0.09832882]\n",
      " [0.1078419  0.08810421 0.09609659 0.09846154 0.10242718 0.10047389\n",
      "  0.09679732 0.10284948 0.10576347 0.10118439]\n",
      " [0.10550444 0.10168146 0.10080499 0.09004617 0.09547158 0.09691935\n",
      "  0.10370535 0.10621904 0.1017345  0.09791309]\n",
      " [0.11429013 0.08894105 0.09751564 0.10123136 0.10508975 0.09862664\n",
      "  0.10908833 0.10205323 0.09662183 0.08654203]\n",
      " [0.10734523 0.0959124  0.09655025 0.09434237 0.09917813 0.09924006\n",
      "  0.09851915 0.10032912 0.10167602 0.10690723]\n",
      " [0.12097894 0.1055122  0.09381679 0.11158577 0.09232432 0.10052297\n",
      "  0.09074333 0.1052459  0.0903341  0.08893568]\n",
      " [0.11823417 0.08694155 0.08596316 0.09871461 0.09250272 0.11038112\n",
      "  0.10421845 0.11890528 0.10234196 0.08179697]\n",
      " [0.11694383 0.09183255 0.09800933 0.10331229 0.09300302 0.10552011\n",
      "  0.09795009 0.10217687 0.0968068  0.09444509]\n",
      " [0.10946286 0.08488876 0.10260891 0.09109252 0.09348561 0.10448516\n",
      "  0.1062118  0.10631853 0.09855067 0.10289517]\n",
      " [0.11782317 0.08455344 0.10098276 0.09925792 0.10632116 0.10171562\n",
      "  0.10042936 0.09723214 0.09110233 0.10058218]\n",
      " [0.10176571 0.08328092 0.10691363 0.11197454 0.09524538 0.11906212\n",
      "  0.09950044 0.10909797 0.08546044 0.08769888]\n",
      " [0.10987264 0.10062149 0.1030447  0.10132825 0.08973414 0.09599514\n",
      "  0.1029723  0.10042883 0.09878392 0.09721855]\n",
      " [0.1074429  0.09114053 0.08935771 0.11514375 0.09634467 0.12066615\n",
      "  0.08411109 0.10462914 0.08699968 0.10416439]\n",
      " [0.10707963 0.0974922  0.09711611 0.1041028  0.09716909 0.10065447\n",
      "  0.10372679 0.09998739 0.09381796 0.09885357]\n",
      " [0.10917    0.08976637 0.09700406 0.09192711 0.09908634 0.0965262\n",
      "  0.10112218 0.10581193 0.11087428 0.09871149]\n",
      " [0.11731686 0.10254629 0.10135613 0.0966599  0.09801771 0.10485072\n",
      "  0.10232984 0.10479236 0.08549683 0.08663344]\n",
      " [0.10086492 0.09330786 0.09461129 0.10386775 0.09778693 0.10153269\n",
      "  0.09322508 0.11349586 0.10482194 0.0964857 ]\n",
      " [0.09363513 0.09779267 0.09680293 0.10330307 0.09757477 0.10082868\n",
      "  0.09557565 0.10946962 0.10924514 0.09577232]\n",
      " [0.11415955 0.10170313 0.10489941 0.08209039 0.10762534 0.09521291\n",
      "  0.10301308 0.10021137 0.09745967 0.09362513]\n",
      " [0.10505915 0.10741362 0.0997115  0.10502749 0.09990989 0.09963102\n",
      "  0.10078904 0.08640371 0.1085938  0.08746085]\n",
      " [0.10109897 0.09631799 0.10148107 0.10020977 0.09865005 0.1013644\n",
      "  0.0895406  0.11197915 0.10342465 0.09593338]\n",
      " [0.11178915 0.0955527  0.09768181 0.09746782 0.10261386 0.09936139\n",
      "  0.10900436 0.10665795 0.08793537 0.09193566]\n",
      " [0.11337946 0.09408639 0.10688689 0.1023782  0.10075771 0.09596648\n",
      "  0.09877257 0.104433   0.0916853  0.09165402]\n",
      " [0.10984487 0.09094865 0.09861438 0.10052241 0.09445123 0.09894045\n",
      "  0.09780242 0.12084276 0.10286902 0.08516373]\n",
      " [0.10878015 0.08936911 0.1046442  0.08933391 0.1058376  0.11103871\n",
      "  0.10646594 0.0907727  0.09685007 0.09690756]\n",
      " [0.10093985 0.09775154 0.0914719  0.10959032 0.0952379  0.09787952\n",
      "  0.10139839 0.11397681 0.09633661 0.09541717]\n",
      " [0.10773165 0.08615247 0.09801035 0.11095715 0.10551623 0.09101004\n",
      "  0.10750291 0.10009389 0.10333748 0.08968782]\n",
      " [0.10714597 0.09220215 0.08709918 0.0992366  0.11532124 0.1126915\n",
      "  0.10176151 0.10005754 0.0942033  0.09028102]\n",
      " [0.09567251 0.10835385 0.09250768 0.1069181  0.09411757 0.09600747\n",
      "  0.10726503 0.09405564 0.10478327 0.10031899]\n",
      " [0.11063769 0.09268054 0.09593233 0.10165562 0.09871782 0.08701511\n",
      "  0.10521003 0.11487193 0.10313374 0.09014523]\n",
      " [0.10743626 0.09143318 0.0923495  0.08876786 0.10244051 0.10025846\n",
      "  0.11348632 0.0993816  0.10025764 0.10418873]\n",
      " [0.09948409 0.10560113 0.08810606 0.09053733 0.09499826 0.10650287\n",
      "  0.10581683 0.10574483 0.10974318 0.0934654 ]\n",
      " [0.11402594 0.09266767 0.10618054 0.09764588 0.10518163 0.0984246\n",
      "  0.10925332 0.08659821 0.10076209 0.08926016]\n",
      " [0.10562394 0.08659605 0.09486369 0.10264992 0.0902818  0.09750009\n",
      "  0.12341228 0.11331598 0.08808666 0.09766963]\n",
      " [0.10699078 0.11321376 0.0991398  0.08459675 0.09971859 0.09537856\n",
      "  0.10293553 0.10822608 0.10154366 0.08825649]\n",
      " [0.10513335 0.10698649 0.09779409 0.09327215 0.08603483 0.0972798\n",
      "  0.09712143 0.10550985 0.10515913 0.10570884]\n",
      " [0.12320974 0.08976458 0.09882189 0.10005879 0.08964633 0.11653886\n",
      "  0.09469222 0.09595764 0.1093533  0.08195664]\n",
      " [0.1053655  0.09984898 0.09031706 0.10081949 0.1042511  0.09731219\n",
      "  0.10472669 0.11605976 0.09111375 0.09018548]\n",
      " [0.11122725 0.10097822 0.08832167 0.10827487 0.08713588 0.10557456\n",
      "  0.09845516 0.09378961 0.11095238 0.09529036]\n",
      " [0.10835602 0.0997244  0.09016851 0.1223176  0.08156802 0.10189769\n",
      "  0.08988625 0.10030667 0.09787682 0.10789802]\n",
      " [0.11268593 0.10043955 0.0918934  0.10043054 0.0965609  0.10690884\n",
      "  0.08971628 0.11617187 0.09093437 0.09425828]\n",
      " [0.11387587 0.10032271 0.09851085 0.09539935 0.09227543 0.10196836\n",
      "  0.09771641 0.10632298 0.09627797 0.09732998]\n",
      " [0.10259614 0.09159978 0.10004181 0.09574329 0.10287658 0.10097079\n",
      "  0.11388297 0.09909163 0.10286383 0.09033313]\n",
      " [0.1080106  0.10113137 0.09594778 0.11276954 0.10742953 0.09424413\n",
      "  0.10152654 0.09795507 0.09281071 0.08817475]\n",
      " [0.10311951 0.08995631 0.10498916 0.09752828 0.11045579 0.09610261\n",
      "  0.10330585 0.1012635  0.09775139 0.09552757]\n",
      " [0.10173124 0.08604307 0.10394772 0.12805308 0.09968635 0.10260582\n",
      "  0.08646222 0.0934104  0.0965975  0.10146262]\n",
      " [0.10291537 0.09214048 0.09660608 0.10411467 0.10741498 0.0960589\n",
      "  0.09717349 0.10338154 0.0964672  0.10372725]\n",
      " [0.09989498 0.09517209 0.10191862 0.10654819 0.09491833 0.09596227\n",
      "  0.09767329 0.10622247 0.100114   0.10157582]] (16.709 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 2.9241\n",
      "INFO:tensorflow:probabilities = [[0.10037902 0.10411647 0.10509825 0.08550261 0.10720345 0.09576625\n",
      "  0.10113993 0.09988827 0.09169485 0.10921088]\n",
      " [0.11262282 0.09542541 0.09627592 0.10334205 0.09068146 0.10451307\n",
      "  0.0996125  0.10562868 0.09098756 0.10091047]\n",
      " [0.10813496 0.08251747 0.09038588 0.10867666 0.11066264 0.10559489\n",
      "  0.09408663 0.1026459  0.1028116  0.09448329]\n",
      " [0.10399848 0.0973286  0.11179303 0.09467465 0.0989204  0.10334209\n",
      "  0.11761478 0.09623527 0.0941981  0.08189461]\n",
      " [0.10592935 0.09282103 0.09062051 0.10092203 0.10458643 0.11040416\n",
      "  0.11516425 0.08561427 0.0958     0.09813809]\n",
      " [0.10281304 0.10277159 0.09900478 0.09900252 0.0999349  0.09608727\n",
      "  0.10527718 0.10228282 0.09349913 0.0993268 ]\n",
      " [0.1233459  0.09726575 0.11124872 0.11735009 0.1011034  0.10342761\n",
      "  0.08999163 0.08877014 0.08399988 0.08349691]\n",
      " [0.12477937 0.08948754 0.1002242  0.1091591  0.10023107 0.10776052\n",
      "  0.10288142 0.08535404 0.09877133 0.08135136]\n",
      " [0.1067358  0.09782149 0.09680185 0.1028257  0.10089976 0.09236385\n",
      "  0.10014006 0.11458892 0.09081443 0.0970082 ]\n",
      " [0.11147425 0.10923841 0.1016657  0.10377281 0.09643599 0.10288773\n",
      "  0.09795627 0.1016111  0.08852191 0.0864358 ]\n",
      " [0.09540669 0.0933585  0.0907193  0.10159706 0.10034023 0.10779816\n",
      "  0.09132262 0.1126388  0.10041583 0.10640277]\n",
      " [0.1103434  0.09551636 0.09617455 0.09741274 0.10084534 0.09663639\n",
      "  0.11764026 0.10115249 0.08499638 0.09928215]\n",
      " [0.10761218 0.10383045 0.09802857 0.09571544 0.09403042 0.09772264\n",
      "  0.09077916 0.09694237 0.11779729 0.09754144]\n",
      " [0.10474327 0.09897109 0.10666082 0.08402859 0.09304096 0.10441443\n",
      "  0.12281828 0.09538583 0.09997042 0.08996635]\n",
      " [0.1030945  0.10021438 0.09633107 0.09855448 0.10587182 0.10441513\n",
      "  0.08841637 0.11347456 0.09502845 0.09459922]\n",
      " [0.10975482 0.09599768 0.10626522 0.09199173 0.10594422 0.1059112\n",
      "  0.09200323 0.0956114  0.09854027 0.0979802 ]\n",
      " [0.10554086 0.09346833 0.09993316 0.09936696 0.10418907 0.11401127\n",
      "  0.0970683  0.0925234  0.10279758 0.09110101]\n",
      " [0.10128862 0.08382594 0.1147945  0.10338745 0.09570947 0.11127642\n",
      "  0.08943298 0.10107452 0.10432954 0.09488059]\n",
      " [0.11376195 0.10075631 0.10313895 0.10261853 0.08734024 0.09026317\n",
      "  0.11612058 0.09512501 0.09979542 0.09107976]\n",
      " [0.10491687 0.08047754 0.0815255  0.10880835 0.10026587 0.1033443\n",
      "  0.09633105 0.09048272 0.13101198 0.10283589]\n",
      " [0.11758181 0.10044293 0.09866104 0.10443485 0.09202623 0.09356438\n",
      "  0.1012885  0.10083943 0.09697723 0.09418356]\n",
      " [0.1124462  0.09894829 0.0893928  0.10060648 0.09315307 0.10230147\n",
      "  0.1051695  0.10272597 0.09606435 0.09919176]\n",
      " [0.11035915 0.09090255 0.09647885 0.09316514 0.10459408 0.09075127\n",
      "  0.09724984 0.10300423 0.11398487 0.09950995]\n",
      " [0.11656421 0.09305983 0.09267697 0.10173834 0.10839387 0.08890897\n",
      "  0.10305537 0.10078886 0.09475539 0.10005818]\n",
      " [0.11503471 0.1100117  0.10042202 0.10107461 0.09527113 0.09033865\n",
      "  0.09165584 0.09936729 0.10342106 0.093403  ]\n",
      " [0.0957329  0.10301854 0.11089853 0.09588337 0.10938279 0.09565119\n",
      "  0.10224244 0.10769761 0.08654933 0.09294333]\n",
      " [0.10475864 0.09776033 0.09133103 0.10051393 0.10124513 0.0981546\n",
      "  0.1013964  0.09652998 0.10473827 0.10357162]\n",
      " [0.10438117 0.09025667 0.09427037 0.09991499 0.10089052 0.10337885\n",
      "  0.09941401 0.10973343 0.10284514 0.09491482]\n",
      " [0.12163274 0.09631731 0.09686298 0.09538276 0.10315298 0.09807894\n",
      "  0.09076608 0.09610917 0.10492134 0.0967758 ]\n",
      " [0.11354327 0.09134787 0.09813948 0.0974426  0.09564915 0.087703\n",
      "  0.10232732 0.09889534 0.10219818 0.11275373]\n",
      " [0.10918017 0.0850976  0.09728841 0.10155628 0.09925947 0.11305727\n",
      "  0.10197382 0.10000977 0.09569112 0.09688605]\n",
      " [0.10508583 0.09348603 0.0955447  0.10120121 0.10105596 0.1036033\n",
      "  0.09494072 0.11418262 0.09692372 0.09397592]\n",
      " [0.11091307 0.08955734 0.09043305 0.10738955 0.10665639 0.09533071\n",
      "  0.09186656 0.09790247 0.11089916 0.09905178]\n",
      " [0.11819017 0.09530143 0.09329247 0.09743916 0.10571089 0.09756954\n",
      "  0.09666117 0.09863649 0.10778116 0.08941752]\n",
      " [0.10522347 0.10260338 0.10761341 0.10531998 0.10028627 0.10398196\n",
      "  0.09169307 0.08772401 0.09798398 0.09757041]\n",
      " [0.11232795 0.10630905 0.10310941 0.10424414 0.08316357 0.10253009\n",
      "  0.09544918 0.1003497  0.08619781 0.10631914]\n",
      " [0.0991687  0.08732072 0.10267213 0.10524116 0.09908562 0.09941132\n",
      "  0.09206671 0.09613645 0.11703385 0.10186338]\n",
      " [0.1180945  0.08851378 0.09937686 0.097261   0.11297885 0.09290245\n",
      "  0.09331245 0.09767281 0.10709278 0.09279456]\n",
      " [0.10678345 0.09423251 0.09391531 0.10280818 0.09458403 0.1019229\n",
      "  0.10418925 0.0995901  0.10065681 0.10131736]\n",
      " [0.10243879 0.09980845 0.08982941 0.09317386 0.09669979 0.10615161\n",
      "  0.10245129 0.11203413 0.09616663 0.10124601]\n",
      " [0.10089701 0.10138417 0.09791966 0.09663266 0.10119254 0.08767392\n",
      "  0.10616527 0.1019135  0.10033517 0.1058861 ]\n",
      " [0.11952905 0.08410047 0.10032061 0.09973054 0.09778972 0.11054549\n",
      "  0.09501529 0.09690771 0.10350499 0.09255607]\n",
      " [0.10051069 0.09458494 0.09050012 0.09761521 0.09754562 0.10559361\n",
      "  0.10237972 0.10217057 0.09862291 0.11047667]\n",
      " [0.10464954 0.09305014 0.0917507  0.1053077  0.09835968 0.10424916\n",
      "  0.09798513 0.09763824 0.10798082 0.09902892]\n",
      " [0.10214893 0.09419801 0.10676352 0.09153683 0.10867612 0.09671797\n",
      "  0.10912882 0.09925102 0.09769211 0.09388681]\n",
      " [0.09897346 0.10496283 0.0957423  0.10428715 0.09534788 0.10541894\n",
      "  0.10031264 0.10013667 0.09941968 0.0953985 ]\n",
      " [0.11110126 0.0968094  0.09562464 0.08971409 0.10918873 0.10383845\n",
      "  0.11167698 0.09680441 0.08881363 0.09642845]\n",
      " [0.1076949  0.08982865 0.09695076 0.10795476 0.09063764 0.10837685\n",
      "  0.11195189 0.10037246 0.09578128 0.09045079]\n",
      " [0.10223094 0.09650204 0.10597572 0.09893598 0.09089252 0.09446973\n",
      "  0.10817781 0.09230807 0.11398    0.09652721]\n",
      " [0.09606437 0.10426348 0.09560723 0.10038255 0.09421795 0.10314374\n",
      "  0.10252848 0.09657028 0.10251405 0.10470782]\n",
      " [0.10123802 0.08681249 0.0993804  0.10759255 0.09841399 0.0980009\n",
      "  0.11037834 0.10201864 0.09973839 0.09642632]\n",
      " [0.11458459 0.09369261 0.08720739 0.10484125 0.09685316 0.11326739\n",
      "  0.08848376 0.09728097 0.10850804 0.0952809 ]\n",
      " [0.1005411  0.09381502 0.09087164 0.0986087  0.10749173 0.1027833\n",
      "  0.10007434 0.10531967 0.11422929 0.08626525]\n",
      " [0.110755   0.10194532 0.10717795 0.09979851 0.10158835 0.09127175\n",
      "  0.09956065 0.09873437 0.0923923  0.09677585]\n",
      " [0.10645036 0.10077643 0.09024256 0.09410038 0.093876   0.1023304\n",
      "  0.0933804  0.09960556 0.1061203  0.11311769]\n",
      " [0.11293652 0.0969795  0.09764209 0.08997542 0.08891436 0.10055745\n",
      "  0.09399147 0.10781066 0.11370469 0.09748774]\n",
      " [0.11205747 0.10102426 0.08083232 0.09619642 0.09556302 0.09615386\n",
      "  0.10544246 0.11626586 0.0979888  0.09847556]\n",
      " [0.10202325 0.09009282 0.10458826 0.0977622  0.09413038 0.100633\n",
      "  0.10620182 0.10233359 0.10154755 0.10068708]\n",
      " [0.11693852 0.09798626 0.10288367 0.10641495 0.10291193 0.09246034\n",
      "  0.09703049 0.09638163 0.09123456 0.09575757]\n",
      " [0.11591783 0.09957872 0.0977863  0.09231579 0.10984369 0.10313646\n",
      "  0.08338296 0.09893406 0.09746014 0.10164406]\n",
      " [0.1122447  0.08591692 0.10557045 0.0943299  0.09619027 0.10656305\n",
      "  0.09821144 0.094006   0.10184377 0.10512352]\n",
      " [0.10988437 0.08022659 0.10487793 0.10800087 0.10300393 0.09440012\n",
      "  0.09962903 0.09657025 0.1036493  0.09975766]\n",
      " [0.11007269 0.09247954 0.10030383 0.10315122 0.09951963 0.09518934\n",
      "  0.09592682 0.10753067 0.10458258 0.09124359]\n",
      " [0.11243149 0.10331014 0.11635081 0.08669198 0.09148177 0.09044259\n",
      "  0.10994919 0.09919643 0.09009804 0.10004756]\n",
      " [0.10426658 0.09596156 0.09802265 0.09804862 0.10303512 0.09605514\n",
      "  0.10214379 0.09994572 0.10655037 0.0959705 ]\n",
      " [0.09605444 0.1033456  0.09601618 0.10282967 0.10106641 0.09909817\n",
      "  0.09656595 0.10610437 0.09737717 0.10154203]\n",
      " [0.13026962 0.09162977 0.09652652 0.10278691 0.10422987 0.10754504\n",
      "  0.09698167 0.09743742 0.09273645 0.07985678]\n",
      " [0.12028055 0.09664908 0.09158002 0.09987275 0.09560622 0.09902925\n",
      "  0.09825505 0.1032512  0.10200443 0.09347149]\n",
      " [0.10111479 0.08498462 0.09787937 0.10907363 0.09743693 0.10202846\n",
      "  0.11398946 0.10042369 0.09821349 0.09485558]\n",
      " [0.09883352 0.09512351 0.10576115 0.1068445  0.1002773  0.09202408\n",
      "  0.1073569  0.10183955 0.09676538 0.09517411]\n",
      " [0.09111077 0.09501091 0.11023044 0.100454   0.10694632 0.1037391\n",
      "  0.10177951 0.10809881 0.08204823 0.10058197]\n",
      " [0.09886622 0.09952545 0.10277999 0.1019718  0.0966646  0.09282113\n",
      "  0.09162395 0.10824617 0.0969369  0.11056378]\n",
      " [0.10860773 0.1006108  0.10835636 0.08936788 0.09047286 0.1087469\n",
      "  0.10157928 0.09636928 0.10076778 0.09512115]\n",
      " [0.10874716 0.07803871 0.08710955 0.10666809 0.08927102 0.11361647\n",
      "  0.10051405 0.09776963 0.10898893 0.1092764 ]\n",
      " [0.10665541 0.08435889 0.10110996 0.09774411 0.10079304 0.09979384\n",
      "  0.09454248 0.11440475 0.09926764 0.10132989]\n",
      " [0.10986961 0.09852983 0.10627157 0.09919228 0.09320888 0.1016752\n",
      "  0.10843201 0.09741691 0.09096327 0.0944403 ]\n",
      " [0.11220504 0.10349991 0.09499751 0.10115016 0.09325494 0.10345658\n",
      "  0.10858675 0.09625001 0.10323876 0.08336033]\n",
      " [0.10514598 0.08854444 0.09235401 0.1262331  0.08839311 0.10768753\n",
      "  0.09881765 0.11093123 0.09965672 0.08223628]\n",
      " [0.11431138 0.09641554 0.09947406 0.09844329 0.0866379  0.09754323\n",
      "  0.10692278 0.10405809 0.10351042 0.09268333]\n",
      " [0.09322539 0.10661434 0.10340041 0.10475831 0.09575468 0.10152719\n",
      "  0.09494906 0.1105858  0.10131297 0.08787191]\n",
      " [0.10758501 0.08239809 0.09543423 0.09671257 0.10983659 0.10327579\n",
      "  0.09492011 0.11305781 0.1031554  0.09362438]\n",
      " [0.10733771 0.08818074 0.09964001 0.10367431 0.09713908 0.1079106\n",
      "  0.0872445  0.10137197 0.11020684 0.09729429]\n",
      " [0.10639791 0.10758755 0.09443235 0.09523512 0.10255912 0.10047443\n",
      "  0.09910835 0.09918957 0.09760042 0.09741518]\n",
      " [0.1179013  0.10818771 0.09953848 0.08821265 0.10238177 0.10708747\n",
      "  0.09087399 0.09661622 0.09958636 0.08961397]\n",
      " [0.10458837 0.09979299 0.09324244 0.0976178  0.10119886 0.10263618\n",
      "  0.08931725 0.11362466 0.10542737 0.09255406]\n",
      " [0.0994992  0.09663504 0.10002834 0.11130732 0.09569701 0.09653092\n",
      "  0.09336306 0.10895322 0.09648254 0.10150333]\n",
      " [0.11010631 0.081391   0.10313406 0.107617   0.08529528 0.10410078\n",
      "  0.11179557 0.1089597  0.09727412 0.09032623]\n",
      " [0.11651393 0.08831619 0.09647042 0.11026172 0.10669032 0.09787963\n",
      "  0.09164383 0.11365841 0.08684687 0.09171876]\n",
      " [0.11609749 0.09210136 0.08384597 0.10239513 0.09332478 0.10980841\n",
      "  0.10416973 0.1127088  0.10759738 0.07795092]\n",
      " [0.11452375 0.09802465 0.0978871  0.11013656 0.09895127 0.09888687\n",
      "  0.10129937 0.09611795 0.0918755  0.09229694]\n",
      " [0.09842208 0.10136829 0.09834895 0.10724355 0.09878878 0.10749637\n",
      "  0.09272211 0.10057034 0.09983677 0.09520275]\n",
      " [0.10379888 0.09600347 0.10943522 0.09864317 0.10740927 0.11721247\n",
      "  0.09047475 0.09173632 0.096345   0.08894142]\n",
      " [0.10632341 0.0812423  0.1011403  0.10347784 0.09807667 0.10205979\n",
      "  0.09036105 0.10613737 0.11936098 0.09182043]\n",
      " [0.12080655 0.08754843 0.09643091 0.10216922 0.10271586 0.10416204\n",
      "  0.08852307 0.10394185 0.10364189 0.09006024]\n",
      " [0.10750175 0.09167315 0.10198156 0.09623459 0.10421648 0.10120087\n",
      "  0.10026269 0.0966941  0.10216698 0.09806786]\n",
      " [0.11834645 0.09522386 0.095454   0.09891756 0.10067113 0.10088962\n",
      "  0.09671275 0.11364587 0.07916632 0.10097245]\n",
      " [0.10240353 0.0917116  0.09932288 0.0896272  0.09708858 0.10005537\n",
      "  0.09947681 0.11372093 0.10435246 0.10224062]\n",
      " [0.10293449 0.10083126 0.0970649  0.09969915 0.09830514 0.09899965\n",
      "  0.0973537  0.10507514 0.10006334 0.09967327]\n",
      " [0.10127326 0.09412526 0.1078024  0.09918976 0.09545393 0.10256835\n",
      "  0.09914911 0.09611327 0.10503298 0.09929159]\n",
      " [0.10748161 0.09859287 0.09925275 0.09904543 0.09769566 0.10070127\n",
      "  0.08541293 0.10384836 0.10179298 0.10617609]] (17.491 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 2.2742896, step = 201 (34.197 sec)\n",
      "INFO:tensorflow:probabilities = [[0.1201804  0.11189868 0.09984527 0.08887904 0.10682206 0.09725372\n",
      "  0.09581492 0.09465902 0.08500896 0.09963793]\n",
      " [0.10696626 0.09211408 0.10586538 0.09151985 0.10123257 0.09484251\n",
      "  0.10317242 0.10882448 0.10547212 0.08999035]\n",
      " [0.10598324 0.09249212 0.10216301 0.09852806 0.09328897 0.11328198\n",
      "  0.11409524 0.08707591 0.09768898 0.09540254]\n",
      " [0.12303675 0.08562534 0.10727055 0.11379518 0.09445824 0.08985758\n",
      "  0.11182218 0.08519307 0.08893356 0.10000753]\n",
      " [0.10586496 0.09769338 0.09707319 0.09865969 0.10352238 0.08846656\n",
      "  0.11130982 0.09951218 0.10421477 0.09368309]\n",
      " [0.12886328 0.09867337 0.091107   0.1080467  0.08334351 0.10000155\n",
      "  0.11222556 0.09172312 0.10305192 0.08296401]\n",
      " [0.10617119 0.08528935 0.0955317  0.11345514 0.09709857 0.10529856\n",
      "  0.09450053 0.09643559 0.10249633 0.10372306]\n",
      " [0.1007349  0.09354805 0.09915774 0.09579929 0.1006601  0.11225089\n",
      "  0.09209784 0.10302109 0.10661193 0.09611825]\n",
      " [0.11594417 0.09252056 0.09348314 0.10160878 0.08222341 0.10498123\n",
      "  0.09973325 0.10213967 0.11051869 0.09684714]\n",
      " [0.09565119 0.09996956 0.10021885 0.09034508 0.1073866  0.09227023\n",
      "  0.11190002 0.09731521 0.10950773 0.09543555]\n",
      " [0.103374   0.09046964 0.08907878 0.09690728 0.09415803 0.09767085\n",
      "  0.09244215 0.1277821  0.10821429 0.09990282]\n",
      " [0.12274781 0.09855156 0.09906026 0.09423371 0.08292832 0.0929023\n",
      "  0.10001429 0.10276674 0.1071059  0.09968908]\n",
      " [0.09691445 0.08940205 0.09977943 0.09722699 0.10390516 0.09766371\n",
      "  0.10529254 0.10606577 0.11046091 0.09328891]\n",
      " [0.10231581 0.11289411 0.10277494 0.09109549 0.09735068 0.09118819\n",
      "  0.10211615 0.11405751 0.08602878 0.10017826]\n",
      " [0.11579183 0.11257354 0.09366242 0.11024149 0.10314708 0.10767251\n",
      "  0.08634076 0.09615238 0.09247313 0.08194482]\n",
      " [0.09750015 0.11807854 0.09628519 0.09574304 0.09176658 0.10034349\n",
      "  0.08825071 0.10690806 0.10803077 0.09709351]\n",
      " [0.10265408 0.09711671 0.09962676 0.11395634 0.09191636 0.09422236\n",
      "  0.10814313 0.11464905 0.08524293 0.09247223]\n",
      " [0.1113042  0.08987654 0.11345599 0.09256586 0.09536682 0.10461775\n",
      "  0.11438838 0.08885086 0.0929528  0.09662084]\n",
      " [0.09865259 0.09043626 0.09613314 0.1007921  0.0996138  0.09955952\n",
      "  0.10182691 0.10201253 0.10454173 0.10643136]\n",
      " [0.11724354 0.0818966  0.10649928 0.09953316 0.10730641 0.10323475\n",
      "  0.09033842 0.10341315 0.09043464 0.10010003]\n",
      " [0.09950805 0.10641278 0.09997166 0.09471072 0.09933929 0.10572679\n",
      "  0.09603312 0.10304247 0.09508813 0.10016686]\n",
      " [0.10166283 0.07314528 0.09265528 0.11293637 0.09713266 0.0985962\n",
      "  0.10445324 0.11429761 0.09538645 0.10973401]\n",
      " [0.1149513  0.08285977 0.09179488 0.09965324 0.08290217 0.11873093\n",
      "  0.0918351  0.10241535 0.11921834 0.09563898]\n",
      " [0.10448364 0.08751404 0.10095808 0.09423265 0.10902449 0.10658073\n",
      "  0.09764    0.09884363 0.11041844 0.09030433]\n",
      " [0.11252142 0.09315033 0.09348738 0.11230992 0.08235991 0.09123699\n",
      "  0.09768155 0.11496405 0.09970924 0.10257912]\n",
      " [0.10856528 0.10761391 0.0973182  0.09301013 0.09671465 0.09759466\n",
      "  0.09076963 0.10283061 0.10052522 0.10505766]\n",
      " [0.10851685 0.10014793 0.0993614  0.08454048 0.09593187 0.10610328\n",
      "  0.11837886 0.09822738 0.0925774  0.09621444]\n",
      " [0.12485475 0.08830539 0.10226993 0.10540977 0.11367306 0.10289157\n",
      "  0.10472704 0.08901365 0.08316503 0.08568986]\n",
      " [0.12675954 0.08903908 0.10188682 0.09630658 0.1056631  0.10215332\n",
      "  0.08261395 0.10949039 0.09195056 0.09413671]\n",
      " [0.10365043 0.08834641 0.10256808 0.10148641 0.1021475  0.11068274\n",
      "  0.09259468 0.10665148 0.10480655 0.08706573]\n",
      " [0.10535561 0.0933708  0.09732924 0.10217937 0.09568039 0.1001825\n",
      "  0.09125984 0.10252628 0.11343212 0.09868383]\n",
      " [0.11789821 0.09344485 0.09330458 0.10046783 0.09469289 0.09858777\n",
      "  0.12260989 0.11336612 0.08757002 0.07805781]\n",
      " [0.10357664 0.1029612  0.09543828 0.09820191 0.08983165 0.10719656\n",
      "  0.09334096 0.10066363 0.10399637 0.10479286]\n",
      " [0.10876177 0.08849084 0.10131158 0.09990695 0.11668491 0.10175608\n",
      "  0.10301118 0.09813858 0.08214308 0.09979508]\n",
      " [0.11511532 0.09976905 0.10523358 0.10609268 0.10201828 0.09591946\n",
      "  0.09469862 0.10095586 0.09522635 0.08497086]\n",
      " [0.10067338 0.0869751  0.10653112 0.11041124 0.09778439 0.09245498\n",
      "  0.09694124 0.10986313 0.1086342  0.08973125]\n",
      " [0.11394124 0.11194187 0.09216022 0.09777535 0.10136694 0.09878492\n",
      "  0.10167505 0.09032691 0.10107554 0.09095195]\n",
      " [0.10780393 0.09556874 0.09981801 0.10023846 0.1029915  0.08775981\n",
      "  0.10119206 0.10309852 0.09863241 0.10289656]\n",
      " [0.10459293 0.08009163 0.09141671 0.10924874 0.10462956 0.09033884\n",
      "  0.11533979 0.10304932 0.10210003 0.09919243]\n",
      " [0.10534134 0.09275005 0.10185266 0.09296987 0.11261786 0.09391937\n",
      "  0.10409631 0.10421769 0.09402295 0.0982119 ]\n",
      " [0.09842367 0.08828525 0.10541201 0.1039886  0.10820249 0.09774859\n",
      "  0.10370725 0.10226236 0.09585159 0.09611817]\n",
      " [0.09624755 0.09786929 0.09242441 0.10614264 0.09937911 0.09448177\n",
      "  0.11457521 0.10290797 0.09476203 0.10121002]\n",
      " [0.11072152 0.08732627 0.09286661 0.10939433 0.104918   0.09486559\n",
      "  0.09391374 0.11595489 0.09399562 0.09604353]\n",
      " [0.10948444 0.09064188 0.10819577 0.11071758 0.09173808 0.09874697\n",
      "  0.110236   0.09147218 0.10511213 0.08365492]\n",
      " [0.12169032 0.09762001 0.09750674 0.10648546 0.10697928 0.09801559\n",
      "  0.10554389 0.09954121 0.07821222 0.08840533]\n",
      " [0.11228412 0.09661599 0.0950247  0.09854586 0.10157754 0.09830121\n",
      "  0.11773968 0.10049301 0.08744582 0.09197203]\n",
      " [0.11016733 0.08918433 0.10173438 0.09828095 0.09924874 0.11022647\n",
      "  0.11199927 0.09568153 0.08243395 0.10104302]\n",
      " [0.11458575 0.09574562 0.09531202 0.11437707 0.10019187 0.09714434\n",
      "  0.10364985 0.09703862 0.09136675 0.09058809]\n",
      " [0.09416557 0.08507255 0.10215746 0.10552159 0.1181371  0.08852792\n",
      "  0.0991157  0.11360733 0.09737028 0.0963245 ]\n",
      " [0.11544106 0.08497311 0.10399299 0.09631354 0.08990883 0.10393244\n",
      "  0.10883071 0.09119183 0.1043938  0.10102168]\n",
      " [0.09971882 0.10011117 0.09059577 0.10105873 0.11343584 0.09433309\n",
      "  0.11191383 0.09796023 0.08936632 0.10150604]\n",
      " [0.11376092 0.09778149 0.11144046 0.09179638 0.09840612 0.1004808\n",
      "  0.10851816 0.09914514 0.09680653 0.08186404]\n",
      " [0.10007596 0.10819627 0.10658506 0.09110829 0.09763879 0.09741235\n",
      "  0.09381023 0.09780031 0.10378321 0.10358951]\n",
      " [0.10696395 0.09527813 0.10229868 0.10305421 0.09985306 0.10551561\n",
      "  0.10162336 0.09236722 0.09477594 0.09826978]\n",
      " [0.10969269 0.08608797 0.09068418 0.09965328 0.1026582  0.09964722\n",
      "  0.08847399 0.10920106 0.11293519 0.10096619]\n",
      " [0.12159027 0.09089897 0.0941719  0.11464167 0.10139363 0.09520239\n",
      "  0.10994007 0.09555264 0.08808258 0.08852581]\n",
      " [0.10848847 0.097582   0.10732774 0.10032215 0.09906812 0.09256817\n",
      "  0.10846008 0.09182502 0.10526172 0.08909655]\n",
      " [0.10200018 0.09842128 0.10141075 0.10058888 0.10416345 0.10419673\n",
      "  0.09716131 0.1062146  0.08745242 0.09839045]\n",
      " [0.10394914 0.10539177 0.09755197 0.09931182 0.09139287 0.10014126\n",
      "  0.10126209 0.10197741 0.09917141 0.09985025]\n",
      " [0.11787509 0.09224523 0.10534436 0.1043677  0.09400549 0.0943234\n",
      "  0.10898086 0.09253579 0.09891251 0.09140953]\n",
      " [0.10378446 0.09502538 0.10327284 0.09765783 0.10008509 0.09145579\n",
      "  0.10186893 0.10201419 0.10095282 0.1038826 ]\n",
      " [0.11366907 0.09268031 0.09235448 0.12336339 0.10133605 0.09529373\n",
      "  0.10290312 0.09851395 0.09203008 0.08785576]\n",
      " [0.09847257 0.10070138 0.09675832 0.11009496 0.0937094  0.10624668\n",
      "  0.09987236 0.09964067 0.09750995 0.0969937 ]\n",
      " [0.11472177 0.09009371 0.09165202 0.10153899 0.10125282 0.09485298\n",
      "  0.10805462 0.09997606 0.10209438 0.09576261]\n",
      " [0.10849851 0.08561576 0.09897114 0.10010648 0.09278741 0.09801248\n",
      "  0.08654424 0.11609666 0.11387737 0.09949   ]\n",
      " [0.11647414 0.0909498  0.09732824 0.08623536 0.10920057 0.09010792\n",
      "  0.10468821 0.10027285 0.10903559 0.09570728]\n",
      " [0.12287082 0.09228613 0.09180529 0.09264274 0.0947515  0.1053407\n",
      "  0.09254778 0.10279202 0.09885997 0.10610307]\n",
      " [0.10686817 0.09306671 0.09626105 0.1132552  0.09525494 0.10326362\n",
      "  0.09889631 0.09726725 0.09743622 0.09843053]\n",
      " [0.11741295 0.09720382 0.09289587 0.08888933 0.10636231 0.09703711\n",
      "  0.11857691 0.10519654 0.09329533 0.08312974]\n",
      " [0.10815094 0.09026884 0.09922308 0.09854762 0.08826479 0.09876073\n",
      "  0.12081322 0.10911686 0.10227718 0.08457674]\n",
      " [0.12491295 0.08609213 0.09795921 0.1058388  0.10046729 0.1100205\n",
      "  0.10108247 0.08086172 0.11098813 0.0817768 ]\n",
      " [0.09667871 0.08705121 0.10173636 0.093025   0.11001672 0.08712479\n",
      "  0.11046998 0.10444194 0.10935016 0.10010505]\n",
      " [0.11077896 0.11258924 0.0912942  0.08969517 0.08557049 0.09396049\n",
      "  0.10658628 0.10502914 0.10012399 0.10437201]\n",
      " [0.10477939 0.09439339 0.10709434 0.09507386 0.10755084 0.09888933\n",
      "  0.09093326 0.10819362 0.09923222 0.09385976]\n",
      " [0.11698352 0.0950133  0.09655686 0.09721409 0.09212909 0.09909485\n",
      "  0.09325906 0.1072781  0.10129127 0.10117982]\n",
      " [0.12003465 0.09770039 0.08292606 0.10661785 0.10287001 0.09375627\n",
      "  0.09421097 0.10089104 0.0945041  0.10648869]\n",
      " [0.10609996 0.10641473 0.09776275 0.0979723  0.09097758 0.09240077\n",
      "  0.09140006 0.10068063 0.11091989 0.10537135]\n",
      " [0.10980109 0.07625803 0.1110274  0.09402528 0.09275969 0.1010307\n",
      "  0.12772997 0.09310675 0.09706046 0.09720064]\n",
      " [0.12668863 0.08061589 0.10949835 0.10796876 0.09733017 0.09365197\n",
      "  0.09588124 0.10144082 0.10204055 0.08488362]\n",
      " [0.10858738 0.10179716 0.10671025 0.10068242 0.09496647 0.09681381\n",
      "  0.09422017 0.10211673 0.09452637 0.09957917]\n",
      " [0.12281666 0.09474888 0.10058307 0.10218812 0.09087728 0.08883665\n",
      "  0.08659301 0.10069475 0.11178996 0.10087164]\n",
      " [0.1012347  0.10351378 0.1000429  0.10014141 0.10355001 0.10218198\n",
      "  0.09769162 0.11284884 0.09690365 0.08189107]\n",
      " [0.12001363 0.09813184 0.09744451 0.10163414 0.10163507 0.10990755\n",
      "  0.10242706 0.09187317 0.08000132 0.09693176]\n",
      " [0.10673215 0.09410493 0.09770071 0.09717987 0.10294746 0.10091731\n",
      "  0.11558791 0.09500517 0.09702399 0.0928005 ]\n",
      " [0.0995392  0.08895849 0.10339347 0.10027454 0.10625461 0.11094834\n",
      "  0.09848514 0.11482532 0.08423302 0.09308793]\n",
      " [0.1142232  0.09122979 0.09780964 0.09492561 0.10001789 0.10326596\n",
      "  0.09544765 0.10277991 0.09264783 0.1076526 ]\n",
      " [0.10712931 0.10238509 0.09052027 0.09515696 0.09077732 0.1025103\n",
      "  0.10727031 0.11464815 0.09878832 0.09081394]\n",
      " [0.13145493 0.09098272 0.09260539 0.09506522 0.09404888 0.10479876\n",
      "  0.1002548  0.09181856 0.10956048 0.08941031]\n",
      " [0.12047456 0.07647467 0.0983921  0.10229489 0.12045263 0.08875892\n",
      "  0.11166454 0.09900271 0.10078146 0.0817036 ]\n",
      " [0.11200213 0.10073327 0.08073077 0.1000821  0.0921654  0.10160439\n",
      "  0.10345057 0.10020311 0.10644168 0.10258656]\n",
      " [0.1059875  0.10338695 0.09523062 0.09305154 0.09290637 0.10198876\n",
      "  0.10304072 0.10542798 0.10569286 0.09328684]\n",
      " [0.11753156 0.1063153  0.10030215 0.09434222 0.09059808 0.08587869\n",
      "  0.09092591 0.10761977 0.10612433 0.10036207]\n",
      " [0.11403199 0.09259561 0.1057291  0.10382406 0.07965796 0.10164145\n",
      "  0.10494759 0.09402676 0.10772027 0.0958252 ]\n",
      " [0.11835703 0.09997103 0.08824563 0.09569587 0.09180366 0.10502651\n",
      "  0.09686273 0.10236035 0.10719081 0.09448644]\n",
      " [0.12181368 0.07896171 0.09658671 0.10971417 0.09222633 0.10362919\n",
      "  0.08994186 0.09192096 0.11910063 0.09610479]\n",
      " [0.1128254  0.0910537  0.11447047 0.09645972 0.09256276 0.10507746\n",
      "  0.11606048 0.08173449 0.09831455 0.09144103]\n",
      " [0.12275531 0.07753803 0.09612951 0.10150932 0.09124196 0.10940547\n",
      "  0.11127381 0.10023516 0.08591045 0.10400095]\n",
      " [0.11360186 0.09242635 0.09942831 0.09166057 0.10841931 0.08724295\n",
      "  0.11559336 0.09341063 0.09630046 0.10191617]\n",
      " [0.12869298 0.10016149 0.09888417 0.09549485 0.10285575 0.08068001\n",
      "  0.09282117 0.09888731 0.08887099 0.11265137]\n",
      " [0.10779983 0.09915239 0.08633201 0.10837767 0.07829611 0.11025794\n",
      "  0.09268891 0.09367638 0.11203356 0.11138518]] (16.436 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 3.1371\n",
      "INFO:tensorflow:probabilities = [[0.10080994 0.09144895 0.10964353 0.09650342 0.11937425 0.09802498\n",
      "  0.11349767 0.09820834 0.08119653 0.09129226]\n",
      " [0.10452555 0.08958615 0.10621355 0.09342735 0.09856896 0.09415104\n",
      "  0.10094212 0.1035943  0.11502723 0.09396379]\n",
      " [0.10668572 0.09018788 0.09199876 0.10394662 0.10248959 0.09894957\n",
      "  0.10201478 0.09956308 0.11096403 0.09319998]\n",
      " [0.11086946 0.10722832 0.09819824 0.08923654 0.09947832 0.10238284\n",
      "  0.09714787 0.09756773 0.09522749 0.10266317]\n",
      " [0.11613041 0.08835793 0.10320912 0.09832638 0.10150205 0.09375399\n",
      "  0.10133731 0.10952017 0.08579163 0.10207111]\n",
      " [0.09959477 0.10291792 0.09253937 0.09196354 0.09694602 0.0975602\n",
      "  0.09081547 0.10946175 0.1077141  0.11048697]\n",
      " [0.1194547  0.10071893 0.10070736 0.11603724 0.08511744 0.09801795\n",
      "  0.09370848 0.09289314 0.09930291 0.09404192]\n",
      " [0.1214656  0.09321226 0.09032714 0.10164083 0.09656516 0.10181378\n",
      "  0.09158181 0.10610902 0.10010729 0.09717713]\n",
      " [0.1162752  0.0806063  0.09752312 0.09998027 0.10375039 0.10502426\n",
      "  0.10886029 0.11292397 0.08315152 0.09190463]\n",
      " [0.11941618 0.07731111 0.09651854 0.10766753 0.10085628 0.10507329\n",
      "  0.0921979  0.10266403 0.10005343 0.09824165]\n",
      " [0.10069672 0.08298323 0.10084689 0.10733865 0.1040534  0.098682\n",
      "  0.09460752 0.11245695 0.09565046 0.10268428]\n",
      " [0.12106411 0.09282171 0.09460843 0.08803868 0.10418827 0.09629975\n",
      "  0.10413253 0.10431594 0.09822358 0.09630693]\n",
      " [0.12903528 0.08958601 0.09635259 0.09214146 0.10359041 0.09855357\n",
      "  0.11830857 0.08871857 0.09519318 0.08852036]\n",
      " [0.12818724 0.08797465 0.099727   0.10356067 0.08767498 0.09483057\n",
      "  0.10506597 0.108176   0.10535115 0.07945187]\n",
      " [0.11623404 0.0861176  0.08444189 0.09417416 0.10144611 0.1404304\n",
      "  0.09393675 0.09338741 0.08934046 0.1004912 ]\n",
      " [0.09715734 0.1135157  0.10469952 0.08702655 0.0901714  0.09625854\n",
      "  0.09445272 0.1106078  0.10774877 0.09836166]\n",
      " [0.11000896 0.09988555 0.09741797 0.11165117 0.08820216 0.1058518\n",
      "  0.10265057 0.08259452 0.10139579 0.10034147]\n",
      " [0.09670466 0.10258304 0.10058021 0.10789642 0.10364834 0.09847188\n",
      "  0.09148321 0.09752532 0.09355729 0.10754964]\n",
      " [0.09327759 0.09870737 0.09607951 0.10061482 0.09120045 0.10367662\n",
      "  0.09066807 0.11060753 0.10504961 0.1101184 ]\n",
      " [0.12163926 0.09433944 0.0958719  0.09293552 0.10027894 0.11377483\n",
      "  0.0941237  0.11624572 0.08455732 0.08623344]\n",
      " [0.11278367 0.09591355 0.10483311 0.11885438 0.10178806 0.09885206\n",
      "  0.09924545 0.08608759 0.09532914 0.08631299]\n",
      " [0.09919219 0.09328953 0.09819251 0.09073794 0.09839424 0.09941369\n",
      "  0.09208985 0.11305618 0.105239   0.11039492]\n",
      " [0.10659164 0.08717852 0.110057   0.09935261 0.10672071 0.09062743\n",
      "  0.12311671 0.10100484 0.08686855 0.088482  ]\n",
      " [0.13295193 0.09301421 0.09277666 0.1041301  0.09157968 0.09774944\n",
      "  0.09209964 0.11367479 0.09137328 0.09065033]\n",
      " [0.09878509 0.10199028 0.10297072 0.09375953 0.10245488 0.09614982\n",
      "  0.10110358 0.09771293 0.11201311 0.09306002]\n",
      " [0.1266711  0.08758958 0.10579552 0.09233206 0.09890942 0.09962559\n",
      "  0.11739494 0.08271445 0.09454711 0.09442008]\n",
      " [0.11198617 0.08512376 0.10693716 0.11231564 0.10927106 0.09931015\n",
      "  0.1015844  0.10162745 0.08257966 0.08926445]\n",
      " [0.10842985 0.09998372 0.08064917 0.09874186 0.0944424  0.09915144\n",
      "  0.096993   0.10148504 0.11651453 0.10360892]\n",
      " [0.09985027 0.10386772 0.10417512 0.09875125 0.10967765 0.09933069\n",
      "  0.10091919 0.08336309 0.10314365 0.09692135]\n",
      " [0.12788808 0.09483204 0.09932516 0.08835521 0.09559815 0.08925376\n",
      "  0.09530788 0.09512848 0.11197618 0.10233509]\n",
      " [0.10546456 0.09191919 0.09010617 0.11457086 0.09650691 0.11514512\n",
      "  0.08824977 0.10387725 0.09617371 0.09798646]\n",
      " [0.12186623 0.09056976 0.10071231 0.10257602 0.09064256 0.09805281\n",
      "  0.10326459 0.10503767 0.09129871 0.09597933]\n",
      " [0.11908951 0.08389432 0.09588312 0.08585631 0.1047277  0.10824443\n",
      "  0.09690342 0.1001903  0.10242304 0.10278784]\n",
      " [0.11534695 0.08444344 0.09906182 0.09745951 0.09016994 0.10474101\n",
      "  0.08415797 0.12370246 0.10125897 0.09965795]\n",
      " [0.1091023  0.08920543 0.11533003 0.0950506  0.11275431 0.09581298\n",
      "  0.09198744 0.11885995 0.08615341 0.08574359]\n",
      " [0.11557624 0.09420641 0.10078147 0.104533   0.10207276 0.10776076\n",
      "  0.0921987  0.09284467 0.09623832 0.09378767]\n",
      " [0.12417459 0.09656655 0.11463826 0.09426202 0.08055333 0.10302562\n",
      "  0.09329166 0.09594852 0.09342233 0.10411712]\n",
      " [0.10264003 0.0909989  0.09886304 0.11287073 0.10840685 0.09898491\n",
      "  0.11117093 0.09807718 0.09615392 0.08183359]\n",
      " [0.12364252 0.08645024 0.09397123 0.09994166 0.10936208 0.09582465\n",
      "  0.08982924 0.09610868 0.10892929 0.09594037]\n",
      " [0.12064052 0.0885645  0.09460518 0.10760134 0.0886953  0.10906553\n",
      "  0.09814431 0.09787387 0.09886645 0.09594296]\n",
      " [0.1109155  0.09302245 0.10220357 0.10261966 0.09367182 0.09773789\n",
      "  0.10691788 0.09430255 0.1015637  0.09704503]\n",
      " [0.13150892 0.08243638 0.09906515 0.09749506 0.08802752 0.09435489\n",
      "  0.11615913 0.08584137 0.10803195 0.09707961]\n",
      " [0.10026754 0.08961203 0.093752   0.10640798 0.10905478 0.09161107\n",
      "  0.11237314 0.09825006 0.10213547 0.09653594]\n",
      " [0.1164884  0.09150077 0.09286895 0.10663813 0.10267519 0.09372239\n",
      "  0.08434837 0.10672334 0.09638499 0.10864949]\n",
      " [0.09893747 0.0930699  0.10468779 0.10766109 0.09081394 0.0983945\n",
      "  0.09327088 0.11771513 0.10161415 0.09383507]\n",
      " [0.12106759 0.08166939 0.10334007 0.11900243 0.09935232 0.09409287\n",
      "  0.11361486 0.09981044 0.08275776 0.08529218]\n",
      " [0.10588858 0.09545811 0.11097498 0.10542544 0.0890526  0.0966934\n",
      "  0.10151417 0.10109784 0.09357928 0.10031558]\n",
      " [0.13000508 0.09279853 0.11467031 0.09512488 0.08481089 0.08992239\n",
      "  0.099691   0.09766012 0.0924285  0.10288837]\n",
      " [0.1037933  0.09429486 0.1006962  0.09184204 0.10494073 0.09933487\n",
      "  0.10446991 0.10907328 0.09784928 0.09370549]\n",
      " [0.11947994 0.09190944 0.10596766 0.09606671 0.10240237 0.09790551\n",
      "  0.1004606  0.1053295  0.08856799 0.0919103 ]\n",
      " [0.09911078 0.10345957 0.10436442 0.09314175 0.10379194 0.09735553\n",
      "  0.09369612 0.09802777 0.09910982 0.10794236]\n",
      " [0.12492099 0.09757972 0.09267259 0.09810544 0.08861598 0.10494957\n",
      "  0.09443959 0.09937546 0.10800349 0.09133721]\n",
      " [0.10700732 0.09151416 0.09478313 0.10299947 0.09828501 0.09337206\n",
      "  0.12096244 0.09335871 0.09319799 0.10451969]\n",
      " [0.09390964 0.10139566 0.10987566 0.10087998 0.10326768 0.10274865\n",
      "  0.0962956  0.09331753 0.10791987 0.09038968]\n",
      " [0.09172466 0.10511726 0.09609869 0.09955548 0.09381748 0.10039973\n",
      "  0.09983271 0.09916658 0.10924893 0.1050385 ]\n",
      " [0.09792099 0.103689   0.09262126 0.10176864 0.09173702 0.09831666\n",
      "  0.09357216 0.10484583 0.09907098 0.11645745]\n",
      " [0.12597677 0.09790806 0.10463017 0.09880956 0.10959758 0.10473359\n",
      "  0.09475029 0.10521319 0.08618627 0.07219455]\n",
      " [0.14553645 0.08068886 0.09325168 0.09131923 0.10392549 0.11619421\n",
      "  0.07829072 0.10178473 0.10148088 0.08752776]\n",
      " [0.09922001 0.08673132 0.10584374 0.1026205  0.10378665 0.09826539\n",
      "  0.09637339 0.09464879 0.10683068 0.10567962]\n",
      " [0.09491374 0.09686103 0.10401712 0.0986855  0.10071504 0.10100941\n",
      "  0.09870556 0.10023264 0.1073868  0.09747309]\n",
      " [0.1140103  0.09832568 0.08385565 0.09191843 0.08914678 0.10944939\n",
      "  0.08348975 0.11778802 0.10945501 0.10256109]\n",
      " [0.09198565 0.097559   0.09903389 0.09782865 0.10532824 0.0947194\n",
      "  0.0996852  0.11520261 0.1031782  0.09547916]\n",
      " [0.11994673 0.07667109 0.10379554 0.10793475 0.11330016 0.10843309\n",
      "  0.09168605 0.0830465  0.1006877  0.09449846]\n",
      " [0.09510051 0.08427119 0.09035826 0.11170484 0.09913538 0.09588505\n",
      "  0.1111677  0.10458785 0.10916866 0.09862065]\n",
      " [0.10710601 0.08440498 0.09817648 0.09587985 0.09864824 0.09441306\n",
      "  0.10082047 0.10093185 0.11258137 0.10703775]\n",
      " [0.11072173 0.09558668 0.09480811 0.09673556 0.09883828 0.10267556\n",
      "  0.09142277 0.1036163  0.1008498  0.10474522]\n",
      " [0.1073664  0.09965001 0.09521321 0.09414007 0.098353   0.09533183\n",
      "  0.09522998 0.08688407 0.12771082 0.10012051]\n",
      " [0.11546765 0.08162372 0.094318   0.1064398  0.09847955 0.10289089\n",
      "  0.09801113 0.09227502 0.10661327 0.10388093]\n",
      " [0.11280368 0.09364995 0.09951564 0.12119585 0.08911177 0.10550775\n",
      "  0.09138732 0.10110575 0.08350562 0.10221662]\n",
      " [0.11476946 0.09620405 0.09497228 0.09179518 0.09818723 0.09779501\n",
      "  0.09337648 0.10851707 0.10472663 0.09965657]\n",
      " [0.13110562 0.08264177 0.09277793 0.10634111 0.08902599 0.10438074\n",
      "  0.09187331 0.09586579 0.10977989 0.09620792]\n",
      " [0.11389894 0.07808042 0.10551084 0.09299888 0.1112529  0.10935474\n",
      "  0.10706577 0.09697046 0.09509555 0.08977147]\n",
      " [0.10834052 0.07773294 0.09192648 0.09876976 0.12171506 0.09733827\n",
      "  0.1428402  0.07912255 0.09961732 0.08259686]\n",
      " [0.09800503 0.09960686 0.09549269 0.09586237 0.10637741 0.11021538\n",
      "  0.08706632 0.10826918 0.09712072 0.10198414]\n",
      " [0.10603753 0.08970611 0.103204   0.09041359 0.0942785  0.1094697\n",
      "  0.09905709 0.10826895 0.10723174 0.09233283]\n",
      " [0.11516559 0.09219316 0.10906248 0.09854119 0.09705075 0.09102977\n",
      "  0.10198858 0.10742444 0.09757321 0.08997082]\n",
      " [0.10731922 0.09032317 0.09687815 0.10925312 0.08991642 0.10425467\n",
      "  0.09475634 0.09926151 0.11244617 0.09559129]\n",
      " [0.10943647 0.09662062 0.09544311 0.10652262 0.09779534 0.10775165\n",
      "  0.09258311 0.09747087 0.10625489 0.09012142]\n",
      " [0.12052887 0.0972878  0.0987738  0.10239025 0.0944524  0.08704922\n",
      "  0.09834491 0.09306734 0.10282048 0.10528491]\n",
      " [0.11241613 0.10311416 0.10286329 0.09565464 0.08741147 0.10368966\n",
      "  0.10151377 0.09708188 0.10037265 0.09588233]\n",
      " [0.11001719 0.09729771 0.101191   0.10276119 0.10869347 0.10939973\n",
      "  0.09953857 0.09624325 0.08201059 0.0928473 ]\n",
      " [0.11899082 0.08665301 0.09213768 0.10259613 0.08358585 0.09760895\n",
      "  0.12523584 0.09894799 0.08973886 0.10450488]\n",
      " [0.11009286 0.08876395 0.11273294 0.10815729 0.09225958 0.10525833\n",
      "  0.09796329 0.09619848 0.09159248 0.09698071]\n",
      " [0.12525572 0.09142853 0.10815773 0.09615828 0.10867599 0.09617943\n",
      "  0.09892385 0.10052567 0.08646574 0.08822907]\n",
      " [0.11408705 0.0947905  0.09467344 0.0959645  0.09193914 0.09961788\n",
      "  0.08061239 0.11196803 0.10491162 0.11143538]\n",
      " [0.12453449 0.08833341 0.09356643 0.09362263 0.10339877 0.09642549\n",
      "  0.09283503 0.09901991 0.10368618 0.1045778 ]\n",
      " [0.12158985 0.09860004 0.09240992 0.11653322 0.09782943 0.0971138\n",
      "  0.09861079 0.10419339 0.07928289 0.09383661]\n",
      " [0.10250494 0.09883966 0.09659294 0.09822765 0.09629694 0.09122196\n",
      "  0.10488418 0.10215329 0.1043045  0.10497392]\n",
      " [0.11315642 0.0992962  0.10882598 0.11098471 0.08968893 0.10724928\n",
      "  0.09093857 0.08866582 0.10863139 0.08256269]\n",
      " [0.10770297 0.09661276 0.09673854 0.10550935 0.10028353 0.09335977\n",
      "  0.1028729  0.09209225 0.10574874 0.09907924]\n",
      " [0.12004244 0.09183575 0.10287359 0.1022908  0.09797411 0.09298934\n",
      "  0.1183526  0.08341451 0.09899408 0.09123285]\n",
      " [0.1037403  0.09832902 0.09907006 0.10370731 0.10374817 0.09966982\n",
      "  0.08583039 0.10610045 0.08959869 0.11020584]\n",
      " [0.11076034 0.09874912 0.11138451 0.10267054 0.09916231 0.08221066\n",
      "  0.11755687 0.09458186 0.09589949 0.08702434]\n",
      " [0.10125821 0.10726622 0.10524692 0.09827711 0.0962757  0.09986091\n",
      "  0.09968312 0.09864336 0.1037247  0.08976372]\n",
      " [0.12150754 0.08372924 0.09410666 0.10140362 0.09064279 0.0991341\n",
      "  0.08321375 0.13343507 0.10406003 0.0887672 ]\n",
      " [0.11621029 0.09307072 0.10552576 0.0994487  0.09722986 0.0888432\n",
      "  0.09724823 0.09259415 0.10543694 0.10439216]\n",
      " [0.10596752 0.11144909 0.09876492 0.10131921 0.08213456 0.10431843\n",
      "  0.09144396 0.10399356 0.10200632 0.09860242]\n",
      " [0.10119928 0.09546073 0.10352835 0.09245694 0.10850599 0.09960727\n",
      "  0.10527793 0.10656127 0.08281906 0.10458318]\n",
      " [0.10164074 0.09984622 0.09987639 0.09210634 0.0890379  0.11537047\n",
      "  0.08278511 0.10506345 0.11502142 0.09925196]\n",
      " [0.10633706 0.08529168 0.09577533 0.0829351  0.09863489 0.10312177\n",
      "  0.08750189 0.12300367 0.11083739 0.10656125]] (15.439 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 2.2430103, step = 301 (31.879 sec)\n",
      "INFO:tensorflow:probabilities = [[0.11825694 0.10278969 0.10288358 0.1007984  0.09732806 0.10714789\n",
      "  0.10670371 0.09531139 0.07931517 0.08946515]\n",
      " [0.1216222  0.08198272 0.09730735 0.10487807 0.10329466 0.09571408\n",
      "  0.0953555  0.09404472 0.10652649 0.09927427]\n",
      " [0.10139419 0.08971427 0.10081163 0.11234742 0.09821802 0.10288011\n",
      "  0.10149408 0.10345891 0.10369208 0.08598934]\n",
      " [0.11205094 0.07663988 0.10877603 0.09315637 0.10686295 0.10538846\n",
      "  0.09047832 0.09977623 0.1064053  0.10046552]\n",
      " [0.10466613 0.09346241 0.10273466 0.09751492 0.10201164 0.09614499\n",
      "  0.09962217 0.10601465 0.10000841 0.09781997]\n",
      " [0.10206498 0.08919942 0.11502369 0.09829429 0.08713374 0.10884686\n",
      "  0.09340166 0.09853498 0.11420041 0.0933    ]\n",
      " [0.1144939  0.09184053 0.09760929 0.11562712 0.09983944 0.08465838\n",
      "  0.09227612 0.10351747 0.10526424 0.09487358]\n",
      " [0.14339271 0.08648034 0.10870389 0.1135843  0.08563085 0.11381189\n",
      "  0.07451235 0.08512896 0.09620358 0.09255119]\n",
      " [0.10559963 0.09691352 0.11063751 0.11156691 0.08667822 0.09519918\n",
      "  0.11756683 0.09067355 0.09789316 0.08727142]\n",
      " [0.09882089 0.10512779 0.10273816 0.09370393 0.09778386 0.09539247\n",
      "  0.09259573 0.10567196 0.10867265 0.09949248]\n",
      " [0.11851312 0.09318879 0.10466079 0.10574222 0.08185375 0.09980068\n",
      "  0.08886529 0.10114599 0.10756797 0.09866142]\n",
      " [0.11857404 0.08533526 0.09548205 0.089836   0.08825557 0.11396877\n",
      "  0.07863111 0.13874331 0.10385536 0.08731847]\n",
      " [0.09440779 0.09174874 0.10412088 0.10546368 0.09917086 0.10037857\n",
      "  0.08870247 0.11509423 0.10923284 0.09168009]\n",
      " [0.1145089  0.07775918 0.09319039 0.10147346 0.09793087 0.10615741\n",
      "  0.11084314 0.09273328 0.11243564 0.09296775]\n",
      " [0.11028125 0.08003748 0.09298111 0.10002682 0.10323764 0.11074916\n",
      "  0.09466984 0.10006048 0.11913849 0.08881767]\n",
      " [0.12064179 0.0816405  0.09494962 0.09132653 0.10915021 0.09814389\n",
      "  0.11358487 0.10734287 0.09334605 0.08987374]\n",
      " [0.11883143 0.09012668 0.10309379 0.09428021 0.10008072 0.10150557\n",
      "  0.106062   0.08728795 0.11309832 0.08563334]\n",
      " [0.11358743 0.08089072 0.10447589 0.10573424 0.08979433 0.1145275\n",
      "  0.10553673 0.10217112 0.10479699 0.07848505]\n",
      " [0.13391963 0.08778733 0.10038254 0.11221886 0.0908769  0.09572905\n",
      "  0.0969584  0.10880712 0.08674662 0.08657349]\n",
      " [0.1087537  0.09444133 0.09394439 0.09142065 0.10211842 0.08715015\n",
      "  0.08975254 0.11860489 0.1083734  0.1054405 ]\n",
      " [0.14578311 0.08231624 0.1120347  0.10250995 0.10131678 0.08595228\n",
      "  0.10740241 0.0938274  0.07959999 0.08925712]\n",
      " [0.12222616 0.10016622 0.09950197 0.10105506 0.08901457 0.10201082\n",
      "  0.09015743 0.10120052 0.10277601 0.09189122]\n",
      " [0.11409182 0.1008855  0.09723134 0.08552393 0.12047011 0.08662941\n",
      "  0.08208039 0.10791562 0.09798793 0.10718392]\n",
      " [0.10801577 0.10405312 0.09203332 0.10017269 0.09497403 0.09480813\n",
      "  0.08641604 0.10173011 0.11825315 0.09954365]\n",
      " [0.11225507 0.08729158 0.10570333 0.09486049 0.12310097 0.08216634\n",
      "  0.09683798 0.11425948 0.09216763 0.0913571 ]\n",
      " [0.1054957  0.09793296 0.08808593 0.09090344 0.11478528 0.09059345\n",
      "  0.09753779 0.11708506 0.09776514 0.09981527]\n",
      " [0.10966201 0.09240957 0.10835358 0.1007911  0.09681112 0.09800016\n",
      "  0.09711876 0.10579314 0.09440669 0.09665386]\n",
      " [0.12747082 0.09705687 0.10982841 0.09359708 0.08772802 0.09734904\n",
      "  0.1133042  0.08422615 0.09517723 0.09426221]\n",
      " [0.0992232  0.09708071 0.1043184  0.10150297 0.0923178  0.09404739\n",
      "  0.10190444 0.11040742 0.09525967 0.10393799]\n",
      " [0.11516588 0.09226069 0.08077169 0.10140086 0.10594234 0.09709149\n",
      "  0.11029835 0.1090607  0.08851854 0.09948955]\n",
      " [0.09506224 0.10002461 0.09696413 0.09604634 0.10995923 0.09262187\n",
      "  0.09380816 0.10255729 0.11379762 0.09915846]\n",
      " [0.10972822 0.09357649 0.11036584 0.09573125 0.1079623  0.08721358\n",
      "  0.1093111  0.09498879 0.09381794 0.09730454]\n",
      " [0.11911451 0.09158031 0.10298607 0.10050646 0.09556349 0.09580848\n",
      "  0.10040861 0.09015517 0.10454451 0.09933235]\n",
      " [0.10985621 0.09210826 0.11709164 0.0946313  0.08877386 0.10497969\n",
      "  0.10341712 0.10109453 0.10062411 0.0874233 ]\n",
      " [0.09532494 0.09719218 0.09555952 0.09874219 0.09189036 0.10035609\n",
      "  0.08462484 0.11713077 0.11530877 0.10387033]\n",
      " [0.10605659 0.0835456  0.10555945 0.10006708 0.09996282 0.09579456\n",
      "  0.11068661 0.1005366  0.12245066 0.07534   ]\n",
      " [0.12031975 0.09040017 0.08438138 0.10190012 0.1019929  0.10094828\n",
      "  0.09751419 0.10553306 0.101092   0.09591818]\n",
      " [0.11013178 0.08286615 0.10588872 0.1030798  0.11779068 0.0877192\n",
      "  0.11247185 0.09637775 0.09762827 0.08604587]\n",
      " [0.12437274 0.09122722 0.10353773 0.10251266 0.09443159 0.08750638\n",
      "  0.11792777 0.0990962  0.08374151 0.09564625]\n",
      " [0.11562646 0.09054672 0.10431089 0.09824391 0.10681742 0.10361526\n",
      "  0.11634403 0.08670258 0.09488568 0.08290705]\n",
      " [0.1126636  0.07644252 0.10991473 0.09677046 0.11309344 0.09334314\n",
      "  0.10326596 0.10873947 0.09608013 0.08968645]\n",
      " [0.11958525 0.10010463 0.09096529 0.09855632 0.08357326 0.08694991\n",
      "  0.10858425 0.10425545 0.10862431 0.09880131]\n",
      " [0.10418619 0.10720615 0.10417967 0.10577194 0.09689853 0.09794628\n",
      "  0.09432865 0.08495276 0.10420445 0.10032527]\n",
      " [0.1110702  0.07940178 0.1092574  0.10856927 0.0956541  0.09786601\n",
      "  0.10458334 0.09606132 0.09932788 0.09820866]\n",
      " [0.0963975  0.09519588 0.1122866  0.08921937 0.11106825 0.09378063\n",
      "  0.09778567 0.09823535 0.10418152 0.10184927]\n",
      " [0.09944887 0.11385568 0.09854788 0.09938726 0.09594187 0.09628059\n",
      "  0.0981656  0.09838097 0.10545348 0.09453773]\n",
      " [0.10363495 0.09633422 0.09520434 0.11444785 0.09662721 0.09255544\n",
      "  0.08930092 0.1103735  0.09723717 0.10428434]\n",
      " [0.10199829 0.0963517  0.10188502 0.1120163  0.08638059 0.10181308\n",
      "  0.09722421 0.09598844 0.11461446 0.09172799]\n",
      " [0.10852637 0.09886195 0.09001332 0.10369102 0.11153665 0.09998895\n",
      "  0.09069274 0.11080608 0.0869808  0.0989022 ]\n",
      " [0.116538   0.0920314  0.09663355 0.10114687 0.10319197 0.09659772\n",
      "  0.08835126 0.10014415 0.1150961  0.09026898]\n",
      " [0.13248913 0.09658305 0.09751188 0.10414688 0.10128842 0.09506194\n",
      "  0.09443868 0.0866304  0.10549257 0.08635698]\n",
      " [0.10503338 0.09455437 0.08290599 0.11787029 0.10551056 0.09839576\n",
      "  0.10297489 0.09372599 0.11191085 0.0871179 ]\n",
      " [0.11577494 0.1094747  0.11715042 0.08617731 0.0969496  0.10134435\n",
      "  0.10642587 0.09050485 0.08989045 0.08630749]\n",
      " [0.16220175 0.0936133  0.10014491 0.11113273 0.08815784 0.09403031\n",
      "  0.09652159 0.09005405 0.09476917 0.06937441]\n",
      " [0.10878873 0.09342766 0.10897243 0.10281462 0.09732462 0.10148966\n",
      "  0.1019633  0.09569505 0.10479984 0.08472414]\n",
      " [0.10074558 0.10712796 0.10586914 0.09372956 0.09360028 0.09315272\n",
      "  0.10371931 0.10498984 0.09918152 0.09788408]\n",
      " [0.11029659 0.09319215 0.09975137 0.10193557 0.09615269 0.10071706\n",
      "  0.10247079 0.09178417 0.10799775 0.09570193]\n",
      " [0.10083028 0.09263239 0.11036669 0.09503857 0.10189637 0.11163774\n",
      "  0.10256647 0.08696033 0.11058333 0.08748778]\n",
      " [0.12241114 0.08853862 0.11752007 0.09869181 0.09634199 0.10968343\n",
      "  0.10070251 0.10297386 0.08746763 0.07566883]\n",
      " [0.11593468 0.08771804 0.09513734 0.0972099  0.08748321 0.10960232\n",
      "  0.1065267  0.10484291 0.10588902 0.0896559 ]\n",
      " [0.13054842 0.09430461 0.10113702 0.10448057 0.09288494 0.10433321\n",
      "  0.09605766 0.09218862 0.10236885 0.08169611]\n",
      " [0.10842569 0.09413429 0.09367191 0.12289926 0.09050505 0.10704523\n",
      "  0.11253229 0.08718204 0.09264687 0.09095743]\n",
      " [0.10132643 0.08358756 0.09377285 0.09581006 0.09731441 0.1047397\n",
      "  0.09112025 0.11085516 0.12024514 0.10122839]\n",
      " [0.13875912 0.08089945 0.09829778 0.10686789 0.08896016 0.0963105\n",
      "  0.08890588 0.09655017 0.12368225 0.08076683]\n",
      " [0.10673706 0.09703366 0.10268371 0.10803278 0.09442486 0.09576792\n",
      "  0.09765545 0.10531823 0.09770857 0.09463768]\n",
      " [0.09108359 0.09261286 0.09744634 0.09797651 0.10587538 0.10737251\n",
      "  0.11688741 0.08735252 0.10608375 0.09730907]\n",
      " [0.10590727 0.09474447 0.09317052 0.10117796 0.10015741 0.0952395\n",
      "  0.09933555 0.10771542 0.10379431 0.09875758]\n",
      " [0.11156022 0.09342787 0.09753843 0.10096525 0.09652361 0.09928834\n",
      "  0.10226379 0.09256163 0.1021386  0.10373233]\n",
      " [0.12079993 0.08840165 0.09116648 0.12717174 0.08324049 0.09122381\n",
      "  0.08990694 0.11316092 0.09765997 0.0972681 ]\n",
      " [0.09888225 0.08953083 0.10984644 0.096757   0.10602548 0.09174899\n",
      "  0.08320174 0.1151226  0.11131942 0.0975653 ]\n",
      " [0.12003042 0.09261163 0.10034209 0.08908764 0.08910597 0.10038701\n",
      "  0.10996833 0.089882   0.11696481 0.09162005]\n",
      " [0.10121139 0.09396573 0.10886505 0.12081237 0.09923346 0.09976386\n",
      "  0.10581326 0.08248511 0.09093294 0.09691688]\n",
      " [0.10420848 0.10182457 0.09805874 0.09634997 0.10049097 0.09494258\n",
      "  0.10806698 0.0964549  0.09389553 0.10570739]\n",
      " [0.10912463 0.09726882 0.0993535  0.09772018 0.09270114 0.09828353\n",
      "  0.10244436 0.09720217 0.1121555  0.09374623]\n",
      " [0.11575883 0.08699287 0.10481532 0.08537224 0.10819352 0.10648084\n",
      "  0.10224326 0.09904019 0.09916039 0.09194258]\n",
      " [0.0993036  0.10113741 0.10349564 0.10049462 0.09102214 0.10336451\n",
      "  0.10713582 0.09155007 0.10419959 0.09829667]\n",
      " [0.10437936 0.08599599 0.10305171 0.10150963 0.10605173 0.09539243\n",
      "  0.09511137 0.11881925 0.10451356 0.08517497]\n",
      " [0.11313793 0.1000689  0.10613504 0.08720761 0.08751961 0.09665734\n",
      "  0.11330413 0.09217798 0.09903715 0.10475436]\n",
      " [0.11015727 0.08604574 0.09660179 0.1034293  0.09389688 0.1015323\n",
      "  0.11288871 0.10810708 0.08287939 0.10446153]\n",
      " [0.10594145 0.09295527 0.11088294 0.12628339 0.1003769  0.09676296\n",
      "  0.10298741 0.08969118 0.07981417 0.09430435]\n",
      " [0.14610462 0.07596528 0.10212479 0.12062297 0.10147914 0.08930913\n",
      "  0.09320453 0.10020569 0.08551191 0.08547202]\n",
      " [0.10068461 0.08850706 0.08666865 0.10424981 0.11252676 0.08474878\n",
      "  0.09694884 0.12564299 0.09631478 0.10370766]\n",
      " [0.12532952 0.0820988  0.10610897 0.09512214 0.09328097 0.10362354\n",
      "  0.0840314  0.09374416 0.11830561 0.09835491]\n",
      " [0.11116572 0.09349085 0.09836315 0.09899408 0.09890469 0.09741604\n",
      "  0.09674778 0.10439797 0.09922855 0.10129119]\n",
      " [0.11727591 0.09709171 0.09934485 0.10112402 0.09119633 0.09757721\n",
      "  0.10141977 0.09639288 0.10988539 0.088692  ]\n",
      " [0.11292936 0.07931395 0.10531147 0.10283344 0.10525595 0.10555729\n",
      "  0.09271877 0.11144131 0.09031783 0.09432063]\n",
      " [0.13021985 0.08602607 0.11422944 0.09166744 0.0854573  0.09952555\n",
      "  0.11116265 0.08525676 0.09603723 0.10041778]\n",
      " [0.10470661 0.10050033 0.10030078 0.1039772  0.10198011 0.10404485\n",
      "  0.09140298 0.09317397 0.10636967 0.09354359]\n",
      " [0.09871381 0.10036935 0.10609923 0.09720022 0.09539845 0.10180588\n",
      "  0.10321914 0.09794154 0.10320688 0.09604546]\n",
      " [0.10417111 0.09960498 0.09300722 0.0989154  0.09746245 0.10292562\n",
      "  0.0938478  0.11006446 0.09821752 0.10178343]\n",
      " [0.11119792 0.08638028 0.10107192 0.10318047 0.10064313 0.08917095\n",
      "  0.10002866 0.10154516 0.10759982 0.09918164]\n",
      " [0.11564392 0.10045014 0.0919702  0.10494105 0.09025675 0.0964785\n",
      "  0.10277829 0.10153854 0.10335567 0.09258696]\n",
      " [0.1054697  0.08556005 0.09211215 0.1003513  0.10323567 0.10137575\n",
      "  0.10170603 0.11715411 0.09314926 0.09988596]\n",
      " [0.09905266 0.08362492 0.09779089 0.09946492 0.1038304  0.09415609\n",
      "  0.09641846 0.10201731 0.11835381 0.10529049]\n",
      " [0.10057753 0.09489242 0.09370396 0.11162234 0.11058462 0.09257476\n",
      "  0.10457425 0.09387392 0.08297732 0.11461899]\n",
      " [0.11797425 0.0868576  0.10787698 0.11318675 0.08660403 0.09395646\n",
      "  0.09514049 0.10943527 0.09401126 0.09495695]\n",
      " [0.10749076 0.09975559 0.10317163 0.10896821 0.09057762 0.10087542\n",
      "  0.09945813 0.09270082 0.10944845 0.08755331]\n",
      " [0.10825433 0.10470905 0.09615669 0.10946207 0.08998562 0.09718852\n",
      "  0.09800371 0.09657043 0.10380917 0.09586047]\n",
      " [0.09637413 0.09531121 0.0996209  0.09340934 0.0880441  0.09977676\n",
      "  0.0978103  0.10177328 0.12942652 0.09845347]\n",
      " [0.12584315 0.08230472 0.10454295 0.10486578 0.09982259 0.09748348\n",
      "  0.09085631 0.09716883 0.09624342 0.10086881]] (15.291 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 3.15273\n",
      "INFO:tensorflow:probabilities = [[0.1056119  0.09912579 0.09206581 0.09897096 0.08914477 0.09197263\n",
      "  0.10156574 0.13418002 0.09182849 0.09553386]\n",
      " [0.11417048 0.08602796 0.0995579  0.09816311 0.10396521 0.09311369\n",
      "  0.09404252 0.10853537 0.09348888 0.10893488]\n",
      " [0.13125739 0.06851574 0.09885697 0.12544735 0.10117669 0.09673446\n",
      "  0.08610997 0.09732062 0.09012077 0.10446011]\n",
      " [0.12129922 0.073392   0.10992532 0.10496977 0.09266564 0.11555222\n",
      "  0.09791046 0.09981523 0.09886413 0.08560599]\n",
      " [0.11584587 0.09389338 0.10769086 0.09888743 0.10635599 0.10036536\n",
      "  0.10382871 0.0904244  0.09435875 0.08834934]\n",
      " [0.10681403 0.0905893  0.10031347 0.10204194 0.09233057 0.10296634\n",
      "  0.10219479 0.09466427 0.11422914 0.0938562 ]\n",
      " [0.11388779 0.09350984 0.09591105 0.106277   0.0898519  0.09944625\n",
      "  0.10316336 0.09477533 0.10198671 0.10119084]\n",
      " [0.11994851 0.08107096 0.11082178 0.10246564 0.10597347 0.09533747\n",
      "  0.10322214 0.09641252 0.08370513 0.10104244]\n",
      " [0.11726795 0.09394281 0.08624626 0.09528742 0.09817271 0.0897053\n",
      "  0.09040084 0.12218172 0.11797432 0.0888207 ]\n",
      " [0.11976833 0.08745451 0.10697246 0.10181432 0.09533256 0.10684932\n",
      "  0.09882572 0.09690882 0.09232469 0.09374933]\n",
      " [0.10834425 0.09073404 0.11139922 0.09119796 0.11590441 0.10309246\n",
      "  0.11594369 0.09461509 0.08592459 0.08284434]\n",
      " [0.10267463 0.10512188 0.09697464 0.09482601 0.09702148 0.08380765\n",
      "  0.09759182 0.10581847 0.12084202 0.09532137]\n",
      " [0.11178412 0.1173917  0.10302467 0.09110216 0.09379015 0.08576501\n",
      "  0.10243893 0.10339545 0.10149714 0.08981065]\n",
      " [0.12075422 0.07828658 0.10669732 0.0998847  0.0979791  0.09049761\n",
      "  0.11405359 0.08672266 0.1120105  0.09311381]\n",
      " [0.11723021 0.07523772 0.09099142 0.08957266 0.10892498 0.10027873\n",
      "  0.11450659 0.09491214 0.1036879  0.1046577 ]\n",
      " [0.09421971 0.08892405 0.11076643 0.09710993 0.11960335 0.0989014\n",
      "  0.10406681 0.11120377 0.08217356 0.09303103]\n",
      " [0.12653565 0.07231455 0.09792253 0.09358684 0.11217468 0.10300397\n",
      "  0.10012624 0.09549854 0.09807284 0.10076415]\n",
      " [0.11371755 0.09154455 0.10438938 0.09484943 0.10898101 0.09712531\n",
      "  0.09724299 0.10914374 0.08135411 0.10165185]\n",
      " [0.12198411 0.07700994 0.09718498 0.10725054 0.10864964 0.09299086\n",
      "  0.10270246 0.10738951 0.09222879 0.09260918]\n",
      " [0.12193567 0.09775539 0.09659389 0.09540032 0.09287108 0.10109917\n",
      "  0.1049078  0.08992502 0.10270131 0.0968104 ]\n",
      " [0.1165458  0.11877494 0.0995623  0.08772931 0.08660743 0.09834478\n",
      "  0.08937244 0.10799501 0.10162301 0.09344498]\n",
      " [0.09466301 0.10856848 0.10613067 0.09549334 0.09858698 0.10769613\n",
      "  0.08344589 0.10043645 0.11070712 0.09427187]\n",
      " [0.10430899 0.08942346 0.11580604 0.10245448 0.10856725 0.10433846\n",
      "  0.10019876 0.09665766 0.08959301 0.08865184]\n",
      " [0.10604168 0.08721761 0.10687751 0.11642858 0.10041219 0.08230449\n",
      "  0.11705294 0.08365634 0.09967701 0.10033162]\n",
      " [0.10758821 0.07804018 0.09551944 0.10098178 0.11439423 0.0947327\n",
      "  0.09326198 0.11336289 0.10458589 0.09753279]\n",
      " [0.10647178 0.08538438 0.10918606 0.1087881  0.10057425 0.10806567\n",
      "  0.09764858 0.09202008 0.10601413 0.08584691]\n",
      " [0.11855169 0.09728532 0.09786962 0.10443413 0.09623637 0.08447123\n",
      "  0.10446974 0.09631085 0.10076475 0.09960632]\n",
      " [0.09315798 0.09072358 0.0900552  0.10796984 0.08957002 0.10163494\n",
      "  0.08844969 0.11355804 0.11222883 0.11265186]\n",
      " [0.12192869 0.09837249 0.10368086 0.10112872 0.09001313 0.10547514\n",
      "  0.08219966 0.1020746  0.09835098 0.09677573]\n",
      " [0.11921889 0.08731128 0.10344879 0.09773238 0.09348295 0.10274401\n",
      "  0.09221107 0.08607717 0.11611363 0.10165981]\n",
      " [0.10945409 0.08616237 0.10685047 0.11327142 0.11290306 0.09555652\n",
      "  0.09481483 0.0892542  0.09283166 0.09890136]\n",
      " [0.09836023 0.09574534 0.09113248 0.10447282 0.10979331 0.07948887\n",
      "  0.09925675 0.10419717 0.11175787 0.10579515]\n",
      " [0.12249219 0.07338747 0.10742599 0.09369872 0.11288472 0.10592047\n",
      "  0.08832563 0.09761789 0.11029617 0.08795071]\n",
      " [0.10108627 0.09207805 0.10001755 0.09545893 0.09979413 0.08658227\n",
      "  0.10522956 0.10769726 0.11302092 0.09903506]\n",
      " [0.11604833 0.08401364 0.10103738 0.08777509 0.10667112 0.10727311\n",
      "  0.09670959 0.10167694 0.10682675 0.09196799]\n",
      " [0.10748883 0.10272312 0.09639148 0.10926393 0.09173897 0.10550843\n",
      "  0.09192212 0.09760432 0.10592994 0.09142873]\n",
      " [0.12212619 0.08819643 0.10970389 0.0935333  0.08160525 0.0994663\n",
      "  0.09961189 0.10778373 0.10756256 0.09041051]\n",
      " [0.13049512 0.10279069 0.09789423 0.10386167 0.09175332 0.10020176\n",
      "  0.10252086 0.08280011 0.08980495 0.09787724]\n",
      " [0.12187114 0.09380664 0.09419294 0.10062028 0.10248837 0.09061553\n",
      "  0.09119502 0.11252698 0.09182766 0.10085548]\n",
      " [0.11216246 0.08695292 0.10736707 0.08411267 0.10747641 0.09379168\n",
      "  0.11517014 0.09529004 0.1057047  0.09197198]\n",
      " [0.11030041 0.09536021 0.11264088 0.10220629 0.11743318 0.09428798\n",
      "  0.11173093 0.08618926 0.07867159 0.09117923]\n",
      " [0.09793059 0.09984606 0.09379797 0.09351312 0.10725674 0.09085222\n",
      "  0.09436085 0.11278936 0.10199589 0.10765728]\n",
      " [0.10387279 0.09276845 0.08947043 0.09605732 0.11177724 0.08858702\n",
      "  0.09577721 0.10989982 0.10348957 0.10830008]\n",
      " [0.13702594 0.09761977 0.09329426 0.08797816 0.08619747 0.10820337\n",
      "  0.1022514  0.09906252 0.09593413 0.09243304]\n",
      " [0.09744335 0.09043661 0.09901446 0.09475154 0.09502574 0.08961356\n",
      "  0.09808458 0.1272239  0.09976628 0.10864   ]\n",
      " [0.13010514 0.07036199 0.10845441 0.11969371 0.08917318 0.10440745\n",
      "  0.09801815 0.08602456 0.10401184 0.08974963]\n",
      " [0.0958565  0.10770584 0.09996744 0.09704529 0.08747592 0.10001669\n",
      "  0.09521004 0.11264873 0.1016785  0.10239504]\n",
      " [0.10540245 0.09611351 0.09431645 0.1099389  0.0878737  0.12003084\n",
      "  0.08571802 0.08907887 0.1105684  0.10095884]\n",
      " [0.11682926 0.08427148 0.08865356 0.09706985 0.1120524  0.09279652\n",
      "  0.09489417 0.11591652 0.09609198 0.10142428]\n",
      " [0.11881603 0.08633675 0.1004417  0.10697681 0.10836174 0.1067159\n",
      "  0.09814481 0.08730759 0.09226108 0.09463751]\n",
      " [0.13719602 0.08862346 0.09717803 0.11083663 0.08985265 0.08998924\n",
      "  0.09325429 0.09002166 0.09226251 0.11078553]\n",
      " [0.11541548 0.10959341 0.0854176  0.10257369 0.08873593 0.09648193\n",
      "  0.10440513 0.09770197 0.09073358 0.10894132]\n",
      " [0.12567376 0.09408356 0.09861265 0.09911508 0.10501549 0.09787501\n",
      "  0.10468983 0.0883824  0.09466714 0.09188515]\n",
      " [0.11400577 0.09265447 0.09182854 0.11861721 0.0843007  0.09995231\n",
      "  0.09642649 0.10807508 0.10534068 0.08879876]\n",
      " [0.10390776 0.09785421 0.10055026 0.10557885 0.09718845 0.09382039\n",
      "  0.09961189 0.10156887 0.10239071 0.09752869]\n",
      " [0.12059874 0.07794027 0.10751929 0.07991939 0.11080965 0.10712606\n",
      "  0.10210989 0.08788382 0.10688136 0.09921155]\n",
      " [0.10338688 0.10068341 0.09050778 0.09908545 0.09993061 0.09503863\n",
      "  0.08824459 0.11068334 0.10741007 0.10502926]\n",
      " [0.09942132 0.09053399 0.10401966 0.09942904 0.09709114 0.09943961\n",
      "  0.09399109 0.10797902 0.10987472 0.09822039]\n",
      " [0.10641399 0.08701252 0.11186239 0.09960473 0.10715906 0.09381712\n",
      "  0.08651068 0.0964542  0.12325253 0.08791273]\n",
      " [0.1261386  0.09605362 0.09503725 0.10695179 0.08335364 0.10293785\n",
      "  0.10624649 0.08139697 0.10364398 0.09823981]\n",
      " [0.10999972 0.08740588 0.10435771 0.10663711 0.08504339 0.11301597\n",
      "  0.11274283 0.1174631  0.08574947 0.07758483]\n",
      " [0.12457593 0.09526635 0.10103291 0.10598223 0.09400452 0.09406462\n",
      "  0.08679943 0.09978537 0.09783049 0.10065825]\n",
      " [0.10805479 0.09603517 0.08932222 0.10266478 0.08407495 0.11083387\n",
      "  0.08163628 0.1042689  0.11854411 0.10456494]\n",
      " [0.11613911 0.07670892 0.12009846 0.1182089  0.0869939  0.10466563\n",
      "  0.07961987 0.08623523 0.11394382 0.09738625]\n",
      " [0.1234455  0.07975881 0.11254232 0.0959613  0.0978699  0.11812986\n",
      "  0.11677372 0.08715054 0.08704703 0.08132098]\n",
      " [0.10803382 0.07234429 0.10063733 0.12808101 0.08123797 0.10716769\n",
      "  0.10418791 0.09838194 0.11179648 0.08813159]\n",
      " [0.11301467 0.09376323 0.09570383 0.09567713 0.08803209 0.10907793\n",
      "  0.08517271 0.10035238 0.11540517 0.1038009 ]\n",
      " [0.11111023 0.08548319 0.0947926  0.09090637 0.11315557 0.10044321\n",
      "  0.11124249 0.09916832 0.09020945 0.1034886 ]\n",
      " [0.10290546 0.08550297 0.09514181 0.09736053 0.09663928 0.09897891\n",
      "  0.09737512 0.11678563 0.10658124 0.10272907]\n",
      " [0.09742276 0.09821595 0.11087029 0.10202442 0.09781517 0.08683692\n",
      "  0.10448632 0.10049856 0.10139325 0.10043635]\n",
      " [0.1087971  0.07795493 0.08670169 0.10527565 0.09938522 0.10650561\n",
      "  0.09950623 0.10474316 0.09969506 0.11143544]\n",
      " [0.11591629 0.11199349 0.11316433 0.08744678 0.08901513 0.08953276\n",
      "  0.08750036 0.10018168 0.10694142 0.0983077 ]\n",
      " [0.13776545 0.0738028  0.10009676 0.11077394 0.1110041  0.0935818\n",
      "  0.09287076 0.09814485 0.0905145  0.09144506]\n",
      " [0.11248361 0.10080275 0.09914348 0.09474233 0.09176438 0.10249946\n",
      "  0.09410527 0.09719563 0.10207044 0.10519262]\n",
      " [0.11309573 0.08414034 0.10907239 0.0987656  0.11215476 0.09577869\n",
      "  0.12200624 0.08343006 0.08153105 0.10002519]\n",
      " [0.12992786 0.0817424  0.09699561 0.10426234 0.09607116 0.09968875\n",
      "  0.11635318 0.09905617 0.08327033 0.09263218]\n",
      " [0.11722039 0.08068506 0.07646742 0.09174898 0.10297401 0.09530563\n",
      "  0.10310811 0.1318694  0.09903046 0.10159058]\n",
      " [0.10605802 0.10134637 0.10363906 0.09456526 0.09366702 0.09647813\n",
      "  0.09387349 0.10033759 0.10786176 0.10217332]\n",
      " [0.11495528 0.09460776 0.09814547 0.09587661 0.0933787  0.09876303\n",
      "  0.09008548 0.10956508 0.10001681 0.10460576]\n",
      " [0.11323291 0.08155648 0.09796277 0.11737929 0.09021834 0.10420177\n",
      "  0.099227   0.07942285 0.11727764 0.09952086]\n",
      " [0.12138253 0.09451115 0.0968769  0.09829468 0.09660043 0.09608778\n",
      "  0.09815446 0.09040598 0.10866825 0.09901783]\n",
      " [0.10819288 0.08162472 0.09981746 0.10107893 0.10071901 0.08636563\n",
      "  0.09303938 0.11328089 0.10481159 0.11106947]\n",
      " [0.1211472  0.08769031 0.09260181 0.09289828 0.09597523 0.10812478\n",
      "  0.08737417 0.09403905 0.12517895 0.09497028]\n",
      " [0.10181185 0.09992447 0.08987495 0.09936251 0.09694887 0.09885244\n",
      "  0.10212748 0.09783901 0.11900777 0.0942506 ]\n",
      " [0.09805812 0.07788645 0.10200039 0.09740371 0.0981456  0.09960267\n",
      "  0.12576677 0.09975739 0.10427439 0.09710448]\n",
      " [0.10137595 0.09083846 0.10807452 0.10668082 0.0988989  0.09317487\n",
      "  0.10515545 0.11166294 0.08626106 0.09787698]\n",
      " [0.10516012 0.10014268 0.08764542 0.11144583 0.08544382 0.10645177\n",
      "  0.08222805 0.11918902 0.10354003 0.09875335]\n",
      " [0.14680363 0.07557112 0.10918874 0.11040063 0.09282321 0.11543537\n",
      "  0.0806373  0.08710431 0.08138294 0.10065269]\n",
      " [0.11942098 0.09561738 0.09933974 0.11165471 0.09710319 0.08920296\n",
      "  0.08196393 0.1209344  0.0869738  0.09778887]\n",
      " [0.13775444 0.08512855 0.09813997 0.1022825  0.09747429 0.0850782\n",
      "  0.09989329 0.0921206  0.10801008 0.09411803]\n",
      " [0.1082016  0.09849237 0.0938818  0.10345358 0.09267353 0.09861394\n",
      "  0.0830684  0.10779307 0.11393121 0.09989057]\n",
      " [0.1128412  0.08513765 0.10191329 0.1079909  0.10598165 0.09002105\n",
      "  0.1091157  0.09646758 0.09557553 0.09495535]\n",
      " [0.12473171 0.09157564 0.09951647 0.09957075 0.09410059 0.1099866\n",
      "  0.09682371 0.08210624 0.10248361 0.09910473]\n",
      " [0.1040239  0.08296985 0.09771974 0.08964313 0.09860097 0.10779888\n",
      "  0.08834821 0.12648588 0.09858442 0.10582506]\n",
      " [0.11414048 0.08645519 0.09060005 0.10332517 0.10294256 0.10014269\n",
      "  0.09195492 0.09372041 0.12149802 0.09522052]\n",
      " [0.11280331 0.073791   0.09098081 0.10709406 0.1051717  0.10344514\n",
      "  0.08733983 0.10255776 0.11652485 0.10029141]\n",
      " [0.12124673 0.07950149 0.09165742 0.10579225 0.08059271 0.12106688\n",
      "  0.10107765 0.10845908 0.10389981 0.08670601]\n",
      " [0.13316903 0.07889605 0.10584162 0.11371975 0.08450026 0.10924287\n",
      "  0.09879874 0.09961959 0.09431012 0.08190205]\n",
      " [0.10025186 0.09201674 0.09809154 0.10338041 0.11194371 0.09980713\n",
      "  0.09134709 0.10071471 0.11951002 0.08293674]\n",
      " [0.10480915 0.08051953 0.10759247 0.09735055 0.09773446 0.12062693\n",
      "  0.10764998 0.11349629 0.07470793 0.09551264]] (16.429 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 2.2291422, step = 401 (31.834 sec)\n",
      "INFO:tensorflow:probabilities = [[0.10326205 0.08028094 0.10958284 0.10403071 0.08953962 0.08230845\n",
      "  0.11106797 0.10815685 0.10842893 0.10334168]\n",
      " [0.10428457 0.0813819  0.09818658 0.10509822 0.12737745 0.09803971\n",
      "  0.11320273 0.09463929 0.09290523 0.08488434]\n",
      " [0.12366059 0.08222079 0.10087711 0.09133531 0.10275719 0.10527855\n",
      "  0.10746254 0.09335729 0.10016965 0.09288094]\n",
      " [0.14791472 0.06721479 0.10194169 0.11068928 0.10365855 0.09034918\n",
      "  0.1134952  0.08314645 0.08034074 0.1012494 ]\n",
      " [0.11011019 0.07577443 0.10433249 0.09612362 0.11155242 0.09575177\n",
      "  0.10785273 0.09810118 0.10550237 0.09489871]\n",
      " [0.1099318  0.10287325 0.09208346 0.0930035  0.08442547 0.11762123\n",
      "  0.0889977  0.10233349 0.12404316 0.08468691]\n",
      " [0.13870104 0.07674395 0.10754818 0.10291685 0.09566873 0.11959938\n",
      "  0.09835333 0.07513547 0.09012187 0.0952111 ]\n",
      " [0.11150973 0.10679898 0.11023294 0.10617612 0.08812823 0.08796174\n",
      "  0.09994515 0.08413079 0.10431376 0.10080258]\n",
      " [0.11342027 0.06821813 0.11070159 0.11947341 0.11122765 0.09725387\n",
      "  0.10274456 0.08940657 0.11353042 0.07402341]\n",
      " [0.11686831 0.0796083  0.1043091  0.10585428 0.10680269 0.09178387\n",
      "  0.10778495 0.08970509 0.11287124 0.08441224]\n",
      " [0.12253092 0.07588957 0.10663711 0.1034255  0.08370026 0.10333782\n",
      "  0.11551101 0.08904542 0.10121449 0.09870788]\n",
      " [0.10702373 0.09845747 0.10697851 0.10139637 0.09722555 0.09716703\n",
      "  0.09584483 0.09785677 0.09242325 0.10562658]\n",
      " [0.10413988 0.07592864 0.09126986 0.13083892 0.07961369 0.09954348\n",
      "  0.09608141 0.10478691 0.10476924 0.11302803]\n",
      " [0.12333546 0.08555286 0.10993101 0.11093435 0.08673923 0.11521943\n",
      "  0.07263954 0.0794994  0.12813064 0.08801814]\n",
      " [0.1164076  0.07258078 0.10642418 0.10553845 0.10237147 0.09992371\n",
      "  0.09804155 0.0872606  0.12625456 0.08519711]\n",
      " [0.12417497 0.0849524  0.10608355 0.09813417 0.08603482 0.09994462\n",
      "  0.10330309 0.10040174 0.09276348 0.10420723]\n",
      " [0.12803763 0.07785489 0.09836398 0.10685994 0.09777654 0.09975018\n",
      "  0.11554078 0.09253276 0.09594052 0.0873429 ]\n",
      " [0.11069477 0.09371356 0.10365052 0.10676227 0.09318517 0.10115802\n",
      "  0.10121506 0.0949432  0.09911735 0.09556007]\n",
      " [0.12047723 0.0705435  0.10668685 0.08151816 0.11803358 0.08699043\n",
      "  0.11891751 0.11383425 0.08904416 0.0939543 ]\n",
      " [0.11306517 0.09184556 0.09120703 0.09811201 0.08601927 0.12040581\n",
      "  0.09268163 0.0959537  0.11863086 0.09207897]\n",
      " [0.15116745 0.06782097 0.10052764 0.11199172 0.1008911  0.11181685\n",
      "  0.10253419 0.08746944 0.08114537 0.08463524]\n",
      " [0.11824632 0.07626885 0.0981476  0.1172096  0.09676272 0.10474372\n",
      "  0.11931738 0.07283851 0.10994755 0.0865178 ]\n",
      " [0.11216787 0.09198628 0.10744386 0.11089781 0.10103247 0.09627733\n",
      "  0.10472769 0.09126344 0.08993739 0.09426595]\n",
      " [0.10089783 0.07674593 0.09264388 0.10445487 0.1032397  0.0925209\n",
      "  0.09776198 0.1278057  0.10780267 0.09612651]\n",
      " [0.11348017 0.08430892 0.10479488 0.09672328 0.1022528  0.10180586\n",
      "  0.10255759 0.10614482 0.09108733 0.09684439]\n",
      " [0.10251367 0.09543694 0.10598611 0.1044623  0.09745729 0.09234715\n",
      "  0.10694169 0.09160177 0.10177945 0.10147361]\n",
      " [0.11969791 0.08800879 0.10756893 0.10323419 0.08888417 0.10347679\n",
      "  0.10206687 0.10368184 0.10159591 0.08178452]\n",
      " [0.1287998  0.08219633 0.10158861 0.09195146 0.09990884 0.0984249\n",
      "  0.10445046 0.0926695  0.10414209 0.09586795]\n",
      " [0.11552659 0.08316407 0.11943541 0.10209586 0.10059308 0.10509652\n",
      "  0.11863624 0.09400644 0.0792328  0.08221304]\n",
      " [0.11339451 0.08215365 0.10030925 0.10889684 0.08703606 0.09678496\n",
      "  0.10016384 0.09831783 0.12120833 0.09173465]\n",
      " [0.1253957  0.0659188  0.08799552 0.10834244 0.0869398  0.10135407\n",
      "  0.10835496 0.10974092 0.1029774  0.10298038]\n",
      " [0.09393493 0.1029994  0.10499447 0.08336595 0.115619   0.08617441\n",
      "  0.10376688 0.10705311 0.09885357 0.10323822]\n",
      " [0.11419802 0.08000733 0.08779911 0.10240631 0.09723321 0.0965691\n",
      "  0.08525395 0.11659618 0.13647145 0.08346541]\n",
      " [0.10790657 0.0761549  0.10120095 0.09977858 0.11156274 0.09777207\n",
      "  0.09318912 0.11294058 0.09697013 0.10252438]\n",
      " [0.09743888 0.08680053 0.09699891 0.09216753 0.11148804 0.08889502\n",
      "  0.11439406 0.10673411 0.10739548 0.09768737]\n",
      " [0.09910098 0.07927996 0.09178298 0.11126306 0.09354681 0.08720952\n",
      "  0.10105336 0.105193   0.14041428 0.09115611]\n",
      " [0.11474022 0.07688392 0.09398299 0.07798283 0.11208758 0.09515016\n",
      "  0.10589383 0.11699894 0.10068581 0.10559367]\n",
      " [0.11899231 0.07218605 0.10298166 0.10430602 0.11246525 0.08619436\n",
      "  0.10469542 0.09354043 0.1156676  0.08897083]\n",
      " [0.11325102 0.08598028 0.08753031 0.09054184 0.10100922 0.08842716\n",
      "  0.11218291 0.11499013 0.09893276 0.1071544 ]\n",
      " [0.13196133 0.08595373 0.10029498 0.10526615 0.09790316 0.10463059\n",
      "  0.11124641 0.08293975 0.09526768 0.08453612]\n",
      " [0.12132505 0.07452046 0.0954967  0.09957175 0.09683513 0.12300172\n",
      "  0.12459396 0.07130524 0.0894071  0.10394289]\n",
      " [0.1089701  0.08633076 0.10553625 0.09564064 0.09884    0.10209258\n",
      "  0.1022248  0.09591728 0.11511578 0.08933181]\n",
      " [0.10379238 0.09598515 0.10201428 0.09791132 0.11915386 0.10304563\n",
      "  0.0975505  0.09230191 0.09882674 0.08941826]\n",
      " [0.11293426 0.09201619 0.10126474 0.10166521 0.08742476 0.08977169\n",
      "  0.09962672 0.10745168 0.11002753 0.09781725]\n",
      " [0.12545303 0.08472023 0.09513438 0.09829234 0.09815796 0.0927119\n",
      "  0.10682788 0.10169987 0.09916331 0.09783904]\n",
      " [0.13423821 0.07606337 0.10825032 0.1115752  0.09644249 0.10985716\n",
      "  0.08773057 0.09667307 0.09602775 0.08314186]\n",
      " [0.11332712 0.10949809 0.09568913 0.09244387 0.08397265 0.09924646\n",
      "  0.09626593 0.09998517 0.11672617 0.09284541]\n",
      " [0.1312373  0.08868024 0.0887417  0.0986553  0.09652296 0.09939793\n",
      "  0.09771106 0.09317014 0.1076149  0.09826845]\n",
      " [0.10818668 0.09235657 0.08986993 0.08200711 0.11215252 0.07412491\n",
      "  0.11071596 0.09751254 0.11525063 0.11782312]\n",
      " [0.11161251 0.10634367 0.10941111 0.10477562 0.08928835 0.08989462\n",
      "  0.09779276 0.08984642 0.10216127 0.09887362]\n",
      " [0.114153   0.08716071 0.10815518 0.10287268 0.10832558 0.09237599\n",
      "  0.08815487 0.10126524 0.10053892 0.09699772]\n",
      " [0.11432115 0.0956988  0.09052916 0.09792405 0.09236697 0.09711177\n",
      "  0.0852759  0.11985192 0.10415847 0.10276188]\n",
      " [0.10229374 0.10615184 0.09542413 0.09848054 0.09798712 0.09417914\n",
      "  0.09420663 0.10776695 0.10293812 0.10057177]\n",
      " [0.15128322 0.07934015 0.09539876 0.09295163 0.08000181 0.1099747\n",
      "  0.08137629 0.10314987 0.11484402 0.09167942]\n",
      " [0.10650822 0.076919   0.11929095 0.0952289  0.1099309  0.0984823\n",
      "  0.11249701 0.10897378 0.08906943 0.08309947]\n",
      " [0.11616176 0.08732565 0.09794598 0.09214224 0.11211201 0.09271691\n",
      "  0.10154681 0.11122702 0.09258494 0.09623668]\n",
      " [0.11606606 0.10481033 0.08213615 0.10366404 0.0945196  0.09464711\n",
      "  0.0847119  0.10785208 0.11613138 0.09546138]\n",
      " [0.125674   0.06765102 0.09563322 0.12253732 0.09096788 0.09937167\n",
      "  0.09773134 0.10002954 0.10545059 0.09495349]\n",
      " [0.1124991  0.08924016 0.09447613 0.09879693 0.09947427 0.09955511\n",
      "  0.09099924 0.08341575 0.12978205 0.1017613 ]\n",
      " [0.10498293 0.10631572 0.09696922 0.09837446 0.10132942 0.09254174\n",
      "  0.10092665 0.09310147 0.10935963 0.09609876]\n",
      " [0.09944138 0.08978572 0.10511737 0.10681214 0.09921934 0.09186013\n",
      "  0.10158655 0.10495535 0.10189877 0.09932321]\n",
      " [0.11331834 0.08849603 0.09509969 0.12289166 0.09256127 0.09418979\n",
      "  0.07176051 0.09787153 0.12793712 0.09587413]\n",
      " [0.10714214 0.09603642 0.10576986 0.1226702  0.08849178 0.10407458\n",
      "  0.0911908  0.08456219 0.10895565 0.09110638]\n",
      " [0.1459912  0.07118665 0.0953884  0.09788476 0.10930043 0.12011585\n",
      "  0.09995417 0.08436462 0.0815296  0.09428427]\n",
      " [0.11595725 0.09167399 0.12203497 0.09330395 0.09443848 0.0959169\n",
      "  0.0924397  0.10915014 0.09903713 0.0860476 ]\n",
      " [0.11262394 0.0818098  0.10354225 0.1015017  0.08165406 0.09861498\n",
      "  0.09717739 0.10636157 0.11793269 0.09878153]\n",
      " [0.10014382 0.09955687 0.10019084 0.0928366  0.10098406 0.09857789\n",
      "  0.09384742 0.10443049 0.10901863 0.10041334]\n",
      " [0.10631244 0.08496287 0.09905497 0.09177992 0.10604239 0.10273502\n",
      "  0.10024405 0.11035454 0.10195284 0.09656099]\n",
      " [0.09968679 0.07667089 0.09582451 0.11354831 0.09144063 0.09765818\n",
      "  0.09579074 0.09788293 0.12014323 0.11135373]\n",
      " [0.12007578 0.0846257  0.09239196 0.10015459 0.09362915 0.10604702\n",
      "  0.08993536 0.08417876 0.12139071 0.10757089]\n",
      " [0.11086479 0.09401233 0.10627114 0.08255638 0.11093145 0.0909612\n",
      "  0.09750751 0.11565509 0.08974887 0.10149118]\n",
      " [0.10751382 0.08810721 0.09971236 0.10010628 0.09363608 0.08985939\n",
      "  0.10264926 0.10947125 0.10827128 0.10067302]\n",
      " [0.11208096 0.10299718 0.10556111 0.08979569 0.09450666 0.10322277\n",
      "  0.09249946 0.09439261 0.10506085 0.09988274]\n",
      " [0.12141781 0.08349075 0.09357186 0.11410637 0.08261933 0.09186218\n",
      "  0.09796195 0.10558987 0.12116364 0.08821622]\n",
      " [0.1057554  0.0993304  0.09053743 0.10421011 0.08483972 0.10841452\n",
      "  0.09113616 0.09778587 0.12127624 0.09671414]\n",
      " [0.14118627 0.08141933 0.09502664 0.09878179 0.09088913 0.12237916\n",
      "  0.10269342 0.09064557 0.08648643 0.0904922 ]\n",
      " [0.10658773 0.10483751 0.09539772 0.09780983 0.08837397 0.11122234\n",
      "  0.08875252 0.0969569  0.1006664  0.10939509]\n",
      " [0.12622285 0.09269325 0.09566657 0.10201155 0.09424096 0.08989229\n",
      "  0.09708326 0.08392008 0.12705784 0.09121141]\n",
      " [0.11599749 0.08182023 0.1112766  0.11529379 0.09369913 0.09823629\n",
      "  0.09606204 0.08693859 0.11122895 0.08944697]\n",
      " [0.10950346 0.08447218 0.09168962 0.1023102  0.11019842 0.10697314\n",
      "  0.07982663 0.11607558 0.11107367 0.08787705]\n",
      " [0.09875435 0.11124234 0.09420796 0.08975704 0.09522326 0.08979683\n",
      "  0.09568365 0.11574237 0.10382169 0.10577047]\n",
      " [0.14066374 0.07596931 0.10240271 0.10651212 0.09268177 0.10049223\n",
      "  0.08543916 0.10012484 0.09431803 0.10139612]\n",
      " [0.10246703 0.0884306  0.10748401 0.09227984 0.09191453 0.11665998\n",
      "  0.09064988 0.10604568 0.11182083 0.09224764]\n",
      " [0.10899362 0.10948932 0.11126429 0.09361871 0.09788323 0.09583889\n",
      "  0.08523159 0.10436774 0.10114115 0.09217148]\n",
      " [0.10283971 0.07406772 0.10756873 0.09562235 0.12127626 0.08977161\n",
      "  0.10325991 0.10825294 0.11227272 0.08506811]\n",
      " [0.12010291 0.09059665 0.09536979 0.11287757 0.10826694 0.09957936\n",
      "  0.11498682 0.09460865 0.08187034 0.08174103]\n",
      " [0.11040024 0.09211995 0.07630534 0.10580202 0.09459759 0.10484926\n",
      "  0.09507424 0.11186475 0.11781012 0.09117642]\n",
      " [0.1423277  0.09849005 0.0986959  0.10565748 0.10104032 0.10265828\n",
      "  0.08773254 0.09034146 0.0804937  0.09256253]\n",
      " [0.10865925 0.08572561 0.09415911 0.11537103 0.09841801 0.09609914\n",
      "  0.09317099 0.08871098 0.11130364 0.10838225]\n",
      " [0.11136629 0.0946977  0.09788112 0.10586309 0.10990561 0.0982292\n",
      "  0.09938268 0.08498652 0.11644632 0.08124142]\n",
      " [0.12067739 0.08654583 0.09498478 0.09562305 0.10823657 0.08992676\n",
      "  0.09898957 0.10820966 0.09198423 0.10482224]\n",
      " [0.11451424 0.09155516 0.10715956 0.10473967 0.08482353 0.10043303\n",
      "  0.0974397  0.10355353 0.10711001 0.08867157]\n",
      " [0.12341065 0.08436885 0.11521132 0.11938343 0.09481057 0.09027738\n",
      "  0.09620043 0.08607195 0.08838923 0.10187622]\n",
      " [0.10578232 0.09538191 0.09715774 0.09815168 0.10924429 0.09102341\n",
      "  0.0974642  0.11033978 0.10215898 0.09329563]\n",
      " [0.12832704 0.09602024 0.09547617 0.09584369 0.0854925  0.10043594\n",
      "  0.08849851 0.10345896 0.10875724 0.09768967]\n",
      " [0.10934545 0.10266734 0.10414132 0.0890784  0.09327683 0.08776376\n",
      "  0.1178601  0.08991032 0.10869411 0.09726232]\n",
      " [0.1047654  0.09871567 0.09677224 0.09360164 0.1093744  0.09550574\n",
      "  0.09417874 0.10212653 0.10921049 0.0957491 ]\n",
      " [0.10542116 0.10655263 0.099257   0.09684317 0.09362873 0.08799411\n",
      "  0.10280038 0.10167638 0.1101376  0.0956889 ]\n",
      " [0.09670581 0.08155933 0.10337742 0.0982879  0.09277983 0.10016946\n",
      "  0.09623776 0.10662918 0.12851225 0.09574102]\n",
      " [0.11713499 0.08588903 0.09595148 0.10960048 0.09730545 0.10022973\n",
      "  0.09858064 0.0987598  0.10171992 0.09482846]] (16.852 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 3.16517\n",
      "INFO:tensorflow:probabilities = [[0.1274258  0.08972992 0.08698249 0.10431395 0.1028541  0.09545521\n",
      "  0.09402102 0.09506065 0.11995743 0.08419942]\n",
      " [0.12708691 0.08388083 0.1043062  0.10459173 0.0809049  0.09164835\n",
      "  0.10811357 0.10586789 0.10095003 0.0926496 ]\n",
      " [0.09045502 0.08936931 0.11500426 0.10998787 0.09301529 0.11347807\n",
      "  0.09196806 0.10231018 0.09360968 0.10080227]\n",
      " [0.10375917 0.09428879 0.1052775  0.09949151 0.09537075 0.10808626\n",
      "  0.09515183 0.09737458 0.10298125 0.09821841]\n",
      " [0.09725308 0.09981272 0.10340483 0.09563505 0.09077254 0.08354213\n",
      "  0.09350679 0.114225   0.1127514  0.10909647]\n",
      " [0.10967276 0.10805385 0.08125923 0.09815553 0.09667273 0.10205607\n",
      "  0.08919675 0.09625717 0.11568572 0.10299022]\n",
      " [0.10824567 0.08436287 0.10115481 0.1057069  0.1006955  0.0934025\n",
      "  0.10247172 0.10363378 0.10105488 0.09927143]\n",
      " [0.12835005 0.09089173 0.10239378 0.12374598 0.08946469 0.10408685\n",
      "  0.12097708 0.07331038 0.08389749 0.08288208]\n",
      " [0.09846044 0.11084742 0.09126845 0.10498403 0.09980322 0.09096105\n",
      "  0.10091431 0.09671631 0.09875639 0.10728836]\n",
      " [0.11038177 0.09379364 0.09787335 0.10439457 0.09639902 0.10216963\n",
      "  0.10828422 0.0896213  0.11188567 0.08519692]\n",
      " [0.11849591 0.09746052 0.0970066  0.10107231 0.09683721 0.08909164\n",
      "  0.1062405  0.09050351 0.09799168 0.10530014]\n",
      " [0.1441318  0.08179333 0.10088632 0.0991191  0.08178663 0.10156459\n",
      "  0.10055958 0.10568701 0.1029977  0.08147389]\n",
      " [0.14299427 0.0719896  0.0961255  0.10488296 0.09864728 0.11534357\n",
      "  0.11656629 0.0893696  0.07739455 0.08668642]\n",
      " [0.11176356 0.0839584  0.09411633 0.11727821 0.08028369 0.11926926\n",
      "  0.10992279 0.09188325 0.09581852 0.09570599]\n",
      " [0.16827473 0.07925204 0.09907392 0.0887765  0.08735068 0.08919393\n",
      "  0.11346653 0.08137266 0.11002637 0.08321264]\n",
      " [0.10804224 0.07903315 0.09476908 0.1028145  0.12243164 0.08719265\n",
      "  0.09879198 0.09952231 0.09004536 0.11735717]\n",
      " [0.11512038 0.08288779 0.0921484  0.08783943 0.10359214 0.08865701\n",
      "  0.09480786 0.12687077 0.11456145 0.09351483]\n",
      " [0.10222676 0.08861864 0.09710879 0.09562745 0.10370912 0.09714963\n",
      "  0.10870965 0.10015595 0.1022599  0.10443417]\n",
      " [0.1185957  0.091586   0.09535869 0.1095263  0.09059438 0.10420773\n",
      "  0.10131023 0.09199242 0.11926362 0.07756495]\n",
      " [0.1061902  0.10615441 0.09380398 0.10957805 0.08184931 0.097922\n",
      "  0.08949315 0.11055695 0.10010082 0.10435115]\n",
      " [0.10308536 0.07376947 0.09664516 0.11015034 0.1070271  0.08897637\n",
      "  0.10420578 0.10712697 0.10656612 0.10244726]\n",
      " [0.14570789 0.08036875 0.09074754 0.12086322 0.08555261 0.10874034\n",
      "  0.09837128 0.0860839  0.10767427 0.07589026]\n",
      " [0.10662662 0.08101933 0.09564775 0.09868739 0.10430957 0.09448941\n",
      "  0.0768879  0.11693975 0.12634732 0.09904498]\n",
      " [0.1088272  0.10928393 0.10152344 0.10947767 0.08871338 0.10070274\n",
      "  0.10556565 0.09207801 0.10160428 0.08222376]\n",
      " [0.11317071 0.08780952 0.10248118 0.10578    0.09724224 0.09732817\n",
      "  0.10435864 0.09434823 0.10254039 0.09494091]\n",
      " [0.10328516 0.07830836 0.09205346 0.09107959 0.10160151 0.09251931\n",
      "  0.08141763 0.13881187 0.11325835 0.10766475]\n",
      " [0.10744235 0.1084953  0.10063987 0.09317602 0.09160851 0.09361896\n",
      "  0.08779891 0.10980763 0.10126725 0.10614522]\n",
      " [0.11682492 0.07776953 0.1024733  0.10383538 0.09671833 0.1126398\n",
      "  0.10068569 0.07872571 0.11660759 0.09371974]\n",
      " [0.09981368 0.09870555 0.09785123 0.08660831 0.09518794 0.10036869\n",
      "  0.10828334 0.10782801 0.10375206 0.1016012 ]\n",
      " [0.1408046  0.08748916 0.10567266 0.09488585 0.09368747 0.10188424\n",
      "  0.11267724 0.07914811 0.09553836 0.08821245]\n",
      " [0.10145435 0.09514076 0.11114776 0.10215697 0.08804291 0.10177504\n",
      "  0.10906397 0.09655655 0.10965253 0.08500915]\n",
      " [0.09316821 0.08526863 0.10652915 0.10775312 0.08165864 0.11008655\n",
      "  0.10266033 0.0959935  0.10548378 0.11139809]\n",
      " [0.09733682 0.09042923 0.09627294 0.10411562 0.11640262 0.08564007\n",
      "  0.09234421 0.10229006 0.11039275 0.10477564]\n",
      " [0.10272634 0.10180574 0.11036498 0.10079071 0.07410829 0.10145438\n",
      "  0.10828975 0.09388918 0.10608645 0.10048436]\n",
      " [0.13250376 0.08522893 0.11567875 0.09202357 0.11263521 0.09323082\n",
      "  0.10799646 0.09203051 0.0952308  0.07344116]\n",
      " [0.13512956 0.09308892 0.09707589 0.111702   0.09385014 0.08846013\n",
      "  0.10826422 0.07769459 0.0984773  0.09625729]\n",
      " [0.12378751 0.06928562 0.10345126 0.11550926 0.0982704  0.10804921\n",
      "  0.10467485 0.08888315 0.10488562 0.08320311]\n",
      " [0.11224516 0.09480625 0.09348842 0.10089044 0.09394471 0.0981283\n",
      "  0.08472506 0.10793452 0.11737067 0.09646643]\n",
      " [0.10390609 0.09948964 0.0996566  0.11963128 0.09013488 0.09289276\n",
      "  0.09104811 0.09394791 0.10453267 0.10476006]\n",
      " [0.09819159 0.09643596 0.10037887 0.10322805 0.09650884 0.09743112\n",
      "  0.10185909 0.1067217  0.10289869 0.09634611]\n",
      " [0.1251643  0.07445848 0.11182036 0.10816667 0.08930113 0.09611793\n",
      "  0.09785009 0.09879593 0.10332963 0.0949954 ]\n",
      " [0.14462788 0.07097755 0.11075953 0.0986993  0.10211849 0.08466579\n",
      "  0.12716976 0.08075811 0.09398334 0.08624016]\n",
      " [0.12097382 0.08158358 0.13505678 0.09712753 0.09741839 0.07833993\n",
      "  0.1297334  0.0878173  0.08197989 0.0899693 ]\n",
      " [0.12053232 0.08922999 0.10654061 0.10764535 0.07910368 0.121627\n",
      "  0.10872436 0.09303571 0.09325805 0.08030299]\n",
      " [0.11659904 0.0948028  0.09650217 0.1021529  0.08014829 0.09765171\n",
      "  0.09680992 0.10183257 0.10942093 0.1040796 ]\n",
      " [0.12443185 0.09647406 0.10422056 0.0911047  0.09169502 0.10214159\n",
      "  0.12284381 0.08584917 0.10502621 0.07621302]\n",
      " [0.11383726 0.0883871  0.09525036 0.10756476 0.08914118 0.10152645\n",
      "  0.09815224 0.10490202 0.10322672 0.09801181]\n",
      " [0.10910182 0.09524488 0.1044414  0.09065425 0.1014014  0.09825687\n",
      "  0.09345776 0.09880774 0.11388562 0.09474819]\n",
      " [0.1222831  0.08705699 0.1174719  0.12105779 0.07956267 0.09951685\n",
      "  0.1000388  0.09369813 0.10016342 0.07915033]\n",
      " [0.10624176 0.09204838 0.09235605 0.09405991 0.09834734 0.10369331\n",
      "  0.09696264 0.10239089 0.10159138 0.11230846]\n",
      " [0.09105931 0.10331532 0.0999897  0.0933231  0.095793   0.09210894\n",
      "  0.09812894 0.11502276 0.10260604 0.1086529 ]\n",
      " [0.11702125 0.09267271 0.1063903  0.10805363 0.09517668 0.09505287\n",
      "  0.09882384 0.08652105 0.11999715 0.08029044]\n",
      " [0.11171369 0.09265074 0.09388606 0.11366011 0.09263407 0.096455\n",
      "  0.10457589 0.08797008 0.10114036 0.10531399]\n",
      " [0.10573735 0.09295276 0.10116532 0.10359577 0.0988554  0.08548724\n",
      "  0.09444003 0.10491659 0.11620332 0.0966462 ]\n",
      " [0.12618867 0.11167272 0.10488116 0.09307673 0.08276808 0.09188028\n",
      "  0.08850557 0.10703509 0.1162293  0.07776233]\n",
      " [0.11401174 0.09529064 0.09854965 0.11383757 0.07873865 0.1052338\n",
      "  0.10417812 0.08242194 0.11569431 0.09204349]\n",
      " [0.11721905 0.08776433 0.10139563 0.11178368 0.09947304 0.0886754\n",
      "  0.11487436 0.09450154 0.10114862 0.08316427]\n",
      " [0.11784752 0.08470771 0.0937568  0.11118688 0.08695614 0.09495538\n",
      "  0.09603401 0.10416126 0.10995053 0.10044384]\n",
      " [0.10873893 0.07736252 0.0988921  0.09314173 0.11587812 0.09118944\n",
      "  0.09402274 0.11543287 0.10356325 0.10177833]\n",
      " [0.12027503 0.09721866 0.0747538  0.11508144 0.09400887 0.11126708\n",
      "  0.08967367 0.09335024 0.1115531  0.09281813]\n",
      " [0.1125911  0.08375344 0.10170712 0.11951058 0.09862243 0.09207278\n",
      "  0.09836058 0.10759789 0.09299581 0.09278835]\n",
      " [0.13217108 0.0838535  0.10423119 0.0988348  0.08790585 0.09608673\n",
      "  0.08582785 0.0873205  0.11378612 0.10998245]\n",
      " [0.10863788 0.09418003 0.0925587  0.08533446 0.09771063 0.09593958\n",
      "  0.10914341 0.10549819 0.09753843 0.1134587 ]\n",
      " [0.11691656 0.09206079 0.1012045  0.09934958 0.09653069 0.09590209\n",
      "  0.09848026 0.10379437 0.10452731 0.09123382]\n",
      " [0.14489244 0.09265848 0.08390766 0.10622504 0.09357855 0.11083894\n",
      "  0.11026426 0.09063578 0.0944551  0.07254381]\n",
      " [0.09636194 0.06692756 0.10267879 0.12457696 0.08899168 0.09285056\n",
      "  0.07812773 0.09259409 0.13672127 0.12016948]\n",
      " [0.1058071  0.12052143 0.08938457 0.08943499 0.09307989 0.10185631\n",
      "  0.08517041 0.1017978  0.10805959 0.10488787]\n",
      " [0.10744438 0.09645126 0.10021183 0.09606643 0.08526739 0.10817768\n",
      "  0.09356806 0.10614288 0.11300691 0.09366316]\n",
      " [0.10468491 0.10645581 0.10093927 0.10108808 0.09543082 0.09950851\n",
      "  0.09271149 0.10249015 0.09388327 0.10280772]\n",
      " [0.11511693 0.07481283 0.11396762 0.09734955 0.12329599 0.08089047\n",
      "  0.08368571 0.11854079 0.09701324 0.09532689]\n",
      " [0.11310527 0.10046052 0.09311058 0.10386639 0.10176405 0.10397671\n",
      "  0.0889928  0.09409887 0.11037002 0.09025472]\n",
      " [0.15119275 0.05874709 0.08372428 0.10251764 0.08806234 0.13180543\n",
      "  0.09003942 0.09961608 0.09330445 0.10099063]\n",
      " [0.14200696 0.06053612 0.10700782 0.11950661 0.08358058 0.11058868\n",
      "  0.09618016 0.08364347 0.10727356 0.08967598]\n",
      " [0.10644508 0.09723561 0.08652549 0.09877932 0.0811924  0.09721436\n",
      "  0.08985567 0.12602739 0.1102649  0.10645983]\n",
      " [0.10373744 0.10360134 0.10544514 0.09749471 0.10875066 0.09399845\n",
      "  0.10484292 0.08286982 0.11009838 0.08916118]\n",
      " [0.10845244 0.08979119 0.11427311 0.10605193 0.09161149 0.09731527\n",
      "  0.10916309 0.10091875 0.09215188 0.09027078]\n",
      " [0.11894714 0.08693916 0.09963267 0.10962089 0.08636958 0.10513633\n",
      "  0.10357818 0.08690731 0.11389258 0.08897623]\n",
      " [0.14845578 0.07901517 0.10221807 0.1142221  0.07503005 0.09942991\n",
      "  0.12584825 0.07248493 0.09037508 0.09292068]\n",
      " [0.13451938 0.08952736 0.10773721 0.10495747 0.09007332 0.09931482\n",
      "  0.08952796 0.07797281 0.11725035 0.0891194 ]\n",
      " [0.12350253 0.07982711 0.09648121 0.09872831 0.10347917 0.0841272\n",
      "  0.10861945 0.11345746 0.09425572 0.09752187]\n",
      " [0.15692185 0.07646915 0.10696527 0.12842049 0.07854762 0.09970989\n",
      "  0.08441742 0.09016798 0.09941062 0.07896972]\n",
      " [0.10831443 0.0931747  0.093209   0.10202637 0.09851698 0.11052985\n",
      "  0.09063429 0.10569926 0.11308017 0.08481502]\n",
      " [0.15117902 0.07391286 0.10618757 0.11473158 0.10393541 0.09201373\n",
      "  0.08655669 0.07429666 0.11935339 0.07783303]\n",
      " [0.09079101 0.08791617 0.09436855 0.10720976 0.10453185 0.07996759\n",
      "  0.09948239 0.11314437 0.10519748 0.11739094]\n",
      " [0.09501667 0.11713604 0.09685497 0.09590369 0.08677115 0.09385339\n",
      "  0.08815975 0.10286157 0.11854262 0.10490008]\n",
      " [0.11736266 0.09094533 0.08477093 0.10962119 0.10346512 0.11179744\n",
      "  0.08954833 0.10247615 0.10572284 0.08429   ]\n",
      " [0.14022891 0.06895326 0.09057726 0.13387635 0.08175837 0.10813134\n",
      "  0.09543634 0.09772606 0.09500386 0.08830827]\n",
      " [0.12722775 0.07715902 0.0961225  0.10579142 0.10115255 0.09229057\n",
      "  0.10072411 0.1098466  0.09370643 0.09597904]\n",
      " [0.11530939 0.07488725 0.10673819 0.12282869 0.1192214  0.08995084\n",
      "  0.07638863 0.09479506 0.10021709 0.0996636 ]\n",
      " [0.11115047 0.1153567  0.09122299 0.10377487 0.09098921 0.09792662\n",
      "  0.09237178 0.09596927 0.10432762 0.09691045]\n",
      " [0.13036814 0.09183944 0.10139259 0.11970832 0.09133557 0.10310236\n",
      "  0.09627154 0.07931679 0.09294002 0.09372522]\n",
      " [0.11705009 0.0816002  0.11926781 0.09380188 0.10167365 0.07572033\n",
      "  0.15696567 0.07801922 0.08281468 0.09308641]\n",
      " [0.10551426 0.08357039 0.09393989 0.0981323  0.10331228 0.10181249\n",
      "  0.10232391 0.11117282 0.09863879 0.1015828 ]\n",
      " [0.1172658  0.08524905 0.10156586 0.09568483 0.09514725 0.0904979\n",
      "  0.12728935 0.09488992 0.09678148 0.09562866]\n",
      " [0.11081647 0.08352965 0.08929192 0.12207015 0.09676965 0.09051073\n",
      "  0.09657154 0.11652062 0.07991089 0.11400834]\n",
      " [0.10415574 0.0890104  0.09495191 0.09555716 0.08924018 0.10011772\n",
      "  0.09508316 0.12665215 0.10292428 0.10230734]\n",
      " [0.1283631  0.09898724 0.10453381 0.09325135 0.08324604 0.11052555\n",
      "  0.08869384 0.11505003 0.10238173 0.07496744]\n",
      " [0.12246171 0.08872863 0.09887227 0.09937911 0.10830035 0.09914414\n",
      "  0.08624989 0.09024251 0.10893361 0.09768778]\n",
      " [0.09015808 0.09164482 0.09119806 0.10050892 0.09118295 0.11464309\n",
      "  0.10089691 0.09274743 0.12939449 0.09762514]\n",
      " [0.10182891 0.08269779 0.10231308 0.12135555 0.10203601 0.10415705\n",
      "  0.09529296 0.09072343 0.10368142 0.09591378]] (14.741 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 2.1973126, step = 501 (31.478 sec)\n",
      "INFO:tensorflow:probabilities = [[0.10492094 0.08303502 0.10478818 0.09582553 0.10628511 0.08298834\n",
      "  0.07751771 0.12506491 0.11461797 0.10495634]\n",
      " [0.09435843 0.09832487 0.09365068 0.09193352 0.10566538 0.08867558\n",
      "  0.10573542 0.10601484 0.10840187 0.10723934]\n",
      " [0.1151556  0.08481377 0.08062141 0.11372226 0.08315777 0.09887926\n",
      "  0.10382868 0.09013404 0.1214129  0.10827433]\n",
      " [0.09100707 0.08649814 0.09266607 0.09109995 0.1028996  0.07837729\n",
      "  0.09220778 0.12762418 0.13214941 0.10547048]\n",
      " [0.11114333 0.06840659 0.10692398 0.10192694 0.0925708  0.08196599\n",
      "  0.17536202 0.07729141 0.11225539 0.07215348]\n",
      " [0.10534795 0.10291597 0.100227   0.09941801 0.08186984 0.10366871\n",
      "  0.08630079 0.12629017 0.1017294  0.09223218]\n",
      " [0.12410987 0.0736689  0.08437824 0.10173722 0.10186899 0.09728924\n",
      "  0.09807508 0.10872523 0.10883571 0.10131157]\n",
      " [0.12722196 0.11101679 0.10813265 0.10570143 0.07527993 0.10072195\n",
      "  0.09505522 0.08309741 0.11109443 0.08267812]\n",
      " [0.17086487 0.06039089 0.11470284 0.12644449 0.07734513 0.1185542\n",
      "  0.08660423 0.06786532 0.10011297 0.07711509]\n",
      " [0.14101425 0.08316531 0.10640499 0.11102613 0.09270126 0.10997497\n",
      "  0.08436024 0.08382154 0.09459994 0.09293135]\n",
      " [0.13060084 0.08125933 0.09612654 0.11638281 0.1069982  0.10045569\n",
      "  0.09413806 0.0857991  0.10878725 0.07945217]\n",
      " [0.11869668 0.07174734 0.12846276 0.09914135 0.11623115 0.10288377\n",
      "  0.11403316 0.07473967 0.08061081 0.0934532 ]\n",
      " [0.09481962 0.07066839 0.12266713 0.12229045 0.08731148 0.10356508\n",
      "  0.08503415 0.09586058 0.11893888 0.09884422]\n",
      " [0.1050339  0.10105744 0.08732468 0.10313925 0.07819742 0.09590501\n",
      "  0.09138412 0.13432905 0.1022224  0.10140681]\n",
      " [0.09393861 0.08682235 0.08897533 0.10005027 0.09734034 0.10371883\n",
      "  0.11749631 0.11152512 0.10331057 0.09682229]\n",
      " [0.09183002 0.11068337 0.09993271 0.10290191 0.1004866  0.07933096\n",
      "  0.10852847 0.10632163 0.10160908 0.09837527]\n",
      " [0.12897763 0.10017141 0.08078951 0.10261112 0.0703425  0.10559114\n",
      "  0.09168001 0.11062639 0.11165711 0.09755315]\n",
      " [0.10209705 0.08812384 0.09172051 0.09663843 0.115175   0.09028652\n",
      "  0.09450772 0.11148573 0.1132631  0.0967022 ]\n",
      " [0.10043651 0.09996244 0.1185388  0.12106333 0.08326226 0.11557608\n",
      "  0.08625725 0.08965538 0.10276533 0.08248254]\n",
      " [0.13514969 0.07986291 0.07366618 0.13339704 0.0947822  0.10495123\n",
      "  0.08877479 0.08435821 0.10354684 0.10151087]\n",
      " [0.10252555 0.08808245 0.09521554 0.12538365 0.09690672 0.09797011\n",
      "  0.08134077 0.09609313 0.11335466 0.10312734]\n",
      " [0.12477724 0.06468147 0.10689515 0.09631089 0.12407719 0.09524052\n",
      "  0.12788601 0.10585326 0.0753432  0.07893504]\n",
      " [0.1113328  0.09847131 0.09983024 0.10774121 0.09323213 0.108794\n",
      "  0.08256996 0.08934824 0.12172671 0.08695337]\n",
      " [0.1049099  0.09702036 0.13304563 0.09018173 0.09559134 0.09288042\n",
      "  0.10949565 0.08507853 0.10193859 0.08985778]\n",
      " [0.14162949 0.06780747 0.11605212 0.10332616 0.11030898 0.09539533\n",
      "  0.07677835 0.09755372 0.10207828 0.08907012]\n",
      " [0.11341365 0.08720143 0.09361281 0.09063559 0.09494702 0.09372117\n",
      "  0.09384292 0.12757549 0.10629172 0.09875818]\n",
      " [0.10352907 0.11249556 0.10743398 0.0973816  0.09708977 0.09579729\n",
      "  0.10666092 0.0960872  0.0915916  0.09193304]\n",
      " [0.11392353 0.12205481 0.0984273  0.09658431 0.07894639 0.08485115\n",
      "  0.09922025 0.09693154 0.11144087 0.09761995]\n",
      " [0.1689521  0.06019392 0.0832134  0.11787876 0.07796778 0.09357357\n",
      "  0.0976089  0.09728999 0.1222255  0.08109593]\n",
      " [0.10410921 0.07388819 0.09829493 0.09463333 0.11886177 0.09688479\n",
      "  0.10841018 0.09583204 0.10774446 0.10134116]\n",
      " [0.12081686 0.08815156 0.10200319 0.11208806 0.08950355 0.08550753\n",
      "  0.12553021 0.08592482 0.10169607 0.08877818]\n",
      " [0.12812181 0.08510997 0.10678185 0.11921076 0.08761993 0.11738344\n",
      "  0.09537689 0.07016952 0.10772416 0.08250172]\n",
      " [0.11667256 0.10171016 0.10091063 0.09721052 0.10364246 0.08967332\n",
      "  0.09700406 0.09224936 0.11058195 0.09034492]\n",
      " [0.11232545 0.11258788 0.09925509 0.09310062 0.08526728 0.09621987\n",
      "  0.09820802 0.10180923 0.09796133 0.1032652 ]\n",
      " [0.11195835 0.09142032 0.09795988 0.11184844 0.09877612 0.10129576\n",
      "  0.09442627 0.10916744 0.09288714 0.09026027]\n",
      " [0.10278343 0.09517642 0.0945668  0.09924145 0.08985884 0.09536166\n",
      "  0.08534074 0.12087609 0.11097581 0.10581879]\n",
      " [0.13773052 0.08560023 0.09583846 0.08221408 0.11120097 0.09293505\n",
      "  0.10309448 0.10695843 0.0917444  0.09268334]\n",
      " [0.10535205 0.11799817 0.10266555 0.09157892 0.086685   0.09904454\n",
      "  0.08537616 0.09936132 0.11420392 0.09773429]\n",
      " [0.14357585 0.07446985 0.11651553 0.14188837 0.09514223 0.08741932\n",
      "  0.09920431 0.06422503 0.09645765 0.08110189]\n",
      " [0.14538719 0.06512293 0.09022074 0.10089885 0.11832426 0.09435883\n",
      "  0.07506581 0.11683242 0.10750239 0.08628659]\n",
      " [0.16559105 0.06372385 0.09210333 0.11143801 0.0868788  0.10747268\n",
      "  0.09051984 0.08466452 0.09154771 0.10606033]\n",
      " [0.12885815 0.09034967 0.09958632 0.0970771  0.08908716 0.10263495\n",
      "  0.09099233 0.09088709 0.11186089 0.09866628]\n",
      " [0.11351409 0.08251847 0.11176659 0.08620065 0.1156536  0.07835431\n",
      "  0.10733804 0.1072518  0.09173208 0.10567039]\n",
      " [0.14333136 0.06948655 0.09237904 0.11333299 0.08598771 0.13808596\n",
      "  0.08914319 0.09336207 0.09111673 0.08377435]\n",
      " [0.14937511 0.08173432 0.0958002  0.10949939 0.09030399 0.08623891\n",
      "  0.09126521 0.09272186 0.10607831 0.09698275]\n",
      " [0.11497992 0.08468205 0.10814282 0.09838614 0.08776468 0.1069595\n",
      "  0.13009234 0.0837479  0.09555045 0.08969427]\n",
      " [0.11208027 0.07617476 0.0986683  0.09956952 0.09635592 0.08076193\n",
      "  0.13276811 0.10845315 0.09845529 0.09671278]\n",
      " [0.1309956  0.07227165 0.09137507 0.11795487 0.10068517 0.12040056\n",
      "  0.08962718 0.08503127 0.10490213 0.08675653]\n",
      " [0.13663606 0.07303559 0.09645924 0.11807045 0.08281096 0.09207246\n",
      "  0.07961728 0.09904609 0.13159685 0.09065507]\n",
      " [0.09930324 0.10258389 0.10535592 0.09120583 0.08322308 0.10035676\n",
      "  0.08374866 0.11451228 0.10897588 0.11073439]\n",
      " [0.11410803 0.06559234 0.09440967 0.09071432 0.11282932 0.08926124\n",
      "  0.09009784 0.13062693 0.11445441 0.09790584]\n",
      " [0.10696029 0.08390533 0.08573899 0.10927688 0.08856995 0.08790812\n",
      "  0.08482374 0.12725748 0.12280238 0.10275679]\n",
      " [0.12935394 0.07769448 0.10516431 0.08828242 0.10799597 0.10980545\n",
      "  0.09249913 0.11723532 0.0953439  0.07662501]\n",
      " [0.0990955  0.08578815 0.10024539 0.10218203 0.1163232  0.08641957\n",
      "  0.08676446 0.10667647 0.11385752 0.10264767]\n",
      " [0.10475585 0.10842042 0.09898511 0.1009922  0.08402475 0.10237335\n",
      "  0.08069289 0.11586461 0.09815561 0.10573515]\n",
      " [0.1421787  0.06570249 0.08638531 0.1135218  0.08710644 0.11066649\n",
      "  0.08954021 0.09812492 0.11179464 0.094979  ]\n",
      " [0.12024894 0.08291564 0.10051832 0.11088888 0.08545741 0.09096576\n",
      "  0.10670321 0.10884089 0.10421816 0.08924274]\n",
      " [0.12800168 0.09216896 0.10677861 0.08304771 0.10677714 0.09515736\n",
      "  0.10464083 0.0760519  0.12228312 0.08509264]\n",
      " [0.09767019 0.09135306 0.09490559 0.10446093 0.10373355 0.09789838\n",
      "  0.09415946 0.09649165 0.10712314 0.112204  ]\n",
      " [0.08878636 0.09998447 0.10225825 0.09390899 0.09693388 0.10411617\n",
      "  0.10492583 0.10174701 0.10958371 0.09775533]\n",
      " [0.16318934 0.0611884  0.10510891 0.12505874 0.08741743 0.09952607\n",
      "  0.09513251 0.07117622 0.1048068  0.08739557]\n",
      " [0.19595903 0.06835086 0.09700242 0.1230425  0.0913248  0.09085729\n",
      "  0.0758059  0.0905076  0.08673318 0.08041646]\n",
      " [0.11275601 0.09119623 0.10254309 0.09385826 0.08369069 0.10847972\n",
      "  0.08030509 0.10909958 0.11692306 0.10114822]\n",
      " [0.11674907 0.07824883 0.09560511 0.09316976 0.11156125 0.08107433\n",
      "  0.10423817 0.12713853 0.09308328 0.09913172]\n",
      " [0.11376718 0.07912174 0.11162505 0.11447392 0.09911011 0.08951104\n",
      "  0.11599951 0.0956464  0.09970605 0.08103889]\n",
      " [0.11331341 0.08260199 0.0917879  0.11031232 0.09554323 0.08835593\n",
      "  0.0961706  0.10926683 0.10666361 0.10598412]\n",
      " [0.11720662 0.08488658 0.10409994 0.10163548 0.10647149 0.09871516\n",
      "  0.09370223 0.09340099 0.10751124 0.09237032]\n",
      " [0.12957779 0.06927647 0.10939415 0.12806202 0.09084251 0.10369808\n",
      "  0.08725733 0.08354579 0.11644695 0.08189896]\n",
      " [0.12663634 0.07243668 0.10309358 0.12422539 0.08337777 0.09330243\n",
      "  0.10585498 0.10171321 0.09478087 0.09457877]\n",
      " [0.15949443 0.08046881 0.10350163 0.09891228 0.08248834 0.10948246\n",
      "  0.07668585 0.08762419 0.1177706  0.0835714 ]\n",
      " [0.1262353  0.08631326 0.09575045 0.10443435 0.08374604 0.07562584\n",
      "  0.10950153 0.09655843 0.11747444 0.1043603 ]\n",
      " [0.11625612 0.07276685 0.11358298 0.10501629 0.11226882 0.08637661\n",
      "  0.10453559 0.09178964 0.10283352 0.09457352]\n",
      " [0.09082353 0.08939942 0.11013728 0.09952504 0.10044932 0.10073226\n",
      "  0.09725769 0.09847192 0.10594955 0.10725399]\n",
      " [0.11136756 0.06771693 0.09106962 0.12948193 0.10119513 0.10548443\n",
      "  0.0757155  0.11785311 0.10978603 0.09032971]\n",
      " [0.10917731 0.08754102 0.09682746 0.1428581  0.07701433 0.09510479\n",
      "  0.08843251 0.08720036 0.1107261  0.10511813]\n",
      " [0.10278183 0.09002537 0.10251851 0.1071222  0.09923498 0.09448829\n",
      "  0.08685284 0.11481765 0.10251026 0.09964801]\n",
      " [0.09785574 0.10835724 0.09141756 0.10715507 0.10259102 0.10581692\n",
      "  0.10282052 0.08494825 0.09684773 0.10218983]\n",
      " [0.11910331 0.06645698 0.10403574 0.11914939 0.08828487 0.11212921\n",
      "  0.09028134 0.08568025 0.1200823  0.09479661]\n",
      " [0.119592   0.0846533  0.1042195  0.11127033 0.09668507 0.10069548\n",
      "  0.1014547  0.10857996 0.08465625 0.08819342]\n",
      " [0.10742678 0.10549001 0.1051079  0.09287629 0.09148207 0.10612759\n",
      "  0.09242281 0.0979334  0.10292181 0.09821127]\n",
      " [0.09209029 0.11532201 0.09907782 0.0991824  0.11067349 0.09329394\n",
      "  0.10050843 0.09312785 0.0975227  0.09920103]\n",
      " [0.14543165 0.09111661 0.08854617 0.10379581 0.09251025 0.10810298\n",
      "  0.09006432 0.08709501 0.11777399 0.07556315]\n",
      " [0.11079847 0.08969857 0.09958366 0.104207   0.09472953 0.1024323\n",
      "  0.0880502  0.1029565  0.12899561 0.07854822]\n",
      " [0.12670529 0.10011771 0.09047028 0.10787446 0.0876027  0.09746011\n",
      "  0.07941985 0.10944811 0.10157374 0.09932779]\n",
      " [0.10859117 0.09010697 0.0952653  0.10287084 0.10738081 0.08925895\n",
      "  0.10133598 0.11835118 0.10068086 0.08615795]\n",
      " [0.10275324 0.09479813 0.08961964 0.11818435 0.10218566 0.10775305\n",
      "  0.09335382 0.08857825 0.11067964 0.09209411]\n",
      " [0.11058014 0.09083583 0.10183921 0.10760194 0.08119803 0.10858001\n",
      "  0.10472764 0.07725701 0.11698858 0.10039159]\n",
      " [0.12244055 0.07843224 0.09615778 0.1228954  0.08580452 0.09653538\n",
      "  0.10257836 0.08545922 0.11189253 0.097804  ]\n",
      " [0.11126847 0.09470063 0.09897623 0.10664791 0.09871863 0.1024166\n",
      "  0.08812156 0.09675421 0.10176621 0.10062952]\n",
      " [0.10045527 0.09339308 0.10348037 0.09994058 0.10105789 0.09995063\n",
      "  0.09704786 0.0895498  0.11968511 0.09543939]\n",
      " [0.11591361 0.08304789 0.08781616 0.09284001 0.08467469 0.12321331\n",
      "  0.08389039 0.10694215 0.1287496  0.09291217]\n",
      " [0.1003953  0.09170256 0.10567588 0.11509059 0.08465071 0.0916752\n",
      "  0.09247582 0.12177654 0.11515927 0.08139823]\n",
      " [0.11426651 0.07585278 0.11621563 0.11465637 0.10567711 0.08376116\n",
      "  0.09730469 0.08669537 0.1076751  0.09789534]\n",
      " [0.12533034 0.06212761 0.12746741 0.12044805 0.08615132 0.09564584\n",
      "  0.1088348  0.08455649 0.10208966 0.08734845]\n",
      " [0.12225329 0.07895144 0.09655369 0.09663523 0.10489461 0.10904448\n",
      "  0.09012166 0.11885529 0.09557489 0.08711539]\n",
      " [0.10539554 0.09369241 0.13127245 0.11503781 0.08550765 0.08436161\n",
      "  0.10308533 0.08453353 0.10054947 0.09656415]\n",
      " [0.12525252 0.08231891 0.10788833 0.10619443 0.09378578 0.08478989\n",
      "  0.12194503 0.08162385 0.10051519 0.09568609]\n",
      " [0.13211423 0.09139691 0.11694212 0.13940339 0.07372339 0.09348974\n",
      "  0.09414622 0.09740373 0.07856565 0.08281466]\n",
      " [0.1652075  0.07746533 0.08901124 0.09706081 0.07774492 0.10705703\n",
      "  0.09302256 0.09925669 0.10317325 0.0910007 ]\n",
      " [0.10001718 0.07904732 0.09801975 0.11432783 0.09323712 0.10178287\n",
      "  0.10210525 0.1120403  0.10781009 0.09161235]] (16.365 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 2.86748\n",
      "INFO:tensorflow:probabilities = [[0.10778784 0.09691877 0.1098635  0.11320407 0.08960105 0.10264397\n",
      "  0.09064217 0.10268036 0.09101797 0.09564041]\n",
      " [0.14104846 0.09555821 0.08424639 0.08926529 0.08194923 0.0901602\n",
      "  0.10735405 0.09129724 0.1426191  0.07650182]\n",
      " [0.13261434 0.09367433 0.09980012 0.10299005 0.092694   0.08416001\n",
      "  0.10120318 0.08715818 0.11187848 0.09382723]\n",
      " [0.12982407 0.09226228 0.11850692 0.11291702 0.10591299 0.08650414\n",
      "  0.10086436 0.08224311 0.09109312 0.07987191]\n",
      " [0.15858765 0.06800819 0.10203356 0.1089543  0.08118273 0.11125094\n",
      "  0.08806254 0.0812039  0.10501704 0.09569913]\n",
      " [0.1241091  0.07190538 0.11583767 0.13313231 0.07830997 0.08669446\n",
      "  0.0810776  0.09930886 0.11533849 0.09428613]\n",
      " [0.13647965 0.07964846 0.12149531 0.11003109 0.09217891 0.09057266\n",
      "  0.11403158 0.08334761 0.08530775 0.08690698]\n",
      " [0.10900291 0.06926943 0.10905026 0.1021144  0.11225346 0.08980636\n",
      "  0.10480931 0.11567825 0.09455963 0.09345601]\n",
      " [0.13100287 0.07631632 0.12995452 0.10291709 0.08606988 0.09465721\n",
      "  0.11355482 0.09351843 0.08403617 0.08797266]\n",
      " [0.10043381 0.13749385 0.10004029 0.08810984 0.09305343 0.08073065\n",
      "  0.08604434 0.09794723 0.11855125 0.09759539]\n",
      " [0.1255948  0.10215267 0.08502081 0.1014744  0.09042697 0.08679148\n",
      "  0.09491645 0.09023083 0.13137485 0.09201688]\n",
      " [0.08423903 0.10763361 0.09729329 0.09913281 0.09121783 0.10445644\n",
      "  0.0848306  0.10615186 0.1193998  0.10564467]\n",
      " [0.11799312 0.07121751 0.09179769 0.09086456 0.09378893 0.09106211\n",
      "  0.12589267 0.11419867 0.11832237 0.08486234]\n",
      " [0.09518381 0.09501042 0.07561124 0.12529506 0.07931745 0.07186396\n",
      "  0.07142727 0.14534289 0.1127153  0.12823252]\n",
      " [0.1076424  0.07938423 0.11532979 0.11547052 0.07549948 0.09470557\n",
      "  0.10901704 0.0972976  0.11134584 0.09430758]\n",
      " [0.11624321 0.06703521 0.10914657 0.11011944 0.09924074 0.10980156\n",
      "  0.10508915 0.08677298 0.10697162 0.08957945]\n",
      " [0.12139944 0.09646559 0.10484799 0.08505826 0.0853563  0.09019953\n",
      "  0.10942269 0.10923536 0.11248283 0.08553205]\n",
      " [0.10684941 0.08917864 0.0740771  0.10615714 0.10053098 0.08730785\n",
      "  0.08222407 0.11202915 0.11876275 0.12288287]\n",
      " [0.16945322 0.07305697 0.09340616 0.11384806 0.08172034 0.10552469\n",
      "  0.1003068  0.1014176  0.08511823 0.07614793]\n",
      " [0.10207648 0.07364663 0.10020849 0.09546605 0.09472815 0.10517512\n",
      "  0.11737027 0.10625011 0.09171549 0.1133632 ]\n",
      " [0.1038368  0.1203879  0.09576917 0.09295963 0.08727089 0.09976183\n",
      "  0.10312164 0.10019062 0.09859177 0.09810977]\n",
      " [0.08267687 0.09814113 0.10214836 0.10144853 0.10039514 0.08919156\n",
      "  0.10540191 0.11103097 0.10270973 0.10685578]\n",
      " [0.10945552 0.0883294  0.08679271 0.13395566 0.1009828  0.0973187\n",
      "  0.09188492 0.09055842 0.11509594 0.08562592]\n",
      " [0.10278822 0.07049842 0.09925882 0.09765457 0.11928303 0.09364165\n",
      "  0.08465005 0.11005675 0.11961984 0.10254867]\n",
      " [0.13653612 0.06166649 0.11088778 0.12285094 0.09295001 0.11298233\n",
      "  0.08592977 0.10865172 0.08119593 0.08634887]\n",
      " [0.17790379 0.0715887  0.08288328 0.09805386 0.10981886 0.09727831\n",
      "  0.07949036 0.08644635 0.1045102  0.09202632]\n",
      " [0.15375127 0.05915672 0.09042487 0.11101577 0.0842275  0.09820048\n",
      "  0.09758772 0.11030038 0.10912555 0.08620971]\n",
      " [0.12378919 0.10558339 0.09980176 0.09304288 0.10453083 0.09884168\n",
      "  0.11567894 0.08570993 0.08199794 0.09102346]\n",
      " [0.11606524 0.07525238 0.0993958  0.13356987 0.10116082 0.0863899\n",
      "  0.10861913 0.09191789 0.10163792 0.08599102]\n",
      " [0.14163594 0.07997268 0.12317669 0.12472219 0.08865846 0.08501912\n",
      "  0.10132532 0.07944759 0.09242671 0.08361525]\n",
      " [0.10441852 0.10117411 0.0984181  0.10901672 0.08281065 0.09274469\n",
      "  0.10432548 0.11305641 0.09580108 0.09823425]\n",
      " [0.09593909 0.12058195 0.09739251 0.11342701 0.08676913 0.08938361\n",
      "  0.08976666 0.08991751 0.12007267 0.09674983]\n",
      " [0.11804753 0.08261995 0.12144618 0.11152788 0.10310528 0.09917992\n",
      "  0.10917765 0.07591018 0.08442761 0.09455783]\n",
      " [0.12346789 0.1048178  0.11264036 0.09872182 0.09905238 0.09367823\n",
      "  0.07230883 0.09884165 0.10579476 0.09067624]\n",
      " [0.11508068 0.0870157  0.08314478 0.11422349 0.0850108  0.09733117\n",
      "  0.08890057 0.09844481 0.11785736 0.11299067]\n",
      " [0.12640923 0.08566742 0.1142428  0.13337956 0.07291162 0.09495416\n",
      "  0.093736   0.09911796 0.0860491  0.09353224]\n",
      " [0.1067061  0.06882203 0.09787003 0.11301044 0.09131936 0.10433234\n",
      "  0.08756584 0.12824784 0.1031787  0.09894732]\n",
      " [0.12167789 0.06825206 0.09651352 0.10407059 0.10759377 0.09352683\n",
      "  0.09841244 0.0886355  0.11451566 0.10680179]\n",
      " [0.10972518 0.0759884  0.10595339 0.09565663 0.08227777 0.10053422\n",
      "  0.07433774 0.13605532 0.11520895 0.10426247]\n",
      " [0.11214227 0.08305307 0.10564084 0.09229094 0.11435698 0.10204232\n",
      "  0.10272215 0.09233935 0.10671432 0.0886977 ]\n",
      " [0.11559425 0.0739328  0.08906633 0.10747145 0.10365657 0.10938749\n",
      "  0.12234374 0.09427471 0.10067006 0.08360264]\n",
      " [0.08776044 0.10865723 0.10479476 0.09655424 0.09658706 0.10081068\n",
      "  0.10392325 0.10330515 0.09982225 0.09778494]\n",
      " [0.10054348 0.09132881 0.10230266 0.10106979 0.09112791 0.07590003\n",
      "  0.07283211 0.14763941 0.11727276 0.09998308]\n",
      " [0.12536278 0.09621207 0.09479113 0.10709196 0.0903823  0.10883104\n",
      "  0.08731214 0.09042477 0.12562585 0.07396595]\n",
      " [0.11022227 0.08658363 0.09876683 0.09573366 0.09245415 0.08822004\n",
      "  0.09506893 0.11200602 0.09971339 0.12123107]\n",
      " [0.10422985 0.09773185 0.09802929 0.12176791 0.07387928 0.09329168\n",
      "  0.10588293 0.0963603  0.11122613 0.09760083]\n",
      " [0.1201325  0.06667822 0.09296679 0.08997191 0.10764448 0.08551507\n",
      "  0.10383404 0.11256023 0.11236477 0.10833202]\n",
      " [0.10014302 0.06963092 0.1108211  0.10375415 0.12676485 0.0798356\n",
      "  0.10649258 0.10428233 0.10037423 0.09790119]\n",
      " [0.16199835 0.06361208 0.09916363 0.08957015 0.09119713 0.13351884\n",
      "  0.10558993 0.08567699 0.08634128 0.08333164]\n",
      " [0.10441615 0.09610472 0.10823372 0.09398984 0.06711616 0.1003053\n",
      "  0.10308552 0.0989652  0.12937076 0.0984126 ]\n",
      " [0.10861486 0.08023195 0.10420545 0.11650559 0.09969814 0.09506439\n",
      "  0.1090071  0.09306136 0.10474145 0.08886975]\n",
      " [0.1323906  0.06985901 0.08678592 0.12456658 0.08321839 0.10154656\n",
      "  0.0822242  0.10815686 0.10630733 0.10494447]\n",
      " [0.09729787 0.09397322 0.08597182 0.09208144 0.09647355 0.08665756\n",
      "  0.10504716 0.11875699 0.10647748 0.11726283]\n",
      " [0.12027696 0.08141475 0.11584627 0.1215639  0.08691106 0.10107852\n",
      "  0.07648461 0.10681675 0.10199912 0.08760799]\n",
      " [0.10803511 0.09003303 0.10622691 0.10142708 0.1145529  0.08541829\n",
      "  0.10812196 0.09491291 0.09633914 0.09493259]\n",
      " [0.1061372  0.08520132 0.11097746 0.11000815 0.09862182 0.10706232\n",
      "  0.10938    0.09485752 0.1036258  0.07412839]\n",
      " [0.16531445 0.06555254 0.09329082 0.11637837 0.09353943 0.10116468\n",
      "  0.10013653 0.09364631 0.08359883 0.08737804]\n",
      " [0.09501046 0.07644001 0.11875236 0.10861208 0.09703077 0.0886199\n",
      "  0.07948522 0.1224477  0.10324294 0.1103585 ]\n",
      " [0.12531054 0.06799946 0.1078995  0.1125448  0.08399549 0.10819661\n",
      "  0.10748619 0.09191366 0.10389195 0.0907618 ]\n",
      " [0.1021645  0.08772134 0.10272606 0.08665554 0.10957351 0.07551051\n",
      "  0.11805983 0.09948406 0.12529863 0.09280592]\n",
      " [0.10426648 0.08049241 0.08815119 0.12605761 0.09424752 0.0876226\n",
      "  0.10578991 0.11357497 0.09446725 0.10533008]\n",
      " [0.1248811  0.08250051 0.1018533  0.08838324 0.10119729 0.09315221\n",
      "  0.11051528 0.09193104 0.09006952 0.11551663]\n",
      " [0.13026823 0.08266605 0.12021655 0.09686331 0.09730577 0.10583302\n",
      "  0.09121305 0.08322987 0.09179014 0.10061405]\n",
      " [0.13290069 0.07432786 0.11173213 0.08411226 0.08498099 0.08679173\n",
      "  0.10684511 0.0931417  0.14195311 0.08321438]\n",
      " [0.10058673 0.09372073 0.09900505 0.09819079 0.11500823 0.07816977\n",
      "  0.09315696 0.11447385 0.11246436 0.09522345]\n",
      " [0.12603489 0.07754558 0.0979595  0.12332075 0.08609154 0.09326014\n",
      "  0.10013299 0.10245989 0.10252076 0.09067396]\n",
      " [0.1079426  0.09520446 0.09784532 0.09773922 0.08785685 0.08464001\n",
      "  0.0799711  0.1133618  0.12247369 0.11296488]\n",
      " [0.10535541 0.08903711 0.09911053 0.10837515 0.08579315 0.10402974\n",
      "  0.0901074  0.09742884 0.12669717 0.09406547]\n",
      " [0.10163763 0.08504273 0.11678392 0.11592253 0.07595947 0.10321516\n",
      "  0.09635415 0.08365156 0.1154267  0.10600611]\n",
      " [0.09005503 0.08860701 0.09045647 0.12138862 0.09403019 0.1040928\n",
      "  0.08040117 0.10397676 0.13530225 0.09168961]\n",
      " [0.09990741 0.11758334 0.10907906 0.09427415 0.08755214 0.10249326\n",
      "  0.08954378 0.09762563 0.11622397 0.08571727]\n",
      " [0.16578099 0.06286636 0.1042437  0.1079644  0.1181015  0.07539859\n",
      "  0.09930428 0.09117083 0.08348801 0.0916814 ]\n",
      " [0.13759218 0.08374231 0.09575906 0.11800095 0.07409499 0.12469453\n",
      "  0.08768719 0.10563222 0.09495669 0.07783993]\n",
      " [0.10868873 0.10085066 0.0966635  0.10838053 0.12104748 0.07374702\n",
      "  0.08548601 0.08456713 0.10996187 0.11060711]\n",
      " [0.14980003 0.08455702 0.10287613 0.11127473 0.09813995 0.10189451\n",
      "  0.10068826 0.07360328 0.10164072 0.07552531]\n",
      " [0.09826421 0.11108121 0.09237685 0.10007235 0.10006279 0.07660934\n",
      "  0.10807566 0.10765821 0.10113084 0.10466854]\n",
      " [0.12642218 0.09528156 0.11640459 0.09131173 0.11118896 0.10524399\n",
      "  0.07800371 0.09854015 0.10032804 0.07727505]\n",
      " [0.10861638 0.09451251 0.0889102  0.09447989 0.08737869 0.09629386\n",
      "  0.07703438 0.12451856 0.12365449 0.10460114]\n",
      " [0.1011182  0.07581316 0.08207236 0.10429095 0.1095911  0.08772542\n",
      "  0.09822387 0.11713131 0.10877565 0.11525792]\n",
      " [0.13198808 0.06159219 0.11705041 0.11105319 0.0759111  0.10189757\n",
      "  0.08884178 0.12826127 0.10534513 0.07805929]\n",
      " [0.09951843 0.09926834 0.10674787 0.1072105  0.09253669 0.09678204\n",
      "  0.09461926 0.09207267 0.09992891 0.11131527]\n",
      " [0.13982886 0.0714696  0.09417628 0.12797719 0.09052144 0.09962924\n",
      "  0.07175191 0.10943316 0.10537847 0.08983388]\n",
      " [0.12176572 0.08157774 0.1038182  0.09861986 0.12170324 0.08742449\n",
      "  0.10920736 0.09696857 0.09019312 0.08872174]\n",
      " [0.09914134 0.12012461 0.0993624  0.08986572 0.07413121 0.09094328\n",
      "  0.10555797 0.10597315 0.11767692 0.09722339]\n",
      " [0.12273981 0.08141268 0.07232594 0.09398162 0.11293971 0.10272651\n",
      "  0.08593367 0.0969081  0.12573133 0.10530055]\n",
      " [0.09813143 0.1010483  0.09976777 0.09824807 0.11779388 0.08234616\n",
      "  0.11944251 0.09338098 0.10357185 0.08626904]\n",
      " [0.09142239 0.09910123 0.0918781  0.09364428 0.08750609 0.09636298\n",
      "  0.11010604 0.12982236 0.10727926 0.09287728]\n",
      " [0.10268158 0.12243915 0.09915886 0.09402809 0.07355819 0.10083623\n",
      "  0.10143563 0.09979173 0.11572273 0.09034785]\n",
      " [0.10053161 0.08794332 0.10397507 0.0960033  0.09927925 0.09387723\n",
      "  0.08590481 0.13188165 0.09737726 0.10322648]\n",
      " [0.11616256 0.10937781 0.08879645 0.10492043 0.08921793 0.08868977\n",
      "  0.10504279 0.10694202 0.10248423 0.08836595]\n",
      " [0.13329631 0.07028913 0.10260169 0.11562011 0.0928703  0.0937984\n",
      "  0.09062468 0.10074195 0.13002127 0.07013615]\n",
      " [0.12914728 0.07935309 0.09404826 0.15316659 0.07951868 0.08987963\n",
      "  0.10665001 0.06402972 0.11462783 0.08957896]\n",
      " [0.14210038 0.07859031 0.11331819 0.11026093 0.09167289 0.09461775\n",
      "  0.08963986 0.08620072 0.0889382  0.10466067]\n",
      " [0.10807606 0.09393759 0.08680029 0.10946617 0.07478464 0.08808783\n",
      "  0.09061123 0.13031727 0.10251191 0.11540698]\n",
      " [0.09415611 0.06988779 0.09197636 0.1098097  0.09943735 0.10054295\n",
      "  0.09940619 0.11093569 0.12069998 0.10314793]\n",
      " [0.10691369 0.09392538 0.08985861 0.09543302 0.09220926 0.09251946\n",
      "  0.09386826 0.10855542 0.11804569 0.10867129]\n",
      " [0.12286886 0.08704247 0.12494896 0.09749631 0.09796877 0.08084318\n",
      "  0.12115638 0.07865186 0.09786759 0.09115563]\n",
      " [0.1222514  0.07889071 0.08319543 0.09632645 0.08993416 0.09675213\n",
      "  0.09493697 0.13018566 0.11062323 0.09690391]\n",
      " [0.08438616 0.09219933 0.08974379 0.09935471 0.11286445 0.08572409\n",
      "  0.10880781 0.11625444 0.10471331 0.10595185]\n",
      " [0.0985964  0.0742405  0.08907784 0.10083105 0.12056981 0.09522189\n",
      "  0.1169961  0.10712313 0.10225926 0.09508397]] (18.508 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 2.1410027, step = 601 (34.871 sec)\n",
      "INFO:tensorflow:probabilities = [[0.12776329 0.07632226 0.10452104 0.10225828 0.08440157 0.10413476\n",
      "  0.09735181 0.09752836 0.12092941 0.08478927]\n",
      " [0.10262305 0.09250644 0.103512   0.09848607 0.0748196  0.08976669\n",
      "  0.08219317 0.1413839  0.11622895 0.09848014]\n",
      " [0.10634203 0.10692123 0.08674958 0.10510455 0.09885739 0.10003588\n",
      "  0.08949525 0.10477079 0.10692275 0.09480063]\n",
      " [0.09542235 0.09234112 0.09455394 0.11008345 0.08286555 0.10512505\n",
      "  0.08854181 0.12545079 0.10847237 0.09714363]\n",
      " [0.11537924 0.05807323 0.11002505 0.09413379 0.1299528  0.08847465\n",
      "  0.08697455 0.09913503 0.12315635 0.09469525]\n",
      " [0.10918508 0.1070963  0.09495012 0.09249278 0.09444498 0.089632\n",
      "  0.10121211 0.11279371 0.11104709 0.08714569]\n",
      " [0.13143905 0.0644631  0.09583376 0.12238619 0.0762981  0.10757203\n",
      "  0.10749024 0.09416521 0.12225291 0.07809933]\n",
      " [0.11843161 0.07374099 0.10030115 0.09151219 0.1068195  0.08501881\n",
      "  0.1130266  0.10473575 0.10438491 0.10202853]\n",
      " [0.1229715  0.06491662 0.09715433 0.10144415 0.10738779 0.09021332\n",
      "  0.12043173 0.07325995 0.10062636 0.12159421]\n",
      " [0.1081805  0.08312292 0.1282304  0.0975707  0.10895682 0.10072528\n",
      "  0.09587499 0.09793561 0.09442265 0.08498012]\n",
      " [0.10937028 0.07745715 0.0910655  0.13031545 0.11720338 0.09235106\n",
      "  0.08565091 0.10477852 0.09293882 0.09886894]\n",
      " [0.10820273 0.08652567 0.10593613 0.13358375 0.09041813 0.09603449\n",
      "  0.12162771 0.08291384 0.11267033 0.06208725]\n",
      " [0.10716747 0.08127254 0.10535631 0.11547661 0.09008585 0.10264558\n",
      "  0.09940697 0.10733072 0.09634784 0.09491007]\n",
      " [0.08237804 0.08554319 0.11241456 0.11872159 0.09187328 0.09671941\n",
      "  0.09322712 0.11578157 0.10154089 0.10180036]\n",
      " [0.09456328 0.06051533 0.12357084 0.12336268 0.09750144 0.07818644\n",
      "  0.08507849 0.12894733 0.10649195 0.1017823 ]\n",
      " [0.11908511 0.08262402 0.10101048 0.09285952 0.09683973 0.08814187\n",
      "  0.08576814 0.09910416 0.15347518 0.08109173]\n",
      " [0.15478097 0.09006437 0.09940343 0.10083982 0.06967587 0.13129297\n",
      "  0.09037282 0.07376769 0.09718637 0.09261566]\n",
      " [0.14010465 0.08458786 0.12086045 0.11948201 0.06963351 0.09132895\n",
      "  0.09395576 0.1061429  0.09671889 0.07718507]\n",
      " [0.10571895 0.11671453 0.10085743 0.11378001 0.08833908 0.09103359\n",
      "  0.07927804 0.08314074 0.12172392 0.09941363]\n",
      " [0.11744792 0.06869609 0.09728505 0.11506581 0.09214029 0.10404874\n",
      "  0.12384363 0.07912733 0.11627094 0.08607416]\n",
      " [0.08874489 0.08865634 0.10945835 0.11459865 0.08534502 0.10631257\n",
      "  0.11667608 0.08712863 0.10663211 0.09644739]\n",
      " [0.09492698 0.08601331 0.1220916  0.10442287 0.09192414 0.09903478\n",
      "  0.10509887 0.11356708 0.09192013 0.09100027]\n",
      " [0.1132911  0.08816843 0.11022147 0.08945119 0.09708004 0.09301065\n",
      "  0.11994326 0.07246619 0.11678515 0.0995825 ]\n",
      " [0.13171232 0.07591395 0.09810589 0.08150337 0.11228826 0.08318371\n",
      "  0.13412513 0.07088611 0.12242772 0.0898535 ]\n",
      " [0.12526217 0.05692951 0.09801411 0.09686795 0.11644101 0.0827014\n",
      "  0.1268664  0.09377978 0.09488517 0.10825248]\n",
      " [0.09520669 0.07278083 0.10311971 0.08529571 0.12998009 0.08402617\n",
      "  0.11874533 0.11363435 0.09320078 0.10401032]\n",
      " [0.14058177 0.06385063 0.09382842 0.11524552 0.09166718 0.08796862\n",
      "  0.09733909 0.09946644 0.112737   0.09731527]\n",
      " [0.10169846 0.06890832 0.11289568 0.10356509 0.10146005 0.09437304\n",
      "  0.13290149 0.08466963 0.083202   0.11632629]\n",
      " [0.11033541 0.07241142 0.11916395 0.09979609 0.10141326 0.08967076\n",
      "  0.13325417 0.09847451 0.08139061 0.09408981]\n",
      " [0.09766398 0.11070126 0.08453482 0.08695183 0.09024359 0.08645625\n",
      "  0.10176478 0.11013982 0.12790607 0.10363755]\n",
      " [0.12211595 0.08567569 0.12802985 0.10166838 0.07296345 0.09648874\n",
      "  0.08413773 0.10055079 0.11169592 0.09667351]\n",
      " [0.09986293 0.07406353 0.11314771 0.09895969 0.08896766 0.10052433\n",
      "  0.07077246 0.14934443 0.10374708 0.10061016]\n",
      " [0.14688644 0.08246259 0.09374945 0.1062378  0.07710366 0.09595989\n",
      "  0.11185975 0.08229813 0.1074303  0.09601201]\n",
      " [0.13284788 0.05928325 0.10054096 0.08870951 0.09691185 0.10373088\n",
      "  0.13675648 0.08331698 0.10364305 0.09425914]\n",
      " [0.12768543 0.10287165 0.08392719 0.10329238 0.08009529 0.11150121\n",
      "  0.0903337  0.08897685 0.12532705 0.08598928]\n",
      " [0.09634776 0.12446591 0.10851598 0.09846812 0.0843101  0.09043752\n",
      "  0.08941869 0.0881604  0.11862392 0.10125154]\n",
      " [0.14150494 0.0669369  0.11296389 0.11784873 0.08019857 0.07471793\n",
      "  0.12981604 0.07788844 0.10491037 0.09321405]\n",
      " [0.10962527 0.10100169 0.11516748 0.1233691  0.07138997 0.10961533\n",
      "  0.08418231 0.09627108 0.10793092 0.08144686]\n",
      " [0.09458102 0.1177322  0.10537916 0.10320645 0.07786983 0.09414259\n",
      "  0.08123645 0.09292262 0.11994067 0.11298906]\n",
      " [0.10773172 0.12206531 0.09377011 0.09617113 0.08869211 0.101275\n",
      "  0.09410769 0.09877454 0.09918626 0.09822614]\n",
      " [0.11015985 0.0877605  0.11123987 0.09395628 0.09934773 0.11386836\n",
      "  0.09146158 0.08642108 0.1234717  0.08231301]\n",
      " [0.10972928 0.08154991 0.10383714 0.10160729 0.12371091 0.07680175\n",
      "  0.09444302 0.10648219 0.10045586 0.10138263]\n",
      " [0.11240362 0.06983375 0.086357   0.10435147 0.09172948 0.11229626\n",
      "  0.09467769 0.10799609 0.10534998 0.11500472]\n",
      " [0.10659082 0.07981531 0.11778967 0.09770559 0.07668848 0.08370846\n",
      "  0.06727102 0.13059697 0.12982096 0.11001268]\n",
      " [0.12575807 0.06558379 0.10878637 0.0970526  0.1079945  0.08253892\n",
      "  0.10138494 0.10186684 0.10412849 0.1049056 ]\n",
      " [0.14359596 0.08354392 0.09851787 0.11622302 0.08082511 0.100663\n",
      "  0.12198    0.07263312 0.0963721  0.08564579]\n",
      " [0.09100692 0.12437061 0.10356683 0.09297265 0.0859995  0.09576209\n",
      "  0.10312509 0.09230778 0.11650395 0.09438453]\n",
      " [0.08777271 0.1137738  0.09895953 0.09405661 0.09859915 0.09654751\n",
      "  0.08902263 0.11255605 0.11310569 0.09560635]\n",
      " [0.10939067 0.07004839 0.09462819 0.08579211 0.10066954 0.07592277\n",
      "  0.06730461 0.1598987  0.12780488 0.10854015]\n",
      " [0.14506468 0.10293675 0.09815594 0.12340242 0.07567687 0.11796349\n",
      "  0.08179443 0.08235279 0.08946184 0.08319072]\n",
      " [0.12371548 0.07527455 0.0981358  0.11772836 0.07492094 0.11417072\n",
      "  0.11868137 0.09379956 0.08729505 0.09627817]\n",
      " [0.14333767 0.06430165 0.094376   0.11325997 0.08968468 0.08135668\n",
      "  0.10936383 0.09217134 0.1078427  0.10430545]\n",
      " [0.10174574 0.07741386 0.09382351 0.10951122 0.09498388 0.0752946\n",
      "  0.10837231 0.12709028 0.09667906 0.1150855 ]\n",
      " [0.13593583 0.07288416 0.11355858 0.12873851 0.09971116 0.08444038\n",
      "  0.09740378 0.08459483 0.09282354 0.08990932]\n",
      " [0.10143892 0.08744664 0.09627283 0.0918076  0.11164682 0.09744349\n",
      "  0.09604547 0.10933393 0.10648411 0.10208014]\n",
      " [0.12265155 0.0972772  0.11885025 0.13349113 0.08530149 0.07303373\n",
      "  0.10838871 0.09024566 0.0887605  0.08199981]\n",
      " [0.17478986 0.07456496 0.08618207 0.10419811 0.10270815 0.10181255\n",
      "  0.08428451 0.08839447 0.0955798  0.08748555]\n",
      " [0.11336721 0.09140556 0.1264713  0.09909716 0.0944695  0.08686795\n",
      "  0.08265159 0.11303502 0.10233966 0.09029513]\n",
      " [0.09980035 0.06658621 0.11115791 0.08638585 0.10058674 0.08760042\n",
      "  0.12119828 0.13082224 0.09631248 0.09954944]\n",
      " [0.11836186 0.06587493 0.10260261 0.09859837 0.12468144 0.11001469\n",
      "  0.10919424 0.09724654 0.08033787 0.0930874 ]\n",
      " [0.10619406 0.07604012 0.10431465 0.10604658 0.14693621 0.06259437\n",
      "  0.09129784 0.10918507 0.09393971 0.10345132]\n",
      " [0.13391043 0.06264672 0.10664342 0.09983718 0.11974297 0.08935829\n",
      "  0.09955347 0.09993363 0.08742855 0.10094533]\n",
      " [0.13407794 0.08320539 0.11305554 0.10854623 0.0984144  0.09840406\n",
      "  0.0892631  0.09067972 0.10434933 0.08000427]\n",
      " [0.1194546  0.07835581 0.11957576 0.09892767 0.09785673 0.10197887\n",
      "  0.09331414 0.09586802 0.1133665  0.08130193]\n",
      " [0.12159016 0.09663913 0.10441308 0.10028414 0.11130496 0.09351729\n",
      "  0.10865279 0.08165743 0.08444408 0.09749695]\n",
      " [0.12053982 0.08770873 0.10015965 0.10036381 0.08016008 0.11495627\n",
      "  0.09630953 0.09198944 0.11737376 0.09043894]\n",
      " [0.18449755 0.05495066 0.11953278 0.10087349 0.1037233  0.12461169\n",
      "  0.09949629 0.06091237 0.08382085 0.06758096]\n",
      " [0.12233122 0.08808035 0.09368566 0.1115796  0.08721267 0.09421157\n",
      "  0.08922794 0.13300975 0.08827915 0.09238202]\n",
      " [0.09569518 0.09295068 0.09357711 0.1029366  0.0842436  0.10300312\n",
      "  0.09419676 0.11821061 0.10478641 0.11039993]\n",
      " [0.15326326 0.07245028 0.11902369 0.10353474 0.08058996 0.09438698\n",
      "  0.10236573 0.08461058 0.10856701 0.08120784]\n",
      " [0.0957366  0.09338325 0.09622259 0.10521311 0.10050195 0.1047848\n",
      "  0.09059123 0.10488029 0.11487017 0.093816  ]\n",
      " [0.13195597 0.0765005  0.08860468 0.10526748 0.0826261  0.10198165\n",
      "  0.10231802 0.106499   0.10311695 0.10112962]\n",
      " [0.10151286 0.09800718 0.11348671 0.09849991 0.09456086 0.10134125\n",
      "  0.10567141 0.10092381 0.09388231 0.09211364]\n",
      " [0.09148489 0.09537704 0.09343567 0.11769561 0.10161035 0.090933\n",
      "  0.10381623 0.09769166 0.09691811 0.11103749]\n",
      " [0.10171051 0.10141091 0.09508834 0.11298419 0.08911478 0.09763448\n",
      "  0.10609374 0.09125725 0.10010734 0.10459842]\n",
      " [0.11848665 0.08703899 0.11230154 0.13794206 0.08330997 0.08816881\n",
      "  0.098502   0.07678775 0.1144534  0.08300882]\n",
      " [0.147745   0.05880372 0.09667619 0.13775735 0.08344512 0.11309291\n",
      "  0.10759796 0.08706088 0.09632766 0.0714931 ]\n",
      " [0.14562126 0.09222399 0.09709026 0.08971185 0.08547241 0.09043468\n",
      "  0.10549619 0.07028524 0.12898357 0.09468059]\n",
      " [0.11450161 0.0907425  0.09324574 0.08592533 0.07265907 0.10955506\n",
      "  0.08379757 0.12133116 0.10731456 0.12092736]\n",
      " [0.10686999 0.07316143 0.08883139 0.11859438 0.10655084 0.08536566\n",
      "  0.08688227 0.11284715 0.12209976 0.09879716]\n",
      " [0.13880195 0.09446301 0.1021042  0.09805427 0.08156879 0.08941679\n",
      "  0.08614815 0.09331231 0.13171884 0.0844117 ]\n",
      " [0.18747246 0.06380056 0.0914025  0.09946726 0.10560963 0.08508805\n",
      "  0.10374303 0.08425181 0.08327647 0.09588829]\n",
      " [0.10591607 0.07488782 0.11364448 0.1076633  0.08438906 0.08726075\n",
      "  0.12760296 0.08342108 0.12533396 0.0898804 ]\n",
      " [0.09874423 0.12003973 0.09302869 0.10145504 0.10105173 0.08869226\n",
      "  0.08907179 0.09397173 0.1150424  0.09890242]\n",
      " [0.10568906 0.11788055 0.10113107 0.08059017 0.08493388 0.09715328\n",
      "  0.1278116  0.08988698 0.1143473  0.08057611]\n",
      " [0.08968265 0.10334577 0.09256634 0.10248745 0.08691408 0.0950828\n",
      "  0.10853564 0.10772326 0.10278332 0.11087865]\n",
      " [0.12163593 0.08972543 0.12474947 0.12548403 0.07068869 0.10269539\n",
      "  0.10814938 0.08463297 0.09525411 0.07698456]\n",
      " [0.17882514 0.05995541 0.09857763 0.10862756 0.10432824 0.10842307\n",
      "  0.08100672 0.0973064  0.08563466 0.07731515]\n",
      " [0.18138362 0.05480065 0.09408163 0.09578782 0.08823674 0.10596246\n",
      "  0.1099738  0.08253295 0.09614006 0.09110026]\n",
      " [0.11988148 0.08974487 0.10564264 0.11209036 0.10409549 0.09952287\n",
      "  0.11678521 0.07609351 0.08696088 0.0891827 ]\n",
      " [0.11560725 0.09286114 0.1145006  0.09953692 0.09774781 0.093521\n",
      "  0.08303697 0.09723471 0.11731561 0.08863793]\n",
      " [0.1319968  0.10406355 0.12717621 0.10975285 0.09102163 0.09097784\n",
      "  0.09420594 0.08375742 0.08431058 0.0827371 ]\n",
      " [0.09882011 0.10177803 0.08893517 0.1083985  0.09854013 0.08246334\n",
      "  0.08386532 0.11064219 0.10004026 0.12651688]\n",
      " [0.1057717  0.08378544 0.09156704 0.14720507 0.08871762 0.09147938\n",
      "  0.09287904 0.10786936 0.08887663 0.10184875]\n",
      " [0.09206647 0.12343255 0.09992725 0.09890657 0.09279066 0.09823631\n",
      "  0.08799413 0.10647443 0.09906762 0.10110401]\n",
      " [0.11367642 0.0920349  0.08551059 0.11031197 0.09313371 0.0969331\n",
      "  0.0840644  0.10352322 0.12002414 0.10078759]\n",
      " [0.12714818 0.06057019 0.0870305  0.14456694 0.09376562 0.10727467\n",
      "  0.09674052 0.11886831 0.07790042 0.08613471]\n",
      " [0.11424792 0.0919656  0.08765143 0.11250883 0.10946728 0.10106918\n",
      "  0.08707008 0.08691969 0.1307869  0.07831304]\n",
      " [0.13112926 0.06895678 0.12059168 0.09426621 0.13451299 0.08077668\n",
      "  0.11636394 0.07190279 0.08587539 0.09562425]\n",
      " [0.10307281 0.09448264 0.07678604 0.10454872 0.09103306 0.08153431\n",
      "  0.07448428 0.14998657 0.09279706 0.13127443]] (14.712 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 3.32562\n",
      "INFO:tensorflow:probabilities = [[0.17330645 0.05662905 0.08250077 0.17126691 0.08367471 0.09129683\n",
      "  0.1032647  0.07279418 0.07311425 0.09215219]\n",
      " [0.08502078 0.06663072 0.08620657 0.11500771 0.10140419 0.09231603\n",
      "  0.0904697  0.14005142 0.10255814 0.12033474]\n",
      " [0.12243788 0.08059783 0.09810024 0.10292868 0.08328333 0.09152415\n",
      "  0.12811904 0.09398527 0.12134012 0.07768355]\n",
      " [0.10075419 0.08303786 0.11311716 0.1006402  0.10338683 0.08217315\n",
      "  0.14415643 0.08485956 0.09425583 0.09361874]\n",
      " [0.11973003 0.08216281 0.09751719 0.09857709 0.10067274 0.08929643\n",
      "  0.10525999 0.09905489 0.10434418 0.10338457]\n",
      " [0.1270023  0.08867339 0.14279403 0.11614619 0.08007962 0.10036033\n",
      "  0.10794671 0.06959825 0.08525677 0.0821425 ]\n",
      " [0.10083188 0.07756159 0.14728682 0.11568788 0.11129244 0.09473901\n",
      "  0.09626754 0.07686946 0.09308994 0.08637345]\n",
      " [0.1101416  0.08606607 0.11218462 0.1080275  0.07781322 0.09445518\n",
      "  0.10816318 0.10062158 0.10714607 0.09538094]\n",
      " [0.13225739 0.09646045 0.11470331 0.08495841 0.08765264 0.09446278\n",
      "  0.09861283 0.08737855 0.08901302 0.11450052]\n",
      " [0.23698454 0.07451639 0.08949722 0.09327927 0.07309534 0.0903644\n",
      "  0.06897984 0.08984821 0.1010481  0.08238675]\n",
      " [0.12147792 0.06388115 0.0977129  0.11840818 0.09497563 0.12016518\n",
      "  0.09259073 0.08600823 0.10461489 0.10016515]\n",
      " [0.10186931 0.08620797 0.12329159 0.1205458  0.09204327 0.0893804\n",
      "  0.1052738  0.11291438 0.08528807 0.08318541]\n",
      " [0.19157031 0.05455114 0.11340503 0.10546691 0.08623629 0.10637349\n",
      "  0.07810465 0.08336892 0.10301773 0.07790551]\n",
      " [0.09766688 0.07993802 0.10028515 0.09486484 0.10497397 0.08157688\n",
      "  0.09756997 0.10735889 0.12380248 0.11196293]\n",
      " [0.1423475  0.07067475 0.1235762  0.10059423 0.08597812 0.10015273\n",
      "  0.11104757 0.08179012 0.10096067 0.08287818]\n",
      " [0.1281822  0.06583468 0.1205696  0.12844716 0.09506717 0.09893273\n",
      "  0.11247555 0.07605407 0.10112863 0.07330818]\n",
      " [0.10702203 0.09187921 0.10706782 0.08691722 0.10115457 0.08876058\n",
      "  0.13634904 0.08604763 0.10922869 0.08557333]\n",
      " [0.09943989 0.07752549 0.13732536 0.09940494 0.08912534 0.09401882\n",
      "  0.124546   0.08851577 0.10847551 0.08162286]\n",
      " [0.08039043 0.09041334 0.10690171 0.11034831 0.0983669  0.09770952\n",
      "  0.0877451  0.11773851 0.09927683 0.11110935]\n",
      " [0.11380733 0.08693768 0.0890052  0.11633515 0.10472129 0.08804888\n",
      "  0.08347099 0.11517158 0.10374647 0.09875548]\n",
      " [0.0942186  0.12815773 0.11668786 0.09950848 0.08696304 0.08030143\n",
      "  0.09829859 0.09464008 0.09995055 0.10127366]\n",
      " [0.14100891 0.0796098  0.10341576 0.10163    0.07483447 0.0936321\n",
      "  0.08143348 0.12456497 0.12113848 0.07873198]\n",
      " [0.1369484  0.07159071 0.09779291 0.14108148 0.07768523 0.07418872\n",
      "  0.11453999 0.08370424 0.11318737 0.08928104]\n",
      " [0.14512514 0.05728675 0.1227659  0.10797657 0.09253307 0.0838891\n",
      "  0.12213061 0.08098029 0.11785679 0.06945581]\n",
      " [0.11124891 0.09707076 0.10240246 0.10074627 0.09407148 0.10060018\n",
      "  0.09025211 0.11238706 0.10891088 0.08230977]\n",
      " [0.09567924 0.11732607 0.09426687 0.08475778 0.08997373 0.1041957\n",
      "  0.09681114 0.10550692 0.11506176 0.09642067]\n",
      " [0.1577701  0.06854969 0.09339805 0.10175122 0.11000513 0.09047376\n",
      "  0.11776569 0.08422332 0.08300196 0.09306098]\n",
      " [0.09940499 0.0964806  0.10211895 0.10857192 0.08015918 0.0997336\n",
      "  0.10278311 0.1059943  0.12172017 0.0830333 ]\n",
      " [0.11669496 0.07083449 0.11468567 0.11394824 0.09064788 0.10299304\n",
      "  0.10104643 0.09279273 0.09656064 0.09979596]\n",
      " [0.14091623 0.07894388 0.11442596 0.09714855 0.09128121 0.10302818\n",
      "  0.08864047 0.09018949 0.11570643 0.07971953]\n",
      " [0.14389649 0.08558485 0.10157679 0.08458496 0.10223106 0.08793629\n",
      "  0.09794217 0.10010429 0.09449863 0.10164459]\n",
      " [0.10941496 0.05743238 0.06916685 0.12526971 0.09765361 0.09774339\n",
      "  0.09141478 0.12634674 0.09196554 0.13359217]\n",
      " [0.11227965 0.08502606 0.09253728 0.10492507 0.10817424 0.08657032\n",
      "  0.08890307 0.10796477 0.1214608  0.09215877]\n",
      " [0.1309787  0.07134744 0.0866854  0.09113996 0.09666271 0.07842075\n",
      "  0.08418158 0.1527762  0.09365368 0.11415359]\n",
      " [0.10420064 0.07102112 0.11946487 0.12398075 0.09727544 0.09635234\n",
      "  0.13213466 0.06306686 0.10133798 0.09116523]\n",
      " [0.09453829 0.11140145 0.10453505 0.10138821 0.08669405 0.09520072\n",
      "  0.10708576 0.09649684 0.1130484  0.08961114]\n",
      " [0.1292418  0.07196153 0.12745792 0.08702263 0.09233496 0.10426878\n",
      "  0.09762219 0.10768944 0.10118739 0.08121336]\n",
      " [0.10456547 0.0665429  0.12250138 0.09815019 0.12848845 0.08259046\n",
      "  0.07367305 0.10323408 0.1060809  0.11417314]\n",
      " [0.11194674 0.06356732 0.11130916 0.09882312 0.08601958 0.10233077\n",
      "  0.15607075 0.07638632 0.0969106  0.0966356 ]\n",
      " [0.1516762  0.07794913 0.08786613 0.09749404 0.07615519 0.15084645\n",
      "  0.08168499 0.07956064 0.12269542 0.07407179]\n",
      " [0.10190713 0.07455157 0.10019397 0.0966764  0.11163421 0.09477032\n",
      "  0.10766253 0.09943295 0.1055981  0.10757285]\n",
      " [0.08700982 0.10211851 0.1026373  0.10612988 0.08542357 0.08588122\n",
      "  0.09123457 0.12122913 0.09841286 0.11992315]\n",
      " [0.1378976  0.04892379 0.11748914 0.1379816  0.11127537 0.0778642\n",
      "  0.08667003 0.11747809 0.07819564 0.08622457]\n",
      " [0.17189784 0.08532688 0.07946193 0.09194525 0.07644755 0.09100085\n",
      "  0.09039755 0.09280547 0.11397082 0.10674578]\n",
      " [0.12880547 0.07382964 0.08460971 0.14623626 0.07357619 0.12053499\n",
      "  0.10099505 0.07188305 0.116222   0.08330765]\n",
      " [0.09847955 0.1085444  0.10573089 0.09891091 0.09128315 0.09631739\n",
      "  0.09154667 0.11823463 0.1074705  0.08348194]\n",
      " [0.09148951 0.12015411 0.09616959 0.09609829 0.09454048 0.10841955\n",
      "  0.09813853 0.09250457 0.10662315 0.09586214]\n",
      " [0.11470821 0.07898142 0.11088502 0.10109884 0.09705369 0.09252685\n",
      "  0.13054328 0.07671092 0.10665706 0.09083469]\n",
      " [0.15642408 0.08519115 0.11707837 0.10956287 0.0616683  0.11698946\n",
      "  0.09142691 0.08295287 0.09562402 0.08308179]\n",
      " [0.13003723 0.07709727 0.08892559 0.1425856  0.07800236 0.07814895\n",
      "  0.09662106 0.09047437 0.12067429 0.09743323]\n",
      " [0.14427988 0.08386201 0.11901543 0.08657445 0.08930545 0.11537563\n",
      "  0.09038306 0.09158608 0.10071774 0.0789003 ]\n",
      " [0.20372309 0.05581484 0.09956104 0.10020898 0.10190389 0.09000202\n",
      "  0.08311573 0.10337509 0.08162193 0.08067334]\n",
      " [0.1130937  0.06019474 0.11894236 0.0924985  0.08624118 0.11127551\n",
      "  0.09619004 0.07606239 0.13561921 0.10988238]\n",
      " [0.13529699 0.08371148 0.10163204 0.10004792 0.1134868  0.08485744\n",
      "  0.08839189 0.09029362 0.10952002 0.0927618 ]\n",
      " [0.08701935 0.10099019 0.11954904 0.08561194 0.08459387 0.0929065\n",
      "  0.09452666 0.12659606 0.10854665 0.09965973]\n",
      " [0.12263403 0.05783885 0.15412821 0.13275789 0.09822728 0.10648599\n",
      "  0.10442021 0.06892211 0.09048654 0.06409886]\n",
      " [0.12075742 0.07333758 0.09316409 0.09963536 0.09338952 0.09697592\n",
      "  0.10400085 0.11557631 0.11261366 0.09054933]\n",
      " [0.1337378  0.08141632 0.0944597  0.09753711 0.09837393 0.10280587\n",
      "  0.08533925 0.09967632 0.11202352 0.09463019]\n",
      " [0.12791252 0.07145915 0.09889644 0.12687603 0.08690323 0.09263492\n",
      "  0.09069448 0.0787943  0.12829033 0.09753859]\n",
      " [0.10067736 0.0855567  0.1291667  0.11500468 0.09344488 0.08819694\n",
      "  0.12652518 0.09463791 0.08971632 0.07707332]\n",
      " [0.21911043 0.05327149 0.0916189  0.10514903 0.08925731 0.09911189\n",
      "  0.08516225 0.0875451  0.0936151  0.07615851]\n",
      " [0.12592311 0.07568211 0.1122416  0.10361058 0.08491354 0.08900809\n",
      "  0.14949031 0.07066148 0.09489098 0.0935782 ]\n",
      " [0.09960493 0.09648216 0.0904488  0.09595474 0.10534134 0.10110325\n",
      "  0.08600979 0.11236155 0.10421482 0.10847861]\n",
      " [0.10533571 0.1142718  0.08332221 0.10039915 0.07742788 0.10511257\n",
      "  0.09234782 0.08466686 0.12817578 0.10894022]\n",
      " [0.08706357 0.08314894 0.09599841 0.08474349 0.10606638 0.0750396\n",
      "  0.10477933 0.10087999 0.12973675 0.13254365]\n",
      " [0.08357938 0.08763058 0.10721256 0.0885413  0.10727402 0.07909573\n",
      "  0.08028647 0.12984619 0.11800943 0.11852429]\n",
      " [0.16261935 0.0691343  0.09524947 0.10937393 0.07406227 0.10124043\n",
      "  0.11799037 0.08915489 0.11347316 0.06770185]\n",
      " [0.12308754 0.07303333 0.08894127 0.09649151 0.09784547 0.0753103\n",
      "  0.06641208 0.14185917 0.10739693 0.12962237]\n",
      " [0.10180373 0.07345943 0.09972737 0.10661574 0.1212808  0.09699281\n",
      "  0.15343548 0.08744482 0.08221634 0.07702348]\n",
      " [0.19903754 0.03899359 0.08682978 0.10486282 0.08463997 0.12379587\n",
      "  0.11596483 0.083207   0.08404076 0.07862779]\n",
      " [0.10748591 0.11149279 0.10332779 0.10271157 0.08947933 0.0868315\n",
      "  0.08944576 0.09386824 0.11013663 0.1052205 ]\n",
      " [0.13002029 0.075803   0.10493654 0.1304468  0.09014256 0.10324903\n",
      "  0.0735782  0.09095439 0.1313986  0.06947055]\n",
      " [0.0843013  0.13458858 0.09899205 0.096434   0.09060617 0.09875723\n",
      "  0.08556434 0.10110996 0.10712805 0.10251818]\n",
      " [0.10708547 0.08388262 0.07545482 0.11655562 0.09317192 0.081624\n",
      "  0.08395911 0.14738551 0.09413825 0.11674268]\n",
      " [0.11259582 0.08981174 0.10881042 0.08418133 0.09733011 0.09175237\n",
      "  0.10761909 0.08978704 0.10193799 0.11617412]\n",
      " [0.11619492 0.08706466 0.07596621 0.11340619 0.07579632 0.09092225\n",
      "  0.08852243 0.12777181 0.12559228 0.09876288]\n",
      " [0.16227478 0.06833247 0.09627786 0.10613686 0.09020559 0.12231287\n",
      "  0.08835294 0.1050735  0.08058041 0.08045271]\n",
      " [0.11641589 0.05023776 0.14506316 0.13148667 0.09511978 0.09509938\n",
      "  0.10453629 0.10001498 0.06740493 0.09462112]\n",
      " [0.10390618 0.1008683  0.10050946 0.12732396 0.07803716 0.10131898\n",
      "  0.1014401  0.10098887 0.10483355 0.08077347]\n",
      " [0.13280529 0.06314431 0.09891588 0.13792245 0.07511678 0.09556538\n",
      "  0.08163752 0.11319551 0.10338496 0.09831183]\n",
      " [0.10958944 0.06656483 0.10607512 0.10990763 0.09253495 0.09950551\n",
      "  0.09322836 0.10776872 0.11926324 0.09556215]\n",
      " [0.10713308 0.08437365 0.07982405 0.10460683 0.11906338 0.09812248\n",
      "  0.08356796 0.1162373  0.10327114 0.10380007]\n",
      " [0.09611633 0.09071454 0.10123929 0.11372858 0.09740004 0.09134229\n",
      "  0.09709589 0.09793063 0.11934732 0.0950852 ]\n",
      " [0.09268348 0.13490775 0.08778773 0.10605866 0.07611401 0.10223024\n",
      "  0.07671315 0.10020483 0.11643654 0.10686357]\n",
      " [0.18138745 0.05306023 0.09782434 0.12508032 0.07508118 0.10378467\n",
      "  0.08768572 0.0757212  0.11239763 0.08797727]\n",
      " [0.12337807 0.08998962 0.12546898 0.10933971 0.09866345 0.08429142\n",
      "  0.12854896 0.08553333 0.07502258 0.07976384]\n",
      " [0.11092014 0.09307858 0.0825311  0.09787415 0.0963364  0.09385451\n",
      "  0.10116277 0.11195456 0.09902117 0.11326653]\n",
      " [0.09297702 0.07237006 0.11344755 0.105447   0.13821392 0.08888724\n",
      "  0.09179083 0.10084511 0.09973366 0.0962876 ]\n",
      " [0.19167502 0.07053166 0.09224671 0.10554715 0.0770767  0.10408454\n",
      "  0.11112526 0.08649387 0.07313676 0.08808235]\n",
      " [0.11200635 0.07431628 0.09082132 0.13372715 0.08793195 0.09627602\n",
      "  0.06785794 0.1091134  0.13683103 0.0911186 ]\n",
      " [0.2067022  0.05812601 0.08437994 0.10007353 0.07957897 0.09959067\n",
      "  0.09361102 0.07638156 0.10239641 0.0991597 ]\n",
      " [0.14022574 0.07673094 0.07852018 0.1265562  0.0737346  0.10724451\n",
      "  0.08083847 0.10386114 0.10579543 0.10649285]\n",
      " [0.10898697 0.08721494 0.10746505 0.12493498 0.08527855 0.10570309\n",
      "  0.09106302 0.08748784 0.10386626 0.09799924]\n",
      " [0.13233903 0.07924634 0.13541944 0.12378354 0.08473644 0.08971728\n",
      "  0.10124312 0.08869949 0.0988875  0.06592781]\n",
      " [0.14500049 0.06365696 0.07370932 0.14469913 0.0858444  0.09073638\n",
      "  0.09372691 0.10527258 0.10124043 0.09611325]\n",
      " [0.1124367  0.12013473 0.1035247  0.10427456 0.0883951  0.11089961\n",
      "  0.10044324 0.08112877 0.11234063 0.06642196]\n",
      " [0.13635452 0.07820812 0.09311491 0.10959151 0.08312797 0.09173775\n",
      "  0.08864573 0.10835935 0.11468817 0.09617206]\n",
      " [0.09619209 0.07909792 0.08789559 0.10506649 0.10177977 0.10191847\n",
      "  0.10279311 0.11708874 0.1038458  0.10432193]\n",
      " [0.09701273 0.11103929 0.11022811 0.09801984 0.08877244 0.09964367\n",
      "  0.09690784 0.08259648 0.10873701 0.1070426 ]\n",
      " [0.10835611 0.1126679  0.09774086 0.11507717 0.08209674 0.09526405\n",
      "  0.09470171 0.08646056 0.12073626 0.08689858]] (15.358 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 2.0882218, step = 701 (30.070 sec)\n",
      "INFO:tensorflow:probabilities = [[0.16058925 0.07021137 0.1180208  0.109827   0.0842697  0.0859549\n",
      "  0.09091195 0.11545569 0.06394797 0.10081142]\n",
      " [0.16998148 0.05612565 0.1010405  0.09701341 0.09989676 0.11644042\n",
      "  0.0961065  0.07096168 0.10970145 0.0827322 ]\n",
      " [0.16009437 0.07519077 0.11780928 0.1030371  0.08615962 0.10636783\n",
      "  0.07908447 0.08252045 0.09032989 0.09940632]\n",
      " [0.14251082 0.09409478 0.0987379  0.10894149 0.08232275 0.11413815\n",
      "  0.07598722 0.07812516 0.13122575 0.07391602]\n",
      " [0.09582686 0.13363323 0.08251867 0.09052218 0.09279504 0.11104928\n",
      "  0.08531774 0.10345866 0.10510708 0.09977134]\n",
      " [0.12915152 0.06729341 0.09344094 0.12608258 0.10971625 0.09943686\n",
      "  0.08814394 0.10914138 0.08740514 0.09018788]\n",
      " [0.1302417  0.09949449 0.09082764 0.09102487 0.07790513 0.11200397\n",
      "  0.07284144 0.08832031 0.13782781 0.0995126 ]\n",
      " [0.0903213  0.1498893  0.08312643 0.08365197 0.08559028 0.09214873\n",
      "  0.09403723 0.11568591 0.11619602 0.08935286]\n",
      " [0.14713609 0.07665338 0.1066957  0.09080557 0.1209126  0.0953436\n",
      "  0.1057396  0.09757664 0.08185451 0.07728229]\n",
      " [0.12078168 0.09175924 0.09653348 0.10019733 0.08621389 0.10544387\n",
      "  0.08584636 0.09623289 0.13539955 0.08159164]\n",
      " [0.12485716 0.07276281 0.08471298 0.15346627 0.07736811 0.10696142\n",
      "  0.09781703 0.06479732 0.10812987 0.10912707]\n",
      " [0.17926025 0.06757177 0.11864421 0.12339392 0.07139691 0.09745369\n",
      "  0.10027425 0.08307503 0.08064154 0.07828847]\n",
      " [0.13717173 0.06165075 0.1143028  0.12686718 0.08699609 0.11158326\n",
      "  0.09656068 0.07310494 0.10449931 0.08726329]\n",
      " [0.09584887 0.07884585 0.08826933 0.14633541 0.08055167 0.11534099\n",
      "  0.07783316 0.0890746  0.12411574 0.10378443]\n",
      " [0.10541108 0.0853623  0.10202213 0.11295419 0.08375902 0.09550408\n",
      "  0.06682938 0.11226255 0.14596704 0.0899282 ]\n",
      " [0.12464165 0.07257745 0.09983072 0.08672774 0.12716874 0.0853824\n",
      "  0.10783788 0.14626032 0.06795506 0.0816181 ]\n",
      " [0.10830918 0.07166703 0.11364666 0.14191602 0.06487272 0.1112227\n",
      "  0.09634944 0.08888016 0.10785954 0.09527662]\n",
      " [0.11645158 0.08768811 0.124536   0.10148364 0.08100893 0.08771862\n",
      "  0.13944684 0.0930127  0.10181602 0.06683753]\n",
      " [0.12634435 0.08238616 0.11079954 0.0938249  0.11766338 0.08886627\n",
      "  0.10434465 0.09667422 0.08291787 0.09617864]\n",
      " [0.11522855 0.08248655 0.09169361 0.121962   0.08958699 0.07880704\n",
      "  0.09874225 0.11200013 0.12241533 0.08707756]\n",
      " [0.11366189 0.09736987 0.08149882 0.09587726 0.07201893 0.09528798\n",
      "  0.0751278  0.16545777 0.12115844 0.08254121]\n",
      " [0.109659   0.09566192 0.12493671 0.12535302 0.09108913 0.09086168\n",
      "  0.10002791 0.09298926 0.08248394 0.08693743]\n",
      " [0.10028188 0.06989764 0.0806995  0.10157592 0.11327083 0.09215309\n",
      "  0.09953971 0.1338224  0.11482283 0.09393611]\n",
      " [0.08863717 0.1339796  0.09331157 0.08259502 0.09004148 0.07905074\n",
      "  0.11022537 0.10450362 0.11539762 0.10225775]\n",
      " [0.11823511 0.0764268  0.10640173 0.09779532 0.10705078 0.08493476\n",
      "  0.10948224 0.07642119 0.115031   0.1082211 ]\n",
      " [0.09976526 0.07223985 0.09285689 0.08852585 0.10799931 0.0797048\n",
      "  0.08773576 0.14939412 0.09465901 0.12711915]\n",
      " [0.08990731 0.09616451 0.10189398 0.08486113 0.09376055 0.092939\n",
      "  0.08057085 0.12454981 0.11747314 0.11787967]\n",
      " [0.10955497 0.07866403 0.10163685 0.10799928 0.12408314 0.07325353\n",
      "  0.09401458 0.1123633  0.09446917 0.10396117]\n",
      " [0.0920867  0.07844054 0.09722764 0.11944262 0.10708528 0.09515734\n",
      "  0.07237099 0.15231486 0.09436677 0.09150726]\n",
      " [0.10745539 0.11578343 0.09378306 0.09248854 0.08005431 0.10705901\n",
      "  0.08232506 0.10080134 0.13228863 0.08796123]\n",
      " [0.09976263 0.07547822 0.09345313 0.15264826 0.08072614 0.14266282\n",
      "  0.06622502 0.10064884 0.09773587 0.09065907]\n",
      " [0.1155585  0.10730875 0.12583223 0.08912166 0.09374458 0.09981955\n",
      "  0.09653524 0.09086794 0.10008037 0.08113111]\n",
      " [0.10707561 0.12785615 0.10263526 0.10162251 0.08516881 0.08897759\n",
      "  0.07491837 0.11271556 0.10381556 0.09521455]\n",
      " [0.1256518  0.09730756 0.11487661 0.11506701 0.06879441 0.11175407\n",
      "  0.08129152 0.11149208 0.08482892 0.08893604]\n",
      " [0.12035125 0.0958333  0.11195487 0.09729471 0.07988277 0.10575161\n",
      "  0.0787202  0.09094337 0.14750597 0.07176188]\n",
      " [0.07728893 0.12241301 0.08692003 0.10732278 0.07827676 0.09364382\n",
      "  0.0924543  0.11145811 0.11795139 0.11227088]\n",
      " [0.12031178 0.12047021 0.1398655  0.11523682 0.07271312 0.09211095\n",
      "  0.09728252 0.07858267 0.07262985 0.09079657]\n",
      " [0.09827774 0.07241719 0.10786978 0.09308391 0.1069933  0.08686034\n",
      "  0.14241986 0.09957393 0.0958754  0.09662855]\n",
      " [0.11343605 0.07092892 0.12266285 0.10708665 0.09807266 0.10213254\n",
      "  0.09763793 0.09458505 0.09626794 0.09718939]\n",
      " [0.21178752 0.0456289  0.07234921 0.13828006 0.08236727 0.09487349\n",
      "  0.09571154 0.09234262 0.08658121 0.08007827]\n",
      " [0.10824747 0.08185495 0.11613415 0.09175101 0.11666797 0.08268688\n",
      "  0.11419187 0.09120122 0.10234886 0.09491573]\n",
      " [0.10404716 0.11110874 0.10508747 0.08653471 0.08758557 0.10248305\n",
      "  0.10066712 0.10098917 0.09579011 0.1057069 ]\n",
      " [0.10995058 0.07927202 0.10329638 0.09867045 0.10761605 0.10076106\n",
      "  0.10060339 0.11394152 0.1007559  0.08513269]\n",
      " [0.10134886 0.14539042 0.10164239 0.08453727 0.0898511  0.08219126\n",
      "  0.10981654 0.09065287 0.09903345 0.09553587]\n",
      " [0.13176431 0.10922245 0.10505418 0.09842493 0.07251567 0.11108237\n",
      "  0.08482099 0.07444423 0.11655664 0.0961142 ]\n",
      " [0.14023723 0.08933361 0.09999295 0.11014946 0.08242209 0.10978825\n",
      "  0.07350314 0.0747318  0.1324799  0.08736168]\n",
      " [0.11764953 0.07144233 0.09800107 0.13998882 0.07478381 0.10308646\n",
      "  0.09790622 0.07748009 0.13468802 0.08497357]\n",
      " [0.10505352 0.04966106 0.10595784 0.12306911 0.15561202 0.07793236\n",
      "  0.08933977 0.08665369 0.10793896 0.09878167]\n",
      " [0.10554784 0.11017849 0.08921237 0.10187244 0.08207602 0.09404721\n",
      "  0.07372582 0.11883922 0.12901543 0.0954851 ]\n",
      " [0.10826733 0.07181131 0.14168929 0.1017535  0.11450855 0.09200874\n",
      "  0.09131522 0.10148384 0.07223485 0.10492735]\n",
      " [0.17476064 0.05355858 0.0874861  0.11646961 0.08424938 0.08335757\n",
      "  0.08965456 0.0751191  0.12033881 0.11500556]\n",
      " [0.11063337 0.07323561 0.08892298 0.09503662 0.09368581 0.10346492\n",
      "  0.10499704 0.11096026 0.12130478 0.09775857]\n",
      " [0.09829796 0.07477485 0.1110962  0.10809422 0.13929409 0.09118117\n",
      "  0.09691323 0.09298478 0.07833989 0.1090235 ]\n",
      " [0.07987044 0.09442659 0.10210434 0.09427792 0.0879587  0.10745149\n",
      "  0.08627611 0.10772672 0.12551403 0.11439362]\n",
      " [0.1392396  0.06633265 0.15702063 0.11905362 0.09515893 0.08446687\n",
      "  0.08788693 0.07771967 0.08133539 0.09178579]\n",
      " [0.13087676 0.04862204 0.08209847 0.09848239 0.0954521  0.10397552\n",
      "  0.09401704 0.11101514 0.09675209 0.13870841]\n",
      " [0.10822772 0.08475682 0.13358599 0.10418547 0.0973414  0.10108749\n",
      "  0.12234721 0.06023255 0.11323162 0.07500364]\n",
      " [0.12362095 0.08056868 0.11855296 0.11095608 0.08494308 0.09693625\n",
      "  0.13854279 0.07849347 0.09226764 0.07511818]\n",
      " [0.12898608 0.10700366 0.09126043 0.09357098 0.08967707 0.10669331\n",
      "  0.10446831 0.07207676 0.10832419 0.09793912]\n",
      " [0.09104121 0.12326223 0.08888108 0.10878219 0.07724004 0.07597905\n",
      "  0.10309332 0.11479428 0.10761154 0.10931506]\n",
      " [0.11645745 0.09575225 0.10501997 0.1324369  0.0901517  0.07810505\n",
      "  0.13613372 0.07788631 0.09132993 0.07672668]\n",
      " [0.147417   0.08135046 0.11526671 0.13394149 0.05140354 0.08164858\n",
      "  0.09280374 0.07954004 0.12833384 0.08829463]\n",
      " [0.09673762 0.10344438 0.08701484 0.11905207 0.09898494 0.09492937\n",
      "  0.07715043 0.11340044 0.10939587 0.0998901 ]\n",
      " [0.11191296 0.09111068 0.08448852 0.10999186 0.07597876 0.11849773\n",
      "  0.08761758 0.10876344 0.11434373 0.09729479]\n",
      " [0.11654458 0.06902256 0.10916262 0.09528917 0.1132704  0.08575209\n",
      "  0.1259464  0.09238215 0.09973951 0.09289053]\n",
      " [0.12485363 0.10306332 0.1048187  0.09891313 0.09955226 0.07987481\n",
      "  0.13958718 0.07202271 0.09333014 0.08398411]\n",
      " [0.10375245 0.0833746  0.08703729 0.09893983 0.10499424 0.09236831\n",
      "  0.08556615 0.13715297 0.11086223 0.09595184]\n",
      " [0.12982714 0.08140754 0.10138624 0.10768085 0.07809726 0.10279142\n",
      "  0.10819884 0.08988021 0.0956471  0.10508337]\n",
      " [0.11511054 0.08201249 0.09554566 0.13494015 0.09520429 0.10710117\n",
      "  0.11860073 0.06835561 0.10155245 0.08157698]\n",
      " [0.0983213  0.0879622  0.08468736 0.10635831 0.10096884 0.07841826\n",
      "  0.11350983 0.10410313 0.10617997 0.11949091]\n",
      " [0.1055385  0.06304348 0.11331762 0.1018222  0.12332987 0.08002242\n",
      "  0.10123807 0.09571505 0.0720188  0.14395398]\n",
      " [0.11701635 0.07601004 0.08960941 0.12745295 0.07683066 0.09970602\n",
      "  0.11826871 0.10358024 0.11156728 0.07995831]\n",
      " [0.12531446 0.08738923 0.11581134 0.09241068 0.07835193 0.08615276\n",
      "  0.07888105 0.14462805 0.09099709 0.10006341]\n",
      " [0.18791673 0.07165892 0.09527521 0.11441387 0.06879684 0.11436747\n",
      "  0.07684343 0.10461707 0.08678962 0.07932084]\n",
      " [0.12419663 0.07084215 0.11525509 0.08370563 0.12377366 0.10499322\n",
      "  0.07098805 0.09110568 0.12507    0.09006988]\n",
      " [0.07176509 0.12110483 0.09172282 0.10072665 0.0855733  0.09996381\n",
      "  0.10053827 0.10466108 0.12141494 0.10252918]\n",
      " [0.12419314 0.07295662 0.0789419  0.08968525 0.0949795  0.09551232\n",
      "  0.08164825 0.11045333 0.13877985 0.11284979]\n",
      " [0.08695777 0.08839712 0.09390413 0.1150886  0.12751834 0.07959773\n",
      "  0.08987471 0.10029932 0.09827778 0.12008455]\n",
      " [0.11041678 0.08272073 0.09434401 0.1283439  0.07899237 0.09703428\n",
      "  0.10926924 0.09047499 0.11387831 0.09452537]\n",
      " [0.08684024 0.10977595 0.09250653 0.09772243 0.10047544 0.08449335\n",
      "  0.10139632 0.10147087 0.11725772 0.10806118]\n",
      " [0.149177   0.05967033 0.08725916 0.11106995 0.09489194 0.11097289\n",
      "  0.08836855 0.09351408 0.11008014 0.09499587]\n",
      " [0.11096327 0.06052674 0.10457886 0.08912832 0.10900564 0.10430011\n",
      "  0.10509721 0.09282187 0.13246243 0.0911155 ]\n",
      " [0.17583671 0.03998817 0.08843946 0.09169179 0.09989289 0.14362803\n",
      "  0.10522575 0.06540504 0.10266368 0.08722853]\n",
      " [0.20334563 0.0544339  0.10553779 0.09502088 0.08275747 0.10763599\n",
      "  0.11367205 0.06329586 0.07348615 0.10081431]\n",
      " [0.16072214 0.06564524 0.10591645 0.09217273 0.10913981 0.11245234\n",
      "  0.09646169 0.0830005  0.08942679 0.08506227]\n",
      " [0.17265387 0.05000743 0.09515061 0.12993245 0.07462532 0.09396747\n",
      "  0.11325819 0.08944952 0.09278375 0.08817133]\n",
      " [0.17703687 0.07516275 0.14026655 0.1081151  0.11428653 0.08341181\n",
      "  0.08091313 0.06480306 0.07640164 0.07960264]\n",
      " [0.14064296 0.05303846 0.09514087 0.09258041 0.15355943 0.09291255\n",
      "  0.10267851 0.07803202 0.09843777 0.09297708]\n",
      " [0.10001825 0.10704877 0.11311591 0.099468   0.10096522 0.10526375\n",
      "  0.12242953 0.07090396 0.09329323 0.0874934 ]\n",
      " [0.14216918 0.08099324 0.15312895 0.094893   0.09790459 0.10128975\n",
      "  0.09605413 0.06943115 0.10202058 0.06211542]\n",
      " [0.10956752 0.08956902 0.10647474 0.09797476 0.09086504 0.10798013\n",
      "  0.11904879 0.07585318 0.1003716  0.1022952 ]\n",
      " [0.09748631 0.1102809  0.09459489 0.09344431 0.10062318 0.09565054\n",
      "  0.09925542 0.09731307 0.11397608 0.09737522]\n",
      " [0.09756184 0.08828484 0.09156347 0.11171544 0.11188702 0.10526694\n",
      "  0.09691838 0.09357629 0.11350655 0.08971923]\n",
      " [0.08618464 0.07687392 0.09954346 0.11466137 0.08653816 0.10405989\n",
      "  0.08139367 0.11428404 0.12705784 0.10940311]\n",
      " [0.1139153  0.07653171 0.09848844 0.11231403 0.08801156 0.0979754\n",
      "  0.07062814 0.11073707 0.12201104 0.10938728]\n",
      " [0.10762028 0.05954654 0.1192726  0.09045287 0.11562911 0.08262119\n",
      "  0.07944415 0.12902258 0.1064815  0.10990913]\n",
      " [0.09634072 0.07747819 0.08452747 0.09304225 0.11153799 0.07463754\n",
      "  0.07199434 0.15489857 0.10123659 0.13430648]\n",
      " [0.11088873 0.09320821 0.08279312 0.10049468 0.07240816 0.10052986\n",
      "  0.08021762 0.09605292 0.17386682 0.08953994]\n",
      " [0.08812977 0.1199626  0.09549472 0.09931956 0.09315599 0.0929011\n",
      "  0.0948127  0.09940941 0.11404984 0.10276431]\n",
      " [0.10892731 0.07803404 0.11851519 0.1384223  0.08777805 0.09999054\n",
      "  0.11673841 0.0725982  0.08628204 0.09271382]] (13.116 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 3.8571\n",
      "INFO:tensorflow:probabilities = [[0.15228505 0.05136481 0.09279688 0.12522188 0.09487514 0.07114458\n",
      "  0.11374728 0.06365057 0.14893743 0.08597643]\n",
      " [0.09849658 0.06292236 0.12302605 0.1188339  0.08872902 0.10948908\n",
      "  0.07399669 0.14251038 0.10216435 0.07983153]\n",
      " [0.11029254 0.08237114 0.07631639 0.1037472  0.08019637 0.08745379\n",
      "  0.07611678 0.14345653 0.1083042  0.13174513]\n",
      " [0.11333138 0.07138334 0.07605496 0.08856405 0.09643888 0.08324211\n",
      "  0.07153248 0.14842276 0.15286744 0.09816261]\n",
      " [0.11786175 0.06060412 0.07281215 0.15915748 0.06142246 0.10646572\n",
      "  0.08977486 0.10573867 0.1133123  0.11285058]\n",
      " [0.1827843  0.04052288 0.11311234 0.10394248 0.1015186  0.11897238\n",
      "  0.09081118 0.08547814 0.06665937 0.09619833]\n",
      " [0.08479803 0.14543279 0.09644044 0.0986426  0.07813618 0.0866218\n",
      "  0.09101166 0.10247786 0.10671796 0.10972077]\n",
      " [0.1047171  0.0631558  0.11933212 0.10290958 0.13121477 0.07256162\n",
      "  0.12191891 0.10588692 0.0732234  0.10507976]\n",
      " [0.12187628 0.06534576 0.09091213 0.08269773 0.11235475 0.10323424\n",
      "  0.13538563 0.06320863 0.1246403  0.10034461]\n",
      " [0.11646397 0.07460352 0.09044438 0.1079391  0.13250495 0.10799233\n",
      "  0.07923106 0.08910403 0.08405735 0.11765929]\n",
      " [0.12014745 0.07706995 0.10655584 0.12916918 0.07261867 0.10192303\n",
      "  0.09888907 0.08375863 0.11466458 0.09520352]\n",
      " [0.13533196 0.08731119 0.12818144 0.10625686 0.08955938 0.09017435\n",
      "  0.09067151 0.07588156 0.11931342 0.0773183 ]\n",
      " [0.13940598 0.08517135 0.09240133 0.0862499  0.09679177 0.11897308\n",
      "  0.07410841 0.09982056 0.11378527 0.09329237]\n",
      " [0.1356971  0.05258024 0.12941736 0.07325044 0.12630257 0.08070137\n",
      "  0.11037846 0.10898427 0.10165699 0.08103128]\n",
      " [0.10842545 0.06324943 0.11173315 0.0754046  0.10079337 0.08897053\n",
      "  0.13448933 0.11153647 0.12181474 0.08358291]\n",
      " [0.07859845 0.11024595 0.09761826 0.12760204 0.06842488 0.11430912\n",
      "  0.0912494  0.09854376 0.1115955  0.10181268]\n",
      " [0.1128452  0.07428047 0.095622   0.0949983  0.12945871 0.09492117\n",
      "  0.12429994 0.09165749 0.0839872  0.09792954]\n",
      " [0.09283204 0.12374911 0.08794726 0.1143686  0.08363641 0.11556199\n",
      "  0.06976441 0.10461825 0.1308838  0.07663808]\n",
      " [0.11267503 0.07598224 0.11818781 0.10214702 0.09945229 0.10659501\n",
      "  0.09348026 0.06152219 0.1277554  0.10220275]\n",
      " [0.13641013 0.04519373 0.17922808 0.0799589  0.10556982 0.08667181\n",
      "  0.1380768  0.09532039 0.05912119 0.07444915]\n",
      " [0.10655875 0.06506259 0.07616992 0.10747067 0.09318691 0.08349466\n",
      "  0.09062401 0.13863868 0.0866593  0.15213442]\n",
      " [0.09794703 0.06076593 0.11711817 0.10315877 0.12888412 0.09896784\n",
      "  0.09155996 0.09968549 0.09138988 0.11052279]\n",
      " [0.23760602 0.03912491 0.10132384 0.11913642 0.06424844 0.10701011\n",
      "  0.10766558 0.06372544 0.08765402 0.07250518]\n",
      " [0.09469198 0.09878191 0.09993241 0.08790784 0.09558421 0.09281152\n",
      "  0.10369407 0.09526537 0.12197927 0.10935144]\n",
      " [0.07802112 0.0850352  0.09531716 0.09569415 0.10913748 0.09230902\n",
      "  0.09195337 0.1395888  0.10363601 0.10930768]\n",
      " [0.13953678 0.09640052 0.10177118 0.11782593 0.08328068 0.08268885\n",
      "  0.10147929 0.08374964 0.09543194 0.09783525]\n",
      " [0.08215431 0.13307759 0.08474008 0.08586357 0.08375933 0.09377035\n",
      "  0.11556345 0.09400813 0.12656954 0.10049357]\n",
      " [0.14951895 0.07267933 0.1062426  0.09157529 0.08014297 0.10280554\n",
      "  0.17510836 0.07198879 0.06708138 0.0828568 ]\n",
      " [0.08880842 0.08788214 0.1822849  0.10670379 0.06648411 0.10701555\n",
      "  0.14260478 0.07296465 0.07507064 0.07018093]\n",
      " [0.09966254 0.12250071 0.09651168 0.11684093 0.06375351 0.09384581\n",
      "  0.06937671 0.10123932 0.14741875 0.08885009]\n",
      " [0.07268815 0.06950607 0.10851267 0.11771758 0.0979814  0.11506055\n",
      "  0.11269602 0.09424609 0.09096938 0.120622  ]\n",
      " [0.09009288 0.14294426 0.10655229 0.09834034 0.07561001 0.08897429\n",
      "  0.0847344  0.10575375 0.11393634 0.09306149]\n",
      " [0.08947296 0.08905713 0.11663926 0.08402915 0.07621937 0.09914613\n",
      "  0.08388798 0.11782527 0.12191728 0.12180541]\n",
      " [0.09900354 0.08384097 0.1141742  0.08755569 0.09020428 0.10804389\n",
      "  0.11986894 0.07360216 0.13688315 0.08682315]\n",
      " [0.0790607  0.12420805 0.09941972 0.10140216 0.0861236  0.08759063\n",
      "  0.0856966  0.12127385 0.10579138 0.10943323]\n",
      " [0.141256   0.0599975  0.11616366 0.09677912 0.11981478 0.06390852\n",
      "  0.07297876 0.11670076 0.09906472 0.11333619]\n",
      " [0.09597614 0.0422216  0.0887463  0.10548892 0.14405607 0.08791506\n",
      "  0.11346585 0.11385478 0.10450581 0.10376951]\n",
      " [0.10257388 0.06800999 0.09697235 0.11002212 0.1126989  0.0708885\n",
      "  0.08225862 0.12546583 0.11030316 0.1208066 ]\n",
      " [0.1200073  0.08257417 0.09378263 0.09389659 0.12794416 0.07697923\n",
      "  0.103769   0.10240689 0.10161495 0.09702516]\n",
      " [0.13396005 0.05644333 0.11633198 0.10821053 0.08421481 0.11565819\n",
      "  0.10105801 0.05379215 0.1263058  0.1040251 ]\n",
      " [0.13604508 0.08355454 0.11503696 0.07911186 0.08593079 0.08513283\n",
      "  0.1475806  0.06939291 0.11609381 0.0821206 ]\n",
      " [0.12578222 0.06457242 0.09304812 0.09998502 0.10645586 0.08852814\n",
      "  0.09105682 0.1111071  0.10937922 0.11008497]\n",
      " [0.10994377 0.07965714 0.11203919 0.12135106 0.12469222 0.07437831\n",
      "  0.08750507 0.09999437 0.09816768 0.09227126]\n",
      " [0.10774773 0.07219605 0.13650256 0.07603141 0.09400938 0.10381851\n",
      "  0.14277081 0.05555212 0.12274168 0.0886298 ]\n",
      " [0.10033775 0.04927216 0.13117833 0.13544212 0.06640795 0.10628801\n",
      "  0.11725874 0.09173775 0.10730588 0.09477133]\n",
      " [0.1277257  0.05297343 0.08128641 0.1149883  0.08031242 0.12712507\n",
      "  0.1011244  0.08387608 0.10087372 0.1297145 ]\n",
      " [0.08745074 0.07364306 0.09195764 0.10700646 0.12622474 0.0775624\n",
      "  0.09876947 0.0979713  0.1061834  0.13323087]\n",
      " [0.20044565 0.06837611 0.07177904 0.11685498 0.1056716  0.09412348\n",
      "  0.10699964 0.07252511 0.07235818 0.09086611]\n",
      " [0.07765944 0.15591908 0.0917054  0.09169713 0.08556776 0.09371343\n",
      "  0.08512833 0.09830534 0.12115164 0.09915251]\n",
      " [0.08274166 0.12567095 0.09937786 0.09505656 0.09721809 0.09472108\n",
      "  0.10408428 0.09489521 0.10003381 0.10620049]\n",
      " [0.12746213 0.06150268 0.09533711 0.11596924 0.11996955 0.07298368\n",
      "  0.12011744 0.1039882  0.06978549 0.11288452]\n",
      " [0.10423722 0.10420959 0.08908638 0.10355315 0.08270137 0.11731846\n",
      "  0.07770822 0.10516828 0.12024245 0.0957749 ]\n",
      " [0.09988339 0.08220165 0.0916964  0.09068363 0.11562595 0.07950272\n",
      "  0.08940126 0.12135604 0.12099187 0.10865713]\n",
      " [0.1115728  0.16524525 0.09149959 0.08304241 0.09735195 0.07870022\n",
      "  0.08039679 0.10024719 0.09314621 0.09879763]\n",
      " [0.09550878 0.05924615 0.09721021 0.10968623 0.09509929 0.09026098\n",
      "  0.08730102 0.14319159 0.09504549 0.12745026]\n",
      " [0.1074946  0.08420831 0.11684392 0.10937224 0.07841305 0.10349715\n",
      "  0.09893713 0.07644131 0.13455634 0.09023597]\n",
      " [0.09095592 0.10278855 0.09262852 0.07899617 0.10738177 0.08919296\n",
      "  0.08924671 0.10079138 0.12803742 0.11998063]\n",
      " [0.11072436 0.07390148 0.12645568 0.11453561 0.07451688 0.09409148\n",
      "  0.10075494 0.09696989 0.09760898 0.11044077]\n",
      " [0.12932599 0.07498725 0.07414009 0.09500387 0.08130579 0.07354741\n",
      "  0.09407537 0.13890252 0.1305962  0.10811553]\n",
      " [0.10883614 0.08678969 0.08317534 0.10823952 0.08062582 0.07948767\n",
      "  0.10389714 0.13467468 0.12074496 0.09352898]\n",
      " [0.09496237 0.08092982 0.08794592 0.10702722 0.1067661  0.09163472\n",
      "  0.0992279  0.10739671 0.09570481 0.12840438]\n",
      " [0.09121181 0.11793466 0.11359507 0.08949836 0.09110679 0.0900585\n",
      "  0.12052285 0.08830336 0.10558223 0.09218644]\n",
      " [0.08847889 0.10454319 0.09807083 0.11030959 0.09261822 0.08765197\n",
      "  0.11001556 0.08706538 0.12318864 0.09805772]\n",
      " [0.10756082 0.06059725 0.09373942 0.11888462 0.11449794 0.10002185\n",
      "  0.05726944 0.15023033 0.09873661 0.0984617 ]\n",
      " [0.16166563 0.06971964 0.08439118 0.144465   0.0843734  0.09563036\n",
      "  0.09313295 0.08831733 0.11705873 0.06124577]\n",
      " [0.13574356 0.07470796 0.07565866 0.10957557 0.07926951 0.09958634\n",
      "  0.12718858 0.0890884  0.12192087 0.08726051]\n",
      " [0.11388618 0.09027661 0.13359395 0.07725137 0.12250455 0.08268645\n",
      "  0.12959968 0.09664091 0.07256452 0.0809958 ]\n",
      " [0.07676768 0.13396557 0.11609065 0.11074505 0.08587719 0.08369432\n",
      "  0.09120394 0.07705806 0.11694325 0.10765424]\n",
      " [0.16756237 0.06641487 0.11374    0.12820108 0.08357823 0.08256331\n",
      "  0.10673437 0.08130397 0.09195168 0.07795005]\n",
      " [0.15274431 0.07312023 0.09073869 0.1369465  0.0711797  0.09669031\n",
      "  0.10361277 0.08924426 0.09726635 0.08845681]\n",
      " [0.08496444 0.15143609 0.10514673 0.09229991 0.07358666 0.08562501\n",
      "  0.09564376 0.10823851 0.10456963 0.09848926]\n",
      " [0.16657814 0.06766865 0.0853506  0.11638377 0.09099115 0.10008057\n",
      "  0.08932249 0.08548367 0.10511155 0.09302952]\n",
      " [0.12001269 0.09825536 0.07592388 0.11611145 0.09838665 0.10938843\n",
      "  0.0766027  0.07718311 0.13352585 0.09460987]\n",
      " [0.11895631 0.07386636 0.08744389 0.10357056 0.10472161 0.09074083\n",
      "  0.08346885 0.11869653 0.11951651 0.0990186 ]\n",
      " [0.1162714  0.10176166 0.08644389 0.09153473 0.09836309 0.08577457\n",
      "  0.08235978 0.12034591 0.11295187 0.10419311]\n",
      " [0.11938807 0.07619611 0.099755   0.13902949 0.08741958 0.10002309\n",
      "  0.0777825  0.0941416  0.11266109 0.09360345]\n",
      " [0.11256371 0.07904325 0.0883278  0.0764339  0.13120437 0.08426695\n",
      "  0.09858365 0.10761491 0.12005046 0.10191099]\n",
      " [0.11652736 0.05622095 0.11789978 0.15045714 0.06934112 0.10827886\n",
      "  0.09445532 0.09900126 0.1000113  0.08780695]\n",
      " [0.09035418 0.1048457  0.10145993 0.10377888 0.07980075 0.09832589\n",
      "  0.12089045 0.09027617 0.10875205 0.10151605]\n",
      " [0.13727914 0.07554802 0.1149755  0.1185123  0.07345987 0.0922966\n",
      "  0.10231849 0.08688247 0.09302055 0.10570705]\n",
      " [0.12603527 0.08799366 0.09327378 0.10585337 0.05845463 0.1054995\n",
      "  0.06837044 0.13268897 0.12608966 0.09574068]\n",
      " [0.10347543 0.11879021 0.09651807 0.12030045 0.07656008 0.07598195\n",
      "  0.09221093 0.07854621 0.12195051 0.11566623]\n",
      " [0.12007146 0.0498568  0.10427962 0.10017    0.12436908 0.0845231\n",
      "  0.10817371 0.09627385 0.08476973 0.12751266]\n",
      " [0.09719937 0.07821538 0.10113899 0.09209558 0.09203583 0.08129704\n",
      "  0.16747223 0.07354045 0.11737619 0.09962901]\n",
      " [0.1138292  0.05247932 0.11028199 0.12317733 0.10326362 0.10041643\n",
      "  0.11358534 0.1044881  0.09583773 0.08264095]\n",
      " [0.09478947 0.07856911 0.08966185 0.09845765 0.13266782 0.10115515\n",
      "  0.10329434 0.10136149 0.10269286 0.09735028]\n",
      " [0.12489057 0.0678195  0.16631804 0.09324353 0.07652476 0.07949075\n",
      "  0.16139053 0.0678903  0.0857015  0.07673045]\n",
      " [0.11220034 0.09837907 0.08456229 0.11111031 0.09362306 0.08128078\n",
      "  0.07215352 0.1259369  0.11778473 0.10296889]\n",
      " [0.10484415 0.076969   0.10409874 0.12281726 0.10068899 0.10022484\n",
      "  0.10633662 0.09837383 0.09206758 0.09357908]\n",
      " [0.15719333 0.03991982 0.09699636 0.15872481 0.0915831  0.0906219\n",
      "  0.07695691 0.10684323 0.1049317  0.07622883]\n",
      " [0.1381899  0.06294575 0.12169055 0.09877948 0.09571735 0.09964254\n",
      "  0.10321137 0.090308   0.10516035 0.08435476]\n",
      " [0.08126368 0.10751262 0.11198841 0.10663223 0.09341917 0.09875931\n",
      "  0.1025683  0.0820004  0.09412735 0.12172857]\n",
      " [0.12123013 0.0760421  0.09375416 0.07073757 0.1038505  0.0850044\n",
      "  0.09965109 0.110004   0.11659685 0.12312921]\n",
      " [0.14007844 0.06144958 0.0839114  0.10365088 0.07622093 0.09398621\n",
      "  0.08719946 0.10440141 0.13515358 0.11394805]\n",
      " [0.07482816 0.06861444 0.10124198 0.15262616 0.08624997 0.09692652\n",
      "  0.09402563 0.12249937 0.1069965  0.09599123]\n",
      " [0.13535254 0.09327584 0.14887092 0.09334503 0.09671871 0.08877239\n",
      "  0.1027612  0.06886648 0.0776924  0.09434453]\n",
      " [0.09662552 0.11734781 0.09819328 0.12816593 0.08875681 0.08199644\n",
      "  0.08588083 0.09316147 0.1190066  0.09086519]\n",
      " [0.0975991  0.05401641 0.11976907 0.11623795 0.13776492 0.08739295\n",
      "  0.11001818 0.0922744  0.07961012 0.10531688]\n",
      " [0.08310545 0.0465354  0.09558681 0.11795518 0.09152129 0.09293278\n",
      "  0.08797701 0.16355962 0.09508751 0.1257389 ]\n",
      " [0.10805326 0.05313548 0.10499829 0.07909435 0.14740111 0.09244645\n",
      "  0.08778165 0.12000909 0.09871546 0.10836478]] (12.811 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 2.0722232, step = 801 (25.926 sec)\n",
      "INFO:tensorflow:probabilities = [[0.07127976 0.07408856 0.19651835 0.11661789 0.05862287 0.0796704\n",
      "  0.14781515 0.06635892 0.09894972 0.09007848]\n",
      " [0.1265237  0.06015252 0.10949168 0.06942951 0.09661447 0.09809753\n",
      "  0.21595077 0.0578549  0.1000265  0.0658585 ]\n",
      " [0.11760765 0.06127746 0.10487371 0.11505163 0.09195358 0.11356259\n",
      "  0.1058751  0.08650437 0.1184255  0.08486829]\n",
      " [0.13614275 0.07878368 0.09070949 0.10516564 0.09155726 0.08649921\n",
      "  0.07401884 0.09923287 0.1321631  0.10572717]\n",
      " [0.08157095 0.07886422 0.1422895  0.09985738 0.10497759 0.0665563\n",
      "  0.11079405 0.10059161 0.11243799 0.10206049]\n",
      " [0.08705053 0.04764042 0.10455436 0.08933485 0.16194876 0.07902072\n",
      "  0.13229762 0.08005993 0.08036721 0.13772562]\n",
      " [0.08092367 0.07657287 0.0822899  0.09296763 0.10065655 0.08669657\n",
      "  0.09396286 0.13523248 0.13336122 0.1173363 ]\n",
      " [0.09708067 0.05856983 0.09949566 0.09114122 0.11259758 0.07603433\n",
      "  0.09310446 0.15997578 0.09389728 0.11810318]\n",
      " [0.08064106 0.10290403 0.08404599 0.10153306 0.0790595  0.08326361\n",
      "  0.0984074  0.1278773  0.1447329  0.09753515]\n",
      " [0.12493207 0.07369472 0.13418007 0.10587887 0.06393287 0.08474836\n",
      "  0.1356489  0.10035489 0.10086109 0.07576813]\n",
      " [0.09285866 0.0853202  0.12559605 0.11185904 0.09412619 0.07039849\n",
      "  0.10209273 0.11232323 0.11879709 0.08662822]\n",
      " [0.14429677 0.07342061 0.10272586 0.0981966  0.06865244 0.06855012\n",
      "  0.06367069 0.1332133  0.09926939 0.14800426]\n",
      " [0.09541849 0.05739844 0.10843955 0.1551126  0.08400612 0.12019014\n",
      "  0.065863   0.10214386 0.10339975 0.10802799]\n",
      " [0.16200088 0.0720427  0.14844018 0.09738479 0.0873201  0.0908325\n",
      "  0.11162702 0.07433829 0.06707849 0.08893499]\n",
      " [0.11468446 0.0585866  0.0988538  0.09884905 0.13922305 0.0586642\n",
      "  0.10496831 0.09436492 0.09593863 0.13586697]\n",
      " [0.15129493 0.07036824 0.11314566 0.12632929 0.08647898 0.09314357\n",
      "  0.10229965 0.07432433 0.10117546 0.0814398 ]\n",
      " [0.10872905 0.06575745 0.13055052 0.08462786 0.15203828 0.08919805\n",
      "  0.09235526 0.08714209 0.06840962 0.12119173]\n",
      " [0.09203304 0.10188016 0.0842768  0.10440121 0.10484734 0.08982873\n",
      "  0.07294715 0.12583964 0.12087183 0.10307413]\n",
      " [0.07839534 0.09879672 0.11511222 0.0980012  0.07900207 0.07986367\n",
      "  0.12136645 0.10041677 0.14131379 0.0877318 ]\n",
      " [0.17574006 0.07821278 0.10780811 0.142126   0.06997839 0.08105537\n",
      "  0.08615805 0.09549935 0.08985047 0.07357141]\n",
      " [0.1750914  0.09591772 0.09772353 0.08470127 0.07259248 0.08526641\n",
      "  0.18406986 0.05616086 0.0787538  0.06972262]\n",
      " [0.07689905 0.07170525 0.11146717 0.07926428 0.13011722 0.0951483\n",
      "  0.10826164 0.09505803 0.10619984 0.12587921]\n",
      " [0.12256952 0.06353655 0.09426068 0.09392265 0.07501352 0.09129955\n",
      "  0.07852123 0.12688126 0.12233081 0.13166411]\n",
      " [0.09070386 0.11014568 0.10477068 0.08949828 0.11085957 0.08654758\n",
      "  0.10014223 0.0942435  0.09673426 0.11635426]\n",
      " [0.1226137  0.09373937 0.09507757 0.12546386 0.06631105 0.11154383\n",
      "  0.09654555 0.10931014 0.09772851 0.08166651]\n",
      " [0.08145975 0.09606387 0.07873635 0.11221532 0.07492186 0.10254284\n",
      "  0.09868611 0.0890947  0.16435574 0.10192339]\n",
      " [0.29527214 0.03869336 0.0862356  0.10484891 0.05837103 0.09937255\n",
      "  0.07967287 0.07318547 0.08763319 0.07671485]\n",
      " [0.14403634 0.05504898 0.11681631 0.073364   0.11547627 0.07845499\n",
      "  0.13546816 0.10940018 0.06473316 0.10720164]\n",
      " [0.11620763 0.07593113 0.10902778 0.17938617 0.06160664 0.09820978\n",
      "  0.07126668 0.08309385 0.13417366 0.07109666]\n",
      " [0.06784146 0.08201137 0.10961293 0.10970514 0.13446113 0.0590244\n",
      "  0.09552366 0.10154718 0.11493148 0.12534122]\n",
      " [0.11010546 0.09328403 0.11679544 0.11557361 0.10356621 0.09219021\n",
      "  0.07542783 0.0957527  0.10059056 0.09671392]\n",
      " [0.08721018 0.14063677 0.10968163 0.11366419 0.0787494  0.09620583\n",
      "  0.08322643 0.08983788 0.10804985 0.0927378 ]\n",
      " [0.09942763 0.06104149 0.10675284 0.09614126 0.12975278 0.08788125\n",
      "  0.11855455 0.10398065 0.09062859 0.1058389 ]\n",
      " [0.10347867 0.06909818 0.09569055 0.09401011 0.12726025 0.08581015\n",
      "  0.12222373 0.09048569 0.10347854 0.10846415]\n",
      " [0.08673339 0.10081183 0.09906124 0.08154691 0.10226119 0.09728188\n",
      "  0.09138753 0.13776335 0.09631526 0.10683732]\n",
      " [0.11380825 0.10016255 0.08691987 0.09695457 0.0978465  0.08593602\n",
      "  0.13198924 0.0744771  0.10639045 0.10551536]\n",
      " [0.13331553 0.06805708 0.08366206 0.14091319 0.07764249 0.10454564\n",
      "  0.07674364 0.0792753  0.1164673  0.11937775]\n",
      " [0.12084249 0.11961146 0.10330197 0.11817199 0.08697634 0.10503422\n",
      "  0.08379516 0.06272341 0.11057042 0.08897247]\n",
      " [0.09653955 0.14006099 0.08438037 0.0870209  0.07996715 0.07858097\n",
      "  0.10156687 0.09260351 0.11759678 0.12168295]\n",
      " [0.1294517  0.1375868  0.11992535 0.09376198 0.05610371 0.08702795\n",
      "  0.08313306 0.09311196 0.10236827 0.09752918]\n",
      " [0.13738784 0.08108295 0.05985632 0.09198233 0.12533222 0.1003077\n",
      "  0.0972086  0.09137638 0.14899461 0.066471  ]\n",
      " [0.09138264 0.07417646 0.10196272 0.13974588 0.07132278 0.11639323\n",
      "  0.09163956 0.10970376 0.12123572 0.08243736]\n",
      " [0.12413429 0.05499392 0.10873928 0.11809491 0.14861327 0.07840393\n",
      "  0.12194173 0.08347557 0.07039658 0.0912066 ]\n",
      " [0.12021448 0.08528384 0.10078337 0.11981757 0.1081994  0.08776965\n",
      "  0.08541435 0.08152199 0.14090686 0.07008848]\n",
      " [0.11212759 0.06092222 0.08257391 0.09193098 0.12475786 0.08559032\n",
      "  0.11623221 0.11384984 0.1008986  0.11111651]\n",
      " [0.15016238 0.06699731 0.14588168 0.10825761 0.09731615 0.0741133\n",
      "  0.11088304 0.07921025 0.08497757 0.08220063]\n",
      " [0.12364316 0.04367109 0.1289247  0.0712129  0.11584684 0.06654119\n",
      "  0.21166061 0.05701717 0.0851237  0.09635866]\n",
      " [0.20592245 0.05073535 0.13941981 0.11546536 0.06195515 0.12822096\n",
      "  0.0733595  0.06648278 0.09434632 0.06409236]\n",
      " [0.08801311 0.06547728 0.09429173 0.09642985 0.09106553 0.07819209\n",
      "  0.09028661 0.14165081 0.1119201  0.1426729 ]\n",
      " [0.09611713 0.08895305 0.10045874 0.10332841 0.08874895 0.10549472\n",
      "  0.10029853 0.09518404 0.12728517 0.09413125]\n",
      " [0.10672268 0.08764282 0.13758117 0.07672039 0.08322363 0.07467228\n",
      "  0.19482592 0.0678525  0.08561648 0.08514216]\n",
      " [0.08094514 0.13453004 0.11216039 0.09980722 0.08283529 0.0911654\n",
      "  0.1019095  0.1033398  0.08859302 0.10471418]\n",
      " [0.10960612 0.03694514 0.12152345 0.10144001 0.07682583 0.07605372\n",
      "  0.18490058 0.1001269  0.09277134 0.09980685]\n",
      " [0.07306167 0.12890582 0.08912055 0.09408066 0.07161774 0.08848318\n",
      "  0.09588365 0.10980278 0.1350505  0.11399336]\n",
      " [0.07894116 0.08182207 0.09769313 0.11121784 0.08542721 0.11948131\n",
      "  0.07789748 0.12165526 0.14770769 0.07815693]\n",
      " [0.13245982 0.10563417 0.10886882 0.10519933 0.07792299 0.10848783\n",
      "  0.06835029 0.07597362 0.13550355 0.08159963]\n",
      " [0.09950871 0.07917216 0.09387521 0.12680976 0.09530107 0.08524435\n",
      "  0.10116617 0.09438532 0.11231738 0.11221983]\n",
      " [0.14211436 0.08006888 0.14363506 0.10427653 0.09617661 0.08568706\n",
      "  0.09896787 0.07784203 0.1001982  0.0710334 ]\n",
      " [0.16279149 0.04405266 0.08274153 0.1041445  0.09644203 0.09407822\n",
      "  0.08656862 0.05789942 0.17319173 0.09808978]\n",
      " [0.08971203 0.08890397 0.09998587 0.08063894 0.10336631 0.08429082\n",
      "  0.12316048 0.10328065 0.11045244 0.11620855]\n",
      " [0.10747279 0.09236304 0.09230524 0.09935226 0.10240132 0.07158015\n",
      "  0.0876381  0.10017147 0.11523366 0.13148198]\n",
      " [0.0763478  0.06961225 0.11126694 0.14030196 0.09673546 0.08879372\n",
      "  0.09213257 0.11527399 0.11582944 0.09370588]\n",
      " [0.1519233  0.09260404 0.1356325  0.08679485 0.07601143 0.08694352\n",
      "  0.13075395 0.07276933 0.10053815 0.0660289 ]\n",
      " [0.13795023 0.12459867 0.11783358 0.0883621  0.0700178  0.06838918\n",
      "  0.08625257 0.09650923 0.10581512 0.10427154]\n",
      " [0.08812837 0.12846786 0.09194968 0.09376056 0.07743788 0.09156653\n",
      "  0.09547447 0.11463343 0.11769909 0.10088214]\n",
      " [0.11820641 0.07818871 0.09058735 0.09905249 0.11052038 0.07952175\n",
      "  0.07986851 0.13176198 0.09870499 0.11358746]\n",
      " [0.19970897 0.04369054 0.10641724 0.07383601 0.07915102 0.11744185\n",
      "  0.11153471 0.0694913  0.11132287 0.08740555]\n",
      " [0.08564635 0.08463928 0.09574014 0.10353687 0.06985201 0.11217461\n",
      "  0.08200645 0.12212395 0.12665367 0.11762664]\n",
      " [0.08130835 0.08648034 0.09794369 0.10579115 0.10413866 0.0786851\n",
      "  0.11031683 0.13715371 0.10454524 0.09363691]\n",
      " [0.11898837 0.0758097  0.11028629 0.10169708 0.09660165 0.08669611\n",
      "  0.07715454 0.11367815 0.11128449 0.10780367]\n",
      " [0.10249774 0.08362157 0.09437841 0.10189924 0.1170248  0.07873046\n",
      "  0.08949849 0.11997627 0.11474998 0.09762305]\n",
      " [0.09874163 0.05626568 0.07638478 0.10508049 0.08407355 0.08733635\n",
      "  0.08732078 0.17202012 0.10144294 0.1313337 ]\n",
      " [0.08182756 0.14921026 0.09016951 0.09767792 0.070761   0.08473561\n",
      "  0.08675428 0.10539896 0.11778373 0.11568114]\n",
      " [0.1258195  0.07864515 0.08324482 0.1146566  0.09609577 0.11692143\n",
      "  0.10339314 0.09123202 0.1130136  0.07697795]\n",
      " [0.17849319 0.06427411 0.09915721 0.0837597  0.13501301 0.06053087\n",
      "  0.15591061 0.06994434 0.07844792 0.0744691 ]\n",
      " [0.127182   0.0920245  0.06229292 0.14134312 0.0797275  0.09489114\n",
      "  0.07548757 0.09679413 0.11996151 0.11029555]\n",
      " [0.09567302 0.07130425 0.10525408 0.10165024 0.10102955 0.08660556\n",
      "  0.07720768 0.10782441 0.11621833 0.13723288]\n",
      " [0.11083923 0.0957168  0.1092733  0.08456646 0.06963506 0.07448792\n",
      "  0.09826335 0.13081232 0.11490534 0.11150014]\n",
      " [0.11603967 0.08693269 0.11531766 0.11627572 0.07158639 0.10030541\n",
      "  0.10016526 0.08445454 0.1308056  0.07811707]\n",
      " [0.12518679 0.13151936 0.1207467  0.09948394 0.06073743 0.06633506\n",
      "  0.09934764 0.06430007 0.14618935 0.08615364]\n",
      " [0.08930498 0.14526281 0.10332195 0.0891356  0.08273532 0.0921371\n",
      "  0.09352668 0.10825559 0.08932527 0.10699469]\n",
      " [0.09364032 0.10531807 0.07442434 0.10142685 0.08836436 0.09425209\n",
      "  0.0626212  0.15442307 0.11473536 0.11079427]\n",
      " [0.10878001 0.07651137 0.11008466 0.08218952 0.10500576 0.08317101\n",
      "  0.11303999 0.09187155 0.10681938 0.12252679]\n",
      " [0.09680848 0.09355243 0.10862807 0.07145185 0.07894379 0.0762412\n",
      "  0.08968273 0.12254447 0.13926722 0.1228798 ]\n",
      " [0.0951914  0.07973579 0.09763978 0.09432153 0.13082734 0.10732918\n",
      "  0.09350824 0.08922079 0.1096152  0.10261073]\n",
      " [0.10254163 0.11224499 0.14187242 0.10591793 0.06707936 0.08703911\n",
      "  0.11884966 0.0943191  0.08134824 0.08878755]\n",
      " [0.09124772 0.08042722 0.11553473 0.10639519 0.11866584 0.09093658\n",
      "  0.08885149 0.10725115 0.11105777 0.08963223]\n",
      " [0.10812109 0.06228595 0.16306701 0.109605   0.10151678 0.09825002\n",
      "  0.10065398 0.07665986 0.09777132 0.0820689 ]\n",
      " [0.11970625 0.07118694 0.13408074 0.08631992 0.07473494 0.09085365\n",
      "  0.14994277 0.07537804 0.09507385 0.10272286]\n",
      " [0.08162972 0.11356979 0.10074151 0.10039434 0.07997849 0.09910126\n",
      "  0.08765125 0.08946883 0.15271845 0.09474628]\n",
      " [0.2154092  0.03628191 0.12200868 0.11825266 0.11339489 0.08546255\n",
      "  0.10753135 0.06767162 0.07140111 0.06258608]\n",
      " [0.08309676 0.16214062 0.10090196 0.07529747 0.0681174  0.10231081\n",
      "  0.08374058 0.09006451 0.1162992  0.11803065]\n",
      " [0.12010727 0.07720746 0.09092367 0.09792961 0.09069656 0.09555456\n",
      "  0.09573041 0.10753115 0.13079873 0.09352063]\n",
      " [0.12761356 0.06638133 0.10165051 0.08099996 0.08954904 0.10242173\n",
      "  0.09818353 0.12586771 0.11466689 0.09266587]\n",
      " [0.12365356 0.04545813 0.10042663 0.10571291 0.0657432  0.09647606\n",
      "  0.09015843 0.0748908  0.1953562  0.10212409]\n",
      " [0.13288666 0.05918825 0.09535086 0.08111361 0.08603021 0.07806036\n",
      "  0.07375274 0.17270282 0.11942036 0.10149407]\n",
      " [0.1891846  0.04487936 0.09559353 0.13644142 0.06842425 0.0970704\n",
      "  0.07777993 0.08351294 0.10317446 0.10393913]\n",
      " [0.16737792 0.04598606 0.12653327 0.12411761 0.0914621  0.10989193\n",
      "  0.11992858 0.07559283 0.07436278 0.06474694]\n",
      " [0.15589818 0.04477321 0.09810963 0.17090861 0.07441733 0.16289654\n",
      "  0.0936236  0.06689665 0.06256983 0.06990644]\n",
      " [0.11097596 0.05034234 0.09362871 0.10171623 0.05749198 0.08687501\n",
      "  0.19445871 0.06723493 0.1582879  0.07898822]] (12.452 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 4.00088\n",
      "INFO:tensorflow:probabilities = [[0.11449362 0.09371738 0.08622644 0.08087769 0.08924843 0.09552598\n",
      "  0.08844423 0.098529   0.15527268 0.09766461]\n",
      " [0.12584877 0.04839341 0.13354987 0.09565145 0.14043197 0.06780664\n",
      "  0.13118376 0.07484717 0.08865208 0.09363492]\n",
      " [0.07225888 0.10683376 0.12700999 0.09963613 0.06760658 0.06564428\n",
      "  0.12206636 0.09892573 0.12376194 0.11625642]\n",
      " [0.12005917 0.04297157 0.08647025 0.0835724  0.13839053 0.07775365\n",
      "  0.05729073 0.21636923 0.07786659 0.09925591]\n",
      " [0.10348441 0.05549603 0.0816723  0.09845297 0.11491812 0.08882278\n",
      "  0.16627888 0.0809579  0.08808835 0.12182823]\n",
      " [0.10242335 0.07202223 0.10497455 0.1217617  0.08638734 0.09471109\n",
      "  0.09057468 0.1024308  0.12514569 0.0995685 ]\n",
      " [0.11461179 0.11596685 0.11891762 0.10343213 0.0855059  0.07803019\n",
      "  0.07902524 0.0950475  0.12865044 0.08081231]\n",
      " [0.10739233 0.07122394 0.10643043 0.10451119 0.08860121 0.09750386\n",
      "  0.14166276 0.0633724  0.1117407  0.10756123]\n",
      " [0.0940602  0.11321506 0.12452322 0.0968031  0.07414829 0.08556703\n",
      "  0.06695906 0.13967411 0.1048557  0.10019424]\n",
      " [0.14114699 0.04918553 0.12993318 0.07881913 0.1382406  0.08448432\n",
      "  0.13946383 0.0874201  0.07660252 0.07470375]\n",
      " [0.11822527 0.05916241 0.11294783 0.16499351 0.06551585 0.11737197\n",
      "  0.09699813 0.09003785 0.09157291 0.08317427]\n",
      " [0.1118134  0.08271145 0.08418408 0.10348739 0.16097318 0.06570093\n",
      "  0.10529234 0.10409126 0.0875857  0.09416027]\n",
      " [0.06203935 0.14943488 0.1460636  0.10654908 0.06367043 0.07491573\n",
      "  0.09095937 0.08189508 0.105626   0.11884659]\n",
      " [0.14700356 0.06470691 0.09338255 0.17684609 0.07720345 0.08132382\n",
      "  0.10319611 0.08838111 0.10905161 0.05890483]\n",
      " [0.19958329 0.06897377 0.09808319 0.12713835 0.10972186 0.089346\n",
      "  0.08202499 0.06812215 0.0837914  0.07321499]\n",
      " [0.09497123 0.07705949 0.15029433 0.10844689 0.0810011  0.08625729\n",
      "  0.15076306 0.08193972 0.07138969 0.09787726]\n",
      " [0.2093787  0.04658546 0.09160378 0.09704623 0.08328931 0.07908174\n",
      "  0.05998111 0.10203991 0.11184017 0.11915358]\n",
      " [0.09480968 0.06428593 0.10663158 0.14511414 0.08631141 0.08837689\n",
      "  0.10230696 0.10267021 0.11630581 0.09318755]\n",
      " [0.07767109 0.11907496 0.08069834 0.09637357 0.08247712 0.0798681\n",
      "  0.10511769 0.123147   0.1188457  0.11672655]\n",
      " [0.0852204  0.07640575 0.1342758  0.11387243 0.05176948 0.08337992\n",
      "  0.09246609 0.07346904 0.20712098 0.08202013]\n",
      " [0.11097464 0.12319717 0.13523984 0.0811554  0.08368681 0.08501614\n",
      "  0.08149129 0.09675059 0.12632018 0.07616792]\n",
      " [0.0611009  0.17592412 0.08973662 0.09147369 0.08418012 0.08547441\n",
      "  0.08750464 0.11751354 0.11085605 0.09623605]\n",
      " [0.09068457 0.11353038 0.10511097 0.10738571 0.0791089  0.06891789\n",
      "  0.0747157  0.09551928 0.16959517 0.09543138]\n",
      " [0.07598689 0.12720743 0.0975714  0.09690415 0.09039021 0.07799143\n",
      "  0.0746048  0.1436456  0.10780147 0.10789657]\n",
      " [0.08938777 0.06100827 0.0881252  0.08780647 0.09140337 0.09515125\n",
      "  0.07741921 0.16658121 0.11071301 0.1324042 ]\n",
      " [0.13432646 0.0827611  0.14501819 0.10999456 0.08091085 0.07362646\n",
      "  0.07141162 0.08459233 0.12318059 0.09417788]\n",
      " [0.19178213 0.04931815 0.12923296 0.13025096 0.07405931 0.07828831\n",
      "  0.09105097 0.07795318 0.07439879 0.10366535]\n",
      " [0.09011922 0.06152029 0.10074423 0.09277399 0.14867598 0.09108205\n",
      "  0.11341971 0.09081572 0.07233746 0.1385114 ]\n",
      " [0.11140821 0.05722758 0.15654765 0.10768032 0.15641631 0.06710865\n",
      "  0.09397896 0.09235771 0.0627628  0.09451187]\n",
      " [0.08029567 0.0720991  0.07286654 0.10017516 0.10985297 0.09574215\n",
      "  0.09667251 0.12274682 0.13104343 0.11850558]\n",
      " [0.10575112 0.09946557 0.09599091 0.09862407 0.05431163 0.09791458\n",
      "  0.09422806 0.1171032  0.1363418  0.10026912]\n",
      " [0.10753749 0.06790668 0.2083105  0.09918544 0.06366453 0.09733217\n",
      "  0.11360749 0.07329886 0.08480312 0.08435377]\n",
      " [0.12103361 0.08812302 0.12064719 0.08956233 0.07270399 0.11134073\n",
      "  0.08421482 0.10096344 0.11654301 0.09486789]\n",
      " [0.11973692 0.05287644 0.08602937 0.0966065  0.09055243 0.08503914\n",
      "  0.06944685 0.14877358 0.09110278 0.15983604]\n",
      " [0.08637042 0.08265522 0.10284543 0.10118283 0.09701653 0.08540171\n",
      "  0.124534   0.09168841 0.14154346 0.08676209]\n",
      " [0.12950858 0.07065839 0.07861689 0.15264948 0.0594478  0.1007571\n",
      "  0.0933826  0.09181558 0.12947099 0.09369261]\n",
      " [0.11953748 0.06080074 0.13289502 0.11075299 0.07785391 0.09863196\n",
      "  0.11380399 0.07521658 0.12757687 0.08293042]\n",
      " [0.06314734 0.0686906  0.10283726 0.09697756 0.08389689 0.06033583\n",
      "  0.04883356 0.22315766 0.12059781 0.13152556]\n",
      " [0.19398664 0.05214795 0.11219009 0.08786209 0.09228483 0.09007107\n",
      "  0.1191133  0.07162917 0.10554698 0.07516776]\n",
      " [0.13450353 0.08487189 0.09618966 0.106006   0.09407799 0.07151306\n",
      "  0.07711999 0.11550218 0.09922071 0.12099508]\n",
      " [0.08170169 0.12059876 0.07175146 0.10702763 0.06655448 0.0851466\n",
      "  0.0685987  0.16639438 0.11613724 0.11608901]\n",
      " [0.17565203 0.08327881 0.07575599 0.1528426  0.06143929 0.0973561\n",
      "  0.10830628 0.0796438  0.08298686 0.08273829]\n",
      " [0.14016648 0.04561045 0.23853242 0.13773724 0.06542603 0.10425819\n",
      "  0.07185057 0.06788787 0.06948309 0.05904774]\n",
      " [0.10649104 0.0648977  0.08305028 0.09569273 0.14267913 0.08203954\n",
      "  0.07601906 0.10584629 0.08320429 0.16007993]\n",
      " [0.09418615 0.07951073 0.09447411 0.09594004 0.07947294 0.09835029\n",
      "  0.0586568  0.1704715  0.1047805  0.12415697]\n",
      " [0.1421839  0.08543935 0.11230218 0.1094236  0.06844752 0.10009602\n",
      "  0.12417543 0.05762661 0.11743806 0.08286734]\n",
      " [0.13969214 0.05476207 0.12718372 0.08391061 0.10713699 0.06643946\n",
      "  0.17808574 0.09614193 0.06433681 0.08231056]\n",
      " [0.14580789 0.07824187 0.1132337  0.13098079 0.09468778 0.08694538\n",
      "  0.1310834  0.07922649 0.07431708 0.06547563]\n",
      " [0.12777393 0.08987333 0.09681906 0.1082216  0.06681257 0.09704069\n",
      "  0.06496266 0.09452247 0.15567602 0.09829763]\n",
      " [0.14307405 0.04591804 0.11079398 0.07637104 0.13913237 0.09259765\n",
      "  0.0952495  0.09882584 0.1214794  0.07655817]\n",
      " [0.11976463 0.06084408 0.15692416 0.09451443 0.0909922  0.10123234\n",
      "  0.11309851 0.06197323 0.11838542 0.08227104]\n",
      " [0.08025679 0.05971623 0.10047182 0.10974374 0.12364428 0.09463067\n",
      "  0.14635941 0.09260278 0.10121099 0.09136332]\n",
      " [0.11955832 0.09889947 0.11281818 0.08706883 0.10147894 0.09309792\n",
      "  0.12076125 0.06696339 0.10162182 0.09773178]\n",
      " [0.11369903 0.08117142 0.09238537 0.10027254 0.08051317 0.06292944\n",
      "  0.10429101 0.11941898 0.11226263 0.13305649]\n",
      " [0.10765997 0.09002642 0.10871462 0.09878098 0.06726321 0.07703944\n",
      "  0.06562299 0.09940942 0.18597361 0.09950934]\n",
      " [0.08217152 0.08299873 0.11549241 0.09117904 0.11854272 0.07344734\n",
      "  0.1050007  0.10013851 0.1115547  0.11947426]\n",
      " [0.09763186 0.0534345  0.10931527 0.09693246 0.13464306 0.08025902\n",
      "  0.10913847 0.07073069 0.12009297 0.12782162]\n",
      " [0.2150475  0.04769038 0.12400208 0.10110631 0.12007686 0.08467974\n",
      "  0.08714081 0.07418575 0.07127611 0.07479435]\n",
      " [0.12278727 0.07814706 0.11336403 0.11926661 0.07773183 0.10887738\n",
      "  0.08536136 0.07862978 0.13536052 0.08047406]\n",
      " [0.10839725 0.11728011 0.11264186 0.10232332 0.07869413 0.10124422\n",
      "  0.0594097  0.11402856 0.11280339 0.09317752]\n",
      " [0.09954097 0.10844001 0.09149945 0.08698373 0.09097324 0.0908042\n",
      "  0.0637599  0.10165402 0.11753326 0.14881122]\n",
      " [0.1497542  0.04665428 0.13814318 0.1247291  0.06504215 0.09047303\n",
      "  0.08638005 0.12890752 0.08091192 0.08900463]\n",
      " [0.11387408 0.05756443 0.10682375 0.09311132 0.08384679 0.07462581\n",
      "  0.08175785 0.16329508 0.12833218 0.09676866]\n",
      " [0.1147472  0.07412151 0.09030967 0.10121796 0.08406204 0.08393019\n",
      "  0.20069644 0.07200582 0.09647024 0.08243883]\n",
      " [0.1544991  0.10118843 0.10483644 0.11752035 0.0764146  0.07737205\n",
      "  0.04739877 0.08245286 0.15981156 0.0785059 ]\n",
      " [0.1738423  0.05255467 0.16965878 0.07418885 0.09109485 0.12726252\n",
      "  0.08320424 0.04863046 0.0959269  0.08363645]\n",
      " [0.19331941 0.05763099 0.09295985 0.11094327 0.09047838 0.09245913\n",
      "  0.09942998 0.05779567 0.12492353 0.08005986]\n",
      " [0.11797129 0.07835658 0.12329414 0.10556925 0.07476289 0.08947279\n",
      "  0.12395314 0.08949543 0.09699201 0.10013249]\n",
      " [0.11155425 0.10750215 0.10540706 0.1095247  0.06843375 0.12009979\n",
      "  0.07380973 0.07936301 0.1282162  0.09608942]\n",
      " [0.16504334 0.05772949 0.10646953 0.1039857  0.09628614 0.08388884\n",
      "  0.10858727 0.11794373 0.07425584 0.08581001]\n",
      " [0.10116713 0.07131485 0.10971429 0.10748595 0.07214694 0.1054984\n",
      "  0.08521813 0.08115664 0.16180994 0.10448772]\n",
      " [0.10709745 0.10003617 0.09998926 0.09274307 0.08821341 0.09777857\n",
      "  0.0886432  0.0994378  0.13116261 0.0948985 ]\n",
      " [0.12301139 0.05699842 0.08880723 0.10840173 0.08513505 0.10829212\n",
      "  0.05079775 0.08797996 0.1641598  0.12641655]\n",
      " [0.14818248 0.07736798 0.10070242 0.11204475 0.0829195  0.0893067\n",
      "  0.11033067 0.09742448 0.0849804  0.09674058]\n",
      " [0.08367494 0.08779884 0.09057517 0.13831733 0.07161798 0.11899036\n",
      "  0.07590828 0.10718683 0.11212479 0.11380538]\n",
      " [0.13120762 0.03725403 0.14312187 0.0836713  0.08385751 0.08091192\n",
      "  0.15856871 0.13490272 0.07135231 0.07515195]\n",
      " [0.1036185  0.11279821 0.08965702 0.11830679 0.07681749 0.09808804\n",
      "  0.11012708 0.07850473 0.13170968 0.08037248]\n",
      " [0.07425172 0.16111472 0.08949918 0.07404954 0.07678522 0.08923753\n",
      "  0.0993246  0.13504249 0.10894399 0.09175104]\n",
      " [0.08744915 0.06524556 0.07430863 0.12078466 0.14675847 0.06993878\n",
      "  0.08055754 0.14489987 0.09057505 0.11948229]\n",
      " [0.15251648 0.06460722 0.09438621 0.10695545 0.08751712 0.10001373\n",
      "  0.11570103 0.09504084 0.10939478 0.0738672 ]\n",
      " [0.09035273 0.05593802 0.09401112 0.08756765 0.09832209 0.07439445\n",
      "  0.07921738 0.16281162 0.13078995 0.1265951 ]\n",
      " [0.17974126 0.04362356 0.0942324  0.15061839 0.07839455 0.11480982\n",
      "  0.09195803 0.08514906 0.06699941 0.09447354]\n",
      " [0.1328085  0.08525625 0.13796046 0.08173324 0.07214647 0.09068766\n",
      "  0.1501305  0.06080645 0.10103711 0.08743343]\n",
      " [0.08821742 0.05857768 0.06534408 0.11824958 0.07497128 0.08260315\n",
      "  0.05644706 0.18370238 0.10840674 0.16348061]\n",
      " [0.07935243 0.155084   0.09533999 0.09482941 0.10043616 0.07855554\n",
      "  0.09717453 0.08734479 0.12713139 0.08475173]\n",
      " [0.14082715 0.08520935 0.09970416 0.10221815 0.11235265 0.06247465\n",
      "  0.09909301 0.09967088 0.09826875 0.1001812 ]\n",
      " [0.10304755 0.0715576  0.11272047 0.10519688 0.10579213 0.082355\n",
      "  0.08697452 0.11901923 0.11425028 0.09908631]\n",
      " [0.17436486 0.07139298 0.09428215 0.11509645 0.09584682 0.07368628\n",
      "  0.05556642 0.07057547 0.14482152 0.10436701]\n",
      " [0.08666598 0.07889734 0.10620967 0.13189064 0.10709959 0.09401804\n",
      "  0.08396011 0.12403803 0.11075468 0.0764659 ]\n",
      " [0.10537235 0.11723232 0.10940547 0.08969764 0.11426105 0.09237219\n",
      "  0.08099215 0.07500866 0.11800809 0.09765008]\n",
      " [0.16048461 0.06418226 0.1049088  0.08895694 0.07140747 0.06908213\n",
      "  0.14254427 0.05983963 0.13740154 0.10119231]\n",
      " [0.08007797 0.06290896 0.07915361 0.12317245 0.11007005 0.08682735\n",
      "  0.07333084 0.19083507 0.08085428 0.11276951]\n",
      " [0.09472441 0.1026776  0.12628278 0.11019763 0.05893018 0.08999668\n",
      "  0.10395316 0.09456302 0.10717502 0.11149956]\n",
      " [0.0944456  0.04597295 0.12427574 0.09275884 0.14427146 0.0834045\n",
      "  0.13934882 0.10140193 0.06677675 0.10734337]\n",
      " [0.08514193 0.09549974 0.08251952 0.09051844 0.08353858 0.09706704\n",
      "  0.07326474 0.159961   0.10548864 0.12700038]\n",
      " [0.16365673 0.07406578 0.08423075 0.11287212 0.06117289 0.1270238\n",
      "  0.07562688 0.09620568 0.10825958 0.09688573]\n",
      " [0.09601197 0.07948286 0.10647311 0.12835842 0.06126924 0.0927375\n",
      "  0.112219   0.08055761 0.1341958  0.10869453]\n",
      " [0.0896543  0.1410476  0.09065837 0.08010548 0.07823908 0.07705066\n",
      "  0.08893134 0.12342766 0.13709533 0.09379011]\n",
      " [0.10850621 0.04941999 0.08676149 0.08995467 0.12614407 0.10346888\n",
      "  0.0919228  0.15119635 0.08898383 0.10364176]\n",
      " [0.15591992 0.08632205 0.12894827 0.09666669 0.12233025 0.08698097\n",
      "  0.08194272 0.0515108  0.10170121 0.08767707]] (12.541 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 1.9756083, step = 901 (24.993 sec)\n",
      "INFO:tensorflow:probabilities = [[0.12139582 0.0507648  0.08290071 0.13622825 0.08985465 0.12470302\n",
      "  0.09303103 0.07728502 0.14383847 0.07999822]\n",
      " [0.08384063 0.10669092 0.07970197 0.08837476 0.10487595 0.0853582\n",
      "  0.0615423  0.14651063 0.12340003 0.11970462]\n",
      " [0.24652472 0.03447153 0.131946   0.1160054  0.05582122 0.07672974\n",
      "  0.09363202 0.07845795 0.09691827 0.0694931 ]\n",
      " [0.07876615 0.07035018 0.0968518  0.1644226  0.10876308 0.07196359\n",
      "  0.1023196  0.11235499 0.09959817 0.09460989]\n",
      " [0.0994432  0.10296955 0.13825253 0.11272765 0.09084295 0.0805371\n",
      "  0.18546093 0.03757012 0.09387844 0.05831757]\n",
      " [0.08327127 0.06772441 0.13726048 0.11112614 0.11870042 0.09625608\n",
      "  0.12205955 0.10312992 0.08712639 0.07334528]\n",
      " [0.08511221 0.05321552 0.07632694 0.09643167 0.15181889 0.05887043\n",
      "  0.16246314 0.08180995 0.1176087  0.11634263]\n",
      " [0.10625331 0.0915882  0.10630026 0.08716364 0.07789295 0.10759295\n",
      "  0.16426975 0.05233138 0.12730478 0.07930282]\n",
      " [0.09517471 0.07570441 0.09646282 0.07420044 0.11795928 0.08049063\n",
      "  0.13432012 0.1129178  0.1015675  0.11120235]\n",
      " [0.27830878 0.03722511 0.09743796 0.10019259 0.06400011 0.12623894\n",
      "  0.06179286 0.06117553 0.0924455  0.08118262]\n",
      " [0.11965605 0.07769737 0.06655332 0.13731436 0.08519857 0.09893728\n",
      "  0.07523279 0.09291614 0.16160978 0.08488435]\n",
      " [0.08023198 0.15517437 0.0796673  0.10545893 0.08269342 0.06708048\n",
      "  0.13335338 0.07067168 0.14009817 0.08557022]\n",
      " [0.10226955 0.07232331 0.07984195 0.10891867 0.08945886 0.05091124\n",
      "  0.07025728 0.16700447 0.131291   0.12772368]\n",
      " [0.07585718 0.09767458 0.08264566 0.16051193 0.07066737 0.10991017\n",
      "  0.14469908 0.05909233 0.11833464 0.08060706]\n",
      " [0.08516107 0.10084523 0.12736757 0.11669539 0.08492602 0.07374572\n",
      "  0.13045393 0.08191038 0.08823919 0.11065558]\n",
      " [0.12997647 0.07371732 0.11181384 0.11989291 0.09003375 0.08454908\n",
      "  0.17975914 0.05034162 0.08818414 0.07173177]\n",
      " [0.10021525 0.08262879 0.15202478 0.08775225 0.06889289 0.07811219\n",
      "  0.13134204 0.07764154 0.12201728 0.09937296]\n",
      " [0.09292115 0.07167861 0.09404463 0.11211729 0.09528192 0.07755969\n",
      "  0.07030277 0.17244738 0.11858311 0.09506349]\n",
      " [0.06844871 0.05772656 0.06093744 0.07328438 0.10859131 0.0785957\n",
      "  0.05745205 0.19975038 0.1423345  0.1528789 ]\n",
      " [0.08002419 0.184767   0.07459837 0.10341217 0.08973124 0.07543294\n",
      "  0.09781911 0.07479875 0.09981114 0.11960509]\n",
      " [0.09344851 0.06671003 0.11402579 0.06245444 0.12302341 0.08264474\n",
      "  0.10897618 0.10697175 0.11424211 0.12750305]\n",
      " [0.09375411 0.06446245 0.11076761 0.1347793  0.11332642 0.07298769\n",
      "  0.12698057 0.0837668  0.10512235 0.09405263]\n",
      " [0.12633514 0.07701316 0.12538442 0.1328552  0.08389153 0.07972219\n",
      "  0.09195465 0.09543374 0.11619118 0.07121877]\n",
      " [0.21553038 0.03663728 0.11446061 0.14167567 0.07772177 0.08135684\n",
      "  0.09003752 0.07768001 0.08072309 0.08417677]\n",
      " [0.07810118 0.06824743 0.10664773 0.098359   0.1156708  0.08573144\n",
      "  0.11574723 0.1273524  0.10546376 0.09867911]\n",
      " [0.12277222 0.10591798 0.08165808 0.08152831 0.08036967 0.0646271\n",
      "  0.08841228 0.14348683 0.11582296 0.11540458]\n",
      " [0.07705629 0.08687885 0.10287729 0.11986967 0.08619998 0.09163131\n",
      "  0.14263372 0.08796991 0.11736543 0.08751749]\n",
      " [0.09201198 0.05694603 0.11282518 0.09792648 0.11142185 0.10706735\n",
      "  0.10651521 0.10618166 0.13224082 0.07686358]\n",
      " [0.15013865 0.06668993 0.0982759  0.07486109 0.12106823 0.08884247\n",
      "  0.08574797 0.09188505 0.085452   0.13703863]\n",
      " [0.1195466  0.08047625 0.08848092 0.19552507 0.08401611 0.078245\n",
      "  0.07676662 0.07611714 0.10639396 0.09443235]\n",
      " [0.10367285 0.08031779 0.07074004 0.08636304 0.1563409  0.07166937\n",
      "  0.0761492  0.14077485 0.09974543 0.11422653]\n",
      " [0.13539545 0.08207174 0.1112256  0.13077082 0.06137073 0.09140025\n",
      "  0.11045132 0.10039489 0.08727907 0.08964019]\n",
      " [0.08227883 0.07828517 0.09901137 0.09684762 0.08762411 0.10539695\n",
      "  0.11815591 0.09865244 0.10589273 0.12785491]\n",
      " [0.10426094 0.06514061 0.07954853 0.06781389 0.13676398 0.0774639\n",
      "  0.13289301 0.11676272 0.12862664 0.09072578]\n",
      " [0.07601307 0.12959614 0.08991439 0.08193281 0.10622455 0.08483418\n",
      "  0.09091683 0.09332158 0.12934925 0.11789718]\n",
      " [0.1192159  0.07251426 0.1245643  0.17384337 0.04710701 0.09680311\n",
      "  0.07861558 0.06266567 0.14273806 0.08193274]\n",
      " [0.07442861 0.19903958 0.1081403  0.08789227 0.0795718  0.06917298\n",
      "  0.06855233 0.10625243 0.11689844 0.09005123]\n",
      " [0.12623787 0.1020884  0.1079747  0.10931282 0.04882018 0.10913876\n",
      "  0.08594318 0.10800549 0.11207412 0.09040452]\n",
      " [0.10213803 0.07141534 0.12015707 0.07971504 0.07575865 0.08879557\n",
      "  0.06468498 0.19836183 0.08563742 0.11333615]\n",
      " [0.11685093 0.05378876 0.08870198 0.10141928 0.12546489 0.1046389\n",
      "  0.12210543 0.10472482 0.0901424  0.09216266]\n",
      " [0.09039097 0.148271   0.10983524 0.10344543 0.08018015 0.09891862\n",
      "  0.08910203 0.09744756 0.09050836 0.09190069]\n",
      " [0.06802945 0.12173855 0.0912556  0.0935157  0.09688901 0.08993297\n",
      "  0.06488821 0.12623307 0.1263765  0.12114096]\n",
      " [0.09498518 0.07109865 0.06338095 0.09574538 0.08722007 0.08874842\n",
      "  0.06785128 0.18949726 0.10290658 0.13856626]\n",
      " [0.22863375 0.05173361 0.0858495  0.09473956 0.09685732 0.07794107\n",
      "  0.05401202 0.07094657 0.12206952 0.117217  ]\n",
      " [0.27324226 0.04014521 0.10920178 0.10075895 0.06649136 0.10306923\n",
      "  0.0815881  0.08709729 0.07771214 0.0606937 ]\n",
      " [0.09747724 0.04383488 0.07998618 0.08750948 0.11768955 0.09658521\n",
      "  0.07839563 0.10892534 0.16586684 0.12372969]\n",
      " [0.08282391 0.06239117 0.08508285 0.08873253 0.1246313  0.09347557\n",
      "  0.14898153 0.08806898 0.08698185 0.13883035]\n",
      " [0.15908022 0.06395129 0.06850396 0.07370755 0.06764114 0.15235333\n",
      "  0.05819475 0.13777506 0.14771366 0.07107904]\n",
      " [0.12499563 0.08673271 0.1153153  0.12706903 0.08307022 0.07243992\n",
      "  0.08160197 0.09563626 0.10422309 0.10891584]\n",
      " [0.07480043 0.15216357 0.09613311 0.0945122  0.09450276 0.08832656\n",
      "  0.09418805 0.09198679 0.10974397 0.10364258]\n",
      " [0.06640185 0.10188332 0.11192618 0.09618589 0.1047874  0.08373139\n",
      "  0.13351522 0.08441038 0.11673687 0.10042149]\n",
      " [0.06325884 0.05827371 0.10813486 0.09971683 0.13959064 0.07952041\n",
      "  0.11355185 0.11658919 0.11065781 0.11070587]\n",
      " [0.12351727 0.06276592 0.0886689  0.08223929 0.142005   0.08486682\n",
      "  0.12445462 0.08390895 0.0914676  0.11610563]\n",
      " [0.14220282 0.07326125 0.1402637  0.1091492  0.07769863 0.08557878\n",
      "  0.10968254 0.07482316 0.1055035  0.08183637]\n",
      " [0.05035669 0.07060592 0.08647187 0.1248558  0.13746783 0.05862409\n",
      "  0.05109824 0.16210562 0.10378677 0.15462719]\n",
      " [0.10029544 0.06204554 0.07416163 0.09242653 0.1508677  0.05780723\n",
      "  0.08714775 0.12248289 0.12422972 0.12853558]\n",
      " [0.1710419  0.03788182 0.12161735 0.09831939 0.10247801 0.06490672\n",
      "  0.08922192 0.12465297 0.07049711 0.11938285]\n",
      " [0.09085994 0.05906446 0.11521396 0.1027916  0.1351006  0.08970971\n",
      "  0.11539339 0.09869394 0.09281348 0.10035893]\n",
      " [0.13644865 0.06726715 0.11600096 0.05661938 0.12212104 0.09484264\n",
      "  0.09804256 0.09651933 0.1418111  0.07032722]\n",
      " [0.21261656 0.07018011 0.13197863 0.09189896 0.06544103 0.07062869\n",
      "  0.05689294 0.07489093 0.1536562  0.07181593]\n",
      " [0.1139338  0.1109553  0.08715399 0.07184447 0.14630736 0.08213483\n",
      "  0.07440372 0.10809518 0.10720935 0.0979619 ]\n",
      " [0.21870893 0.04150482 0.080607   0.10331856 0.06751699 0.08046406\n",
      "  0.09693263 0.07065335 0.15927964 0.08101404]\n",
      " [0.10991897 0.10972711 0.08285251 0.08883147 0.1080661  0.11645205\n",
      "  0.09225114 0.08874381 0.10430456 0.09885219]\n",
      " [0.09152091 0.07844839 0.11040385 0.13072225 0.09651055 0.10766099\n",
      "  0.11781452 0.08768853 0.08859608 0.09063387]\n",
      " [0.08690551 0.0897122  0.1247049  0.09507275 0.0829358  0.08748654\n",
      "  0.18447869 0.05882036 0.10458393 0.08529935]\n",
      " [0.14288275 0.07275787 0.10161294 0.18830474 0.07084295 0.09696629\n",
      "  0.06461225 0.08639637 0.09468892 0.08093489]\n",
      " [0.09756013 0.18349758 0.08390892 0.07602703 0.06685609 0.0706429\n",
      "  0.08095843 0.10039362 0.13251927 0.10763596]\n",
      " [0.09942482 0.09069474 0.08587459 0.09056682 0.07279296 0.08980843\n",
      "  0.06321073 0.154656   0.13175894 0.12121189]\n",
      " [0.1132783  0.05955037 0.10028613 0.09819029 0.10263271 0.08761783\n",
      "  0.11396545 0.0979416  0.09417042 0.13236699]\n",
      " [0.06388468 0.06002165 0.07356977 0.09780061 0.1129413  0.07761911\n",
      "  0.06431318 0.1602558  0.16538523 0.12420871]\n",
      " [0.11840278 0.06218833 0.09195848 0.0746915  0.14549035 0.07469518\n",
      "  0.11357215 0.1301249  0.09386571 0.09501063]\n",
      " [0.07944085 0.11549188 0.10332789 0.12324087 0.09121931 0.09381592\n",
      "  0.08460349 0.09652047 0.1176901  0.0946492 ]\n",
      " [0.11142866 0.09759693 0.10322461 0.08858967 0.07031758 0.06945578\n",
      "  0.08485782 0.09786516 0.19826937 0.07839427]\n",
      " [0.09177248 0.0289175  0.08870029 0.19820404 0.07859076 0.08652512\n",
      "  0.11249428 0.07622281 0.15460078 0.08397196]\n",
      " [0.1093049  0.03765565 0.15887757 0.09421556 0.11080429 0.0888948\n",
      "  0.18063132 0.06095792 0.07787827 0.08077977]\n",
      " [0.07510384 0.16360432 0.09259299 0.09538725 0.08220186 0.09960189\n",
      "  0.09398228 0.10081977 0.0940247  0.10268115]\n",
      " [0.13765316 0.07242571 0.1247338  0.05807899 0.09189127 0.08185794\n",
      "  0.18147235 0.07520514 0.09483638 0.08184531]\n",
      " [0.11443031 0.07325678 0.1532001  0.11191639 0.08898225 0.09316614\n",
      "  0.14625807 0.05859457 0.08661514 0.07358028]\n",
      " [0.08463485 0.09652301 0.12594734 0.10012636 0.10882284 0.10400289\n",
      "  0.07725421 0.08588188 0.09199406 0.12481251]\n",
      " [0.10264856 0.0491336  0.09043122 0.10874332 0.17678241 0.05579078\n",
      "  0.12933618 0.10600729 0.07633701 0.10478962]\n",
      " [0.10834423 0.11523604 0.14788006 0.09593413 0.06082048 0.09808134\n",
      "  0.13580489 0.06674011 0.10296299 0.06819569]\n",
      " [0.0717188  0.08872336 0.10714272 0.10337697 0.11496021 0.08259846\n",
      "  0.1162509  0.1205973  0.07409611 0.12053514]\n",
      " [0.17363992 0.05697848 0.07914162 0.09250472 0.10162865 0.1009567\n",
      "  0.08028705 0.10440538 0.14763148 0.06282596]\n",
      " [0.14410514 0.0783748  0.166873   0.13554065 0.09589694 0.076374\n",
      "  0.07113283 0.06976863 0.09182154 0.07011255]\n",
      " [0.14859785 0.1191171  0.11125405 0.07518743 0.08217233 0.08224333\n",
      "  0.12848413 0.05030894 0.1300318  0.072603  ]\n",
      " [0.09076284 0.06616724 0.08866296 0.09610017 0.12856446 0.08995821\n",
      "  0.14002545 0.11019546 0.10084581 0.08871741]\n",
      " [0.24879028 0.04491267 0.08946972 0.11388537 0.07155678 0.12423828\n",
      "  0.0992435  0.05940363 0.0943321  0.0541676 ]\n",
      " [0.10325332 0.06487101 0.07715716 0.09190083 0.1018665  0.08153513\n",
      "  0.0623905  0.19211794 0.08826981 0.13663769]\n",
      " [0.13431787 0.05118586 0.16127372 0.13317375 0.07829072 0.08991901\n",
      "  0.11707566 0.0434438  0.1169932  0.07432649]\n",
      " [0.10506237 0.08252821 0.11939803 0.135507   0.09962587 0.10610075\n",
      "  0.11592615 0.04759087 0.11301551 0.07524526]\n",
      " [0.10885336 0.04318213 0.11075396 0.08297902 0.13929619 0.07802349\n",
      "  0.09729996 0.12400645 0.11378811 0.10181738]\n",
      " [0.08541708 0.0696196  0.09068714 0.17886822 0.05013684 0.14410867\n",
      "  0.13714617 0.04989216 0.13257666 0.06154744]\n",
      " [0.11394232 0.09976385 0.10348597 0.09935804 0.07119123 0.11398204\n",
      "  0.09975586 0.10400101 0.11888643 0.07563327]\n",
      " [0.07458799 0.09396536 0.06478381 0.08217239 0.10857694 0.06497639\n",
      "  0.05765965 0.2699119  0.07234691 0.11101864]\n",
      " [0.07314683 0.13456912 0.11100986 0.10830531 0.09872635 0.072876\n",
      "  0.05692727 0.12446953 0.10232171 0.11764802]\n",
      " [0.18281718 0.03087333 0.08163411 0.0740037  0.14116254 0.10081679\n",
      "  0.08179654 0.11500457 0.08237598 0.10951521]\n",
      " [0.18732911 0.06895564 0.09502498 0.12520549 0.09083623 0.0967357\n",
      "  0.03684748 0.12216532 0.10951616 0.06738385]\n",
      " [0.05212294 0.10341612 0.07433198 0.09428968 0.07408678 0.0584777\n",
      "  0.06591298 0.21092823 0.13218552 0.13424812]\n",
      " [0.12893039 0.03890655 0.15349682 0.09237045 0.10382404 0.069383\n",
      "  0.20730354 0.06481805 0.07333525 0.06763195]\n",
      " [0.09864961 0.05860924 0.1801565  0.13304733 0.09872618 0.06758221\n",
      "  0.12220109 0.05424175 0.12771414 0.05907206]] (12.241 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 4.0633\n",
      "INFO:tensorflow:probabilities = [[0.2532792  0.02968613 0.10054719 0.11459135 0.06815602 0.08516964\n",
      "  0.16429165 0.05433825 0.06331673 0.06662385]\n",
      " [0.11224883 0.08578455 0.10424642 0.11238418 0.08973327 0.09211405\n",
      "  0.11738538 0.08461108 0.12013799 0.08135429]\n",
      " [0.07424087 0.09649587 0.08779083 0.12114435 0.07857164 0.09450484\n",
      "  0.11216436 0.0720243  0.17048445 0.09257852]\n",
      " [0.17697299 0.0312789  0.10289527 0.13734962 0.07483156 0.12974325\n",
      "  0.0726638  0.07052772 0.12005631 0.08368066]\n",
      " [0.07792217 0.04798965 0.12604484 0.08067902 0.10619418 0.0927905\n",
      "  0.25147507 0.07639674 0.06758153 0.07292624]\n",
      " [0.08824948 0.16875082 0.0965359  0.08657855 0.07680035 0.07631592\n",
      "  0.09151512 0.10540868 0.1374458  0.07239948]\n",
      " [0.17576484 0.04056149 0.13152179 0.06654515 0.14712586 0.04318929\n",
      "  0.0554604  0.13328563 0.08353803 0.12300752]\n",
      " [0.1326746  0.06384149 0.10512593 0.16621691 0.06424388 0.08182021\n",
      "  0.15108332 0.07687454 0.08487045 0.07324862]\n",
      " [0.23184246 0.0297594  0.09603954 0.0939443  0.05833127 0.14693503\n",
      "  0.0655058  0.09517388 0.09727732 0.08519102]\n",
      " [0.07859574 0.06606    0.082799   0.09190022 0.08973821 0.07361107\n",
      "  0.03751375 0.25057745 0.11141372 0.11779076]\n",
      " [0.10728841 0.05905473 0.19238713 0.09823646 0.08175066 0.09542478\n",
      "  0.07788409 0.08537906 0.12359257 0.07900205]\n",
      " [0.1625575  0.04165015 0.19083467 0.10272936 0.10730322 0.08544114\n",
      "  0.08174475 0.05623607 0.0728507  0.09865233]\n",
      " [0.07625407 0.1021532  0.0639771  0.11487567 0.10766199 0.08845686\n",
      "  0.05100533 0.1597479  0.13065545 0.10521246]\n",
      " [0.08008979 0.08326075 0.06255329 0.16236544 0.07383797 0.11067418\n",
      "  0.06039131 0.13744478 0.11730577 0.11207675]\n",
      " [0.13195713 0.05454206 0.11264158 0.16030745 0.07301488 0.08429316\n",
      "  0.13025191 0.04719294 0.1260683  0.0797307 ]\n",
      " [0.13422473 0.05944524 0.1006493  0.12842254 0.09986984 0.07001605\n",
      "  0.08061389 0.15369928 0.07079639 0.10226268]\n",
      " [0.13388415 0.05394862 0.26367456 0.11851779 0.06717474 0.05981541\n",
      "  0.11472332 0.05947923 0.0637028  0.06507954]\n",
      " [0.08157914 0.05036518 0.09894287 0.10683783 0.12055012 0.08809517\n",
      "  0.09598711 0.13206404 0.10161998 0.1239586 ]\n",
      " [0.09569933 0.10007318 0.10924454 0.13809314 0.07206013 0.09696636\n",
      "  0.07397655 0.13033542 0.09520671 0.08834469]\n",
      " [0.3190526  0.03453767 0.11572774 0.10787983 0.04254188 0.10862731\n",
      "  0.07663283 0.05989712 0.07770152 0.05740139]\n",
      " [0.15938999 0.04373605 0.1101288  0.15908681 0.06463011 0.11682639\n",
      "  0.10125361 0.09028507 0.11383851 0.0408246 ]\n",
      " [0.07528584 0.172744   0.10074496 0.10488023 0.06736074 0.0859907\n",
      "  0.07442098 0.10011398 0.12017354 0.09828506]\n",
      " [0.15208806 0.03774663 0.08259458 0.0740192  0.08067162 0.09460889\n",
      "  0.27501538 0.04337402 0.07389368 0.08598793]\n",
      " [0.07099738 0.054005   0.12452791 0.07652377 0.09911273 0.09648132\n",
      "  0.17598377 0.14693855 0.08149774 0.07393182]\n",
      " [0.11848176 0.08023185 0.15011981 0.08121044 0.08754355 0.09524979\n",
      "  0.08678931 0.06400305 0.1696312  0.06673933]\n",
      " [0.08368637 0.05179141 0.06029427 0.08118638 0.08333954 0.09976604\n",
      "  0.03872034 0.28516635 0.09390759 0.12214167]\n",
      " [0.08615352 0.04612818 0.11674437 0.09691332 0.17580844 0.06464317\n",
      "  0.08752911 0.12694971 0.07515558 0.12397461]\n",
      " [0.09887536 0.06883647 0.06927013 0.07555408 0.11497126 0.06672979\n",
      "  0.07178952 0.18328123 0.1390506  0.11164144]\n",
      " [0.14112724 0.05550058 0.09484319 0.14026305 0.0613514  0.08839453\n",
      "  0.12454187 0.07381406 0.15232469 0.06783932]\n",
      " [0.11986622 0.05319152 0.08444187 0.10287264 0.07192262 0.06049318\n",
      "  0.04287276 0.21882832 0.16075528 0.08475559]\n",
      " [0.0910233  0.07269176 0.06181163 0.09486322 0.08553819 0.08464543\n",
      "  0.07790054 0.21278477 0.11384441 0.10489681]\n",
      " [0.10667645 0.08991007 0.09566281 0.14378966 0.06364547 0.1066876\n",
      "  0.07251137 0.12036985 0.12802134 0.07272545]\n",
      " [0.0967904  0.03561296 0.08286218 0.17001855 0.0880007  0.13782407\n",
      "  0.11236694 0.10061037 0.08431906 0.09159488]\n",
      " [0.13020365 0.12374371 0.0816552  0.09068636 0.07773704 0.14553308\n",
      "  0.05836331 0.09373437 0.1245039  0.07383948]\n",
      " [0.08784991 0.10149764 0.12074512 0.0754464  0.08001626 0.0773156\n",
      "  0.1065693  0.12710644 0.14030883 0.08314444]\n",
      " [0.06935621 0.04694907 0.17273448 0.09793325 0.07787299 0.07782129\n",
      "  0.08816715 0.14679348 0.11424155 0.10813055]\n",
      " [0.08017848 0.06375474 0.09559529 0.16123194 0.10110965 0.10423858\n",
      "  0.08451058 0.10274556 0.11187477 0.0947604 ]\n",
      " [0.199286   0.05612999 0.10625461 0.08663762 0.10853884 0.07472773\n",
      "  0.16472998 0.07573075 0.09142464 0.0365398 ]\n",
      " [0.15542741 0.068055   0.08718416 0.08310106 0.09637264 0.11041535\n",
      "  0.13856988 0.08490423 0.0849286  0.09104168]\n",
      " [0.1060395  0.06366783 0.05662066 0.07913042 0.13677557 0.0780478\n",
      "  0.05267613 0.17745675 0.12934226 0.12024295]\n",
      " [0.07646733 0.06204302 0.09639107 0.12034878 0.09580088 0.09711153\n",
      "  0.08608584 0.09881031 0.18879437 0.07814688]\n",
      " [0.10101022 0.06332192 0.10643222 0.10915256 0.13653407 0.07968465\n",
      "  0.13533008 0.09601066 0.08188902 0.09063452]\n",
      " [0.10462097 0.02874127 0.13773201 0.06996138 0.10517964 0.05086854\n",
      "  0.33126527 0.04118034 0.06418893 0.06626166]\n",
      " [0.16962399 0.05933097 0.14161144 0.0976074  0.07240535 0.10875205\n",
      "  0.08107898 0.08086853 0.09274785 0.0959734 ]\n",
      " [0.30893975 0.04000837 0.10109116 0.15047726 0.06502341 0.10250966\n",
      "  0.04905628 0.05702413 0.07688808 0.04898186]\n",
      " [0.04578    0.10713085 0.09269049 0.08490937 0.08019897 0.09362984\n",
      "  0.0808041  0.0857469  0.18354239 0.14556701]\n",
      " [0.07977509 0.05959621 0.08674447 0.09688994 0.12785587 0.09740493\n",
      "  0.09487469 0.12111992 0.13650993 0.09922892]\n",
      " [0.0773593  0.17788775 0.08209937 0.09351262 0.08210059 0.07172291\n",
      "  0.08244524 0.09481053 0.13067096 0.10739067]\n",
      " [0.09767791 0.06779211 0.06176036 0.08691889 0.09536047 0.06798644\n",
      "  0.05657427 0.26721883 0.09712112 0.10158966]\n",
      " [0.19023237 0.05174204 0.11649498 0.14083521 0.05607517 0.13081546\n",
      "  0.04727386 0.07669517 0.12609002 0.06374584]\n",
      " [0.07234557 0.07066091 0.11249331 0.10104308 0.08775202 0.07121278\n",
      "  0.0484943  0.23012675 0.09382083 0.11205054]\n",
      " [0.13287276 0.09457894 0.10231682 0.11448364 0.06020819 0.08985046\n",
      "  0.14061652 0.06262353 0.11459141 0.08785768]\n",
      " [0.06320901 0.18687588 0.0786457  0.07459759 0.05671556 0.09003627\n",
      "  0.06318515 0.12731898 0.16656916 0.09284668]\n",
      " [0.08144952 0.09858738 0.12710638 0.09777772 0.09015673 0.07169492\n",
      "  0.1899297  0.05920051 0.08058507 0.10351215]\n",
      " [0.06616099 0.09773435 0.11740386 0.10634077 0.13021886 0.08141117\n",
      "  0.09660776 0.10588141 0.09689035 0.10135046]\n",
      " [0.3755379  0.05282744 0.0806544  0.07865163 0.07519249 0.07137436\n",
      "  0.07182685 0.06349634 0.08413006 0.04630864]\n",
      " [0.08734119 0.05050521 0.08002174 0.13469897 0.13754591 0.08098351\n",
      "  0.07280235 0.14702034 0.07945244 0.12962823]\n",
      " [0.20658188 0.05183054 0.07424691 0.13240883 0.08164244 0.09190627\n",
      "  0.07675616 0.11197373 0.09256525 0.08008808]\n",
      " [0.10042759 0.08577029 0.12709153 0.1035579  0.08535902 0.09024062\n",
      "  0.1393539  0.07543434 0.11629713 0.07646756]\n",
      " [0.17017063 0.039682   0.24721083 0.0933648  0.06895312 0.06797531\n",
      "  0.11245742 0.07203785 0.0803887  0.04775941]\n",
      " [0.11038386 0.05522954 0.08958238 0.07107414 0.11155923 0.08297396\n",
      "  0.05583214 0.22321428 0.10297932 0.09717111]\n",
      " [0.07252192 0.06947808 0.08673976 0.20301174 0.10474192 0.07636161\n",
      "  0.05855598 0.10945972 0.14392085 0.07520844]\n",
      " [0.22483402 0.04743279 0.06561179 0.09240407 0.09960186 0.14155586\n",
      "  0.06793358 0.05528412 0.13789693 0.06744501]\n",
      " [0.17739628 0.05577659 0.12924354 0.09942317 0.07870669 0.08545338\n",
      "  0.07960488 0.09538963 0.12206698 0.07693889]\n",
      " [0.08295597 0.04150034 0.07032257 0.12918489 0.10566589 0.08518548\n",
      "  0.07198551 0.11654327 0.09483171 0.20182447]\n",
      " [0.20868939 0.02074452 0.2367195  0.0847737  0.04935995 0.07478593\n",
      "  0.13246109 0.04065051 0.07438229 0.07743318]\n",
      " [0.10394947 0.05315568 0.08227842 0.09043291 0.10220084 0.13024823\n",
      "  0.06567227 0.14911127 0.13426748 0.08868338]\n",
      " [0.10090923 0.09326773 0.13448173 0.07924818 0.08004514 0.09102897\n",
      "  0.1813815  0.04528793 0.11668893 0.07766058]\n",
      " [0.35875252 0.03856837 0.07523222 0.12270561 0.05603616 0.08277938\n",
      "  0.07792348 0.06436934 0.07238886 0.05124415]\n",
      " [0.06408884 0.18285228 0.0793427  0.09106856 0.08871748 0.08025015\n",
      "  0.07604986 0.1055029  0.13037503 0.10175222]\n",
      " [0.06709693 0.18507375 0.09405023 0.08348718 0.08247761 0.07927293\n",
      "  0.08149658 0.10662635 0.13144535 0.08897308]\n",
      " [0.11243907 0.14534849 0.09908757 0.08717493 0.08312361 0.07203074\n",
      "  0.08891206 0.09105219 0.12624437 0.0945871 ]\n",
      " [0.20206337 0.05027809 0.10115325 0.06988781 0.13237685 0.07741816\n",
      "  0.12707672 0.05601437 0.09577006 0.08796144]\n",
      " [0.09045478 0.07684919 0.09216683 0.13038816 0.07141118 0.11628832\n",
      "  0.08579817 0.08613735 0.15091382 0.09959226]\n",
      " [0.19052067 0.03790027 0.12625964 0.11160315 0.06213888 0.12002502\n",
      "  0.13631019 0.05419284 0.07426236 0.08678704]\n",
      " [0.10893699 0.15676136 0.09150904 0.0909342  0.07890113 0.10429885\n",
      "  0.08292939 0.0808019  0.13930225 0.06562492]\n",
      " [0.12682633 0.04775639 0.14353155 0.10582863 0.09842369 0.07131126\n",
      "  0.1812889  0.0744238  0.0869028  0.06370661]\n",
      " [0.10565694 0.05245353 0.09098715 0.07219497 0.12578215 0.09264672\n",
      "  0.07084094 0.16506398 0.11777481 0.10659882]\n",
      " [0.10776617 0.0503079  0.14871755 0.09226592 0.20100553 0.04412152\n",
      "  0.11674915 0.09083989 0.06800544 0.080221  ]\n",
      " [0.11067699 0.07365775 0.09099165 0.11561813 0.11683367 0.09624072\n",
      "  0.0824836  0.11191114 0.1128249  0.08876137]\n",
      " [0.22734314 0.03381126 0.14309551 0.0785403  0.07242028 0.10355016\n",
      "  0.07768566 0.09057838 0.09904446 0.07393084]\n",
      " [0.09967303 0.05840698 0.09333348 0.08309335 0.11776639 0.0772372\n",
      "  0.2202515  0.06556584 0.08029618 0.10437597]\n",
      " [0.07521315 0.08055805 0.11850689 0.11844652 0.12316888 0.08484439\n",
      "  0.13391478 0.09201855 0.09213885 0.08118999]\n",
      " [0.11044084 0.06873436 0.08901837 0.07630046 0.14463581 0.07641129\n",
      "  0.12552929 0.08535523 0.10758722 0.11598719]\n",
      " [0.05230223 0.09891889 0.10809243 0.11341425 0.0932679  0.10904595\n",
      "  0.08685017 0.11617945 0.12357605 0.09835269]\n",
      " [0.06452788 0.13279194 0.10234719 0.10765133 0.08544467 0.07340898\n",
      "  0.09791803 0.10640679 0.1000608  0.1294424 ]\n",
      " [0.20688283 0.03194614 0.12341664 0.07189772 0.10811392 0.07357335\n",
      "  0.09463678 0.06879028 0.08721481 0.13352758]\n",
      " [0.1302473  0.06403001 0.07956205 0.10019192 0.09600906 0.15412925\n",
      "  0.05701599 0.11253811 0.13025054 0.07602587]\n",
      " [0.08392823 0.0493741  0.0865098  0.07254782 0.07759727 0.07211755\n",
      "  0.06012252 0.23128651 0.17014617 0.0963701 ]\n",
      " [0.17504787 0.03777102 0.1143771  0.1305464  0.07758982 0.08486139\n",
      "  0.10536144 0.07930569 0.07131709 0.12382212]\n",
      " [0.24487953 0.02799452 0.12785387 0.07687405 0.07687348 0.06203815\n",
      "  0.15089795 0.06987917 0.06411051 0.09859882]\n",
      " [0.06793708 0.08291542 0.08144421 0.07915521 0.10416322 0.11018015\n",
      "  0.06834626 0.13138235 0.12325698 0.15121916]\n",
      " [0.11791854 0.05431863 0.13357149 0.07681744 0.0757741  0.09810904\n",
      "  0.19946463 0.06757084 0.10617948 0.07027579]\n",
      " [0.11857179 0.02680706 0.1384977  0.08513218 0.13188091 0.12305237\n",
      "  0.13444698 0.07929522 0.07628449 0.0860313 ]\n",
      " [0.076863   0.08780669 0.10523371 0.14034463 0.08759142 0.08014513\n",
      "  0.05890226 0.16183236 0.09318932 0.10809146]\n",
      " [0.08176491 0.05782115 0.10287599 0.07811598 0.15284845 0.04935038\n",
      "  0.09959779 0.11454117 0.11601134 0.14707287]\n",
      " [0.09163398 0.1013312  0.12587602 0.07070637 0.08851453 0.08257933\n",
      "  0.1705697  0.085861   0.10646602 0.07646185]\n",
      " [0.11164954 0.09978883 0.09116183 0.08628487 0.11328143 0.08376164\n",
      "  0.1281416  0.06171675 0.10958211 0.11463143]\n",
      " [0.11351369 0.0643013  0.05365751 0.09082262 0.08258562 0.07206389\n",
      "  0.05597823 0.23724799 0.10551824 0.12431081]\n",
      " [0.11721338 0.05764026 0.08215383 0.2613379  0.06534501 0.0871463\n",
      "  0.09050287 0.06682833 0.09050449 0.08132766]] (12.370 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 1.8149545, step = 1001 (24.610 sec)\n",
      "INFO:tensorflow:probabilities = [[0.1312245  0.04749551 0.12288593 0.09701636 0.09600334 0.11897875\n",
      "  0.13844812 0.06837945 0.09655169 0.08301643]\n",
      " [0.25709546 0.03638462 0.1674077  0.07285798 0.07748607 0.07699609\n",
      "  0.09106871 0.0688524  0.0903625  0.06148858]\n",
      " [0.07299852 0.26235944 0.08841316 0.07115912 0.07468758 0.09213535\n",
      "  0.07003049 0.11033276 0.08626568 0.07161802]\n",
      " [0.04706552 0.21192989 0.09874972 0.07327144 0.08484489 0.06487779\n",
      "  0.10835608 0.08151513 0.11550918 0.1138804 ]\n",
      " [0.05560543 0.26399797 0.08848294 0.09367142 0.07322516 0.0748914\n",
      "  0.07571299 0.08812245 0.10210723 0.08418299]\n",
      " [0.06089473 0.21004541 0.0913194  0.07307848 0.07856846 0.08210157\n",
      "  0.08740708 0.09797972 0.1225557  0.09604944]\n",
      " [0.16170645 0.0883086  0.10361375 0.09736462 0.04924759 0.05881266\n",
      "  0.07501045 0.10122829 0.1363815  0.12832609]\n",
      " [0.13704062 0.03658333 0.09732036 0.11025909 0.0531714  0.10140363\n",
      "  0.1619442  0.1069567  0.09588087 0.09943974]\n",
      " [0.04049408 0.18339737 0.10134167 0.09406152 0.09332485 0.05741159\n",
      "  0.10924951 0.08199865 0.12408759 0.11463325]\n",
      " [0.16573445 0.0448501  0.07785888 0.1004524  0.09377205 0.1268939\n",
      "  0.09196205 0.07433841 0.13778731 0.08635046]\n",
      " [0.09529144 0.0814159  0.08992756 0.11620986 0.07389256 0.10953612\n",
      "  0.06910539 0.11641414 0.15291332 0.09529378]\n",
      " [0.175299   0.04104736 0.18427733 0.04593643 0.06698462 0.04934986\n",
      "  0.18880357 0.0302793  0.13789538 0.08012716]\n",
      " [0.1643167  0.0291556  0.0813286  0.13440084 0.14402556 0.04813392\n",
      "  0.05831624 0.15559961 0.039914   0.14480895]\n",
      " [0.09008031 0.06404019 0.06311686 0.09080314 0.12691276 0.06971303\n",
      "  0.07346129 0.16066843 0.10117417 0.16002987]\n",
      " [0.07668065 0.06550764 0.1047878  0.07547589 0.14049798 0.10890723\n",
      "  0.10653134 0.10630531 0.08980112 0.12550503]\n",
      " [0.0973303  0.0544493  0.06601075 0.08588136 0.05582528 0.06153995\n",
      "  0.03411419 0.35061914 0.1117395  0.08249024]\n",
      " [0.12004994 0.03259867 0.07642885 0.12541701 0.12324082 0.10515923\n",
      "  0.12933628 0.11546801 0.05925825 0.11304297]\n",
      " [0.20211704 0.03595607 0.11274851 0.16797653 0.03545623 0.11472759\n",
      "  0.06347693 0.03986134 0.16383174 0.06384807]\n",
      " [0.06254662 0.2015261  0.09550475 0.09633771 0.06727711 0.08401855\n",
      "  0.09247957 0.10248426 0.11958308 0.07824223]\n",
      " [0.11116022 0.03304107 0.1201845  0.06815111 0.27282202 0.07668428\n",
      "  0.0895631  0.07245517 0.09316229 0.06277619]\n",
      " [0.11386223 0.05602587 0.16376317 0.13229513 0.08073492 0.05929723\n",
      "  0.15641977 0.06517508 0.08926503 0.08316151]\n",
      " [0.1456903  0.06984034 0.18046997 0.09337931 0.06366853 0.14000744\n",
      "  0.1161883  0.0340586  0.09637921 0.06031795]\n",
      " [0.0733086  0.06223943 0.17767341 0.11897588 0.16746266 0.07276036\n",
      "  0.09368217 0.05267438 0.07510012 0.10612299]\n",
      " [0.08505939 0.1383464  0.08975177 0.07670205 0.09469379 0.10378566\n",
      "  0.12588714 0.07449477 0.1166853  0.09459372]\n",
      " [0.10518715 0.07894258 0.17458965 0.1531168  0.04569143 0.14271985\n",
      "  0.04899294 0.08097924 0.12123127 0.0485491 ]\n",
      " [0.3191205  0.0411535  0.08882453 0.06483697 0.07065409 0.13578695\n",
      "  0.07925086 0.05033817 0.07843347 0.07160098]\n",
      " [0.07743599 0.1187119  0.06885983 0.06995127 0.13346744 0.07153429\n",
      "  0.10505749 0.11036223 0.10074765 0.14387201]\n",
      " [0.05366074 0.08355237 0.10786196 0.07767046 0.1374757  0.08426784\n",
      "  0.17593265 0.08443297 0.09443987 0.10070536]\n",
      " [0.04000844 0.07985884 0.09607963 0.08859885 0.09639831 0.07019079\n",
      "  0.09664812 0.13833478 0.09429814 0.1995841 ]\n",
      " [0.08784893 0.05714933 0.09822103 0.18123607 0.09340388 0.08011657\n",
      "  0.13310395 0.09920134 0.09046635 0.07925252]\n",
      " [0.1106001  0.06063851 0.08098755 0.14700623 0.11653484 0.08407319\n",
      "  0.05499898 0.11744726 0.10228644 0.12542684]\n",
      " [0.10743365 0.05668054 0.14274469 0.1328901  0.06577936 0.0990047\n",
      "  0.17141773 0.04650502 0.08461876 0.09292543]\n",
      " [0.07038046 0.15063997 0.12459089 0.10137499 0.11036206 0.08584733\n",
      "  0.09578337 0.0653526  0.10686278 0.08880547]\n",
      " [0.28542995 0.04140653 0.09377781 0.1019197  0.06390667 0.07713858\n",
      "  0.13336517 0.06326322 0.07155512 0.06823732]\n",
      " [0.10776403 0.11596754 0.06909854 0.07548446 0.06299929 0.10782613\n",
      "  0.10705008 0.07986011 0.18525073 0.08869904]\n",
      " [0.0983507  0.12424595 0.09506861 0.14880246 0.09563824 0.09648538\n",
      "  0.07365525 0.0853932  0.0894748  0.09288545]\n",
      " [0.11111875 0.07671455 0.15003768 0.16028287 0.07164551 0.09617695\n",
      "  0.07732241 0.09083666 0.11956089 0.04630371]\n",
      " [0.07119785 0.06856617 0.14523987 0.1116738  0.06872011 0.07492268\n",
      "  0.18852167 0.04701229 0.1491956  0.07495008]\n",
      " [0.06105789 0.14148413 0.06967326 0.07113846 0.07126318 0.07013585\n",
      "  0.08860749 0.08025464 0.20454922 0.14183591]\n",
      " [0.15021248 0.04938606 0.1706317  0.19422752 0.05347852 0.12008984\n",
      "  0.08989515 0.06503659 0.04963396 0.05740814]\n",
      " [0.04552053 0.24507356 0.08623165 0.08100483 0.08399114 0.07133471\n",
      "  0.07364881 0.12806831 0.10028916 0.08483728]\n",
      " [0.10344669 0.11824031 0.08217663 0.06894529 0.13702512 0.074195\n",
      "  0.09585934 0.08471802 0.1171816  0.11821196]\n",
      " [0.12272298 0.08754412 0.08102082 0.08491787 0.14350136 0.08011518\n",
      "  0.10246921 0.10361993 0.08736528 0.10672322]\n",
      " [0.12693384 0.15873323 0.09758747 0.12520286 0.05245717 0.10291106\n",
      "  0.06510968 0.06204808 0.14148265 0.06753398]\n",
      " [0.10102787 0.06280055 0.11402728 0.1021471  0.09184611 0.08466507\n",
      "  0.16906549 0.06734096 0.09215345 0.114926  ]\n",
      " [0.07503185 0.11007325 0.0804     0.08156955 0.08423568 0.09873231\n",
      "  0.07535106 0.1293142  0.15165104 0.11364112]\n",
      " [0.05048203 0.09312087 0.09685325 0.1523381  0.0617401  0.08013451\n",
      "  0.08315673 0.16376764 0.10462473 0.11378209]\n",
      " [0.07857922 0.18892655 0.0918616  0.08668394 0.0627108  0.09959883\n",
      "  0.06531053 0.11092091 0.15745957 0.05794804]\n",
      " [0.1185663  0.04721856 0.07815723 0.2469757  0.06549349 0.07646976\n",
      "  0.07496527 0.04531032 0.1567017  0.09014162]\n",
      " [0.11150508 0.07285179 0.12141518 0.14627883 0.07529225 0.10580876\n",
      "  0.08707076 0.06208992 0.12087845 0.09680896]\n",
      " [0.0620827  0.077207   0.09720173 0.1097645  0.13275638 0.06004032\n",
      "  0.07727315 0.11547146 0.12794241 0.14026034]\n",
      " [0.05072635 0.08920065 0.07239275 0.09626541 0.08727711 0.10065961\n",
      "  0.05170789 0.2153187  0.09198762 0.14446387]\n",
      " [0.09902342 0.03505204 0.05325577 0.10696391 0.14089115 0.06543326\n",
      "  0.08208711 0.21302973 0.08505702 0.11920658]\n",
      " [0.28059483 0.01798947 0.12894557 0.06252832 0.04916224 0.11477258\n",
      "  0.06323581 0.0609872  0.12430702 0.09747692]\n",
      " [0.19790548 0.03534127 0.05574238 0.05920897 0.17701332 0.08117272\n",
      "  0.06423802 0.12642169 0.1070328  0.0959233 ]\n",
      " [0.27405366 0.03651302 0.07358054 0.13463683 0.05636003 0.08443674\n",
      "  0.10546339 0.06843586 0.10385947 0.0626604 ]\n",
      " [0.13996275 0.10953314 0.05774656 0.08016682 0.09021764 0.16076869\n",
      "  0.04806738 0.10908401 0.127184   0.07726895]\n",
      " [0.15788095 0.03331391 0.08109112 0.0832365  0.17125177 0.09618779\n",
      "  0.08435716 0.08445062 0.08145799 0.12677221]\n",
      " [0.07123043 0.07219384 0.09080422 0.08405373 0.18537879 0.04058898\n",
      "  0.10079689 0.10601283 0.09555815 0.15338208]\n",
      " [0.05991033 0.14774562 0.11584584 0.08542054 0.09073362 0.0777604\n",
      "  0.07600711 0.11864286 0.13592678 0.092007  ]\n",
      " [0.21302083 0.05350664 0.0674046  0.20739068 0.05312516 0.08918911\n",
      "  0.05319816 0.08969621 0.09774674 0.07572181]\n",
      " [0.10040765 0.05615675 0.12383983 0.08703228 0.06376577 0.14890222\n",
      "  0.0424529  0.08176239 0.18152241 0.11415781]\n",
      " [0.1734822  0.04709067 0.09317131 0.17280696 0.06071457 0.13579033\n",
      "  0.07120042 0.05259018 0.14094889 0.05220455]\n",
      " [0.07485397 0.08287605 0.11882951 0.11009578 0.0994491  0.08941057\n",
      "  0.10739056 0.14505294 0.09211098 0.07993057]\n",
      " [0.11995404 0.07109932 0.10413139 0.16508621 0.05993555 0.11280423\n",
      "  0.09287617 0.08946887 0.10083432 0.08380996]\n",
      " [0.06846381 0.06620725 0.097938   0.06094151 0.16710441 0.08125225\n",
      "  0.12587065 0.09546562 0.05018152 0.18657498]\n",
      " [0.08552989 0.13110113 0.11388673 0.15420139 0.0456064  0.11827938\n",
      "  0.12491593 0.05618675 0.10603104 0.06426135]\n",
      " [0.06063064 0.05986578 0.0915116  0.10741548 0.12508959 0.06090939\n",
      "  0.06069944 0.19816376 0.10047225 0.1352421 ]\n",
      " [0.13233358 0.05830325 0.1598302  0.10851839 0.07695025 0.09636444\n",
      "  0.08057645 0.09097651 0.12137508 0.0747719 ]\n",
      " [0.10886504 0.03494968 0.09991149 0.14363775 0.15072507 0.06147934\n",
      "  0.14677502 0.07580096 0.05414766 0.12370812]\n",
      " [0.0927147  0.09546438 0.08209101 0.07687982 0.10777541 0.08503511\n",
      "  0.0583794  0.11626868 0.17252894 0.11286262]\n",
      " [0.11984471 0.06049435 0.08907649 0.1310759  0.09762911 0.12031613\n",
      "  0.08464709 0.11065498 0.12785506 0.05840618]\n",
      " [0.13630418 0.07945301 0.08162123 0.2028108  0.07812718 0.13919777\n",
      "  0.05005544 0.08434415 0.08788956 0.06019684]\n",
      " [0.08321342 0.09243483 0.20100681 0.0747563  0.10661999 0.05332528\n",
      "  0.15511    0.05941026 0.08320323 0.09091993]\n",
      " [0.08986009 0.09223216 0.10980074 0.07925062 0.13932753 0.10264157\n",
      "  0.09319302 0.07896042 0.08780791 0.12692603]\n",
      " [0.04723037 0.06417013 0.06255515 0.11938287 0.10009687 0.09022457\n",
      "  0.04276461 0.2034329  0.11556699 0.15457551]\n",
      " [0.0901965  0.15257685 0.11868689 0.12491311 0.09001034 0.09716841\n",
      "  0.03649952 0.06615739 0.15970975 0.06408123]\n",
      " [0.08020531 0.05754861 0.17774026 0.11650622 0.09511997 0.07207919\n",
      "  0.16125411 0.07422666 0.08447242 0.08084726]\n",
      " [0.13425452 0.06352287 0.10562434 0.14463411 0.05341777 0.11716723\n",
      "  0.12895295 0.06553067 0.10710126 0.07979424]\n",
      " [0.05182524 0.16810784 0.07961346 0.0822802  0.09854288 0.09005375\n",
      "  0.16591983 0.08149806 0.10095333 0.08120532]\n",
      " [0.1505212  0.05575082 0.0973315  0.09977008 0.10018328 0.10479151\n",
      "  0.18627214 0.06219333 0.07321867 0.06996757]\n",
      " [0.06488215 0.05624183 0.06573799 0.07187038 0.18953398 0.05331187\n",
      "  0.09971134 0.11412265 0.09180324 0.19278455]\n",
      " [0.05566056 0.21498561 0.10572748 0.07577458 0.07245105 0.06406329\n",
      "  0.08475973 0.12889493 0.1022359  0.09544685]\n",
      " [0.13217637 0.05698251 0.10447422 0.08902732 0.08455479 0.06607174\n",
      "  0.2281871  0.05097524 0.09025204 0.09729864]\n",
      " [0.17750134 0.03561496 0.13302381 0.15775771 0.08002216 0.08634801\n",
      "  0.15138255 0.03379973 0.07937884 0.06517097]\n",
      " [0.07177058 0.22195819 0.07520995 0.08375193 0.06503448 0.07086048\n",
      "  0.07912272 0.10658472 0.12647438 0.09923252]\n",
      " [0.07715792 0.10500505 0.07961744 0.12105624 0.08425488 0.105266\n",
      "  0.21440637 0.05316977 0.07635386 0.08371247]\n",
      " [0.09246934 0.0545277  0.19526806 0.12773073 0.07281277 0.06065107\n",
      "  0.22844622 0.05816243 0.04086863 0.06906305]\n",
      " [0.06647692 0.07298028 0.09957213 0.1336851  0.106913   0.07120445\n",
      "  0.06751158 0.12645552 0.18049237 0.07470867]\n",
      " [0.12171281 0.06632657 0.11869508 0.11181689 0.11097247 0.09517261\n",
      "  0.07568628 0.09322046 0.14382274 0.06257412]\n",
      " [0.07445823 0.05086911 0.09844916 0.10930502 0.13802849 0.06981473\n",
      "  0.08178072 0.13395241 0.08798314 0.155359  ]\n",
      " [0.0857017  0.12421638 0.1453313  0.09170809 0.1264167  0.07531052\n",
      "  0.14424692 0.04600256 0.07694952 0.08411629]\n",
      " [0.11730981 0.06787224 0.12988943 0.2002827  0.12246435 0.0605171\n",
      "  0.06113734 0.04764714 0.13304684 0.05983308]\n",
      " [0.13877618 0.07433064 0.12823118 0.08943159 0.08359554 0.09026298\n",
      "  0.14876302 0.06976772 0.07880584 0.09803529]\n",
      " [0.09737553 0.06490377 0.06655638 0.09490906 0.06227098 0.06019374\n",
      "  0.04323468 0.19898339 0.14575475 0.16581774]\n",
      " [0.11550815 0.07473183 0.15550521 0.13828488 0.06588516 0.1342816\n",
      "  0.10703528 0.06643428 0.07106732 0.07126631]\n",
      " [0.13827424 0.0520319  0.06566495 0.11330099 0.06634923 0.11750991\n",
      "  0.08056094 0.14364956 0.1233782  0.09928002]\n",
      " [0.09412099 0.05576937 0.11693452 0.138054   0.09160281 0.12037975\n",
      "  0.10818414 0.06200662 0.11413515 0.09881265]\n",
      " [0.06145127 0.06498399 0.08772846 0.10589623 0.14319682 0.08486103\n",
      "  0.07444509 0.13644682 0.10065029 0.14034005]\n",
      " [0.08969124 0.06757244 0.08045511 0.12713899 0.09559403 0.07675607\n",
      "  0.15696995 0.05228003 0.16059512 0.09294704]] (12.707 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 3.96565\n",
      "INFO:tensorflow:probabilities = [[0.1016248  0.04108604 0.06933925 0.08964897 0.09729583 0.14189486\n",
      "  0.09543077 0.11213645 0.16922753 0.08231543]\n",
      " [0.12196556 0.02605525 0.09996315 0.16270974 0.10353684 0.12052404\n",
      "  0.12200129 0.07134143 0.08064065 0.09126204]\n",
      " [0.0744892  0.27820137 0.08282142 0.07612469 0.06339058 0.07693105\n",
      "  0.0810569  0.07737959 0.10458701 0.08501819]\n",
      " [0.13555935 0.15985714 0.09974413 0.07403415 0.06259488 0.11080953\n",
      "  0.10885332 0.05478703 0.13126564 0.06249492]\n",
      " [0.10372431 0.06976356 0.10994963 0.08006126 0.15452215 0.05774275\n",
      "  0.08203615 0.14398745 0.09443707 0.10377555]\n",
      " [0.28497064 0.02368961 0.09296516 0.05952491 0.12799743 0.06957638\n",
      "  0.15289067 0.06795644 0.04839941 0.07202933]\n",
      " [0.20591699 0.07359838 0.12432029 0.06221169 0.06811018 0.08067263\n",
      "  0.0613867  0.10102299 0.13060476 0.09215544]\n",
      " [0.17273174 0.11538095 0.05102159 0.15873702 0.03767098 0.10021701\n",
      "  0.04931567 0.06767583 0.15019341 0.09705584]\n",
      " [0.1267365  0.07811691 0.07634366 0.13857979 0.07032838 0.07076592\n",
      "  0.22593363 0.05224209 0.09840976 0.0625434 ]\n",
      " [0.17851904 0.03260848 0.16690877 0.14212902 0.15390582 0.06550038\n",
      "  0.07839727 0.04674367 0.09258468 0.04270289]\n",
      " [0.0964491  0.05247514 0.07586598 0.26230785 0.1050581  0.05857634\n",
      "  0.07230639 0.05723321 0.11634588 0.10338207]\n",
      " [0.04344329 0.13976419 0.08596923 0.1294043  0.0773403  0.0718559\n",
      "  0.0688471  0.1538374  0.09280968 0.13672866]\n",
      " [0.0919106  0.12529899 0.07517883 0.11974107 0.0792345  0.11339262\n",
      "  0.10088964 0.10403855 0.09619591 0.09411932]\n",
      " [0.2279144  0.04332981 0.09307502 0.1681733  0.06714281 0.08322003\n",
      "  0.09909543 0.06557176 0.06075146 0.09172598]\n",
      " [0.06150715 0.22446527 0.08286416 0.0844257  0.0591313  0.08213045\n",
      "  0.09762398 0.10657181 0.08789635 0.11338388]\n",
      " [0.05729604 0.22914188 0.07785814 0.07279037 0.08201499 0.08678731\n",
      "  0.067306   0.11011981 0.11284093 0.10384453]\n",
      " [0.13321276 0.09752952 0.11796873 0.06495836 0.0579619  0.06864315\n",
      "  0.24598451 0.04812986 0.08231174 0.08329944]\n",
      " [0.08638051 0.04472788 0.06237224 0.07082833 0.10996162 0.07433781\n",
      "  0.096605   0.17653953 0.1510389  0.12720826]\n",
      " [0.14522062 0.09393729 0.10629974 0.07538569 0.08938859 0.07056676\n",
      "  0.08426107 0.07523177 0.125902   0.1338065 ]\n",
      " [0.34220392 0.03684163 0.07924306 0.11351404 0.05598205 0.08704743\n",
      "  0.11279037 0.02121044 0.06301329 0.08815372]\n",
      " [0.21256101 0.04510802 0.19910876 0.15144332 0.04004163 0.06825343\n",
      "  0.09938529 0.08367169 0.04723977 0.05318712]\n",
      " [0.059392   0.06028976 0.07750573 0.07561292 0.15678209 0.08052525\n",
      "  0.09864511 0.13738789 0.07028434 0.18357499]\n",
      " [0.1042989  0.10291943 0.12474444 0.08288986 0.07465716 0.08063534\n",
      "  0.06391795 0.0894476  0.18071035 0.09577896]\n",
      " [0.23871839 0.02348814 0.12206395 0.1159544  0.10382859 0.08620407\n",
      "  0.1106795  0.04678537 0.06889901 0.08337865]\n",
      " [0.13167068 0.0368847  0.13552544 0.16277878 0.09085856 0.07607003\n",
      "  0.08066211 0.10352252 0.07271675 0.10931033]\n",
      " [0.13288955 0.03073435 0.08465131 0.16717115 0.05506537 0.09244021\n",
      "  0.08521012 0.12021497 0.14117616 0.09044686]\n",
      " [0.14577122 0.04264385 0.09493177 0.12170432 0.18403761 0.05572819\n",
      "  0.08902994 0.08831026 0.04055384 0.13728893]\n",
      " [0.09344599 0.05464956 0.06005816 0.0736644  0.16949357 0.05844859\n",
      "  0.08497373 0.16592294 0.10135417 0.13798894]\n",
      " [0.05871675 0.12029907 0.09353046 0.09477516 0.06281547 0.06216631\n",
      "  0.06600185 0.19324256 0.11193717 0.13651517]\n",
      " [0.07726819 0.04445107 0.08579488 0.09032138 0.07864622 0.0434526\n",
      "  0.30487227 0.05361778 0.09477895 0.12679662]\n",
      " [0.08736601 0.13543732 0.06530222 0.09433616 0.11954369 0.09515904\n",
      "  0.10337783 0.06613788 0.14508611 0.08825386]\n",
      " [0.13926929 0.05369237 0.14856914 0.07714368 0.05534935 0.09791448\n",
      "  0.08443432 0.09228268 0.15288799 0.09845664]\n",
      " [0.08127303 0.03423264 0.05799512 0.06721235 0.14935973 0.04841686\n",
      "  0.15947658 0.08054741 0.14940934 0.17207693]\n",
      " [0.17159031 0.05480203 0.06586613 0.12669323 0.12716407 0.07400818\n",
      "  0.07166675 0.09155247 0.11581884 0.10083798]\n",
      " [0.05943282 0.16589808 0.05188124 0.13283254 0.04752708 0.10005075\n",
      "  0.0507751  0.09078432 0.19370165 0.10711651]\n",
      " [0.1696721  0.04507363 0.05599899 0.10933554 0.12805119 0.05981199\n",
      "  0.13029681 0.09585043 0.10609698 0.0998122 ]\n",
      " [0.07293136 0.03170576 0.09731552 0.06237852 0.2699281  0.0524377\n",
      "  0.06350156 0.16235387 0.0517948  0.13565288]\n",
      " [0.11023026 0.06206908 0.1228082  0.1179079  0.04621109 0.11632574\n",
      "  0.04623871 0.06560452 0.1865179  0.1260866 ]\n",
      " [0.155467   0.04135031 0.10316915 0.21770509 0.05342615 0.08526319\n",
      "  0.05186809 0.08955434 0.12401796 0.07817873]\n",
      " [0.07974246 0.04909001 0.10152444 0.0991816  0.09978437 0.06088899\n",
      "  0.28722245 0.03290738 0.09424168 0.09541668]\n",
      " [0.11187964 0.0626783  0.05550807 0.05786304 0.17569113 0.07340711\n",
      "  0.06983966 0.17307825 0.1110153  0.10903966]\n",
      " [0.0718063  0.09653658 0.09796935 0.09469212 0.05017031 0.1214601\n",
      "  0.08944752 0.11131223 0.15768927 0.1089161 ]\n",
      " [0.14232078 0.03986631 0.14895146 0.13823092 0.07965785 0.13437586\n",
      "  0.05979279 0.08640019 0.11872856 0.05167519]\n",
      " [0.30964226 0.03495566 0.13869123 0.10528906 0.05797739 0.10828958\n",
      "  0.05869908 0.04465904 0.08700407 0.05479271]\n",
      " [0.0807282  0.18438464 0.08440845 0.08570873 0.06517804 0.08898576\n",
      "  0.09353721 0.09903345 0.12149169 0.09654372]\n",
      " [0.09441528 0.08689291 0.12913744 0.15900902 0.04593802 0.08257703\n",
      "  0.13221687 0.08078763 0.11442857 0.07459725]\n",
      " [0.08434253 0.08001821 0.06606371 0.09985205 0.10074094 0.06691847\n",
      "  0.03625851 0.23702931 0.09731872 0.13145748]\n",
      " [0.19136949 0.06428945 0.1142317  0.13713093 0.06123156 0.12720902\n",
      "  0.09223836 0.0582097  0.06110876 0.09298099]\n",
      " [0.09653553 0.09388062 0.07897728 0.12255707 0.09588926 0.06534628\n",
      "  0.0509802  0.10823615 0.20168425 0.08591335]\n",
      " [0.1256157  0.09693366 0.10291504 0.17226525 0.0717058  0.10360891\n",
      "  0.11883251 0.0516213  0.07600135 0.08050048]\n",
      " [0.09446602 0.05740409 0.10737875 0.23786104 0.0550124  0.07901763\n",
      "  0.0807865  0.07821741 0.12298144 0.08687478]\n",
      " [0.11164971 0.02653137 0.12677272 0.06593205 0.16366383 0.04057835\n",
      "  0.12809774 0.12770623 0.05271972 0.15634827]\n",
      " [0.12427548 0.05163775 0.07533611 0.06116032 0.14853652 0.06724935\n",
      "  0.06805792 0.13680391 0.06500343 0.20193917]\n",
      " [0.06416433 0.0464465  0.09805758 0.18479386 0.05917216 0.0841864\n",
      "  0.10133315 0.08957394 0.16641323 0.10585881]\n",
      " [0.05734262 0.06461147 0.03949881 0.08429819 0.13223015 0.05479375\n",
      "  0.09888941 0.1546437  0.10899633 0.20469545]\n",
      " [0.09933913 0.17433074 0.12097962 0.16778359 0.03504907 0.07400874\n",
      "  0.07379673 0.0992113  0.10068219 0.05481886]\n",
      " [0.11533719 0.05029746 0.11584228 0.07948259 0.10913884 0.05815678\n",
      "  0.10179248 0.11479188 0.13921784 0.11594264]\n",
      " [0.09404493 0.03891021 0.15084001 0.18145674 0.06055346 0.0821414\n",
      "  0.09420959 0.14058907 0.09822974 0.05902479]\n",
      " [0.3109965  0.02165435 0.08130471 0.11113475 0.05335927 0.07993015\n",
      "  0.07011882 0.05809641 0.14624755 0.06715744]\n",
      " [0.10100908 0.04735197 0.09110457 0.1067399  0.04482808 0.09728778\n",
      "  0.04382265 0.14151068 0.25412232 0.07222299]\n",
      " [0.17105587 0.04670047 0.10354334 0.04908774 0.08243966 0.07593135\n",
      "  0.28158316 0.02844307 0.10857213 0.05264319]\n",
      " [0.05504315 0.24301192 0.08951996 0.06695181 0.05729382 0.0846845\n",
      "  0.06823213 0.1103918  0.12086107 0.10400979]\n",
      " [0.12590069 0.04045615 0.08052742 0.09895352 0.13274962 0.1209714\n",
      "  0.06954908 0.1299191  0.11741523 0.08355771]\n",
      " [0.05121328 0.25770515 0.09164763 0.07042266 0.06570463 0.08978128\n",
      "  0.10944036 0.08080035 0.0997012  0.08358335]\n",
      " [0.07681661 0.07466502 0.1461133  0.18378955 0.06629205 0.05976579\n",
      "  0.08174258 0.08104961 0.10173354 0.12803204]\n",
      " [0.02827713 0.0410549  0.10458387 0.07928847 0.09772035 0.06334125\n",
      "  0.12709291 0.1906923  0.10207715 0.16587164]\n",
      " [0.1240592  0.03683173 0.09734472 0.05665785 0.17842497 0.09865167\n",
      "  0.12046531 0.07858512 0.10449213 0.10448732]\n",
      " [0.09053236 0.03923802 0.06107499 0.05298154 0.16872513 0.07373688\n",
      "  0.06173986 0.16895613 0.14857838 0.13443673]\n",
      " [0.08545042 0.03663207 0.13677326 0.06325597 0.16642687 0.06669876\n",
      "  0.17872241 0.0760101  0.07415348 0.11587664]\n",
      " [0.17979468 0.02830428 0.07948959 0.17976181 0.13099043 0.07255106\n",
      "  0.05606874 0.10122167 0.08011532 0.09170239]\n",
      " [0.08559304 0.07004429 0.07716542 0.08150157 0.1554698  0.06060824\n",
      "  0.14333929 0.07706738 0.11211676 0.1370941 ]\n",
      " [0.3240415  0.02474731 0.13381308 0.14048508 0.04467318 0.09707416\n",
      "  0.11008951 0.02474492 0.06172196 0.03860939]\n",
      " [0.07679076 0.10808382 0.08214153 0.18786764 0.06914085 0.08743722\n",
      "  0.05868938 0.10219738 0.11585907 0.11179232]\n",
      " [0.13432421 0.06747138 0.06250423 0.10637423 0.08009212 0.10050713\n",
      "  0.1218306  0.10754754 0.11819899 0.1011496 ]\n",
      " [0.0902608  0.0551069  0.07344934 0.06009135 0.1771634  0.06253919\n",
      "  0.09388335 0.13564783 0.09588633 0.15597145]\n",
      " [0.10681823 0.10460673 0.09284461 0.0971911  0.09978269 0.11768141\n",
      "  0.09956066 0.08075986 0.08630729 0.1144474 ]\n",
      " [0.08829646 0.04487754 0.06682607 0.07319716 0.15464002 0.06414755\n",
      "  0.04571712 0.21825747 0.07427337 0.16976725]\n",
      " [0.11018461 0.11383326 0.17127036 0.16369899 0.03860292 0.06782404\n",
      "  0.10567705 0.05513749 0.1249645  0.04880689]\n",
      " [0.09437545 0.07394531 0.05262619 0.09253892 0.1015601  0.08023325\n",
      "  0.06392056 0.15382966 0.12478716 0.16218346]\n",
      " [0.11492825 0.08728325 0.0979894  0.13612701 0.08112282 0.10657997\n",
      "  0.06614412 0.07455571 0.13354571 0.10172375]\n",
      " [0.07098174 0.03487312 0.0487627  0.0683401  0.23116541 0.05669658\n",
      "  0.10980369 0.12709157 0.16005164 0.09223342]\n",
      " [0.04679763 0.09086819 0.0415258  0.11629964 0.10372687 0.09557088\n",
      "  0.04581327 0.1913136  0.13737248 0.13071173]\n",
      " [0.05828874 0.14176655 0.07639398 0.10531729 0.08174223 0.08752912\n",
      "  0.09406999 0.09968524 0.15921474 0.09599207]\n",
      " [0.06575536 0.10141685 0.04894664 0.14632624 0.04775278 0.05058089\n",
      "  0.03801852 0.26961038 0.1356614  0.09593096]\n",
      " [0.04362341 0.15115781 0.075252   0.07410496 0.07534093 0.06297867\n",
      "  0.07152683 0.21520597 0.10214513 0.12866428]\n",
      " [0.06346764 0.04350973 0.08453016 0.16645302 0.099094   0.07338478\n",
      "  0.06834138 0.13014686 0.13883285 0.13223957]\n",
      " [0.08149913 0.1110461  0.12932967 0.08033343 0.07870829 0.05861977\n",
      "  0.17485842 0.07748442 0.09781339 0.11030743]\n",
      " [0.08258747 0.11240656 0.08145541 0.04989717 0.18726967 0.05810751\n",
      "  0.09858559 0.125195   0.09464673 0.10984885]\n",
      " [0.06563447 0.05613622 0.11919747 0.08174239 0.14385    0.06455596\n",
      "  0.08880478 0.15029529 0.09711289 0.13267043]\n",
      " [0.04539289 0.17215963 0.04986003 0.10123879 0.11890169 0.05480293\n",
      "  0.06165029 0.1241811  0.1320045  0.13980809]\n",
      " [0.08310745 0.21029286 0.07846294 0.09420119 0.07388271 0.08948559\n",
      "  0.07445198 0.09821504 0.09288266 0.10501762]\n",
      " [0.18771833 0.03427665 0.06691631 0.06537383 0.08647072 0.10293207\n",
      "  0.09872865 0.1319519  0.16790316 0.05772836]\n",
      " [0.03857636 0.07185957 0.05408004 0.06775087 0.20317705 0.08073142\n",
      "  0.1109799  0.13192108 0.09307005 0.14785363]\n",
      " [0.08962667 0.12316156 0.22559763 0.12576272 0.03307854 0.08136547\n",
      "  0.04117644 0.05315906 0.16836636 0.05870553]\n",
      " [0.284091   0.07961706 0.0669644  0.15608163 0.05500847 0.11642642\n",
      "  0.04488531 0.05386426 0.09812409 0.04493741]\n",
      " [0.13238546 0.05850144 0.28015712 0.14683284 0.038926   0.07554229\n",
      "  0.06852274 0.05508711 0.09641026 0.04763471]\n",
      " [0.0572837  0.16672945 0.09170797 0.10323562 0.07728633 0.08812186\n",
      "  0.11988051 0.09106338 0.08803665 0.11665453]\n",
      " [0.07585178 0.09011377 0.08434872 0.1272529  0.06002294 0.1488514\n",
      "  0.13399462 0.07218961 0.13557272 0.0718016 ]\n",
      " [0.109679   0.0654887  0.09320775 0.0699055  0.10802473 0.06573576\n",
      "  0.10770149 0.09109912 0.0944242  0.19473368]\n",
      " [0.10182179 0.06373605 0.23204845 0.12863226 0.10063303 0.08060914\n",
      "  0.09601837 0.02775577 0.1144638  0.05428137]] (12.510 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 1.7977327, step = 1101 (25.219 sec)\n",
      "INFO:tensorflow:probabilities = [[0.57417804 0.00500598 0.03236111 0.10705282 0.02450141 0.07365508\n",
      "  0.05794821 0.0276511  0.02659837 0.07104789]\n",
      " [0.06646754 0.07603628 0.12031694 0.08897447 0.0932744  0.10252348\n",
      "  0.12316143 0.08200713 0.12593949 0.12129879]\n",
      " [0.18176575 0.03785615 0.1110422  0.13140263 0.0670476  0.09678679\n",
      "  0.11169372 0.08663909 0.08082971 0.09493637]\n",
      " [0.11946861 0.05091004 0.12261993 0.03831131 0.24449413 0.06502987\n",
      "  0.10390404 0.07899541 0.08344617 0.09282053]\n",
      " [0.05631778 0.0603036  0.06778674 0.08593397 0.1303898  0.10293861\n",
      "  0.0646387  0.15639716 0.10542123 0.16987248]\n",
      " [0.06451505 0.05283149 0.10886924 0.22286892 0.08992364 0.04837322\n",
      "  0.15227908 0.06279235 0.0885874  0.10895964]\n",
      " [0.07001251 0.02827747 0.11490949 0.04547575 0.19520453 0.08127433\n",
      "  0.25664032 0.05139856 0.07052803 0.08627902]\n",
      " [0.15882143 0.04752949 0.09031565 0.11080641 0.07030489 0.13404086\n",
      "  0.07162435 0.118547   0.08586323 0.11214663]\n",
      " [0.30710554 0.03568056 0.06793545 0.11146037 0.0267021  0.14171435\n",
      "  0.04851112 0.06909188 0.140268   0.05153058]\n",
      " [0.17893976 0.05311429 0.23804684 0.12588848 0.11966722 0.06097805\n",
      "  0.08157665 0.03326449 0.05210106 0.05642314]\n",
      " [0.07052304 0.03464539 0.07668704 0.08386478 0.11688244 0.06885233\n",
      "  0.07648063 0.15342759 0.14498724 0.17364953]\n",
      " [0.03406375 0.10081398 0.10787462 0.13367425 0.07317801 0.10934873\n",
      "  0.12214389 0.08272861 0.14031653 0.09585761]\n",
      " [0.11436602 0.1076888  0.15465993 0.11548711 0.06304036 0.08864181\n",
      "  0.06497029 0.08602795 0.12728421 0.07783335]\n",
      " [0.48750055 0.01887756 0.06933453 0.11841841 0.0367924  0.07432398\n",
      "  0.0491617  0.06811742 0.0422383  0.03523519]\n",
      " [0.05749981 0.06116501 0.05832094 0.18465489 0.0553481  0.14668256\n",
      "  0.03295103 0.0525273  0.28970954 0.06114087]\n",
      " [0.21314542 0.03003514 0.11949854 0.10568258 0.07074627 0.07017518\n",
      "  0.1171619  0.08133561 0.08388757 0.10833179]\n",
      " [0.06266966 0.06833865 0.04463744 0.06768113 0.06305379 0.05958547\n",
      "  0.02422936 0.32534155 0.15533425 0.12912875]\n",
      " [0.08720378 0.08213761 0.10310827 0.07112308 0.11492322 0.10433497\n",
      "  0.1507582  0.07252175 0.10198998 0.11189921]\n",
      " [0.07203697 0.05288155 0.16016388 0.09986962 0.10806011 0.07966807\n",
      "  0.22763771 0.03857535 0.09040708 0.07069971]\n",
      " [0.23581637 0.02726793 0.05313221 0.19126552 0.09045847 0.08922286\n",
      "  0.07789954 0.09118026 0.0797241  0.06403276]\n",
      " [0.10808606 0.06365632 0.03849288 0.08953954 0.10347759 0.08388857\n",
      "  0.0382889  0.22088718 0.12172575 0.13195711]\n",
      " [0.15623769 0.03330689 0.1438081  0.16095732 0.08073601 0.10229822\n",
      "  0.1194098  0.0424382  0.0930837  0.06772409]\n",
      " [0.04016358 0.07628215 0.05750219 0.04356011 0.21443175 0.05039467\n",
      "  0.14007582 0.09968854 0.06130785 0.21659334]\n",
      " [0.06886587 0.0802678  0.16183634 0.16158925 0.06183828 0.07041129\n",
      "  0.07784478 0.07386861 0.17058305 0.07289466]\n",
      " [0.20655039 0.03124668 0.06380791 0.08647052 0.09288176 0.08336895\n",
      "  0.15650491 0.09135217 0.07625969 0.11155698]\n",
      " [0.0702973  0.02799834 0.25518742 0.11272222 0.04079611 0.09360986\n",
      "  0.23428133 0.02847807 0.09311692 0.04351239]\n",
      " [0.11696398 0.04198868 0.0708281  0.09766775 0.0668998  0.21214959\n",
      "  0.03583583 0.09076063 0.19513486 0.07177079]\n",
      " [0.10127259 0.09226275 0.05592876 0.08046138 0.12223613 0.13164136\n",
      "  0.09299017 0.07070583 0.13274613 0.11975485]\n",
      " [0.05472353 0.13850394 0.09226466 0.07763708 0.07424211 0.09574619\n",
      "  0.07436424 0.1261981  0.1440365  0.12228367]\n",
      " [0.6127657  0.01370512 0.04115679 0.06131137 0.02959399 0.06232362\n",
      "  0.07034148 0.03696151 0.04374189 0.02809846]\n",
      " [0.13322756 0.02660838 0.10153559 0.09293476 0.12926844 0.10531515\n",
      "  0.08241207 0.07926209 0.17355223 0.07588372]\n",
      " [0.03390481 0.25547078 0.09692015 0.07231566 0.08006727 0.07792798\n",
      "  0.08310224 0.09995171 0.10545849 0.09488093]\n",
      " [0.06778044 0.04468497 0.15417585 0.09752207 0.12113772 0.05565253\n",
      "  0.05567144 0.13605005 0.11088496 0.15644   ]\n",
      " [0.05795992 0.29428813 0.06708238 0.05446255 0.06675959 0.04685165\n",
      "  0.06307856 0.14468715 0.1137031  0.09112694]\n",
      " [0.06499993 0.15095194 0.05137954 0.08956371 0.10053817 0.08106977\n",
      "  0.04927508 0.13453928 0.15463954 0.12304302]\n",
      " [0.09827352 0.10136829 0.07349656 0.1418192  0.04535043 0.09749278\n",
      "  0.10881567 0.05785669 0.15802173 0.11750516]\n",
      " [0.1297882  0.02971535 0.05520619 0.19975244 0.06321618 0.1438905\n",
      "  0.11651155 0.07091344 0.1178505  0.07315572]\n",
      " [0.062276   0.02685405 0.08218549 0.06028867 0.14370748 0.04289473\n",
      "  0.43236324 0.03636884 0.053145   0.05991642]\n",
      " [0.14431593 0.01496346 0.13651508 0.04761665 0.0849233  0.07347002\n",
      "  0.4244767  0.01445974 0.02238133 0.03687783]\n",
      " [0.07984457 0.07454339 0.04572389 0.07427518 0.16509423 0.06434607\n",
      "  0.16136837 0.1208353  0.07683343 0.13713549]\n",
      " [0.08050849 0.07216533 0.10302038 0.0835916  0.05931418 0.10961172\n",
      "  0.2732427  0.03985452 0.10020383 0.07848728]\n",
      " [0.16969536 0.05353595 0.07363424 0.08019346 0.13246335 0.04867648\n",
      "  0.17080179 0.09625466 0.06670164 0.10804299]\n",
      " [0.08323703 0.0405569  0.07768071 0.16121964 0.03587477 0.12612973\n",
      "  0.04658736 0.14250517 0.11135142 0.17485724]\n",
      " [0.04391864 0.11489743 0.05366652 0.06749602 0.08595562 0.09886735\n",
      "  0.08830623 0.16573063 0.10837687 0.17278475]\n",
      " [0.19284566 0.13168645 0.12782244 0.05980901 0.06625719 0.12100632\n",
      "  0.09498428 0.03519869 0.13810241 0.03228749]\n",
      " [0.05425881 0.05756358 0.11193148 0.08173058 0.09745321 0.06002571\n",
      "  0.11168064 0.14828727 0.15539812 0.12167061]\n",
      " [0.09579325 0.05004356 0.08273354 0.06473456 0.2535323  0.07515565\n",
      "  0.05922492 0.12125961 0.05717473 0.1403478 ]\n",
      " [0.24183816 0.03824153 0.07553076 0.08138425 0.08866683 0.12294567\n",
      "  0.04150159 0.05887463 0.14028941 0.11072721]\n",
      " [0.06554248 0.07517925 0.11376116 0.14847036 0.07936643 0.07853338\n",
      "  0.05451811 0.18108483 0.09859025 0.10495373]\n",
      " [0.5325784  0.00813925 0.10120028 0.09244598 0.03311512 0.03418354\n",
      "  0.05132822 0.07724757 0.04155576 0.02820586]\n",
      " [0.10928711 0.03630513 0.05838539 0.07253274 0.19404781 0.08313243\n",
      "  0.04973835 0.09753241 0.06957672 0.22946194]\n",
      " [0.16071567 0.03930495 0.28915495 0.07347282 0.05675697 0.08799463\n",
      "  0.15096073 0.01840551 0.07795656 0.04527734]\n",
      " [0.05105875 0.08183388 0.09363721 0.13294306 0.08362281 0.07944728\n",
      "  0.08347284 0.13382195 0.14767827 0.11248396]\n",
      " [0.08287422 0.10775897 0.20024681 0.16582361 0.04036045 0.05876408\n",
      "  0.08926382 0.06481251 0.1326847  0.05741082]\n",
      " [0.1449289  0.0647103  0.10867882 0.0914657  0.05370368 0.07203142\n",
      "  0.29892755 0.03490437 0.06981613 0.06083327]\n",
      " [0.10645469 0.05489468 0.16797113 0.13252948 0.09327284 0.12989129\n",
      "  0.0955752  0.05033983 0.10318729 0.06588367]\n",
      " [0.09261069 0.03872077 0.06299304 0.14000632 0.13046278 0.12947956\n",
      "  0.07635777 0.04316217 0.16179441 0.12441245]\n",
      " [0.08029797 0.06339315 0.07834074 0.11905579 0.10830273 0.08789351\n",
      "  0.06373166 0.08865135 0.19855267 0.11178033]\n",
      " [0.13248016 0.04774902 0.08435332 0.03125221 0.13827656 0.10831026\n",
      "  0.08093636 0.16931626 0.08360709 0.12371873]\n",
      " [0.05481273 0.27775067 0.08122344 0.06156038 0.04857553 0.09360231\n",
      "  0.05954296 0.06657605 0.1404725  0.11588344]\n",
      " [0.48743403 0.01571899 0.07917388 0.054688   0.04265332 0.09689621\n",
      "  0.05475963 0.05199672 0.05257826 0.06410099]\n",
      " [0.3094488  0.05259649 0.0783162  0.13348511 0.08705938 0.08409894\n",
      "  0.05971549 0.03632459 0.10099047 0.05796463]\n",
      " [0.06317818 0.14388615 0.10706927 0.11522321 0.05851696 0.05298108\n",
      "  0.07772024 0.09451196 0.1896013  0.09731162]\n",
      " [0.18425918 0.04622438 0.0568598  0.12274565 0.0884002  0.10009237\n",
      "  0.05447349 0.12029579 0.12674285 0.09990618]\n",
      " [0.03506565 0.36292455 0.0773509  0.07350986 0.04057456 0.05756869\n",
      "  0.08010632 0.06919104 0.11971338 0.08399504]\n",
      " [0.03624672 0.11610164 0.07292869 0.11502065 0.06603987 0.07633207\n",
      "  0.04615683 0.2449422  0.08472506 0.14150636]\n",
      " [0.07149836 0.06268979 0.14364485 0.06972934 0.1220784  0.06283153\n",
      "  0.27548584 0.03727031 0.06365538 0.09111619]\n",
      " [0.13247955 0.01981751 0.06679893 0.25681993 0.03882816 0.1157987\n",
      "  0.04103901 0.19092596 0.08962199 0.0478702 ]\n",
      " [0.39204574 0.01896987 0.07262211 0.14170487 0.0459988  0.07411923\n",
      "  0.03657572 0.11515307 0.0504332  0.05237742]\n",
      " [0.04941571 0.10458506 0.10465629 0.09938206 0.12031557 0.06652083\n",
      "  0.19927709 0.07369376 0.11035055 0.07180312]\n",
      " [0.16764118 0.05657525 0.285578   0.09979868 0.05590555 0.07104062\n",
      "  0.10498483 0.04692938 0.04379738 0.06774911]\n",
      " [0.08497504 0.04504324 0.07556818 0.05744197 0.12299094 0.08055223\n",
      "  0.05558169 0.20457894 0.15635398 0.11691383]\n",
      " [0.16336247 0.03349581 0.04867056 0.15497601 0.07010753 0.15714386\n",
      "  0.0456764  0.12773979 0.09727688 0.10155074]\n",
      " [0.14049324 0.04457112 0.12373018 0.07586962 0.13271935 0.08164663\n",
      "  0.12784146 0.09937757 0.07358599 0.10016477]\n",
      " [0.03001989 0.17517675 0.09339481 0.12057093 0.10528424 0.07007516\n",
      "  0.04144708 0.11078142 0.07259315 0.18065652]\n",
      " [0.08355632 0.06393939 0.20910141 0.08298285 0.10546824 0.0761888\n",
      "  0.17291653 0.02979102 0.07400732 0.10204816]\n",
      " [0.05474509 0.19101316 0.08346099 0.09415122 0.0964465  0.07132768\n",
      "  0.11024538 0.09785905 0.08937195 0.11137899]\n",
      " [0.08385108 0.07663909 0.08558193 0.09121265 0.11139574 0.07761219\n",
      "  0.10461444 0.10665679 0.11720239 0.14523365]\n",
      " [0.04560968 0.12667552 0.05257142 0.13512152 0.06253895 0.09806182\n",
      "  0.06494273 0.11988991 0.17068242 0.12390607]\n",
      " [0.06533037 0.04982059 0.17365101 0.1627683  0.07232621 0.06944575\n",
      "  0.10653057 0.11386389 0.08986134 0.09640191]\n",
      " [0.17484674 0.03967537 0.07518964 0.14363202 0.07744687 0.14786345\n",
      "  0.10519668 0.0808242  0.10351454 0.05181052]\n",
      " [0.252199   0.01901339 0.09691846 0.15158299 0.02794211 0.05423164\n",
      "  0.20484933 0.05330974 0.0771539  0.06279939]\n",
      " [0.09620665 0.07671731 0.20005602 0.05353652 0.10953446 0.08935475\n",
      "  0.12251451 0.06881747 0.08828437 0.09497786]\n",
      " [0.3653699  0.0251695  0.10939144 0.09942982 0.06640857 0.06999424\n",
      "  0.05063972 0.10319915 0.0647849  0.04561286]\n",
      " [0.14923859 0.06844509 0.1335328  0.09731594 0.11490517 0.07699483\n",
      "  0.1622954  0.02972964 0.10591502 0.06162744]\n",
      " [0.11929087 0.01977099 0.11239062 0.04980477 0.08010849 0.07530905\n",
      "  0.40152085 0.02179576 0.05979727 0.06021137]\n",
      " [0.08384236 0.10939956 0.21349177 0.12465001 0.06290023 0.10956337\n",
      "  0.04000854 0.08779214 0.12904194 0.03931005]\n",
      " [0.07932568 0.09317918 0.07300358 0.08871736 0.04669411 0.11128604\n",
      "  0.04651126 0.19599988 0.1815974  0.08368547]\n",
      " [0.18212949 0.0255081  0.0818069  0.0522235  0.14471804 0.05139974\n",
      "  0.10220575 0.11268304 0.11895474 0.12837072]\n",
      " [0.04114803 0.24153861 0.08230228 0.06474647 0.03601329 0.06017198\n",
      "  0.14118674 0.09675539 0.13978009 0.09635718]\n",
      " [0.04269691 0.07689857 0.08922739 0.12391294 0.214333   0.0626373\n",
      "  0.08576941 0.11017022 0.05727096 0.13708328]\n",
      " [0.16732064 0.08504804 0.13766645 0.1674991  0.04546617 0.09912656\n",
      "  0.11372676 0.02803451 0.08622982 0.06988203]\n",
      " [0.24106112 0.03943074 0.14180505 0.07492796 0.03984792 0.08603113\n",
      "  0.16793364 0.0368226  0.0846096  0.08753026]\n",
      " [0.10336465 0.06783956 0.18771516 0.12045103 0.04699901 0.0599006\n",
      "  0.16992362 0.0534152  0.11085067 0.07954054]\n",
      " [0.16180322 0.0675007  0.12236574 0.0562047  0.06190443 0.14069678\n",
      "  0.23241478 0.02252443 0.0828407  0.05174447]\n",
      " [0.26861873 0.03155134 0.04904125 0.14010835 0.04833129 0.12399472\n",
      "  0.07497727 0.08057103 0.1168981  0.065908  ]\n",
      " [0.08950231 0.08002789 0.05075018 0.09469104 0.09159568 0.09854415\n",
      "  0.07935978 0.1189734  0.08756122 0.20899437]\n",
      " [0.08520706 0.06088991 0.0680339  0.16431297 0.09382542 0.06653002\n",
      "  0.05582985 0.19862115 0.10516719 0.10158248]\n",
      " [0.04858984 0.07586087 0.05164133 0.10109    0.1143705  0.09254565\n",
      "  0.06158036 0.18136041 0.13899761 0.13396344]\n",
      " [0.06002472 0.05319258 0.10508343 0.09697361 0.17626108 0.0592389\n",
      "  0.1052801  0.1258925  0.07573006 0.14232315]] (12.113 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 4.16466\n",
      "INFO:tensorflow:probabilities = [[0.0312857  0.15912117 0.3131648  0.04934596 0.02942676 0.12398011\n",
      "  0.13580668 0.02382376 0.09229715 0.04174784]\n",
      " [0.06632222 0.01268063 0.1817721  0.05471035 0.09976512 0.04832127\n",
      "  0.40219003 0.02394922 0.03224646 0.07804269]\n",
      " [0.08655985 0.05080964 0.08700066 0.07005065 0.07970303 0.06724154\n",
      "  0.3577621  0.04239708 0.09317394 0.06530145]\n",
      " [0.05450794 0.09798271 0.08189363 0.08176194 0.18290953 0.03923649\n",
      "  0.06135358 0.08505558 0.25923634 0.05606223]\n",
      " [0.08352704 0.02856104 0.0654125  0.10773017 0.20583661 0.04702574\n",
      "  0.04848743 0.10008451 0.06050177 0.25283313]\n",
      " [0.39492744 0.00997087 0.06255311 0.10710999 0.0258108  0.09491189\n",
      "  0.07426148 0.06236245 0.11485654 0.05323546]\n",
      " [0.03572361 0.2963916  0.07886185 0.06622521 0.07582092 0.06237533\n",
      "  0.08989864 0.06067692 0.12897432 0.10505157]\n",
      " [0.06543317 0.04560524 0.1540399  0.08947667 0.13597967 0.08009604\n",
      "  0.17136033 0.08828746 0.06947039 0.10025113]\n",
      " [0.05717763 0.34174258 0.09134334 0.05532096 0.06290451 0.07578201\n",
      "  0.03985802 0.07127807 0.12772651 0.07686631]\n",
      " [0.6653043  0.0078303  0.04222408 0.08416276 0.01435663 0.05469703\n",
      "  0.0465897  0.02177326 0.0405     0.02256191]\n",
      " [0.07908521 0.05809132 0.05538284 0.26731315 0.05022959 0.09370583\n",
      "  0.03908185 0.05557222 0.26383457 0.03770336]\n",
      " [0.21439002 0.0489312  0.16104558 0.08065531 0.06057174 0.09013917\n",
      "  0.08278433 0.04956241 0.1830913  0.02882906]\n",
      " [0.04693518 0.22866803 0.11780505 0.11263836 0.06487424 0.04322847\n",
      "  0.04282572 0.12251551 0.10649238 0.11401704]\n",
      " [0.21373585 0.01537079 0.09587807 0.049826   0.179408   0.0529966\n",
      "  0.13368826 0.10716737 0.02177797 0.13015121]\n",
      " [0.13426289 0.02939619 0.2257856  0.1077486  0.0579142  0.10066277\n",
      "  0.16081503 0.0303269  0.10960163 0.04348627]\n",
      " [0.10082757 0.04215397 0.15342976 0.16386747 0.05903507 0.18457946\n",
      "  0.1230363  0.05384226 0.05800191 0.06122623]\n",
      " [0.08189759 0.03568339 0.05767091 0.28341538 0.05451358 0.08278394\n",
      "  0.02866737 0.14814329 0.11079343 0.1164311 ]\n",
      " [0.27615654 0.03938607 0.08035851 0.06922456 0.11597241 0.1083374\n",
      "  0.07861665 0.03714377 0.0954171  0.09938695]\n",
      " [0.06026289 0.08396289 0.11475778 0.06667403 0.12740943 0.08127181\n",
      "  0.1543999  0.1092772  0.0974555  0.10452858]\n",
      " [0.03522227 0.34153873 0.10499356 0.04247994 0.06645767 0.07952138\n",
      "  0.05861477 0.0794197  0.13725103 0.05450106]\n",
      " [0.03162437 0.07546291 0.0815996  0.10530718 0.02759261 0.06556745\n",
      "  0.07476015 0.12822472 0.27638263 0.13347837]\n",
      " [0.0276213  0.2994075  0.0967645  0.09648111 0.04188485 0.04430554\n",
      "  0.11572358 0.07694642 0.12000166 0.08086345]\n",
      " [0.02415279 0.0349161  0.02655947 0.05251883 0.12308624 0.04596089\n",
      "  0.03363588 0.36351794 0.08176717 0.21388471]\n",
      " [0.07418657 0.33003062 0.07179988 0.05798975 0.06567118 0.05509205\n",
      "  0.03912576 0.07418966 0.1605132  0.07140146]\n",
      " [0.05695134 0.0553451  0.07284481 0.05520502 0.08467475 0.09223581\n",
      "  0.0548142  0.22334889 0.16919416 0.1353859 ]\n",
      " [0.03898484 0.16175374 0.07087097 0.146009   0.08270152 0.10016134\n",
      "  0.1079955  0.06815981 0.11072013 0.11264317]\n",
      " [0.0968765  0.05182124 0.03877822 0.07845205 0.12066533 0.18768993\n",
      "  0.05991424 0.12212756 0.1749916  0.06868334]\n",
      " [0.09750918 0.04648894 0.08832662 0.04446613 0.22531286 0.08596566\n",
      "  0.09443025 0.12041483 0.10709564 0.08998992]\n",
      " [0.06031805 0.14100696 0.13771679 0.09372516 0.06273908 0.06999387\n",
      "  0.14638096 0.02679165 0.11212318 0.14920433]\n",
      " [0.04888366 0.03842402 0.03608581 0.07758408 0.29563403 0.06440933\n",
      "  0.09596121 0.14349797 0.08642578 0.11309408]\n",
      " [0.5558145  0.00316323 0.05749397 0.08166384 0.04378079 0.10385483\n",
      "  0.03560522 0.02629907 0.06441697 0.02790761]\n",
      " [0.68969905 0.00766079 0.02120139 0.05216458 0.03971629 0.07405171\n",
      "  0.07939046 0.01087703 0.01982123 0.00541752]\n",
      " [0.0555704  0.03444548 0.05923818 0.09678248 0.0927465  0.06042139\n",
      "  0.05116186 0.35419545 0.05732159 0.1381166 ]\n",
      " [0.3526098  0.01095397 0.07588141 0.12480437 0.04575563 0.0733105\n",
      "  0.04669416 0.15809105 0.05547688 0.05642225]\n",
      " [0.6492905  0.00660015 0.06416269 0.05435802 0.02127949 0.05761458\n",
      "  0.06393181 0.01539332 0.04153615 0.02583319]\n",
      " [0.03480157 0.33786106 0.09157433 0.06255468 0.06817558 0.07308035\n",
      "  0.06388753 0.10831145 0.0666332  0.0931202 ]\n",
      " [0.06114485 0.00853257 0.12119254 0.03316886 0.11915365 0.02934373\n",
      "  0.53669405 0.01587777 0.02780874 0.04708322]\n",
      " [0.1282138  0.08770167 0.11088466 0.2105476  0.04227782 0.10534986\n",
      "  0.07662886 0.06869377 0.11334764 0.0563544 ]\n",
      " [0.04022396 0.06383493 0.05690393 0.07859476 0.11346749 0.07096248\n",
      "  0.0283699  0.30977976 0.10084476 0.13701801]\n",
      " [0.14989837 0.00476062 0.09956087 0.03756255 0.08466706 0.06145916\n",
      "  0.4669318  0.02064444 0.03717649 0.0373387 ]\n",
      " [0.04472075 0.13815306 0.1281547  0.09700285 0.09149303 0.06568294\n",
      "  0.1466315  0.03996334 0.19342859 0.05476923]\n",
      " [0.06410543 0.04735027 0.08808885 0.11081424 0.14090052 0.07529134\n",
      "  0.11303891 0.14774439 0.06926236 0.14340368]\n",
      " [0.07821586 0.08490437 0.09540847 0.20611    0.07457357 0.11166944\n",
      "  0.10386139 0.07246326 0.09246765 0.08032586]\n",
      " [0.12667835 0.04179401 0.19202834 0.05269299 0.07591879 0.06188337\n",
      "  0.24216539 0.04442351 0.0807996  0.0816157 ]\n",
      " [0.0232582  0.08908519 0.2918312  0.05865443 0.08609609 0.03802308\n",
      "  0.21231616 0.05674601 0.07398964 0.07000009]\n",
      " [0.08618437 0.07466763 0.03895856 0.11643725 0.06467075 0.21438833\n",
      "  0.12034112 0.06211158 0.1564766  0.06576375]\n",
      " [0.0188317  0.06973403 0.0562998  0.09550757 0.12459092 0.14388995\n",
      "  0.09741374 0.07994076 0.10779531 0.20599625]\n",
      " [0.08838724 0.03955108 0.2419185  0.34412444 0.03998908 0.06041957\n",
      "  0.02632048 0.04883173 0.06748401 0.04297381]\n",
      " [0.19251232 0.01836927 0.08449098 0.08499011 0.09203417 0.07815982\n",
      "  0.1537493  0.06612925 0.17643964 0.05312505]\n",
      " [0.02533759 0.40318248 0.05500948 0.0655679  0.03954617 0.05285728\n",
      "  0.05970342 0.07140879 0.17785539 0.04953148]\n",
      " [0.0620885  0.11303068 0.09804132 0.16223714 0.0255439  0.10448208\n",
      "  0.03174612 0.15555269 0.17789811 0.06937951]\n",
      " [0.04651663 0.14978604 0.08479305 0.10452796 0.1044459  0.1043453\n",
      "  0.09798296 0.08907561 0.09169897 0.12682766]\n",
      " [0.06621913 0.030694   0.3092368  0.11493082 0.07962278 0.02890473\n",
      "  0.16987331 0.04257714 0.0428298  0.11511152]\n",
      " [0.04504335 0.07178617 0.0493174  0.06588444 0.22274801 0.07800051\n",
      "  0.08700435 0.12914093 0.09609544 0.15497938]\n",
      " [0.05751806 0.01767143 0.0715941  0.07514732 0.14759764 0.08618931\n",
      "  0.1391256  0.16211134 0.08546927 0.15757598]\n",
      " [0.10659122 0.10957048 0.2909648  0.07997543 0.06774433 0.07807404\n",
      "  0.02722177 0.0961021  0.08796335 0.05579243]\n",
      " [0.1296178  0.02128517 0.15242855 0.0644903  0.06955661 0.09812567\n",
      "  0.3439611  0.03659359 0.04030818 0.04363295]\n",
      " [0.03832603 0.10256306 0.11502991 0.25785327 0.0551118  0.07555144\n",
      "  0.06813555 0.06226975 0.12583742 0.09932185]\n",
      " [0.13705647 0.1328505  0.08983324 0.08607281 0.06877226 0.1634353\n",
      "  0.07276088 0.05581692 0.12353981 0.06986179]\n",
      " [0.04751028 0.02824297 0.03733463 0.04106601 0.07182174 0.0742963\n",
      "  0.0121749  0.46771234 0.07805993 0.1417809 ]\n",
      " [0.02898222 0.10702973 0.16500643 0.091098   0.0618076  0.05806424\n",
      "  0.25794894 0.03612411 0.11423798 0.07970071]\n",
      " [0.06073893 0.2777471  0.09104208 0.07197968 0.04883886 0.09184136\n",
      "  0.04079787 0.08617708 0.16882318 0.06201382]\n",
      " [0.07167201 0.06698924 0.07711292 0.06922188 0.13990478 0.07606654\n",
      "  0.18351284 0.04732812 0.08714272 0.18104897]\n",
      " [0.0725497  0.03773918 0.15007056 0.07376622 0.10514721 0.05063054\n",
      "  0.34079102 0.02924403 0.0642104  0.07585122]\n",
      " [0.08209619 0.0729993  0.08040351 0.12257104 0.07900526 0.11691774\n",
      "  0.15059306 0.08231728 0.12325393 0.08984264]\n",
      " [0.03327793 0.11788149 0.04179976 0.17388763 0.06069878 0.07903443\n",
      "  0.04798078 0.22906308 0.08248345 0.13389269]\n",
      " [0.82353216 0.00257212 0.02527968 0.02302391 0.01847994 0.02704673\n",
      "  0.015305   0.02454202 0.0261637  0.01405472]\n",
      " [0.16899574 0.10605898 0.08403481 0.09898169 0.12993704 0.07186359\n",
      "  0.05696661 0.05565618 0.16709293 0.06041241]\n",
      " [0.08277042 0.03133277 0.1853219  0.2265708  0.06618616 0.07260375\n",
      "  0.11683889 0.04671223 0.06777678 0.10388622]\n",
      " [0.07210743 0.03558103 0.34913066 0.1064652  0.03320464 0.0877616\n",
      "  0.14905518 0.04376021 0.08217229 0.04076178]\n",
      " [0.29393536 0.0481504  0.09117664 0.15016754 0.08872048 0.13294181\n",
      "  0.07016332 0.05710444 0.0314803  0.03615979]\n",
      " [0.78372663 0.00426007 0.02078296 0.04281395 0.02166835 0.0407862\n",
      "  0.03623803 0.01349517 0.02122318 0.01500538]\n",
      " [0.03960363 0.03799265 0.05379462 0.17579028 0.12975323 0.05909519\n",
      "  0.04503981 0.1284652  0.0874083  0.24305712]\n",
      " [0.15188195 0.02905996 0.10242987 0.33801648 0.03693887 0.10168228\n",
      "  0.05413142 0.03002502 0.10479049 0.05104356]\n",
      " [0.141209   0.03043601 0.15278903 0.22572608 0.02615745 0.07116554\n",
      "  0.1568074  0.03463095 0.07057491 0.09050361]\n",
      " [0.07769787 0.12382155 0.11328409 0.07895967 0.0667354  0.09160075\n",
      "  0.11447532 0.10498327 0.14990579 0.07853626]\n",
      " [0.06578691 0.05531199 0.07040747 0.1711986  0.10860043 0.0679909\n",
      "  0.12944525 0.05687561 0.10615878 0.16822404]\n",
      " [0.10777634 0.0445617  0.09886792 0.3401538  0.01658952 0.16967405\n",
      "  0.04565115 0.05927234 0.07438951 0.04306357]\n",
      " [0.0458786  0.16204603 0.07423634 0.06666519 0.0931447  0.06714866\n",
      "  0.11248911 0.12233604 0.1388856  0.11716969]\n",
      " [0.08810708 0.07948305 0.06003994 0.08676483 0.15363133 0.08286373\n",
      "  0.08234526 0.13710038 0.08635258 0.14331183]\n",
      " [0.07107826 0.07387559 0.10558116 0.22155504 0.04964558 0.10637128\n",
      "  0.07825044 0.0877555  0.12665144 0.07923574]\n",
      " [0.06281499 0.04346346 0.08299264 0.06604484 0.16341954 0.0607635\n",
      "  0.06684595 0.08238313 0.08382322 0.28744867]\n",
      " [0.08059058 0.04143846 0.06055896 0.07902879 0.2561556  0.09759082\n",
      "  0.15191974 0.07391751 0.08305776 0.07574167]\n",
      " [0.03439002 0.0263406  0.05545483 0.06320038 0.18048014 0.05100175\n",
      "  0.08263276 0.20083755 0.08361949 0.22204247]\n",
      " [0.05463615 0.02838172 0.09877811 0.04368404 0.08776624 0.02803754\n",
      "  0.5663649  0.02167671 0.03311628 0.03755827]\n",
      " [0.02626809 0.0789768  0.21422245 0.17963824 0.06968705 0.03602612\n",
      "  0.09776746 0.04461473 0.20962209 0.0431769 ]\n",
      " [0.06963615 0.07979705 0.07424042 0.06233552 0.15501884 0.06015218\n",
      "  0.12051667 0.11542089 0.0748905  0.18799181]\n",
      " [0.0496183  0.19382893 0.10119066 0.08674234 0.07501853 0.09033356\n",
      "  0.0867964  0.10008764 0.12854362 0.08784007]\n",
      " [0.05731458 0.10195813 0.07099315 0.23966438 0.03484213 0.09234282\n",
      "  0.06225125 0.13792622 0.12190878 0.08079853]\n",
      " [0.0499271  0.09015874 0.07527469 0.0904988  0.08640719 0.09141295\n",
      "  0.06923175 0.14083907 0.11010899 0.19614077]\n",
      " [0.04754263 0.42994073 0.07455827 0.07170493 0.06219432 0.05398037\n",
      "  0.04687002 0.08489845 0.0703612  0.05794904]\n",
      " [0.0673629  0.1554088  0.05482911 0.08046035 0.18355116 0.05874345\n",
      "  0.16282454 0.05409183 0.04100015 0.14172763]\n",
      " [0.08287992 0.10547218 0.32233402 0.06944352 0.0599291  0.06370257\n",
      "  0.13041572 0.04260931 0.06980725 0.05340652]\n",
      " [0.05858905 0.02313352 0.22051583 0.13619012 0.08244121 0.03025115\n",
      "  0.24260762 0.01437512 0.09687491 0.09502139]\n",
      " [0.07014115 0.04409909 0.1392321  0.1484391  0.0868867  0.0953474\n",
      "  0.17297009 0.08485885 0.09308276 0.06494281]\n",
      " [0.10276907 0.02981593 0.09616024 0.20175895 0.07988963 0.08711478\n",
      "  0.05216864 0.12918806 0.11405954 0.1070751 ]\n",
      " [0.12675674 0.15059447 0.13830325 0.0930263  0.04101397 0.07332834\n",
      "  0.02315517 0.11457369 0.17044295 0.06880519]\n",
      " [0.12944762 0.0390408  0.14981657 0.17688343 0.10106516 0.08728719\n",
      "  0.09607035 0.05040183 0.10215434 0.06783275]\n",
      " [0.07304748 0.04202866 0.12501092 0.11452401 0.06076198 0.08497206\n",
      "  0.27733895 0.03967473 0.07972811 0.10291316]\n",
      " [0.18907018 0.06040436 0.11619177 0.12829626 0.03768521 0.08483217\n",
      "  0.20747368 0.0291964  0.0911931  0.0556569 ]] (11.898 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 1.4664357, step = 1201 (24.010 sec)\n",
      "INFO:tensorflow:probabilities = [[0.12867685 0.02335171 0.13345826 0.10080738 0.0306938  0.22461015\n",
      "  0.1041082  0.05324659 0.16472505 0.03632201]\n",
      " [0.0292473  0.03925543 0.07195988 0.06131187 0.07401605 0.04032523\n",
      "  0.56707454 0.01518512 0.05890864 0.04271607]\n",
      " [0.02485546 0.1458492  0.03140854 0.12945063 0.06040805 0.12044052\n",
      "  0.06981533 0.10808327 0.15497023 0.15471868]\n",
      " [0.01772667 0.1843707  0.04125937 0.05464225 0.11683553 0.05422103\n",
      "  0.06993897 0.12945907 0.15731426 0.17423218]\n",
      " [0.06618037 0.23840868 0.14381117 0.08905341 0.06201693 0.08626249\n",
      "  0.04619111 0.0617561  0.15398993 0.0523297 ]\n",
      " [0.03708408 0.4048188  0.12476348 0.04330221 0.03790574 0.06194823\n",
      "  0.05808194 0.05869206 0.11831889 0.05508462]\n",
      " [0.04197621 0.5287305  0.09995154 0.04437393 0.02747441 0.05294986\n",
      "  0.0439693  0.04403554 0.07306638 0.04347235]\n",
      " [0.01592675 0.02859286 0.13437721 0.04550124 0.16118418 0.02669408\n",
      "  0.4421073  0.02221552 0.05470289 0.068698  ]\n",
      " [0.04399405 0.06265237 0.29502523 0.21534339 0.02476171 0.08869421\n",
      "  0.05385802 0.03290061 0.12251334 0.06025708]\n",
      " [0.06089356 0.04441025 0.08185904 0.06346034 0.10291285 0.06778263\n",
      "  0.11012175 0.16204396 0.10071683 0.20579875]\n",
      " [0.17972252 0.013814   0.02084213 0.23694059 0.11371861 0.1008461\n",
      "  0.020193   0.09952319 0.17448212 0.03991775]\n",
      " [0.05391481 0.01229712 0.05726663 0.12247425 0.10941187 0.03617791\n",
      "  0.02107979 0.37910414 0.05359761 0.15467581]\n",
      " [0.04643228 0.14439061 0.12109686 0.07826986 0.06422962 0.07095239\n",
      "  0.08226749 0.11643756 0.15314871 0.12277459]\n",
      " [0.07879136 0.12462936 0.09071316 0.15870169 0.05440874 0.13553089\n",
      "  0.0839823  0.05173939 0.15591961 0.06558351]\n",
      " [0.12161144 0.02032038 0.07560757 0.13128081 0.18570973 0.12751547\n",
      "  0.08885586 0.05931238 0.12281744 0.06696898]\n",
      " [0.26131237 0.04452389 0.04773692 0.12903301 0.04008683 0.1374881\n",
      "  0.15915287 0.02002657 0.08957469 0.07106479]\n",
      " [0.06035921 0.1740847  0.07261368 0.10430916 0.05974099 0.09999373\n",
      "  0.10132217 0.0697284  0.16082448 0.09702343]\n",
      " [0.06056985 0.06465936 0.09172271 0.056922   0.04996013 0.05569818\n",
      "  0.05608817 0.13201615 0.22592372 0.20643981]\n",
      " [0.04986247 0.30786133 0.06179037 0.08558386 0.05373856 0.0622813\n",
      "  0.07491155 0.08576521 0.10115721 0.11704812]\n",
      " [0.1151471  0.02212236 0.17811653 0.24392106 0.02906165 0.12591727\n",
      "  0.09632112 0.02111018 0.14033067 0.02795199]\n",
      " [0.05018266 0.00747108 0.08022083 0.03904353 0.13694344 0.05358358\n",
      "  0.56232065 0.02832848 0.01791952 0.02398633]\n",
      " [0.043802   0.05714492 0.0982416  0.11062364 0.15360716 0.07650098\n",
      "  0.07392789 0.14921266 0.07479269 0.16214643]\n",
      " [0.03946783 0.07184442 0.1321852  0.18551387 0.05930961 0.10540624\n",
      "  0.14538367 0.03161063 0.13595131 0.09332711]\n",
      " [0.11140461 0.05014235 0.05279445 0.04623903 0.18508093 0.19947982\n",
      "  0.04848711 0.13994795 0.06204384 0.10438003]\n",
      " [0.05478505 0.08209085 0.11096782 0.10539451 0.10515875 0.08317962\n",
      "  0.05340724 0.12052895 0.12426882 0.16021837]\n",
      " [0.09134436 0.03684268 0.43686882 0.08723422 0.06865788 0.07329573\n",
      "  0.07488513 0.03526776 0.05018036 0.04542315]\n",
      " [0.10766027 0.07440702 0.05959901 0.14783704 0.04359375 0.09144318\n",
      "  0.10934681 0.13755815 0.1649664  0.06358841]\n",
      " [0.13866898 0.04689564 0.06677987 0.12974805 0.04334452 0.22858241\n",
      "  0.07044709 0.06156666 0.1573194  0.05664741]\n",
      " [0.04022757 0.03510038 0.08710437 0.05731367 0.22013068 0.09328019\n",
      "  0.09318738 0.14511628 0.06999113 0.15854838]\n",
      " [0.05626354 0.04283105 0.09343415 0.14411801 0.14048061 0.05516159\n",
      "  0.06927343 0.14718013 0.05310645 0.19815114]\n",
      " [0.04412634 0.02423528 0.06706911 0.03977812 0.31559005 0.04169697\n",
      "  0.12316892 0.10074585 0.0787408  0.16484863]\n",
      " [0.3905169  0.01113352 0.13210076 0.07457607 0.02910723 0.08479612\n",
      "  0.16783503 0.02310791 0.04489999 0.04192651]\n",
      " [0.2073696  0.00692326 0.13632113 0.04587552 0.02220547 0.07786126\n",
      "  0.4461309  0.01055158 0.02782355 0.01893779]\n",
      " [0.02465035 0.30135524 0.08795004 0.05640089 0.05617307 0.0627063\n",
      "  0.08598098 0.07420749 0.1448748  0.10570079]\n",
      " [0.0307189  0.08912305 0.08421373 0.11570776 0.11775761 0.09808735\n",
      "  0.06163044 0.07860284 0.2598276  0.06433073]\n",
      " [0.02884385 0.02797408 0.08737298 0.09448221 0.2918824  0.02771469\n",
      "  0.10986559 0.11328822 0.04503098 0.17354503]\n",
      " [0.06207671 0.07990602 0.13449188 0.14066093 0.07084327 0.10195999\n",
      "  0.10244513 0.04693926 0.21592122 0.04475542]\n",
      " [0.06330824 0.06595669 0.02313915 0.22635652 0.04348918 0.18027881\n",
      "  0.03566364 0.12506333 0.1773798  0.05936467]\n",
      " [0.11081342 0.04561403 0.08470808 0.07378043 0.09677842 0.14986262\n",
      "  0.06939998 0.16025174 0.11998188 0.08880943]\n",
      " [0.11650933 0.07337668 0.07394447 0.10541766 0.04693458 0.18344302\n",
      "  0.02769305 0.10840949 0.17003885 0.09423297]\n",
      " [0.068947   0.03937368 0.09499976 0.09671403 0.10875213 0.08189283\n",
      "  0.11144175 0.06577076 0.21384262 0.11826545]\n",
      " [0.10579512 0.02924157 0.1524898  0.09101033 0.03840338 0.07454193\n",
      "  0.3371385  0.0535287  0.0725985  0.04525225]\n",
      " [0.02417318 0.2596017  0.08034407 0.07074409 0.08213836 0.08136537\n",
      "  0.16535628 0.07220379 0.06927887 0.09479432]\n",
      " [0.02486864 0.11841885 0.06544286 0.09881984 0.12509552 0.06616399\n",
      "  0.12804127 0.05941743 0.14302988 0.1707017 ]\n",
      " [0.09433107 0.02030936 0.01753458 0.05710252 0.09973034 0.08144818\n",
      "  0.01883424 0.41408008 0.05743455 0.13919502]\n",
      " [0.09639354 0.1444058  0.14991878 0.09934361 0.05534744 0.0823122\n",
      "  0.06037773 0.10505325 0.10671093 0.10013679]\n",
      " [0.48896784 0.03195286 0.11888687 0.08288159 0.02004637 0.07544792\n",
      "  0.08070433 0.00966695 0.07544968 0.01599553]\n",
      " [0.13053091 0.04268911 0.06794596 0.2687292  0.07244293 0.10402363\n",
      "  0.06764854 0.06536382 0.07393207 0.10669377]\n",
      " [0.08229304 0.08742154 0.03363157 0.15083726 0.06851924 0.13871957\n",
      "  0.01710308 0.09942658 0.21684565 0.10520247]\n",
      " [0.11734411 0.02653927 0.07418389 0.0572172  0.229667   0.06068235\n",
      "  0.07457721 0.07323274 0.10739036 0.17916584]\n",
      " [0.02158358 0.02289434 0.0153451  0.06854817 0.04448688 0.04395166\n",
      "  0.01199502 0.4815732  0.06479265 0.22482947]\n",
      " [0.1093679  0.06701752 0.21861686 0.16368301 0.02360791 0.04932821\n",
      "  0.06550915 0.04809121 0.10270444 0.15207376]\n",
      " [0.04635977 0.13206127 0.05454245 0.05445649 0.11691024 0.08034389\n",
      "  0.16419326 0.10893782 0.09961466 0.14258014]\n",
      " [0.02147876 0.03816898 0.21669094 0.06762903 0.09578942 0.05804662\n",
      "  0.27802125 0.03202249 0.08874514 0.10340746]\n",
      " [0.08757799 0.06365839 0.20206572 0.1428729  0.03662458 0.09103677\n",
      "  0.16760889 0.02261543 0.11855786 0.06738145]\n",
      " [0.05201803 0.05793064 0.08766481 0.2410361  0.02878222 0.09738851\n",
      "  0.18217357 0.07224792 0.10618369 0.07457452]\n",
      " [0.11681654 0.03992768 0.08365122 0.13337214 0.08566343 0.13599582\n",
      "  0.03815262 0.13025038 0.13145842 0.10471185]\n",
      " [0.0706059  0.0154423  0.03276993 0.05571007 0.0944043  0.05727598\n",
      "  0.05043038 0.40134215 0.13384455 0.08817446]\n",
      " [0.12523434 0.0248136  0.04428553 0.03989441 0.21064343 0.04394365\n",
      "  0.05233967 0.12360639 0.06131141 0.27392763]\n",
      " [0.03365424 0.2058384  0.06095941 0.08623942 0.06140636 0.07885065\n",
      "  0.09676618 0.08267422 0.18256977 0.11104131]\n",
      " [0.03767996 0.20453918 0.18239264 0.08672531 0.05224955 0.10246667\n",
      "  0.08024596 0.06516345 0.12840134 0.06013597]\n",
      " [0.18353929 0.02183093 0.09230188 0.23235632 0.02984047 0.17150275\n",
      "  0.04392065 0.02596777 0.12195458 0.07678527]\n",
      " [0.18217315 0.02550258 0.17021357 0.06569241 0.1879599  0.05153569\n",
      "  0.12914324 0.04708936 0.04062396 0.10006616]\n",
      " [0.03489817 0.06840638 0.07822162 0.07480157 0.19421501 0.04698883\n",
      "  0.06640805 0.1448448  0.05788487 0.2333306 ]\n",
      " [0.02933147 0.06795482 0.07310915 0.06545898 0.27039373 0.08431739\n",
      "  0.17274706 0.05994694 0.06411152 0.11262897]\n",
      " [0.24992287 0.0220078  0.08099616 0.33089024 0.0275142  0.09136098\n",
      "  0.03341032 0.04502353 0.07973824 0.03913569]\n",
      " [0.02987224 0.2624578  0.10996834 0.06619512 0.07510439 0.07170222\n",
      "  0.14572372 0.07026728 0.07525264 0.09345622]\n",
      " [0.17337239 0.01150155 0.13537957 0.05001938 0.0753876  0.03699021\n",
      "  0.2739319  0.07991412 0.08477435 0.07872902]\n",
      " [0.04046443 0.38342193 0.06387596 0.05448461 0.04752994 0.04974238\n",
      "  0.05871205 0.05814127 0.14617027 0.09745719]\n",
      " [0.09019236 0.14616458 0.12391985 0.13856924 0.03313775 0.09934516\n",
      "  0.04421486 0.09727891 0.15542531 0.07175203]\n",
      " [0.14300285 0.02523786 0.04916385 0.24635467 0.04910944 0.22623894\n",
      "  0.0374383  0.04905162 0.13712128 0.03728116]\n",
      " [0.06286237 0.14155337 0.09978211 0.07889774 0.15196194 0.12605262\n",
      "  0.09952033 0.03023111 0.17491704 0.03422141]\n",
      " [0.03100691 0.0377037  0.2745153  0.11493419 0.05079953 0.0625172\n",
      "  0.22750783 0.04476023 0.11753862 0.03871656]\n",
      " [0.03312908 0.33155409 0.10726467 0.08275443 0.06536033 0.04610221\n",
      "  0.07378382 0.09206966 0.10207406 0.06590772]\n",
      " [0.04378499 0.11743777 0.05467449 0.11038085 0.10159575 0.08456372\n",
      "  0.03532257 0.22921984 0.08672002 0.13629998]\n",
      " [0.02609877 0.03013119 0.03900653 0.07659954 0.19745035 0.04153563\n",
      "  0.0563177  0.10091902 0.0845682  0.34737307]\n",
      " [0.14103065 0.11604664 0.1917362  0.07563324 0.02152055 0.08038191\n",
      "  0.06265072 0.0426768  0.21212403 0.0561993 ]\n",
      " [0.04158883 0.09996168 0.09398685 0.0491054  0.10834685 0.06627246\n",
      "  0.04734153 0.09307748 0.2539436  0.14637522]\n",
      " [0.05720076 0.0425844  0.14065923 0.03665135 0.24728726 0.04765773\n",
      "  0.07747173 0.10892402 0.128496   0.11306757]\n",
      " [0.07469498 0.01553868 0.09129003 0.3249992  0.08777344 0.13246486\n",
      "  0.0391554  0.05701551 0.12257495 0.05449292]\n",
      " [0.04006268 0.47123685 0.07379526 0.04421043 0.03256662 0.04616437\n",
      "  0.09854119 0.05226909 0.11345183 0.0277016 ]\n",
      " [0.05016898 0.02437223 0.06845036 0.0376646  0.2703836  0.03748246\n",
      "  0.12796882 0.1714195  0.09631003 0.1157795 ]\n",
      " [0.14305489 0.09607489 0.10869335 0.10788608 0.05242372 0.13736098\n",
      "  0.05732365 0.06452955 0.13510111 0.09755188]\n",
      " [0.03806562 0.14923656 0.1259514  0.06157639 0.05652829 0.07140429\n",
      "  0.17007796 0.07147191 0.16743131 0.08825627]\n",
      " [0.53815234 0.00430348 0.04596845 0.08574686 0.03665178 0.12124474\n",
      "  0.05217284 0.02970349 0.04089784 0.04515809]\n",
      " [0.04744833 0.09030192 0.10039546 0.12376718 0.11322981 0.1089099\n",
      "  0.10217804 0.1073118  0.06538687 0.14107068]\n",
      " [0.126026   0.02421509 0.13019116 0.06270739 0.08396987 0.15670642\n",
      "  0.24083841 0.03645205 0.05849592 0.08039773]\n",
      " [0.01701143 0.2178968  0.05821007 0.11635889 0.04773646 0.09758723\n",
      "  0.10438382 0.09323943 0.14809531 0.09948064]\n",
      " [0.06169324 0.02906492 0.10820638 0.0426915  0.23871306 0.07499009\n",
      "  0.09369475 0.10535324 0.09261083 0.15298195]\n",
      " [0.1793358  0.03009494 0.04391251 0.14267538 0.08415129 0.08739904\n",
      "  0.07334568 0.03173771 0.25626954 0.0710781 ]\n",
      " [0.01281407 0.03784582 0.07074552 0.04742157 0.08511055 0.02083463\n",
      "  0.5483727  0.05106167 0.08475735 0.04103614]\n",
      " [0.10157555 0.03250669 0.13701673 0.20091277 0.08178849 0.11711766\n",
      "  0.05547598 0.02754754 0.1779169  0.06814176]\n",
      " [0.05887587 0.07244413 0.09342877 0.1296108  0.07066998 0.12359308\n",
      "  0.11211699 0.06017373 0.14654523 0.13254151]\n",
      " [0.03490167 0.28186938 0.07492797 0.05751237 0.06192545 0.07222176\n",
      "  0.05839223 0.1206808  0.14122209 0.09634633]\n",
      " [0.10733292 0.01950058 0.10634977 0.39645672 0.06318223 0.07463049\n",
      "  0.07838549 0.03827672 0.08192457 0.03396045]\n",
      " [0.04116151 0.21390472 0.08866273 0.08318488 0.07800459 0.08546471\n",
      "  0.07528258 0.08567727 0.14927796 0.09937911]\n",
      " [0.04474363 0.16335467 0.07542613 0.0919174  0.04886305 0.14200786\n",
      "  0.09377056 0.10120967 0.13516498 0.10354208]\n",
      " [0.0310632  0.4027714  0.04540669 0.04031768 0.05482063 0.03754538\n",
      "  0.04931093 0.10093676 0.13989706 0.09793029]\n",
      " [0.06873422 0.08891386 0.06984313 0.13780868 0.06563555 0.12323635\n",
      "  0.11249945 0.03701643 0.20694661 0.0893657 ]\n",
      " [0.14174548 0.02056298 0.14641675 0.05429233 0.1900775  0.07662156\n",
      "  0.09830614 0.06888754 0.07409186 0.12899786]] (12.577 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 4.06354\n",
      "INFO:tensorflow:probabilities = [[0.03435539 0.0257262  0.03346175 0.06589565 0.15500028 0.07977839\n",
      "  0.04736595 0.17018154 0.08448158 0.30375326]\n",
      " [0.0778044  0.0075429  0.03989993 0.04168693 0.2064647  0.07912433\n",
      "  0.10811588 0.13764475 0.07253752 0.22917868]\n",
      " [0.34176    0.01547579 0.01297606 0.1079443  0.04701295 0.1729038\n",
      "  0.07419093 0.07536171 0.12712532 0.02524914]\n",
      " [0.03825127 0.09291758 0.04617906 0.09751584 0.04795454 0.07051523\n",
      "  0.02212894 0.28715467 0.14691691 0.15046598]\n",
      " [0.04446507 0.01401292 0.27847016 0.05019166 0.19902886 0.03570817\n",
      "  0.14260718 0.07002134 0.03790662 0.12758793]\n",
      " [0.04352297 0.05084264 0.14767885 0.05665607 0.1517604  0.0480207\n",
      "  0.15204522 0.06021468 0.09983321 0.18942536]\n",
      " [0.61677545 0.00463225 0.0535547  0.03431568 0.06662454 0.03148513\n",
      "  0.07073456 0.06203951 0.01824759 0.04159058]\n",
      " [0.02298843 0.1704439  0.06792011 0.09746396 0.08520073 0.0995903\n",
      "  0.06314988 0.09986393 0.15266556 0.14071323]\n",
      " [0.18489794 0.03447005 0.09354785 0.1143757  0.03173535 0.09485038\n",
      "  0.2245588  0.04426579 0.09632733 0.08097076]\n",
      " [0.03986349 0.11616932 0.11018246 0.24467558 0.05622318 0.04894978\n",
      "  0.09609416 0.04080744 0.13189147 0.11514315]\n",
      " [0.04152618 0.18419413 0.04260741 0.09252764 0.06146035 0.0689185\n",
      "  0.03736791 0.17971635 0.12480343 0.16687804]\n",
      " [0.5548715  0.00268918 0.03213496 0.11828084 0.0227812  0.0849947\n",
      "  0.02699185 0.08305694 0.05615629 0.01804254]\n",
      " [0.02098383 0.44284883 0.07928269 0.06221876 0.03152382 0.05566796\n",
      "  0.05520148 0.08967599 0.10426894 0.05832779]\n",
      " [0.03676625 0.01412896 0.0165209  0.6433772  0.01556528 0.05312964\n",
      "  0.00811664 0.0655957  0.09458024 0.0522192 ]\n",
      " [0.07184464 0.06215968 0.1020508  0.04187639 0.26418498 0.14434329\n",
      "  0.05118595 0.09071775 0.10474343 0.06689302]\n",
      " [0.075881   0.0159456  0.05202167 0.04134797 0.12931755 0.03975398\n",
      "  0.03622549 0.241862   0.04209412 0.3255506 ]\n",
      " [0.14844675 0.0142369  0.04465174 0.05849857 0.26509923 0.06179678\n",
      "  0.09721587 0.17709816 0.02671723 0.10623891]\n",
      " [0.04158998 0.28569955 0.11946708 0.06812004 0.07834284 0.06944568\n",
      "  0.05398379 0.06390026 0.16865665 0.05079418]\n",
      " [0.0268298  0.14390874 0.08041943 0.1319169  0.07759657 0.0808411\n",
      "  0.09263841 0.13602921 0.10401162 0.12580824]\n",
      " [0.11273371 0.05420233 0.13348027 0.08634543 0.09083106 0.11679802\n",
      "  0.2310228  0.04696842 0.07378574 0.05383221]\n",
      " [0.7522617  0.00399054 0.0574185  0.02598784 0.02883965 0.04215505\n",
      "  0.02584143 0.0323146  0.01339546 0.01779536]\n",
      " [0.0445486  0.00435647 0.19361898 0.03180941 0.41083074 0.04051604\n",
      "  0.07871296 0.05864966 0.03210556 0.10485156]\n",
      " [0.0562395  0.03620121 0.04175208 0.05849312 0.04024117 0.06321945\n",
      "  0.01953198 0.35097218 0.20423    0.1291193 ]\n",
      " [0.04468935 0.11032486 0.18876655 0.05462996 0.11535555 0.11956302\n",
      "  0.06390726 0.05907775 0.19445083 0.049235  ]\n",
      " [0.01970396 0.13252681 0.24528575 0.08271416 0.0623825  0.07339552\n",
      "  0.18245491 0.0234512  0.12659593 0.05148925]\n",
      " [0.05278597 0.25912088 0.09927394 0.03936545 0.05332499 0.09727264\n",
      "  0.02774703 0.08953854 0.2584756  0.02309499]\n",
      " [0.21827567 0.03838572 0.14977232 0.13940069 0.0157264  0.11391462\n",
      "  0.0967126  0.03978815 0.16346426 0.0245596 ]\n",
      " [0.03121972 0.03838821 0.07310235 0.07029311 0.16078284 0.07736464\n",
      "  0.05280804 0.20564398 0.06005643 0.23034066]\n",
      " [0.0126425  0.11593529 0.03031021 0.05761467 0.14749108 0.0615506\n",
      "  0.0526177  0.18786263 0.12953529 0.20444006]\n",
      " [0.15074076 0.04920875 0.34248435 0.08483247 0.04110541 0.05211994\n",
      "  0.13032307 0.03771226 0.08068103 0.03079195]\n",
      " [0.04796769 0.07331304 0.09681654 0.15396434 0.06617263 0.13594823\n",
      "  0.07387643 0.09206529 0.12796028 0.13191548]\n",
      " [0.07442929 0.02416736 0.13079609 0.05052694 0.33598033 0.04247665\n",
      "  0.1837332  0.02981508 0.06285284 0.06522234]\n",
      " [0.02246066 0.04868848 0.3007453  0.12858953 0.05404789 0.07335867\n",
      "  0.15329449 0.09059764 0.06034388 0.06787335]\n",
      " [0.06959584 0.06698343 0.21946844 0.05714268 0.1606931  0.07410594\n",
      "  0.15741853 0.02373873 0.04781493 0.12303837]\n",
      " [0.74633443 0.00198272 0.015492   0.02303958 0.01127986 0.11255638\n",
      "  0.01070461 0.05056338 0.0140352  0.01401192]\n",
      " [0.6343611  0.00261581 0.07652443 0.03686748 0.01640123 0.07490304\n",
      "  0.06991698 0.00995652 0.04023958 0.03821386]\n",
      " [0.02750018 0.1384918  0.06903083 0.03622665 0.04884442 0.05490993\n",
      "  0.42641395 0.02789624 0.1238817  0.04680437]\n",
      " [0.017462   0.04898422 0.12655482 0.07774404 0.0630849  0.09229895\n",
      "  0.06611416 0.18106017 0.05433927 0.27235755]\n",
      " [0.08741235 0.07303139 0.06373502 0.24188708 0.07656772 0.10347534\n",
      "  0.07932017 0.10581714 0.07970284 0.08905098]\n",
      " [0.05376299 0.02148013 0.01010912 0.04170844 0.10876471 0.03557221\n",
      "  0.01749171 0.47527894 0.04180204 0.19402969]\n",
      " [0.01867533 0.46220145 0.04530898 0.10936198 0.04379845 0.06764593\n",
      "  0.04202264 0.04877199 0.07137059 0.0908426 ]\n",
      " [0.04514631 0.37756446 0.05506253 0.04802547 0.02667915 0.09022854\n",
      "  0.05363693 0.06115067 0.19782177 0.04468415]\n",
      " [0.04223118 0.03579041 0.0510142  0.05824919 0.15455145 0.07645728\n",
      "  0.04481297 0.19974592 0.13509446 0.20205303]\n",
      " [0.02631952 0.11608075 0.15045662 0.07550798 0.03585636 0.03409731\n",
      "  0.02983611 0.16853815 0.2518792  0.111428  ]\n",
      " [0.01241514 0.37516958 0.06450561 0.08040591 0.06484579 0.05916296\n",
      "  0.04170492 0.09482635 0.09126506 0.11569869]\n",
      " [0.1052712  0.02740028 0.03888559 0.02718806 0.16425431 0.14626327\n",
      "  0.03002835 0.22832738 0.11236246 0.12001908]\n",
      " [0.47573665 0.00976214 0.02617163 0.04552098 0.06222323 0.21588261\n",
      "  0.02373341 0.03687438 0.05443608 0.04965889]\n",
      " [0.06263564 0.07541203 0.0542203  0.16279012 0.06944455 0.17930578\n",
      "  0.18689993 0.0176906  0.10042971 0.09117131]\n",
      " [0.03949461 0.03721045 0.0888413  0.06692655 0.10271723 0.07999539\n",
      "  0.07310434 0.1581363  0.04586136 0.3077124 ]\n",
      " [0.02515453 0.03890428 0.02950293 0.06160676 0.12467834 0.09579861\n",
      "  0.10726184 0.08940905 0.08170262 0.34598103]\n",
      " [0.04774578 0.1965526  0.3605493  0.09619752 0.02290329 0.0397397\n",
      "  0.0686202  0.03737119 0.1026148  0.02770554]\n",
      " [0.03863522 0.07348174 0.03792385 0.05786768 0.13566336 0.08429938\n",
      "  0.05535105 0.17093067 0.1458577  0.19998933]\n",
      " [0.04377574 0.20375021 0.09836897 0.06630103 0.06378635 0.10754129\n",
      "  0.12614907 0.05956616 0.11325757 0.11750365]\n",
      " [0.07141284 0.11489984 0.21770307 0.17282553 0.03401046 0.11204559\n",
      "  0.07543985 0.03810608 0.11987066 0.04368616]\n",
      " [0.5678509  0.00509417 0.05564715 0.0279619  0.06149321 0.12773752\n",
      "  0.03815459 0.01158171 0.07658606 0.02789278]\n",
      " [0.04302488 0.22521211 0.06346554 0.05006448 0.07052478 0.09828746\n",
      "  0.05894098 0.10924548 0.17962398 0.10161032]\n",
      " [0.02436065 0.15527992 0.05684146 0.07595268 0.04894098 0.10077834\n",
      "  0.04849429 0.1163189  0.17770185 0.19533086]\n",
      " [0.03366863 0.05911076 0.03120657 0.11405003 0.08727208 0.06984016\n",
      "  0.01887582 0.22619753 0.0671289  0.29264954]\n",
      " [0.01645427 0.05484786 0.0235543  0.03387293 0.24866168 0.07897645\n",
      "  0.04606585 0.23838542 0.06204395 0.19713734]\n",
      " [0.6563183  0.00565803 0.07132652 0.10222291 0.03321563 0.03406036\n",
      "  0.02476177 0.03807161 0.01472838 0.01963646]\n",
      " [0.06402178 0.16389613 0.11962052 0.04949079 0.11272778 0.06443652\n",
      "  0.08873565 0.07613903 0.15780963 0.10312221]\n",
      " [0.06827351 0.04608112 0.4367169  0.14648744 0.04050911 0.05843058\n",
      "  0.13545388 0.02048677 0.03126142 0.01629927]\n",
      " [0.02880317 0.0363945  0.06646504 0.12062446 0.07018849 0.04614213\n",
      "  0.029623   0.40555847 0.08342601 0.11277473]\n",
      " [0.1231439  0.03373504 0.0814108  0.15078536 0.04868138 0.11973268\n",
      "  0.17569506 0.06299128 0.1648547  0.03896975]\n",
      " [0.08572853 0.06395944 0.2365226  0.19807805 0.04424242 0.07876708\n",
      "  0.10828833 0.03783426 0.10027345 0.04630578]\n",
      " [0.23220444 0.05167009 0.14581954 0.05021104 0.11127514 0.09654246\n",
      "  0.25108784 0.01110513 0.03249345 0.01759094]\n",
      " [0.03239133 0.12214807 0.24510345 0.03761797 0.05765175 0.13805701\n",
      "  0.02127397 0.06181622 0.2602468  0.02369349]\n",
      " [0.02938532 0.03555501 0.03267191 0.06142993 0.32180777 0.0584701\n",
      "  0.02425892 0.1954984  0.08605202 0.15487069]\n",
      " [0.08555683 0.00770252 0.13800089 0.04117889 0.45347896 0.02537263\n",
      "  0.09835227 0.05887809 0.03424846 0.05723041]\n",
      " [0.07706188 0.03991321 0.27772957 0.16114992 0.05256612 0.0863352\n",
      "  0.05287738 0.11127072 0.09401456 0.04708142]\n",
      " [0.02519129 0.01586235 0.07738881 0.02491014 0.0688118  0.02025212\n",
      "  0.7141432  0.01293184 0.03070855 0.00979988]\n",
      " [0.08578525 0.07261594 0.05942586 0.0821486  0.09160405 0.07778237\n",
      "  0.0953492  0.11197222 0.13822778 0.18508875]\n",
      " [0.1141338  0.0875982  0.08385669 0.06405587 0.05107369 0.06387039\n",
      "  0.04424229 0.23629563 0.15012032 0.10475319]\n",
      " [0.02687769 0.05141216 0.12702112 0.34023318 0.06939953 0.12207635\n",
      "  0.05800849 0.05035698 0.07418215 0.08043228]\n",
      " [0.0304495  0.03338381 0.02864244 0.04922818 0.08579057 0.05251837\n",
      "  0.06377537 0.3510697  0.06786763 0.23727445]\n",
      " [0.02581802 0.099066   0.12445198 0.0841023  0.12094255 0.02747317\n",
      "  0.05041268 0.14693706 0.07810747 0.24268873]\n",
      " [0.02814011 0.09221075 0.05806805 0.05160916 0.11028867 0.07194058\n",
      "  0.01487398 0.35336056 0.08342365 0.13608462]\n",
      " [0.15007758 0.0354792  0.09527011 0.08884172 0.15154815 0.13022724\n",
      "  0.04527184 0.05627821 0.10219026 0.14481567]\n",
      " [0.04036569 0.20777273 0.09178789 0.13022275 0.03582921 0.10321274\n",
      "  0.01139035 0.17669891 0.10031467 0.10240512]\n",
      " [0.04688258 0.1933711  0.1804961  0.11485345 0.04096136 0.05364475\n",
      "  0.22517164 0.02748442 0.08403474 0.0331    ]\n",
      " [0.13542835 0.04509559 0.08548787 0.15311533 0.04659544 0.11674114\n",
      "  0.14437434 0.08684273 0.13481618 0.05150295]\n",
      " [0.03533247 0.02897174 0.06467827 0.04971887 0.04414717 0.07236657\n",
      "  0.01741918 0.46158984 0.05748373 0.16829212]\n",
      " [0.01733187 0.05741554 0.08178063 0.03505066 0.3222951  0.02774369\n",
      "  0.06541886 0.13520896 0.06067035 0.19708435]\n",
      " [0.11314032 0.0258609  0.08099964 0.10256573 0.17455618 0.07894827\n",
      "  0.10985038 0.1052341  0.05391667 0.15492779]\n",
      " [0.12213223 0.10496173 0.18020785 0.11103773 0.05580871 0.1577896\n",
      "  0.03276034 0.02968788 0.17941423 0.02619983]\n",
      " [0.50079983 0.00761783 0.12635124 0.0988064  0.02163377 0.10095734\n",
      "  0.03380231 0.03678437 0.04109267 0.03215415]\n",
      " [0.13484414 0.02308517 0.03754952 0.04862894 0.15591195 0.06469333\n",
      "  0.13158351 0.21784388 0.04138049 0.14447911]\n",
      " [0.16835383 0.04500403 0.19246984 0.04953309 0.05255125 0.08373416\n",
      "  0.01771135 0.03081954 0.34587923 0.01394379]\n",
      " [0.04617358 0.07121047 0.05987004 0.07825623 0.09844087 0.11006269\n",
      "  0.07503796 0.13054422 0.11843102 0.21197295]\n",
      " [0.15318686 0.13022527 0.09669334 0.07201206 0.07030959 0.19827257\n",
      "  0.04515064 0.02744684 0.16784114 0.0388617 ]\n",
      " [0.19862464 0.01384516 0.08971865 0.1135497  0.15508354 0.14276716\n",
      "  0.04422682 0.06705055 0.09377105 0.08136282]\n",
      " [0.03110827 0.04653553 0.08572133 0.09010229 0.09403232 0.10458018\n",
      "  0.08143962 0.1460339  0.16978866 0.15065788]\n",
      " [0.10357267 0.05324617 0.0991154  0.04756683 0.16551764 0.11096564\n",
      "  0.08689815 0.12302899 0.07153522 0.13855332]\n",
      " [0.10933719 0.09477828 0.06460037 0.12024447 0.04400221 0.21421638\n",
      "  0.12281929 0.02697321 0.12747237 0.07555628]\n",
      " [0.05981633 0.04157003 0.08485406 0.0180988  0.34586683 0.05959775\n",
      "  0.04020705 0.04138272 0.23910138 0.06950504]\n",
      " [0.6632794  0.00566156 0.03703184 0.02483247 0.01968133 0.08595879\n",
      "  0.06755634 0.01644069 0.05465009 0.02490752]\n",
      " [0.06289275 0.04482112 0.06373984 0.06716036 0.16651101 0.06296012\n",
      "  0.11949352 0.13571186 0.07074328 0.20596625]\n",
      " [0.08507612 0.04772995 0.03156741 0.0830939  0.10203682 0.06811867\n",
      "  0.02747056 0.28479695 0.06385273 0.20625684]\n",
      " [0.11916997 0.0431357  0.08873083 0.16408758 0.07721519 0.13553332\n",
      "  0.05839878 0.11289196 0.12066417 0.08017246]\n",
      " [0.05216395 0.43311778 0.11300778 0.05176031 0.04726079 0.05778036\n",
      "  0.04435644 0.06066809 0.09335233 0.04653212]] (12.033 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 1.4428997, step = 1301 (24.609 sec)\n",
      "INFO:tensorflow:probabilities = [[0.01839389 0.30984747 0.0424636  0.07949401 0.0231612  0.08952458\n",
      "  0.01589294 0.10973492 0.24143137 0.07005601]\n",
      " [0.05107751 0.0789118  0.07174283 0.28169286 0.06185029 0.10731073\n",
      "  0.08991334 0.05173426 0.14911908 0.05664725]\n",
      " [0.12016457 0.1155423  0.02724111 0.0582551  0.10865719 0.15519252\n",
      "  0.06949267 0.17277169 0.11733814 0.05534474]\n",
      " [0.05523646 0.04613443 0.04330091 0.26872703 0.10539719 0.1436167\n",
      "  0.0472114  0.09788032 0.06964316 0.12285248]\n",
      " [0.04762677 0.01336262 0.03680135 0.06310836 0.09520825 0.0820732\n",
      "  0.02784027 0.42940193 0.06755899 0.13701832]\n",
      " [0.01479256 0.0159011  0.01973288 0.06948876 0.0379799  0.03012734\n",
      "  0.01718735 0.59697556 0.03852676 0.15928778]\n",
      " [0.02007407 0.11411144 0.03208625 0.06172028 0.17152913 0.06343999\n",
      "  0.04673257 0.17236555 0.08349874 0.23444201]\n",
      " [0.09712613 0.07133482 0.09741399 0.04930545 0.06606346 0.15952842\n",
      "  0.05384517 0.05560886 0.2028842  0.14688952]\n",
      " [0.2919412  0.00088718 0.0542956  0.15910307 0.0839052  0.14449231\n",
      "  0.10460576 0.02165053 0.04026311 0.09885609]\n",
      " [0.03531903 0.11803155 0.07082058 0.10198328 0.11037467 0.08305562\n",
      "  0.18690546 0.09529901 0.09791895 0.10029171]\n",
      " [0.02747868 0.02145245 0.06471141 0.06495671 0.42621922 0.05274052\n",
      "  0.06031812 0.10124531 0.08519785 0.09567974]\n",
      " [0.07632163 0.05803826 0.26819038 0.15482186 0.06625073 0.1243467\n",
      "  0.04702145 0.06178017 0.08988056 0.05334824]\n",
      " [0.05538739 0.04044565 0.02409871 0.15246308 0.03685914 0.31444108\n",
      "  0.04624253 0.07759225 0.1783637  0.07410654]\n",
      " [0.02186278 0.47590733 0.04133977 0.07446572 0.03256629 0.05524226\n",
      "  0.04288338 0.06643234 0.139387   0.04991313]\n",
      " [0.04163892 0.02353681 0.1765458  0.09429699 0.15403898 0.06891224\n",
      "  0.2927785  0.01587578 0.05476894 0.07760714]\n",
      " [0.02122295 0.02868429 0.06206198 0.1036927  0.081101   0.02523947\n",
      "  0.02667002 0.35934326 0.15061444 0.14137   ]\n",
      " [0.17667711 0.03094464 0.21079013 0.03390161 0.19548741 0.13441584\n",
      "  0.12090968 0.03425356 0.02637639 0.03624362]\n",
      " [0.03811666 0.06883597 0.07281851 0.12445508 0.06251834 0.08925856\n",
      "  0.03183182 0.19535421 0.24948287 0.06732798]\n",
      " [0.03052093 0.036187   0.08312678 0.49100477 0.02294815 0.09922591\n",
      "  0.05259253 0.06273441 0.05186497 0.06979455]\n",
      " [0.04657222 0.01574494 0.14312196 0.16198805 0.08096688 0.10445105\n",
      "  0.16386516 0.02556268 0.11205825 0.14566885]\n",
      " [0.0820535  0.06995909 0.12586091 0.04361551 0.05623357 0.07404848\n",
      "  0.30588096 0.03073294 0.15489082 0.0567242 ]\n",
      " [0.03354185 0.10716286 0.0548391  0.05677843 0.15046245 0.12531443\n",
      "  0.04504674 0.10380845 0.16774616 0.15529965]\n",
      " [0.1223064  0.05120356 0.16525653 0.0833936  0.15557943 0.17424424\n",
      "  0.04369633 0.00690459 0.17535838 0.02205684]\n",
      " [0.89186865 0.00069037 0.00728515 0.02423304 0.00162387 0.03589087\n",
      "  0.00615641 0.01432561 0.01527411 0.00265184]\n",
      " [0.70443225 0.00421733 0.03663873 0.08301738 0.00849582 0.03283413\n",
      "  0.01862325 0.02455579 0.073311   0.01387442]\n",
      " [0.01509777 0.07290955 0.03320847 0.0502218  0.04881615 0.02995037\n",
      "  0.01323944 0.5004822  0.09229729 0.14377691]\n",
      " [0.05698736 0.07870682 0.2409855  0.1284471  0.06397706 0.09568595\n",
      "  0.03664769 0.08229645 0.14941113 0.06685493]\n",
      " [0.11830679 0.07886019 0.12939107 0.02332214 0.28684363 0.04314963\n",
      "  0.05097294 0.08151978 0.0828796  0.10475428]\n",
      " [0.0307655  0.06250296 0.08057852 0.05516868 0.3440438  0.03817006\n",
      "  0.09268267 0.05520026 0.10877403 0.13211352]\n",
      " [0.29579097 0.0177659  0.26467827 0.02302351 0.1433224  0.04577613\n",
      "  0.05370085 0.01991322 0.03999687 0.0960319 ]\n",
      " [0.02572136 0.01488624 0.03667505 0.05030905 0.17199825 0.08691969\n",
      "  0.07015548 0.29752496 0.16120967 0.08460023]\n",
      " [0.04620404 0.22542259 0.26321968 0.05083902 0.09207305 0.06493157\n",
      "  0.1347535  0.01616105 0.0772597  0.02913583]\n",
      " [0.04994823 0.02106749 0.1992817  0.16822368 0.01501928 0.0375998\n",
      "  0.03316335 0.25988954 0.08697765 0.12882921]\n",
      " [0.05236765 0.09583176 0.12594303 0.2439666  0.03622276 0.06234161\n",
      "  0.02961854 0.03170106 0.24693851 0.07506856]\n",
      " [0.02164496 0.01737964 0.17598155 0.0295182  0.1953523  0.12114249\n",
      "  0.27333787 0.00757166 0.12589875 0.03217262]\n",
      " [0.04872581 0.04281059 0.10571685 0.04830869 0.2864987  0.09471461\n",
      "  0.15752344 0.03414308 0.05528605 0.12627216]\n",
      " [0.010265   0.5560117  0.03616791 0.04347095 0.03997503 0.04008096\n",
      "  0.08228032 0.05229745 0.06273113 0.07671952]\n",
      " [0.03586274 0.01692083 0.07894592 0.03974635 0.07704235 0.06827644\n",
      "  0.53044784 0.01750697 0.0831084  0.05214214]\n",
      " [0.07710967 0.02275165 0.05005049 0.06252044 0.03842822 0.2568309\n",
      "  0.06689511 0.19428192 0.14234906 0.08878249]\n",
      " [0.05768645 0.04965031 0.06022594 0.05095241 0.2593026  0.09996228\n",
      "  0.12174068 0.08484234 0.10657302 0.10906392]\n",
      " [0.07377276 0.00345571 0.33990583 0.03567858 0.05496521 0.0855682\n",
      "  0.08106115 0.04183569 0.26565143 0.01810545]\n",
      " [0.20819917 0.02826357 0.10875013 0.10572702 0.05346586 0.20453863\n",
      "  0.11192661 0.02472411 0.07830707 0.0760978 ]\n",
      " [0.01602618 0.05418283 0.02063098 0.05513957 0.12234973 0.06557443\n",
      "  0.06892055 0.24512939 0.07575656 0.27628976]\n",
      " [0.05164533 0.08902199 0.12594306 0.12109063 0.05683429 0.07957586\n",
      "  0.15625024 0.01278786 0.23823485 0.0686159 ]\n",
      " [0.02189631 0.09731387 0.07014218 0.1781284  0.05201758 0.09036696\n",
      "  0.21963347 0.07057555 0.12513609 0.07478953]\n",
      " [0.05755242 0.01480911 0.12873942 0.15605973 0.05033723 0.0375177\n",
      "  0.0456977  0.22103837 0.09505335 0.1931949 ]\n",
      " [0.40089604 0.00458182 0.1148891  0.18975614 0.01476913 0.05655811\n",
      "  0.10315909 0.03365457 0.04958524 0.03215074]\n",
      " [0.03135581 0.01246942 0.11125966 0.02003636 0.5472855  0.04289947\n",
      "  0.11733925 0.01653407 0.04518612 0.05563416]\n",
      " [0.02859363 0.03556522 0.04609274 0.18712081 0.04014473 0.11459494\n",
      "  0.09586766 0.10454877 0.13565972 0.2118117 ]\n",
      " [0.07404894 0.3186176  0.09117837 0.06760313 0.06073925 0.04806625\n",
      "  0.05510402 0.05426602 0.16602531 0.06435112]\n",
      " [0.07273988 0.06435458 0.10356343 0.18168785 0.04240841 0.06960846\n",
      "  0.1402635  0.10873846 0.11441097 0.10222443]\n",
      " [0.53993344 0.00665545 0.07411014 0.09006435 0.02559264 0.0641079\n",
      "  0.10004149 0.04401464 0.0397177  0.01576222]\n",
      " [0.02998925 0.03027366 0.40460408 0.06583156 0.02877954 0.04765277\n",
      "  0.25577906 0.00922107 0.0874345  0.04043442]\n",
      " [0.06884249 0.13319016 0.03386991 0.0384562  0.05905758 0.11971693\n",
      "  0.056449   0.10868504 0.13405405 0.24767861]\n",
      " [0.01898227 0.0523792  0.01436771 0.07122994 0.15663873 0.03971333\n",
      "  0.03615687 0.18060453 0.06535531 0.3645721 ]\n",
      " [0.36042017 0.00639994 0.07522196 0.09324279 0.09090493 0.08008864\n",
      "  0.17401451 0.06084856 0.02749914 0.03135926]\n",
      " [0.05714214 0.06426109 0.06558617 0.1216981  0.08858389 0.04925114\n",
      "  0.16166581 0.05831894 0.11262617 0.22086649]\n",
      " [0.03372027 0.02802665 0.05637591 0.10861917 0.17469007 0.08724453\n",
      "  0.05917589 0.15913066 0.09263817 0.20037866]\n",
      " [0.88169914 0.00197304 0.02258668 0.02027527 0.01336358 0.02020834\n",
      "  0.01273496 0.00323015 0.01130315 0.01262563]\n",
      " [0.01690505 0.3443801  0.12205371 0.04129669 0.06050726 0.02901939\n",
      "  0.0206012  0.11879736 0.1965247  0.04991445]\n",
      " [0.03446181 0.01073671 0.13855387 0.40535912 0.04574485 0.07081656\n",
      "  0.10191605 0.02341575 0.13575234 0.03324293]\n",
      " [0.02880217 0.15553358 0.11593667 0.06825273 0.0816507  0.09535809\n",
      "  0.20540106 0.06418689 0.11915907 0.06571909]\n",
      " [0.02379252 0.05070547 0.04986991 0.07476325 0.10240172 0.0920535\n",
      "  0.03184619 0.2141378  0.13076499 0.22966465]\n",
      " [0.00980543 0.5212834  0.04069315 0.06908458 0.02308601 0.03851777\n",
      "  0.03692685 0.09070461 0.07699895 0.09289926]\n",
      " [0.01410513 0.09441624 0.02766692 0.10440559 0.07382742 0.04690106\n",
      "  0.06052448 0.18470803 0.10596151 0.28748354]\n",
      " [0.0069104  0.01510211 0.00970466 0.01930539 0.37992436 0.02476593\n",
      "  0.04561411 0.11157711 0.05401532 0.33308065]\n",
      " [0.01726428 0.09839545 0.06351767 0.06478066 0.18058182 0.06532242\n",
      "  0.01969553 0.14000179 0.17177483 0.17866555]\n",
      " [0.06014341 0.00734312 0.04130622 0.01134152 0.50980747 0.0344246\n",
      "  0.07396463 0.13698842 0.04856815 0.0761125 ]\n",
      " [0.5913634  0.00490033 0.02897958 0.06038926 0.0511718  0.14018297\n",
      "  0.02568663 0.03168564 0.05604198 0.00959849]\n",
      " [0.0310655  0.08252424 0.30531752 0.16495243 0.02127395 0.05598293\n",
      "  0.0988488  0.10627665 0.09140185 0.0423561 ]\n",
      " [0.02411286 0.16624835 0.0661367  0.1464711  0.01555033 0.12870347\n",
      "  0.06417369 0.11156053 0.17920727 0.09783575]\n",
      " [0.08779595 0.08866818 0.05150059 0.43089718 0.02000381 0.11188892\n",
      "  0.09187948 0.05716078 0.03125861 0.02894643]\n",
      " [0.02222787 0.13293846 0.06260787 0.05892244 0.07624788 0.21533749\n",
      "  0.05030376 0.13718815 0.14718328 0.09704291]\n",
      " [0.04962607 0.20897001 0.14385557 0.03779505 0.12200051 0.10760203\n",
      "  0.1463616  0.02995865 0.10234909 0.05148141]\n",
      " [0.06444894 0.33190438 0.11919083 0.06275503 0.06119668 0.06345811\n",
      "  0.03114909 0.06511319 0.1446649  0.05611882]\n",
      " [0.05996041 0.03633514 0.04778968 0.05002992 0.27004194 0.07018021\n",
      "  0.03125524 0.15274714 0.11138102 0.17027922]\n",
      " [0.06971191 0.07575902 0.11198644 0.09950113 0.07879107 0.12806958\n",
      "  0.1900442  0.11506063 0.07705658 0.05401935]\n",
      " [0.06386788 0.01425586 0.03828279 0.04279881 0.31757286 0.06339424\n",
      "  0.09894119 0.04893634 0.04585104 0.26609895]\n",
      " [0.0332485  0.03115286 0.01765823 0.06332317 0.05708092 0.10762279\n",
      "  0.02710705 0.22542694 0.3107645  0.12661515]\n",
      " [0.03214624 0.00405414 0.050411   0.03767482 0.40867883 0.02580636\n",
      "  0.05306312 0.08113916 0.01062276 0.29640353]\n",
      " [0.03213991 0.10570824 0.07465048 0.09529614 0.09679336 0.08183166\n",
      "  0.07040085 0.20073494 0.10886399 0.13358042]\n",
      " [0.04029566 0.06954614 0.02464773 0.09536589 0.04848828 0.18451609\n",
      "  0.03226265 0.19700675 0.19299877 0.11487203]\n",
      " [0.02985325 0.04064058 0.10752663 0.05116778 0.04623395 0.13698146\n",
      "  0.01564651 0.13265991 0.39914042 0.04014947]\n",
      " [0.457076   0.0132689  0.07566663 0.16783823 0.01322399 0.08530465\n",
      "  0.00895083 0.09753966 0.05827558 0.02285556]\n",
      " [0.03256184 0.00162456 0.01904816 0.00966178 0.60476995 0.03142897\n",
      "  0.01550899 0.09503116 0.02231376 0.16805086]\n",
      " [0.03358174 0.17319466 0.08326696 0.05779999 0.07669044 0.11565614\n",
      "  0.07367155 0.10165862 0.16659167 0.11788819]\n",
      " [0.163141   0.03843227 0.10274955 0.3600744  0.06092009 0.1432267\n",
      "  0.02461021 0.01278181 0.06681266 0.02725136]\n",
      " [0.03424888 0.01537155 0.3644069  0.05784007 0.0236111  0.03928258\n",
      "  0.38683742 0.02436117 0.03656997 0.01747029]\n",
      " [0.01847673 0.15307844 0.08896958 0.1507091  0.06118923 0.05876637\n",
      "  0.14933524 0.06888311 0.15226936 0.09832291]\n",
      " [0.02479814 0.0188997  0.04034678 0.1131372  0.31446502 0.04632849\n",
      "  0.07443353 0.08480328 0.04731392 0.23547406]\n",
      " [0.03853442 0.06727292 0.12268876 0.1529613  0.03915682 0.1363052\n",
      "  0.02986693 0.02000031 0.30136377 0.09184957]\n",
      " [0.03460094 0.09702116 0.31508756 0.09603979 0.0664948  0.04741589\n",
      "  0.2134537  0.01093915 0.05528478 0.06366227]\n",
      " [0.59688073 0.00639849 0.05706036 0.07951008 0.02126594 0.12460148\n",
      "  0.07158964 0.00699886 0.0249989  0.0106955 ]\n",
      " [0.53722334 0.01000176 0.06910575 0.09971454 0.02562662 0.06966346\n",
      "  0.0888823  0.01307508 0.02842293 0.05828421]\n",
      " [0.25115892 0.09750343 0.18020177 0.14278714 0.06986642 0.12957895\n",
      "  0.02096473 0.02792513 0.03624493 0.04376848]\n",
      " [0.03983054 0.01548939 0.01493137 0.09777312 0.24064004 0.07648019\n",
      "  0.03855639 0.27128688 0.02337589 0.18163615]\n",
      " [0.08213744 0.0103886  0.09083399 0.12301915 0.10348523 0.19408281\n",
      "  0.17953835 0.04680322 0.07662484 0.0930863 ]\n",
      " [0.03946599 0.02453585 0.07426443 0.03005462 0.4507002  0.07542747\n",
      "  0.10001706 0.05808637 0.07525875 0.07218923]\n",
      " [0.02041586 0.4037627  0.07262622 0.05109689 0.03877509 0.03989225\n",
      "  0.05327973 0.11573924 0.11827116 0.08614085]\n",
      " [0.0279935  0.03856792 0.1121261  0.02739261 0.03501179 0.03510864\n",
      "  0.6491277  0.01022688 0.04543621 0.01900868]] (12.113 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 4.1589\n",
      "INFO:tensorflow:probabilities = [[0.00918538 0.7669376  0.02533117 0.01546476 0.00887666 0.03953098\n",
      "  0.02925904 0.03988964 0.04303417 0.02249065]\n",
      " [0.12593608 0.05348849 0.09310243 0.13562547 0.04859873 0.13257866\n",
      "  0.11220329 0.06255931 0.16466518 0.07124243]\n",
      " [0.01603423 0.00502436 0.05874403 0.0484934  0.28928173 0.02348122\n",
      "  0.01770837 0.3532621  0.04760493 0.14036569]\n",
      " [0.69543225 0.00367772 0.04139426 0.04732891 0.0243752  0.07199929\n",
      "  0.04420358 0.00881619 0.04086436 0.02190829]\n",
      " [0.02690931 0.14840804 0.08985818 0.04776478 0.0814715  0.04605169\n",
      "  0.38538507 0.01998338 0.03867608 0.11549193]\n",
      " [0.01121499 0.58894104 0.04216046 0.03606826 0.04247291 0.03290445\n",
      "  0.02822552 0.06902734 0.10774851 0.04123661]\n",
      " [0.0431482  0.3304525  0.18649341 0.11298168 0.04424624 0.06253746\n",
      "  0.01737754 0.04521602 0.10835327 0.04919376]\n",
      " [0.20663324 0.01698038 0.07081669 0.0682922  0.13885991 0.06960239\n",
      "  0.30062085 0.03572498 0.03166125 0.06080811]\n",
      " [0.02032475 0.01905089 0.01987532 0.07633291 0.08023316 0.05399471\n",
      "  0.00733735 0.54557085 0.04539873 0.13188137]\n",
      " [0.03213117 0.19063751 0.14886127 0.05916476 0.02555429 0.04054578\n",
      "  0.01860992 0.18982653 0.24559024 0.04907853]\n",
      " [0.10569659 0.02224306 0.2955703  0.04992184 0.14795735 0.02242224\n",
      "  0.2550333  0.03044533 0.02521912 0.04549076]\n",
      " [0.02826825 0.05829046 0.33326    0.19148159 0.02169602 0.04092879\n",
      "  0.10674881 0.10528795 0.05550736 0.05853083]\n",
      " [0.03068059 0.19367471 0.10254909 0.19903867 0.04728097 0.08160422\n",
      "  0.04387634 0.1327198  0.08438148 0.08419409]\n",
      " [0.00691637 0.04509163 0.03801864 0.03885438 0.3382021  0.05690018\n",
      "  0.02871265 0.16457887 0.05417503 0.22855012]\n",
      " [0.00730713 0.09902866 0.02507558 0.06319495 0.14572829 0.09043891\n",
      "  0.02051509 0.12319339 0.1998667  0.22565138]\n",
      " [0.01811157 0.4692279  0.06976333 0.06062509 0.04650246 0.04404278\n",
      "  0.07131409 0.06122083 0.09878809 0.06040381]\n",
      " [0.2908909  0.00094543 0.12440716 0.39116016 0.00323758 0.07330061\n",
      "  0.00896235 0.06332827 0.04038955 0.00337798]\n",
      " [0.02085042 0.11133262 0.0692024  0.02291021 0.0696279  0.02663324\n",
      "  0.58753234 0.00640424 0.03037561 0.05513103]\n",
      " [0.02099519 0.00536904 0.06783084 0.15323603 0.07227919 0.06157699\n",
      "  0.06759915 0.12645708 0.30750644 0.11715005]\n",
      " [0.03200332 0.00652648 0.07377825 0.09192514 0.2517825  0.12585504\n",
      "  0.06510334 0.07268924 0.03940479 0.24093191]\n",
      " [0.04012369 0.00196248 0.00489992 0.03750107 0.03012567 0.04410122\n",
      "  0.00322034 0.74668914 0.00820445 0.083172  ]\n",
      " [0.02949123 0.03214225 0.02911228 0.04969432 0.34330308 0.0340248\n",
      "  0.17006437 0.049868   0.04472915 0.21757048]\n",
      " [0.04325905 0.15466699 0.14438602 0.07786574 0.03127505 0.06878749\n",
      "  0.02179465 0.15588975 0.20307009 0.09900498]\n",
      " [0.0030351  0.08472772 0.02932881 0.05071187 0.10994968 0.0461001\n",
      "  0.14817394 0.08519708 0.39214396 0.05063172]\n",
      " [0.11594474 0.00351516 0.11785132 0.21145663 0.01507602 0.26589063\n",
      "  0.04938177 0.08863278 0.08231097 0.04994   ]\n",
      " [0.4636701  0.02211194 0.1081005  0.04037288 0.03844078 0.09970089\n",
      "  0.0276817  0.07860359 0.09548258 0.02583503]\n",
      " [0.01648149 0.10484514 0.04171887 0.15166447 0.07038226 0.09800526\n",
      "  0.0754084  0.13807113 0.17058451 0.1328385 ]\n",
      " [0.02692301 0.11053341 0.06046443 0.05340206 0.07408405 0.04777465\n",
      "  0.28167215 0.04278917 0.07205118 0.23030582]\n",
      " [0.05124952 0.04082279 0.07799768 0.2850869  0.03570886 0.09083676\n",
      "  0.0486299  0.05175924 0.23438096 0.08352743]\n",
      " [0.15822181 0.03912445 0.13984998 0.06955383 0.2151475  0.06676462\n",
      "  0.04049288 0.04371945 0.03281583 0.19430965]\n",
      " [0.11916369 0.00891608 0.21096882 0.22344293 0.06974587 0.05278818\n",
      "  0.10020772 0.06335031 0.03130864 0.12010777]\n",
      " [0.17049749 0.00736417 0.12765896 0.13503015 0.01648221 0.10438991\n",
      "  0.18389308 0.02464571 0.15953892 0.07049953]\n",
      " [0.0290444  0.07073823 0.14129096 0.03786696 0.07740792 0.03189434\n",
      "  0.51834226 0.00631993 0.05720536 0.02988961]\n",
      " [0.09451655 0.00797255 0.13677771 0.11094742 0.00437258 0.03896227\n",
      "  0.5606933  0.00876126 0.0315673  0.00542908]\n",
      " [0.14011376 0.01288351 0.02229174 0.07949305 0.12837918 0.04722159\n",
      "  0.03528132 0.21284664 0.2072057  0.11428351]\n",
      " [0.03341862 0.05296113 0.0444156  0.07694177 0.03478653 0.1707548\n",
      "  0.0297894  0.0535972  0.43811262 0.06522238]\n",
      " [0.09093463 0.01890707 0.14118679 0.0909764  0.03079231 0.26444075\n",
      "  0.03618231 0.00823478 0.26860115 0.04974387]\n",
      " [0.03626739 0.01730801 0.04026477 0.35407913 0.04511478 0.15870987\n",
      "  0.03961395 0.1191226  0.1485838  0.0409357 ]\n",
      " [0.02306917 0.06865775 0.11594462 0.07443012 0.10118435 0.14068587\n",
      "  0.08864513 0.08102577 0.08671221 0.21964495]\n",
      " [0.42984062 0.02720025 0.24074145 0.0427546  0.0142886  0.05897884\n",
      "  0.02358002 0.03058972 0.09338573 0.03864016]\n",
      " [0.06670517 0.02520686 0.39666718 0.12621124 0.08219688 0.04617029\n",
      "  0.19824557 0.0136108  0.02017411 0.02481196]\n",
      " [0.05668192 0.20565416 0.26544788 0.11400389 0.03046667 0.04760234\n",
      "  0.02434981 0.01798088 0.17602313 0.06178925]\n",
      " [0.08970781 0.02788938 0.06903896 0.22277221 0.03411079 0.12245112\n",
      "  0.0382481  0.16517285 0.11396805 0.11664079]\n",
      " [0.37836358 0.03997375 0.19107802 0.10738043 0.06412798 0.0844458\n",
      "  0.02650653 0.03354415 0.06157403 0.01300577]\n",
      " [0.05436502 0.08397768 0.25482237 0.21199992 0.03417541 0.06653026\n",
      "  0.07463997 0.03325054 0.14579059 0.04044823]\n",
      " [0.08704248 0.08956388 0.03401105 0.11545194 0.01879167 0.34792596\n",
      "  0.07735413 0.01870596 0.169893   0.04125989]\n",
      " [0.01521947 0.50583315 0.04894328 0.0598429  0.02280939 0.04945889\n",
      "  0.06275975 0.07952946 0.07011453 0.08548918]\n",
      " [0.02266998 0.19039871 0.05001331 0.20659758 0.05693052 0.08281285\n",
      "  0.0216755  0.07190835 0.20135294 0.09564028]\n",
      " [0.0228317  0.02498081 0.21530665 0.04301081 0.12190692 0.03025895\n",
      "  0.42124    0.02739295 0.05155662 0.04151465]\n",
      " [0.05839913 0.01771177 0.03962871 0.4320807  0.02104151 0.11238062\n",
      "  0.1294279  0.01236949 0.12422942 0.05273081]\n",
      " [0.7358695  0.00177739 0.06720121 0.07446975 0.0120022  0.05473107\n",
      "  0.01300115 0.02331734 0.0098387  0.00779157]\n",
      " [0.03601042 0.0186397  0.06299958 0.0224317  0.23913649 0.03091775\n",
      "  0.13226686 0.03495361 0.03423311 0.38841075]\n",
      " [0.02803592 0.04629634 0.04110769 0.04246719 0.4007701  0.03803669\n",
      "  0.11684626 0.0605958  0.04355418 0.18228978]\n",
      " [0.03779837 0.10122307 0.12179173 0.04890544 0.03575701 0.05606701\n",
      "  0.47386524 0.01072465 0.07816567 0.03570186]\n",
      " [0.05099826 0.00944609 0.1365776  0.04559876 0.13345025 0.03313957\n",
      "  0.48396602 0.04134888 0.0191749  0.04629959]\n",
      " [0.03853691 0.02594393 0.04030158 0.04476666 0.480386   0.03687377\n",
      "  0.06107013 0.08499261 0.03301597 0.15411244]\n",
      " [0.0202642  0.07243147 0.11600588 0.05721921 0.17160392 0.05141755\n",
      "  0.09347431 0.12519486 0.0925891  0.1997995 ]\n",
      " [0.03213518 0.01797698 0.1785412  0.03086773 0.29258317 0.0514729\n",
      "  0.12639254 0.06188165 0.10070805 0.10744056]\n",
      " [0.06175193 0.01997117 0.1044029  0.11103706 0.09446373 0.16359143\n",
      "  0.04799018 0.02647984 0.24050021 0.12981153]\n",
      " [0.02633769 0.0242333  0.06201991 0.02369775 0.25869536 0.04623866\n",
      "  0.05513329 0.21023938 0.14365292 0.14975177]\n",
      " [0.04476088 0.0429992  0.06057714 0.37690726 0.02690757 0.17726937\n",
      "  0.07423686 0.05248673 0.08894783 0.05490712]\n",
      " [0.37033305 0.02046685 0.0710606  0.08855262 0.0746904  0.12078659\n",
      "  0.06782731 0.07542393 0.06406598 0.04679275]\n",
      " [0.0196021  0.02095482 0.02765127 0.03374384 0.1978611  0.07109937\n",
      "  0.02716391 0.14147282 0.10462619 0.3558246 ]\n",
      " [0.02416174 0.0298773  0.07141992 0.2506001  0.02099873 0.17627014\n",
      "  0.19855958 0.03133705 0.15942019 0.0373553 ]\n",
      " [0.17393701 0.02070368 0.1353262  0.1087559  0.04630393 0.12361702\n",
      "  0.2540387  0.03565163 0.04818172 0.05348424]\n",
      " [0.06000936 0.17294607 0.06554634 0.16485022 0.04662178 0.15005432\n",
      "  0.01635004 0.0450702  0.21936837 0.05918333]\n",
      " [0.02198401 0.11898606 0.06410407 0.06436035 0.1575966  0.05252331\n",
      "  0.11445227 0.10111511 0.10499021 0.19988813]\n",
      " [0.04388799 0.19671501 0.29813546 0.06559718 0.04134615 0.05661836\n",
      "  0.21633796 0.00643505 0.06155308 0.01337379]\n",
      " [0.06543209 0.09268145 0.11915821 0.02164241 0.22251484 0.07513846\n",
      "  0.09192371 0.02974308 0.17565756 0.10610822]\n",
      " [0.25013503 0.01851989 0.07525884 0.08119228 0.03627976 0.265683\n",
      "  0.17236419 0.01511704 0.03427909 0.05117084]\n",
      " [0.06620117 0.07089084 0.03507882 0.13588917 0.0342637  0.12781978\n",
      "  0.0681498  0.07074472 0.30062893 0.09033305]\n",
      " [0.05422255 0.00504645 0.16613594 0.2332327  0.14886549 0.03842299\n",
      "  0.04387132 0.04986476 0.1633901  0.09694766]\n",
      " [0.12919438 0.01682751 0.05677523 0.18429886 0.02179646 0.21393874\n",
      "  0.06572087 0.13289644 0.11120719 0.06734425]\n",
      " [0.04389313 0.10102329 0.06443296 0.09201598 0.1359658  0.07671642\n",
      "  0.07947047 0.0768607  0.23290716 0.09671416]\n",
      " [0.02703358 0.01214385 0.04155725 0.03590791 0.00519358 0.05144108\n",
      "  0.00276634 0.01026057 0.7779332  0.0357627 ]\n",
      " [0.15543568 0.02733367 0.12669757 0.05970312 0.06036193 0.04000747\n",
      "  0.422913   0.01173776 0.07003315 0.02577678]\n",
      " [0.0441575  0.05545758 0.10786314 0.01521251 0.07666341 0.12757097\n",
      "  0.4714156  0.00512209 0.07633822 0.02019896]\n",
      " [0.06979229 0.02376643 0.02923448 0.154994   0.04512744 0.10937472\n",
      "  0.02317183 0.11560285 0.29474282 0.13419315]\n",
      " [0.07412229 0.0241101  0.5387157  0.02329903 0.02481488 0.11568842\n",
      "  0.13773414 0.00202109 0.05275232 0.00674204]\n",
      " [0.00159699 0.75831276 0.01761021 0.01858017 0.01148045 0.01154999\n",
      "  0.02937174 0.04252151 0.05862005 0.05035614]\n",
      " [0.03422744 0.05881564 0.06026927 0.16070162 0.08526535 0.10227716\n",
      "  0.12342028 0.07438949 0.16207625 0.13855757]\n",
      " [0.02013138 0.04406335 0.05649066 0.06751916 0.03947097 0.21629445\n",
      "  0.02634059 0.04128984 0.44255072 0.04584899]\n",
      " [0.0269074  0.03553206 0.12649263 0.04851868 0.07765057 0.03778749\n",
      "  0.537701   0.02326236 0.03900034 0.04714744]\n",
      " [0.04166916 0.01897468 0.28414842 0.102253   0.05134506 0.06875143\n",
      "  0.38011044 0.00684126 0.02544546 0.02046114]\n",
      " [0.03805948 0.03553399 0.16258779 0.55353665 0.01364841 0.08540309\n",
      "  0.01634892 0.04224715 0.03560411 0.01703037]\n",
      " [0.1154922  0.04997167 0.38374832 0.11661049 0.01411053 0.08975673\n",
      "  0.02653    0.01413106 0.17186978 0.01777928]\n",
      " [0.03148473 0.18674393 0.14003389 0.07356065 0.05686178 0.0430933\n",
      "  0.31625006 0.01555497 0.04701034 0.08940638]\n",
      " [0.02966906 0.04499814 0.07090771 0.04109162 0.07405912 0.0278241\n",
      "  0.07196479 0.1664741  0.22217016 0.25084126]\n",
      " [0.02902701 0.05422608 0.03048564 0.07720077 0.25644487 0.06250986\n",
      "  0.03071752 0.16786864 0.08273181 0.20878766]\n",
      " [0.00823747 0.00824851 0.04917404 0.02582036 0.31948286 0.01301783\n",
      "  0.05287901 0.05349357 0.02133923 0.44830713]\n",
      " [0.02955412 0.06907064 0.0694443  0.2820257  0.05866927 0.06737556\n",
      "  0.03796762 0.14625481 0.18572152 0.05391645]\n",
      " [0.04887954 0.05253227 0.3229935  0.0177893  0.0119193  0.04253235\n",
      "  0.4730473  0.00215899 0.02424636 0.00390105]\n",
      " [0.03526546 0.0223812  0.0264151  0.11584529 0.2278105  0.06741848\n",
      "  0.0301715  0.17483357 0.04893531 0.2509236 ]\n",
      " [0.03372048 0.02860558 0.03764245 0.1078392  0.093564   0.11992725\n",
      "  0.05969643 0.08971168 0.1389296  0.2903633 ]\n",
      " [0.01589766 0.01709565 0.05570587 0.061785   0.24218038 0.04524558\n",
      "  0.08318493 0.17919847 0.05909281 0.24061367]\n",
      " [0.09992352 0.0109708  0.10870702 0.09513456 0.11480347 0.38670582\n",
      "  0.08547291 0.00331268 0.07610533 0.01886385]\n",
      " [0.02526151 0.03999577 0.02921018 0.14513583 0.06987238 0.05612321\n",
      "  0.04110784 0.19716783 0.06379784 0.3323276 ]\n",
      " [0.19973698 0.02382696 0.06227934 0.15869755 0.02399871 0.19814348\n",
      "  0.05565571 0.03443185 0.19616614 0.04706332]\n",
      " [0.12570567 0.05746625 0.23011516 0.0462714  0.1668348  0.05808883\n",
      "  0.08391459 0.05305111 0.10288052 0.07567178]\n",
      " [0.13920991 0.00395026 0.19339827 0.46943557 0.00662159 0.03214324\n",
      "  0.0513306  0.04676944 0.04147713 0.0156639 ]] (11.932 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 1.3206124, step = 1401 (24.044 sec)\n",
      "INFO:tensorflow:probabilities = [[0.00923586 0.02524839 0.04861331 0.24744286 0.03981983 0.06279895\n",
      "  0.16733472 0.06844366 0.25567302 0.07538934]\n",
      " [0.01333341 0.03397484 0.03476309 0.08140466 0.22670501 0.04679431\n",
      "  0.10663483 0.10465303 0.07944845 0.2722884 ]\n",
      " [0.03068542 0.0096254  0.02686869 0.02160594 0.24320145 0.0892209\n",
      "  0.11127874 0.09460436 0.08153629 0.2913729 ]\n",
      " [0.02056565 0.01948133 0.00217855 0.00769285 0.23209251 0.04472046\n",
      "  0.01524439 0.23546888 0.04427115 0.37828428]\n",
      " [0.01980688 0.01882127 0.06281437 0.04659394 0.19186606 0.02426996\n",
      "  0.01504405 0.21381004 0.06564599 0.34132746]\n",
      " [0.7642864  0.00007968 0.01233128 0.00773975 0.01483763 0.16057444\n",
      "  0.00894341 0.01251311 0.01544334 0.00325097]\n",
      " [0.03816475 0.02482407 0.03403703 0.00723698 0.6112399  0.04582356\n",
      "  0.0866759  0.01803464 0.0543347  0.07962848]\n",
      " [0.00736953 0.07250799 0.48853168 0.07257739 0.01615867 0.05277767\n",
      "  0.22225188 0.00678103 0.03969286 0.02135125]\n",
      " [0.13257086 0.06747451 0.04286756 0.08855078 0.07017667 0.2105367\n",
      "  0.08287637 0.01964992 0.2222919  0.06300464]\n",
      " [0.18813768 0.02591178 0.21395615 0.13765983 0.09572762 0.12671797\n",
      "  0.02857321 0.05208857 0.05994872 0.07127848]\n",
      " [0.00376669 0.13328502 0.0695043  0.14235538 0.09067034 0.08394603\n",
      "  0.12051947 0.06478544 0.13199261 0.15917467]\n",
      " [0.02264728 0.5522692  0.1014326  0.03152407 0.03836014 0.03850727\n",
      "  0.03684926 0.04008035 0.09996284 0.03836708]\n",
      " [0.07036006 0.09546346 0.45611876 0.06001711 0.0667074  0.05886124\n",
      "  0.06937625 0.00562728 0.10714333 0.0103251 ]\n",
      " [0.02121092 0.02453073 0.02310712 0.04884217 0.05306631 0.07091826\n",
      "  0.00717567 0.5372818  0.13124272 0.08262432]\n",
      " [0.05902008 0.03230707 0.04398731 0.08896518 0.1898657  0.07008884\n",
      "  0.12346755 0.0715827  0.13711691 0.18359868]\n",
      " [0.06196637 0.01491947 0.27125418 0.17647332 0.03369336 0.18725485\n",
      "  0.06812138 0.01971622 0.12836817 0.03823268]\n",
      " [0.01558188 0.48477867 0.05672906 0.05677093 0.02708118 0.06159069\n",
      "  0.04683271 0.05661979 0.13089173 0.0631234 ]\n",
      " [0.04600562 0.11677226 0.27767998 0.05350791 0.09591455 0.19794025\n",
      "  0.07061808 0.00566276 0.12007979 0.01581873]\n",
      " [0.00977451 0.05643756 0.09704197 0.12415832 0.07403881 0.08613203\n",
      "  0.2719771  0.02644874 0.14916015 0.10483083]\n",
      " [0.30140597 0.00100558 0.09404518 0.27973363 0.03874402 0.19027619\n",
      "  0.06261706 0.00293994 0.02084168 0.00839067]\n",
      " [0.5615598  0.00210074 0.06126811 0.10928628 0.01800317 0.07344551\n",
      "  0.08467826 0.04625146 0.03215353 0.01125307]\n",
      " [0.00912759 0.37652    0.01675261 0.0460938  0.03161472 0.09362334\n",
      "  0.07218251 0.09357822 0.18670489 0.07380237]\n",
      " [0.03657253 0.10662209 0.0330422  0.02193726 0.1550251  0.05025882\n",
      "  0.02876728 0.21693951 0.16909102 0.18174428]\n",
      " [0.6570561  0.00225856 0.03463819 0.14220846 0.01202912 0.06442955\n",
      "  0.02774636 0.01407552 0.04064314 0.0049151 ]\n",
      " [0.01525227 0.02528353 0.02946114 0.06670783 0.04164699 0.014901\n",
      "  0.0080871  0.59339553 0.07728739 0.12797716]\n",
      " [0.00836529 0.0098315  0.04318548 0.16433424 0.06174511 0.0273294\n",
      "  0.0032914  0.46434695 0.02664493 0.1909256 ]\n",
      " [0.15062581 0.00520581 0.1987508  0.13745968 0.14517137 0.03133636\n",
      "  0.07930571 0.14208767 0.0312319  0.07882483]\n",
      " [0.00944105 0.6765188  0.0531415  0.05363344 0.01223343 0.03589503\n",
      "  0.04433467 0.03981861 0.04576626 0.02921729]\n",
      " [0.01324108 0.08048412 0.13181764 0.15997514 0.07407216 0.14775677\n",
      "  0.07646421 0.05896707 0.21880524 0.0384166 ]\n",
      " [0.20434892 0.00679297 0.043297   0.06450202 0.1012499  0.04896481\n",
      "  0.01177761 0.3184271  0.04688502 0.15375464]\n",
      " [0.04207723 0.02667363 0.16380931 0.14632356 0.11636452 0.16065203\n",
      "  0.04907982 0.10070685 0.04937949 0.14493363]\n",
      " [0.01674177 0.01687818 0.02005871 0.02997785 0.3663437  0.02660631\n",
      "  0.02811717 0.03558467 0.07133155 0.3883601 ]\n",
      " [0.01378035 0.02868441 0.15252659 0.07671914 0.01338895 0.23181434\n",
      "  0.16342175 0.09596747 0.14696361 0.07673341]\n",
      " [0.03375784 0.38288918 0.06133281 0.05468653 0.04484463 0.08189017\n",
      "  0.03978989 0.05840728 0.18855871 0.05384301]\n",
      " [0.01411175 0.02199272 0.05656254 0.03819426 0.45456097 0.06797545\n",
      "  0.04259339 0.06942645 0.12531708 0.10926548]\n",
      " [0.03066791 0.11734087 0.12821175 0.0363643  0.12870929 0.05622471\n",
      "  0.3489563  0.01291044 0.05764621 0.08296818]\n",
      " [0.03110569 0.00939514 0.02717787 0.03668958 0.23897304 0.07720198\n",
      "  0.05008702 0.04057604 0.08332022 0.40547344]\n",
      " [0.0138523  0.0059772  0.04277239 0.01148938 0.508994   0.01552866\n",
      "  0.02752636 0.07623836 0.02884811 0.26877332]\n",
      " [0.01818696 0.49889925 0.01531896 0.03888291 0.01199128 0.05081794\n",
      "  0.00849205 0.21591818 0.09966841 0.04182406]\n",
      " [0.07984105 0.00139842 0.13147587 0.01334713 0.13326731 0.02339473\n",
      "  0.5255207  0.0103949  0.0516894  0.02967062]\n",
      " [0.22918768 0.02368589 0.04333573 0.11180209 0.01833243 0.1224256\n",
      "  0.03348431 0.06088784 0.3053572  0.05150133]\n",
      " [0.08199659 0.06440429 0.16177745 0.03423001 0.13399419 0.02031123\n",
      "  0.41939354 0.0112144  0.03533809 0.03734025]\n",
      " [0.11836893 0.03022136 0.3326751  0.14399451 0.03183482 0.0748521\n",
      "  0.0762499  0.01274724 0.13566366 0.04339238]\n",
      " [0.06732415 0.02649456 0.03063677 0.07162321 0.11290376 0.0436559\n",
      "  0.0279112  0.27638632 0.1492806  0.19378348]\n",
      " [0.07553906 0.02173167 0.05012826 0.15485863 0.03323343 0.20040421\n",
      "  0.06891843 0.04512408 0.30943638 0.04062581]\n",
      " [0.00326898 0.534887   0.04998371 0.05903618 0.03772476 0.03496779\n",
      "  0.08139737 0.06453285 0.07395831 0.06024296]\n",
      " [0.09826078 0.0607414  0.01392182 0.06490992 0.13689546 0.06489926\n",
      "  0.02585166 0.15610613 0.23678842 0.14162512]\n",
      " [0.0133949  0.02318879 0.01342571 0.02016419 0.39749858 0.0294435\n",
      "  0.09410326 0.13174237 0.05723834 0.21980034]\n",
      " [0.48648006 0.00295158 0.0334914  0.19306631 0.01063265 0.17638047\n",
      "  0.00865575 0.03147437 0.04074087 0.01612644]\n",
      " [0.00201498 0.66950583 0.03204234 0.03109964 0.01441455 0.03302193\n",
      "  0.04835295 0.02026026 0.08632877 0.06295872]\n",
      " [0.00812403 0.58161575 0.04789182 0.05577412 0.01628158 0.04100902\n",
      "  0.02629093 0.04522744 0.1303408  0.0474446 ]\n",
      " [0.00234554 0.01323159 0.5499484  0.2485449  0.03807727 0.0050948\n",
      "  0.09486628 0.00541325 0.03053911 0.01193879]\n",
      " [0.00481652 0.04896905 0.04265391 0.06357664 0.04126041 0.02793499\n",
      "  0.02881543 0.0588721  0.6309854  0.05211558]\n",
      " [0.04687927 0.00970856 0.06860196 0.29593945 0.01139246 0.17034027\n",
      "  0.01775681 0.09491833 0.21450548 0.06995754]\n",
      " [0.05604485 0.09418458 0.34419987 0.0875922  0.04087182 0.11111899\n",
      "  0.02750473 0.03113768 0.1135946  0.09375068]\n",
      " [0.00479233 0.77762955 0.02025438 0.02635614 0.01882391 0.02217896\n",
      "  0.03096347 0.03248748 0.04638224 0.02013149]\n",
      " [0.05056833 0.04774429 0.48601347 0.06612374 0.0505175  0.05008854\n",
      "  0.08536746 0.01795107 0.09830987 0.04731569]\n",
      " [0.02373453 0.02973728 0.00762476 0.26089805 0.03991278 0.0731473\n",
      "  0.03436387 0.19288416 0.13353606 0.20416118]\n",
      " [0.02590394 0.03829138 0.0451223  0.11282208 0.16318747 0.0610693\n",
      "  0.0370487  0.20537037 0.15015465 0.16102983]\n",
      " [0.02069534 0.0015359  0.02840932 0.01843566 0.37305126 0.05205302\n",
      "  0.04517662 0.02667817 0.05909544 0.3748693 ]\n",
      " [0.22445436 0.02044617 0.08101811 0.10806359 0.01807105 0.2701412\n",
      "  0.08178771 0.04991673 0.09266455 0.05343651]\n",
      " [0.02257245 0.04204932 0.08830775 0.07706711 0.1555075  0.06507988\n",
      "  0.23890048 0.03984492 0.19778395 0.07288677]\n",
      " [0.01706926 0.05167136 0.06041874 0.40172535 0.02827746 0.07836516\n",
      "  0.08978199 0.103642   0.10178082 0.06726788]\n",
      " [0.1122492  0.00222307 0.63197076 0.05394752 0.01624426 0.01789684\n",
      "  0.12922248 0.00278009 0.01985179 0.01361398]\n",
      " [0.04699949 0.20842917 0.06131634 0.1897025  0.02213374 0.12032267\n",
      "  0.03595403 0.02042328 0.20894699 0.0857719 ]\n",
      " [0.00821812 0.19218901 0.03463923 0.16296557 0.02602047 0.09567517\n",
      "  0.04279272 0.23150335 0.10693515 0.09906124]\n",
      " [0.0370619  0.00532753 0.08286832 0.36145625 0.0512636  0.20389327\n",
      "  0.10975776 0.03193337 0.06832253 0.04811544]\n",
      " [0.00993923 0.1376655  0.04138941 0.03913083 0.10144179 0.07069662\n",
      "  0.10274547 0.11262088 0.19749343 0.18687685]\n",
      " [0.00703432 0.03280079 0.0815094  0.02936332 0.05476843 0.02515802\n",
      "  0.6464228  0.00352877 0.03002081 0.08939332]\n",
      " [0.7481967  0.00299509 0.02353758 0.02406847 0.03818205 0.02822361\n",
      "  0.07475088 0.02542525 0.02374967 0.01087072]\n",
      " [0.02607591 0.00677989 0.2584307  0.01333045 0.01530351 0.00729565\n",
      "  0.6463081  0.00111674 0.01197276 0.01338637]\n",
      " [0.027211   0.20240855 0.08122965 0.06784427 0.03989132 0.06239112\n",
      "  0.02402333 0.06524776 0.40176654 0.02798648]\n",
      " [0.12186968 0.0570054  0.01436843 0.05191338 0.01908194 0.3079139\n",
      "  0.016881   0.11485776 0.22256164 0.07354678]\n",
      " [0.05595066 0.00519427 0.14258744 0.37334964 0.00299722 0.15779592\n",
      "  0.00846657 0.1210378  0.08230346 0.05031705]\n",
      " [0.00954627 0.03084993 0.00914325 0.01385966 0.02499132 0.02863258\n",
      "  0.00376066 0.7587868  0.02349946 0.0969301 ]\n",
      " [0.16264129 0.00178347 0.17066555 0.0360714  0.12367176 0.01382818\n",
      "  0.44933337 0.00218081 0.01135683 0.02846737]\n",
      " [0.04141048 0.02995964 0.32845518 0.18038614 0.04096361 0.08214004\n",
      "  0.1714088  0.03509527 0.05199951 0.0381813 ]\n",
      " [0.02026357 0.02514151 0.04376062 0.12724796 0.08982062 0.07938628\n",
      "  0.02881649 0.22185394 0.21438077 0.14932834]\n",
      " [0.0078617  0.10652604 0.04961686 0.08577679 0.11471504 0.04315562\n",
      "  0.04010515 0.24264222 0.05226694 0.25733364]\n",
      " [0.00609739 0.08059406 0.10984582 0.14312345 0.09588505 0.05740715\n",
      "  0.04684935 0.10852018 0.18625654 0.16542104]\n",
      " [0.05520191 0.0944699  0.07846549 0.05973782 0.07994212 0.2089309\n",
      "  0.06208139 0.06048221 0.2097268  0.09096152]\n",
      " [0.5630328  0.00347689 0.09172069 0.10585481 0.01931146 0.07144155\n",
      "  0.03786534 0.02091626 0.04696368 0.03941653]\n",
      " [0.04761347 0.00613966 0.06222368 0.38841736 0.02075722 0.05819916\n",
      "  0.04576835 0.17201309 0.16614345 0.03272456]\n",
      " [0.01907813 0.49278116 0.06725529 0.04858116 0.02433787 0.06268471\n",
      "  0.02809198 0.07416112 0.0945807  0.08844796]\n",
      " [0.01155541 0.00902703 0.02326525 0.07100452 0.22053225 0.03684695\n",
      "  0.02498891 0.19776838 0.07966592 0.32534537]\n",
      " [0.05630089 0.04254285 0.06036345 0.0246872  0.28575853 0.08126586\n",
      "  0.15937434 0.05095654 0.11718711 0.12156328]\n",
      " [0.0179798  0.02960726 0.01479751 0.04647226 0.03498549 0.02888523\n",
      "  0.00374174 0.53920007 0.04578787 0.23854274]\n",
      " [0.07192536 0.0560836  0.05671344 0.3833497  0.02920775 0.13104767\n",
      "  0.07211452 0.06785367 0.09942757 0.03227672]\n",
      " [0.00969052 0.01192077 0.00656693 0.02452091 0.08807937 0.06526648\n",
      "  0.00881859 0.23370032 0.02527909 0.526157  ]\n",
      " [0.06969666 0.02858732 0.02916917 0.5149496  0.0067158  0.11308324\n",
      "  0.04549832 0.01373136 0.16688704 0.01168139]\n",
      " [0.00714625 0.46431026 0.02630657 0.05724587 0.04767845 0.02112417\n",
      "  0.01972395 0.08918213 0.18445395 0.08282837]\n",
      " [0.11912727 0.01672969 0.04147129 0.2993953  0.06158255 0.26675293\n",
      "  0.04164308 0.04478785 0.07589408 0.03261599]\n",
      " [0.05539164 0.00060844 0.6539559  0.05916392 0.07713819 0.04107427\n",
      "  0.09289138 0.00598793 0.00546734 0.00832103]\n",
      " [0.29326084 0.00105829 0.0063325  0.04840319 0.06180412 0.04028394\n",
      "  0.0039656  0.28094316 0.01565339 0.24829502]\n",
      " [0.05511797 0.01586811 0.01482984 0.09689289 0.1931901  0.13849008\n",
      "  0.05862642 0.04148882 0.22303633 0.16245945]\n",
      " [0.0431915  0.06465249 0.02068642 0.04063742 0.02411853 0.47665882\n",
      "  0.12515628 0.01111364 0.16044569 0.03333928]\n",
      " [0.0106602  0.04685755 0.03499956 0.03673931 0.1461637  0.03067767\n",
      "  0.05051469 0.25817198 0.05182052 0.33339483]\n",
      " [0.12642589 0.03462314 0.02582455 0.04456278 0.06494175 0.23100051\n",
      "  0.05840489 0.13855219 0.08572748 0.18993676]\n",
      " [0.02548671 0.00165529 0.02847976 0.6079326  0.02565586 0.08178063\n",
      "  0.05695433 0.08052634 0.0197673  0.07176112]\n",
      " [0.00705066 0.13935597 0.03492909 0.04771758 0.11666631 0.05893425\n",
      "  0.02983232 0.17619486 0.22085795 0.168461  ]] (12.219 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 4.13275\n",
      "INFO:tensorflow:probabilities = [[0.02723744 0.01682569 0.03686993 0.5401637  0.02637297 0.06238564\n",
      "  0.06653848 0.06657404 0.11809275 0.0389394 ]\n",
      " [0.9527161  0.00008007 0.00445875 0.01749508 0.00111859 0.00796427\n",
      "  0.0004847  0.01057887 0.00406403 0.00103948]\n",
      " [0.02365936 0.01259768 0.20394747 0.51572305 0.02053223 0.08217674\n",
      "  0.01840054 0.03233927 0.06884665 0.02177696]\n",
      " [0.02598815 0.00525063 0.04151969 0.00734856 0.62475777 0.05738747\n",
      "  0.00984423 0.11884406 0.04563748 0.06342201]\n",
      " [0.01193161 0.00944329 0.0437486  0.01143072 0.05374265 0.01405154\n",
      "  0.8306806  0.00272635 0.01005939 0.01218534]\n",
      " [0.14683129 0.0088327  0.04227153 0.08114149 0.137797   0.22223127\n",
      "  0.05537814 0.03260439 0.14421727 0.12869495]\n",
      " [0.00591407 0.54922503 0.04229521 0.06058177 0.02688965 0.02954487\n",
      "  0.04288994 0.02279879 0.18476395 0.03509664]\n",
      " [0.00229989 0.05323943 0.00224299 0.05079745 0.00519991 0.02042538\n",
      "  0.00076198 0.6241723  0.17088145 0.06997928]\n",
      " [0.38353023 0.00464436 0.02599498 0.03344074 0.01699151 0.41585752\n",
      "  0.02756611 0.01022408 0.06003859 0.02171192]\n",
      " [0.0138654  0.04622836 0.04503883 0.02064135 0.2900972  0.03092387\n",
      "  0.30356857 0.03684799 0.07698704 0.13580135]\n",
      " [0.00817659 0.41721603 0.03001671 0.02447876 0.0510037  0.02896285\n",
      "  0.16566837 0.05016556 0.09979249 0.12451892]\n",
      " [0.06316091 0.00412337 0.10129654 0.03102412 0.3726202  0.05585992\n",
      "  0.07981493 0.0494142  0.03227454 0.21041119]\n",
      " [0.0690501  0.08052501 0.07251156 0.11590911 0.066778   0.16871937\n",
      "  0.10611351 0.0241078  0.1429019  0.15338366]\n",
      " [0.1054925  0.05036556 0.39942533 0.02987219 0.05751286 0.09250919\n",
      "  0.18731521 0.00653788 0.04151674 0.02945244]\n",
      " [0.04825466 0.05487474 0.04947069 0.04516363 0.14815028 0.13026235\n",
      "  0.04967583 0.03834018 0.21635593 0.2194517 ]\n",
      " [0.01524974 0.20222914 0.04480537 0.27367458 0.03644536 0.07432303\n",
      "  0.07379051 0.08166688 0.08793329 0.10988216]\n",
      " [0.04556858 0.04079176 0.08183299 0.24888255 0.04625857 0.11070712\n",
      "  0.04864253 0.1066952  0.14980072 0.12081997]\n",
      " [0.00831162 0.24479027 0.14895795 0.10341689 0.0420521  0.03434344\n",
      "  0.1400932  0.06679196 0.12386552 0.08737707]\n",
      " [0.6396613  0.00151878 0.04220859 0.0428507  0.00727811 0.18416603\n",
      "  0.02715461 0.01902863 0.02120358 0.0149298 ]\n",
      " [0.00460372 0.12880306 0.0408444  0.07606313 0.04287257 0.12993135\n",
      "  0.06443822 0.10374728 0.14099424 0.267702  ]\n",
      " [0.01615759 0.01391362 0.01383126 0.05337108 0.05313367 0.18146414\n",
      "  0.03726424 0.10847531 0.44706059 0.07532856]\n",
      " [0.14904717 0.01661568 0.01281952 0.07593894 0.00644439 0.5475271\n",
      "  0.00647609 0.01734915 0.14837274 0.0194091 ]\n",
      " [0.01890089 0.02322471 0.06064781 0.22656842 0.12860978 0.0456548\n",
      "  0.08892691 0.05792037 0.11322188 0.23632443]\n",
      " [0.02603052 0.00210451 0.01411705 0.03187187 0.56385523 0.03222905\n",
      "  0.05588767 0.16557437 0.02776262 0.08056708]\n",
      " [0.14926594 0.0084983  0.05185509 0.03045818 0.15549043 0.19711725\n",
      "  0.0816194  0.09323801 0.13564892 0.09680847]\n",
      " [0.01825167 0.5088699  0.04388658 0.08182283 0.03467053 0.05728262\n",
      "  0.06687137 0.04167784 0.08586843 0.06079822]\n",
      " [0.06414561 0.05855787 0.17696202 0.3769005  0.02327687 0.10061762\n",
      "  0.08119372 0.0170147  0.07578059 0.02555042]\n",
      " [0.681614   0.00285818 0.07655993 0.03357904 0.01384903 0.0907453\n",
      "  0.02394652 0.01670301 0.04905625 0.01108872]\n",
      " [0.00414795 0.00163627 0.02681958 0.01475367 0.02688267 0.00823485\n",
      "  0.8769907  0.00154051 0.02385219 0.01514176]\n",
      " [0.0438396  0.05406667 0.07170955 0.09952015 0.06086834 0.20024669\n",
      "  0.01950466 0.17931485 0.23284732 0.03808214]\n",
      " [0.0341175  0.00816008 0.07483018 0.04043563 0.3821053  0.02805289\n",
      "  0.1823805  0.0466276  0.04647796 0.15681224]\n",
      " [0.8619225  0.00007247 0.02105693 0.01555594 0.00224883 0.02701505\n",
      "  0.02834318 0.02086045 0.01946188 0.00346282]\n",
      " [0.71565473 0.00314882 0.04455965 0.05443412 0.01644933 0.05739725\n",
      "  0.04326186 0.03070443 0.01424949 0.02014018]\n",
      " [0.00854522 0.02983875 0.01096479 0.06075413 0.01865384 0.02498739\n",
      "  0.00684264 0.57592213 0.0606312  0.20285995]\n",
      " [0.27693808 0.00436335 0.07523973 0.01604783 0.03086041 0.19078207\n",
      "  0.25329894 0.00249313 0.11988143 0.03009518]\n",
      " [0.01934549 0.00334535 0.06747536 0.46616203 0.02189722 0.06925022\n",
      "  0.02747682 0.04030393 0.10411279 0.18063083]\n",
      " [0.05731634 0.04177729 0.09077897 0.13355209 0.05046101 0.25783432\n",
      "  0.04932135 0.04604993 0.20584203 0.06706667]\n",
      " [0.00755879 0.02467902 0.17061807 0.19614108 0.01934605 0.07857663\n",
      "  0.10103529 0.02205213 0.33706704 0.04292598]\n",
      " [0.05648148 0.02941753 0.05820731 0.02271164 0.2953703  0.05978044\n",
      "  0.0845287  0.10166686 0.07003901 0.22179669]\n",
      " [0.03410396 0.00818814 0.13748103 0.06134761 0.20880523 0.05944501\n",
      "  0.37633997 0.02333908 0.07547799 0.01547197]\n",
      " [0.0100942  0.00485026 0.00181816 0.00799582 0.00993975 0.01092556\n",
      "  0.00134225 0.8895305  0.01340487 0.05009864]\n",
      " [0.00664348 0.02153376 0.00304779 0.02457587 0.02414547 0.01692082\n",
      "  0.00819495 0.5463141  0.05831367 0.29031   ]\n",
      " [0.00863481 0.23508257 0.01872105 0.05389854 0.07771283 0.10364648\n",
      "  0.04136804 0.09966863 0.17391516 0.1873519 ]\n",
      " [0.01240502 0.01923304 0.00884253 0.10183784 0.08144441 0.06185035\n",
      "  0.02143903 0.34062183 0.09387329 0.25845265]\n",
      " [0.06042698 0.14632885 0.21142118 0.11074246 0.07424928 0.1169889\n",
      "  0.01584929 0.0818733  0.14646824 0.0356515 ]\n",
      " [0.0063468  0.01725243 0.00957958 0.03617114 0.12917429 0.05850156\n",
      "  0.01790691 0.32953393 0.1254807  0.27005264]\n",
      " [0.02536821 0.12227023 0.3643075  0.25372666 0.00699694 0.03923481\n",
      "  0.04199334 0.02243554 0.10813667 0.01553019]\n",
      " [0.46012726 0.01374665 0.04631966 0.0223762  0.00754192 0.2836942\n",
      "  0.02018151 0.00839292 0.12641281 0.01120678]\n",
      " [0.0467939  0.07988428 0.10706529 0.32601845 0.01889886 0.0720021\n",
      "  0.02870873 0.09397818 0.16066836 0.06598183]\n",
      " [0.00825641 0.5684803  0.03045439 0.03954649 0.01780617 0.03665162\n",
      "  0.06755316 0.06607308 0.07645602 0.0887223 ]\n",
      " [0.03254145 0.04555248 0.01643467 0.04022647 0.25819284 0.04021428\n",
      "  0.09732315 0.07555293 0.09809381 0.29586792]\n",
      " [0.00736088 0.01021797 0.04391812 0.0083494  0.26009047 0.01674643\n",
      "  0.30655742 0.08873697 0.01533987 0.2426825 ]\n",
      " [0.00228495 0.77003837 0.01615415 0.02527775 0.01052655 0.02099648\n",
      "  0.03888621 0.0266749  0.0605406  0.02861997]\n",
      " [0.02719796 0.01676888 0.06718601 0.02085631 0.05079281 0.04758438\n",
      "  0.00751709 0.6234532  0.09102665 0.04761676]\n",
      " [0.00417531 0.02233001 0.0445341  0.17196795 0.06338459 0.0418151\n",
      "  0.0270301  0.12257224 0.4636531  0.03853755]\n",
      " [0.00537116 0.0697106  0.03852913 0.3393366  0.00819642 0.16245918\n",
      "  0.01339804 0.13082764 0.1400924  0.09207883]\n",
      " [0.00619443 0.6769535  0.02177991 0.01382497 0.0131364  0.01529616\n",
      "  0.02367069 0.01971423 0.18847845 0.02095121]\n",
      " [0.01530421 0.01514144 0.01802554 0.08869995 0.01272929 0.01812755\n",
      "  0.00165847 0.70857424 0.03939051 0.08234883]\n",
      " [0.05515403 0.00222878 0.07145031 0.00565878 0.62765676 0.02282289\n",
      "  0.11392733 0.01957553 0.03636657 0.04515905]\n",
      " [0.01244494 0.6321586  0.04408874 0.02634616 0.0292213  0.04492912\n",
      "  0.06011395 0.03022216 0.08183767 0.03863735]\n",
      " [0.00355377 0.02685225 0.02419426 0.09191492 0.03213511 0.09867521\n",
      "  0.04254533 0.04885934 0.4398422  0.1914276 ]\n",
      " [0.1964013  0.05750989 0.10125572 0.03794277 0.10021341 0.04649904\n",
      "  0.33838698 0.01682604 0.07846547 0.02649935]\n",
      " [0.00384879 0.34721354 0.0306228  0.05293192 0.05895772 0.04712152\n",
      "  0.11836171 0.07984047 0.19490978 0.06619186]\n",
      " [0.07111222 0.01805194 0.60126656 0.07879344 0.01014884 0.10489602\n",
      "  0.02009161 0.01394986 0.07362439 0.00806529]\n",
      " [0.04428589 0.06344536 0.03461818 0.01920363 0.24168696 0.07974453\n",
      "  0.21333192 0.10435876 0.1609093  0.03841537]\n",
      " [0.00847167 0.0592285  0.08091686 0.16166796 0.17994767 0.08302777\n",
      "  0.03030951 0.04352272 0.21436974 0.13853766]\n",
      " [0.0316804  0.05377959 0.05753391 0.21720155 0.02513365 0.05529211\n",
      "  0.07937669 0.02085638 0.3690032  0.09014256]\n",
      " [0.0087865  0.5922387  0.01871871 0.06449147 0.01263341 0.03022634\n",
      "  0.07125998 0.02301873 0.04872451 0.1299016 ]\n",
      " [0.01598708 0.01714892 0.05220161 0.15274346 0.09088082 0.14084622\n",
      "  0.3894621  0.01728055 0.10855538 0.01489384]\n",
      " [0.01357692 0.04834567 0.01082448 0.0421815  0.03170652 0.08660305\n",
      "  0.00904962 0.4423835  0.06186435 0.2534644 ]\n",
      " [0.01146616 0.35096398 0.06270802 0.05514286 0.0411622  0.02983404\n",
      "  0.06047508 0.09660898 0.20329615 0.08834248]\n",
      " [0.599591   0.00138991 0.03392062 0.08203766 0.02081076 0.14542209\n",
      "  0.06902453 0.00774334 0.02090158 0.01915842]\n",
      " [0.04624857 0.01113319 0.09059517 0.5351433  0.02183618 0.12105539\n",
      "  0.03416964 0.01569634 0.11398719 0.01013499]\n",
      " [0.0303448  0.02425879 0.58399355 0.06335526 0.05299983 0.06395344\n",
      "  0.0308824  0.00461684 0.12801626 0.01757883]\n",
      " [0.01697219 0.39553738 0.12192158 0.05072215 0.0230486  0.06488761\n",
      "  0.21275778 0.01748577 0.04409903 0.05256796]\n",
      " [0.02942504 0.02070286 0.01735187 0.08290802 0.08836444 0.06283186\n",
      "  0.0213546  0.10112929 0.5053541  0.07057789]\n",
      " [0.03349506 0.24600953 0.05925896 0.09200272 0.06114701 0.10457591\n",
      "  0.09114097 0.10321787 0.10857887 0.10057314]\n",
      " [0.06980659 0.00227871 0.60268563 0.04933136 0.0819527  0.02099476\n",
      "  0.14959039 0.00353479 0.013826   0.00599905]\n",
      " [0.01942824 0.009872   0.05394962 0.06292185 0.36726004 0.03953326\n",
      "  0.07749434 0.09777298 0.04069429 0.23107344]\n",
      " [0.00687816 0.5601509  0.03146819 0.02973127 0.02742355 0.05705378\n",
      "  0.06636999 0.08816391 0.06889243 0.06386772]\n",
      " [0.00830604 0.00493166 0.01630836 0.02161869 0.42004442 0.07266871\n",
      "  0.04853849 0.04992544 0.05182295 0.30583516]\n",
      " [0.11994289 0.05629373 0.05508374 0.10000985 0.03157485 0.22217198\n",
      "  0.05345554 0.05705537 0.20783728 0.09657478]\n",
      " [0.4686933  0.00671409 0.26853624 0.04608646 0.00691832 0.12170149\n",
      "  0.06292256 0.00211723 0.01342609 0.00288425]\n",
      " [0.1068887  0.00641396 0.06704333 0.45546028 0.01957392 0.17187274\n",
      "  0.03109819 0.06015685 0.04271937 0.03877269]\n",
      " [0.04324362 0.22190857 0.19818868 0.02911644 0.03606799 0.15068978\n",
      "  0.02075369 0.01315853 0.20350997 0.08336269]\n",
      " [0.00174089 0.821023   0.0143142  0.0206043  0.00777879 0.016539\n",
      "  0.01023004 0.04129927 0.04078668 0.02568387]\n",
      " [0.00405272 0.4748743  0.10396053 0.08040777 0.01949457 0.04020647\n",
      "  0.07407001 0.04178215 0.05479799 0.1063534 ]\n",
      " [0.04405204 0.00084856 0.16339931 0.01738912 0.04058407 0.03495479\n",
      "  0.66658014 0.01557201 0.00758737 0.00903249]\n",
      " [0.60023504 0.00611729 0.020816   0.16033183 0.01115073 0.09725692\n",
      "  0.01136606 0.0267998  0.04052659 0.02539971]\n",
      " [0.06353778 0.05380137 0.03622234 0.10040639 0.03434866 0.08061429\n",
      "  0.0117954  0.32926038 0.19019985 0.09981363]\n",
      " [0.03806135 0.31266466 0.06990127 0.1398665  0.02413216 0.0948965\n",
      "  0.06215061 0.04120965 0.18542759 0.03168974]\n",
      " [0.00175544 0.07857149 0.00615386 0.07153285 0.02037218 0.02704095\n",
      "  0.00246918 0.5055435  0.12330265 0.1632579 ]\n",
      " [0.02243672 0.57742614 0.03889669 0.04898267 0.03775922 0.03426905\n",
      "  0.0407569  0.07352244 0.06773641 0.05821383]\n",
      " [0.02198778 0.17985459 0.05412315 0.02097143 0.28645924 0.07792737\n",
      "  0.19148616 0.03411907 0.08424196 0.04882923]\n",
      " [0.01478946 0.03409497 0.11483045 0.05482144 0.2064669  0.04243715\n",
      "  0.02869217 0.13888459 0.08124863 0.28373417]\n",
      " [0.82060784 0.0046652  0.03369771 0.01864027 0.0065249  0.04878631\n",
      "  0.01504336 0.02089312 0.01785037 0.01329077]\n",
      " [0.00609814 0.18470891 0.01880045 0.10768198 0.03447074 0.04110133\n",
      "  0.01295337 0.17612715 0.2665056  0.15155238]\n",
      " [0.02977818 0.01450044 0.1028503  0.05971438 0.40591258 0.02149456\n",
      "  0.1544406  0.07587493 0.04181417 0.09361988]\n",
      " [0.01020119 0.24783808 0.12330195 0.10932082 0.03054531 0.08530844\n",
      "  0.05111037 0.05895438 0.19126008 0.09215941]\n",
      " [0.8882638  0.00035386 0.01963757 0.02793065 0.00335456 0.01670312\n",
      "  0.0152332  0.00413452 0.02056962 0.00381904]] (11.979 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 1.0476027, step = 1501 (24.200 sec)\n",
      "INFO:tensorflow:probabilities = [[0.00877055 0.14648944 0.0449755  0.08491552 0.0434178  0.12967187\n",
      "  0.0926737  0.06819357 0.22560629 0.15528578]\n",
      " [0.02369762 0.00515404 0.01478717 0.16770948 0.04257984 0.26081347\n",
      "  0.1923053  0.0126878  0.23439354 0.04587182]\n",
      " [0.07924546 0.03127051 0.10969964 0.01628143 0.24790853 0.04143927\n",
      "  0.2693139  0.02102789 0.07794864 0.1058647 ]\n",
      " [0.0127244  0.02443936 0.03494883 0.28956294 0.0234191  0.21398094\n",
      "  0.01080487 0.05715075 0.29202765 0.04094113]\n",
      " [0.00635482 0.00660812 0.10075512 0.13569878 0.05527244 0.09809835\n",
      "  0.11844834 0.15343374 0.133002   0.1923283 ]\n",
      " [0.23289593 0.00572869 0.03210356 0.11342209 0.0298745  0.27348256\n",
      "  0.01236004 0.01019043 0.24823397 0.04170822]\n",
      " [0.00909756 0.0956272  0.04361494 0.09091024 0.04131427 0.10392026\n",
      "  0.02493084 0.15573683 0.18380956 0.25103834]\n",
      " [0.00371751 0.02390092 0.04167363 0.08655529 0.00653207 0.01004567\n",
      "  0.00186624 0.59351367 0.16626187 0.0659332 ]\n",
      " [0.01019279 0.11638197 0.09416194 0.44322872 0.0094789  0.05231328\n",
      "  0.06951326 0.02640999 0.13744669 0.04087251]\n",
      " [0.19508696 0.04360024 0.05586284 0.12245566 0.01666035 0.08434379\n",
      "  0.08082559 0.09440736 0.23891436 0.06784292]\n",
      " [0.01389295 0.628641   0.08272471 0.02178859 0.00829201 0.02163499\n",
      "  0.01813917 0.02070468 0.15695624 0.02722568]\n",
      " [0.42170885 0.0116264  0.08123016 0.07818941 0.05960689 0.15128884\n",
      "  0.02840426 0.02696373 0.09234761 0.0486338 ]\n",
      " [0.03712191 0.04213351 0.25427487 0.11437358 0.02224676 0.11583751\n",
      "  0.11304926 0.05549007 0.18716732 0.05830533]\n",
      " [0.28976697 0.00721568 0.1509157  0.15184937 0.08808213 0.1270268\n",
      "  0.14922535 0.00522153 0.01771595 0.01298042]\n",
      " [0.04355333 0.09456304 0.08877548 0.10831866 0.12587379 0.12686586\n",
      "  0.07044535 0.03710281 0.14009242 0.1644093 ]\n",
      " [0.00367608 0.00606645 0.01845095 0.02609286 0.53137964 0.02059774\n",
      "  0.01822161 0.09620138 0.05436638 0.22494683]\n",
      " [0.0104078  0.04874954 0.01717194 0.03999504 0.13518582 0.04041145\n",
      "  0.01999461 0.39979082 0.02566093 0.26263204]\n",
      " [0.04123339 0.01090067 0.03230244 0.1376756  0.11015635 0.11397386\n",
      "  0.04531295 0.19150452 0.07932491 0.23761527]\n",
      " [0.0192259  0.00571328 0.01312289 0.01912168 0.1558386  0.01677678\n",
      "  0.01577377 0.41287974 0.02140889 0.32013845]\n",
      " [0.02441774 0.03680328 0.07249046 0.15239179 0.0722793  0.08212177\n",
      "  0.07621417 0.18406695 0.1419954  0.15721917]\n",
      " [0.10188215 0.30566758 0.08771149 0.08301768 0.05032213 0.11756424\n",
      "  0.01709363 0.04551762 0.17812555 0.01309791]\n",
      " [0.12462635 0.00441997 0.10387964 0.16130699 0.03872892 0.21319768\n",
      "  0.06637848 0.02506064 0.18705696 0.07534431]\n",
      " [0.33006433 0.00176028 0.03171989 0.314634   0.00549368 0.18076769\n",
      "  0.00277737 0.03171051 0.0761926  0.02487966]\n",
      " [0.71173537 0.00022754 0.03570166 0.04868507 0.0342121  0.09808834\n",
      "  0.00603515 0.02902291 0.01178532 0.0245065 ]\n",
      " [0.13269867 0.18497999 0.0365693  0.07418508 0.02785709 0.2466578\n",
      "  0.01834287 0.08592378 0.12760639 0.06517904]\n",
      " [0.3664949  0.02996478 0.08199234 0.04672083 0.0115796  0.14400852\n",
      "  0.08124017 0.04446023 0.14739792 0.04614067]\n",
      " [0.04405195 0.0016896  0.00277867 0.01683939 0.05669972 0.04291682\n",
      "  0.0020604  0.6438085  0.02964946 0.15950556]\n",
      " [0.00599959 0.17623821 0.11531599 0.090467   0.10591121 0.03516973\n",
      "  0.03504674 0.18885858 0.07674163 0.17025127]\n",
      " [0.00260543 0.01064184 0.0113092  0.04614597 0.29530638 0.05064449\n",
      "  0.03182124 0.14080422 0.06809106 0.3426301 ]\n",
      " [0.00124379 0.01995111 0.7200899  0.11889391 0.00200739 0.01185392\n",
      "  0.09978082 0.00385948 0.02010078 0.00221873]\n",
      " [0.4266531  0.002817   0.03080003 0.10405738 0.01157219 0.31809258\n",
      "  0.02563081 0.01295396 0.04218079 0.02524223]\n",
      " [0.04559596 0.03106457 0.08143944 0.2078763  0.04563645 0.12749347\n",
      "  0.02710035 0.25590023 0.1196652  0.0582281 ]\n",
      " [0.00329124 0.00098605 0.00039287 0.01671205 0.00306482 0.02443972\n",
      "  0.00033941 0.8885343  0.00618638 0.05605313]\n",
      " [0.03490298 0.00406296 0.2422535  0.5550764  0.00330191 0.07346857\n",
      "  0.01936613 0.02412448 0.02276989 0.02067315]\n",
      " [0.0290803  0.00234821 0.00974906 0.05579009 0.01236647 0.01377963\n",
      "  0.00217096 0.7987172  0.01887351 0.05712465]\n",
      " [0.07368252 0.00943298 0.04824093 0.01843587 0.08266802 0.08992495\n",
      "  0.54914784 0.01111519 0.06101117 0.05634052]\n",
      " [0.2228366  0.01254705 0.01376476 0.03235634 0.01879875 0.11736884\n",
      "  0.00618365 0.28741163 0.07066008 0.21807219]\n",
      " [0.0344719  0.01245658 0.03416344 0.01803767 0.42189595 0.06563038\n",
      "  0.0854648  0.06435698 0.12158146 0.14194085]\n",
      " [0.0428052  0.08705758 0.10523047 0.08416695 0.05861784 0.03169302\n",
      "  0.06322152 0.30264682 0.06370739 0.16085319]\n",
      " [0.0175096  0.01064862 0.01788758 0.0569238  0.18158785 0.03907643\n",
      "  0.01842681 0.38080078 0.0310373  0.24610125]\n",
      " [0.05822412 0.01399766 0.06236326 0.5679647  0.00974423 0.16283986\n",
      "  0.01716522 0.0144481  0.063127   0.03012587]\n",
      " [0.00495898 0.00546668 0.04357377 0.8026018  0.00154389 0.02063162\n",
      "  0.00179024 0.03556079 0.07267416 0.01119814]\n",
      " [0.01751399 0.01601689 0.08696036 0.0357762  0.02023238 0.10975989\n",
      "  0.63073796 0.00369299 0.0622841  0.01702522]\n",
      " [0.07710674 0.00533916 0.40874642 0.06707143 0.00197153 0.11650319\n",
      "  0.01317128 0.00350272 0.30161765 0.00496994]\n",
      " [0.00775877 0.05028014 0.03171152 0.06908529 0.0097031  0.02822078\n",
      "  0.01779968 0.02548103 0.666341   0.09361874]\n",
      " [0.00854392 0.03245122 0.02069224 0.02230991 0.06634912 0.0510741\n",
      "  0.00504227 0.30028987 0.2706319  0.22261542]\n",
      " [0.01437615 0.01025719 0.05179467 0.01035491 0.52875644 0.03146482\n",
      "  0.10840623 0.07260842 0.08238976 0.08959144]\n",
      " [0.00715064 0.00113256 0.01177237 0.00666434 0.7066096  0.00954835\n",
      "  0.05333477 0.05914753 0.00839932 0.13624036]\n",
      " [0.01344033 0.16267912 0.05342287 0.04242241 0.11897651 0.09406069\n",
      "  0.10367336 0.03621607 0.14996997 0.22513871]\n",
      " [0.75606126 0.00002463 0.00741804 0.03340245 0.00394811 0.14931953\n",
      "  0.00603574 0.0026334  0.03479045 0.00636639]\n",
      " [0.5575707  0.00140627 0.04244214 0.0552454  0.0086129  0.14091925\n",
      "  0.00745081 0.00476759 0.17914708 0.00243789]\n",
      " [0.1188909  0.00678284 0.449698   0.07326373 0.07243133 0.03145927\n",
      "  0.13345759 0.00363139 0.05880989 0.05157501]\n",
      " [0.07955964 0.1416768  0.10073997 0.13745932 0.04353715 0.11975754\n",
      "  0.0800987  0.03949858 0.20589654 0.05177576]\n",
      " [0.03214769 0.00328175 0.62717956 0.04997863 0.0240006  0.01125439\n",
      "  0.2228813  0.00255879 0.02032781 0.00638951]\n",
      " [0.4675009  0.00061554 0.01973324 0.05169427 0.00895563 0.25716597\n",
      "  0.06940716 0.01132587 0.08229285 0.03130862]\n",
      " [0.7173559  0.0054214  0.02304278 0.04235668 0.00679462 0.1282389\n",
      "  0.04391753 0.00444404 0.02350808 0.00491992]\n",
      " [0.038176   0.01124391 0.03292374 0.19251709 0.12888288 0.05943162\n",
      "  0.1238776  0.08604881 0.14210957 0.18478881]\n",
      " [0.05041887 0.00368633 0.7048722  0.05155857 0.01471017 0.02399275\n",
      "  0.1051367  0.00219273 0.03249428 0.01093752]\n",
      " [0.02005437 0.01962699 0.02212717 0.47622678 0.00604082 0.14230563\n",
      "  0.012967   0.02753528 0.24516323 0.02795272]\n",
      " [0.4290903  0.00139266 0.01761314 0.14538154 0.00481931 0.11446511\n",
      "  0.01895267 0.01360794 0.23849253 0.01618471]\n",
      " [0.00373485 0.28710705 0.06486931 0.16354439 0.05692079 0.06978196\n",
      "  0.05694439 0.04624771 0.12919278 0.12165673]\n",
      " [0.11088509 0.01835707 0.16419429 0.39256546 0.00719216 0.10357255\n",
      "  0.05368765 0.03226995 0.07039946 0.04687639]\n",
      " [0.00504441 0.7296868  0.04599293 0.02845962 0.00786116 0.01659568\n",
      "  0.02346118 0.03206164 0.07801635 0.03282017]\n",
      " [0.00933868 0.06293158 0.0729453  0.07755264 0.10411966 0.06397164\n",
      "  0.24695817 0.03851865 0.17439467 0.149269  ]\n",
      " [0.00165864 0.39749888 0.0735323  0.15078428 0.0079831  0.05172279\n",
      "  0.09480846 0.0140008  0.11210402 0.09590679]\n",
      " [0.11928006 0.00626658 0.023779   0.2085538  0.09990267 0.11978287\n",
      "  0.01981764 0.18971258 0.06368238 0.1492224 ]\n",
      " [0.00538596 0.0037883  0.0047066  0.03182415 0.0154843  0.0419206\n",
      "  0.00150619 0.74947524 0.0310271  0.11488159]\n",
      " [0.0970383  0.00282417 0.31727934 0.01778846 0.06390315 0.0223381\n",
      "  0.41093183 0.00250051 0.02798045 0.03741572]\n",
      " [0.02278312 0.01129227 0.0354376  0.05420761 0.0113627  0.7365766\n",
      "  0.00689789 0.00741872 0.09740503 0.01661848]\n",
      " [0.00461223 0.0003644  0.00120049 0.03891368 0.00724497 0.00798048\n",
      "  0.00046809 0.8780158  0.01673142 0.04446832]\n",
      " [0.07533582 0.04242853 0.01873609 0.05175811 0.0453233  0.2795816\n",
      "  0.00738943 0.0213748  0.367623   0.09044928]\n",
      " [0.00423798 0.01964026 0.01517792 0.07874861 0.12784605 0.02013314\n",
      "  0.01739636 0.1172105  0.11187021 0.48773903]\n",
      " [0.076053   0.1342167  0.2627298  0.06115277 0.04434042 0.05439848\n",
      "  0.05964261 0.04494162 0.2296037  0.03292089]\n",
      " [0.01676641 0.5019064  0.09535609 0.01258212 0.02198372 0.05636042\n",
      "  0.01871059 0.01306713 0.24740598 0.01586118]\n",
      " [0.0567312  0.01790694 0.07895902 0.14615588 0.20713265 0.10699145\n",
      "  0.24074496 0.02308467 0.03562767 0.0866656 ]\n",
      " [0.12711467 0.01030847 0.02811265 0.04327904 0.08354162 0.40335104\n",
      "  0.03363497 0.07362128 0.05310881 0.1439274 ]\n",
      " [0.87647355 0.0000468  0.00304574 0.00234416 0.00256874 0.10932285\n",
      "  0.00093637 0.00049234 0.00442384 0.00034561]\n",
      " [0.01511395 0.04510769 0.05901263 0.29855022 0.07109522 0.03491089\n",
      "  0.02815258 0.28587902 0.06529204 0.09688568]\n",
      " [0.09805304 0.01703625 0.05024176 0.14398009 0.03667677 0.15491696\n",
      "  0.11842661 0.0623391  0.23163949 0.08668996]\n",
      " [0.0097581  0.15257244 0.02275448 0.05013886 0.0240657  0.05436523\n",
      "  0.00804703 0.36983165 0.06260317 0.24586338]\n",
      " [0.09989081 0.05839371 0.0639319  0.09521384 0.0211955  0.14186569\n",
      "  0.01263713 0.04859419 0.4168713  0.04140595]\n",
      " [0.8205802  0.00010987 0.05450617 0.02917016 0.00142402 0.05524767\n",
      "  0.00228284 0.00529148 0.02906264 0.00232499]\n",
      " [0.02647945 0.0104683  0.2816062  0.02596543 0.0929737  0.01349001\n",
      "  0.49524134 0.00439087 0.01948649 0.02989819]\n",
      " [0.10946011 0.01382238 0.06627264 0.09493761 0.05769239 0.14813203\n",
      "  0.0280382  0.01187203 0.4625954  0.00717725]\n",
      " [0.00409838 0.00562425 0.00565256 0.02591954 0.08375791 0.0145324\n",
      "  0.00599081 0.7732398  0.02099086 0.06019345]\n",
      " [0.08638588 0.01550639 0.01772797 0.03568967 0.07974114 0.10845514\n",
      "  0.04767257 0.3250205  0.18646792 0.09733285]\n",
      " [0.01061337 0.02969777 0.05096273 0.01637103 0.16477646 0.03241333\n",
      "  0.16743734 0.08166565 0.05349765 0.39256468]\n",
      " [0.71130556 0.00008494 0.1730899  0.0147473  0.00168252 0.03959727\n",
      "  0.04108149 0.00032229 0.01725599 0.00083269]\n",
      " [0.04024844 0.02419201 0.03705274 0.3057033  0.05509785 0.11917219\n",
      "  0.09420788 0.03098634 0.13711722 0.15622202]\n",
      " [0.00746542 0.06935661 0.05792999 0.20651355 0.06102717 0.05739605\n",
      "  0.02335723 0.25235486 0.15031748 0.11428153]\n",
      " [0.0040373  0.00091507 0.01002692 0.01570187 0.8131502  0.01094698\n",
      "  0.01403611 0.02658794 0.02434056 0.08025711]\n",
      " [0.02352747 0.03315255 0.12307782 0.4996171  0.02189318 0.11599094\n",
      "  0.02613227 0.01392939 0.1319316  0.01074771]\n",
      " [0.00820396 0.01334638 0.06581023 0.76534456 0.00393748 0.06067296\n",
      "  0.01806789 0.00697733 0.04729972 0.01033939]\n",
      " [0.11810206 0.03515937 0.11524691 0.02578397 0.1116695  0.03092405\n",
      "  0.18162867 0.07577121 0.07809169 0.2276225 ]\n",
      " [0.03120308 0.00832072 0.3720749  0.0453752  0.0209257  0.06371289\n",
      "  0.3803541  0.00111315 0.07047791 0.00644226]\n",
      " [0.14382318 0.01126974 0.06774754 0.10924289 0.01497031 0.14435512\n",
      "  0.01429026 0.18610895 0.18802837 0.12016366]\n",
      " [0.1331132  0.00884183 0.01765407 0.02194862 0.09116878 0.05817297\n",
      "  0.0148454  0.36842397 0.09299655 0.19283454]\n",
      " [0.00776129 0.00201032 0.02540884 0.05169212 0.3702169  0.03136244\n",
      "  0.01971686 0.1418256  0.02100922 0.32899642]\n",
      " [0.00685692 0.05402901 0.1619925  0.16627401 0.12039359 0.05502639\n",
      "  0.04552727 0.09744138 0.14102057 0.15143834]\n",
      " [0.04596021 0.0037094  0.6389864  0.14260444 0.03569511 0.01736899\n",
      "  0.0252627  0.03624257 0.03728268 0.01688752]] (12.670 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 4.07001\n",
      "INFO:tensorflow:probabilities = [[0.06929095 0.005869   0.0417749  0.6403768  0.01345773 0.09333591\n",
      "  0.03925932 0.0063322  0.06043236 0.02987079]\n",
      " [0.0237335  0.0348075  0.56545115 0.22223555 0.00895985 0.0501708\n",
      "  0.02311235 0.01014427 0.05488115 0.00650393]\n",
      " [0.01699398 0.11203934 0.01408046 0.03104275 0.04656863 0.08597938\n",
      "  0.01812445 0.40707636 0.12655991 0.14153466]\n",
      " [0.01144712 0.2582581  0.01917813 0.22631645 0.03869735 0.05459384\n",
      "  0.03213015 0.18318745 0.11191958 0.06427175]\n",
      " [0.9867622  0.00000167 0.00073315 0.00559077 0.00005808 0.00202709\n",
      "  0.00285445 0.00054141 0.00113323 0.00029775]\n",
      " [0.01170187 0.00788196 0.01836207 0.0394627  0.05687245 0.03547997\n",
      "  0.00721964 0.45480475 0.12373615 0.2444784 ]\n",
      " [0.02653176 0.02826599 0.08633766 0.02718614 0.587674   0.0320756\n",
      "  0.07940565 0.03460119 0.02687476 0.07104737]\n",
      " [0.00628109 0.79975367 0.02580409 0.02690234 0.01836308 0.01537848\n",
      "  0.02614524 0.01023642 0.04573331 0.02540235]\n",
      " [0.00712826 0.6290522  0.05259873 0.05778487 0.02625175 0.02607834\n",
      "  0.03565618 0.03795251 0.05799685 0.0695003 ]\n",
      " [0.01620565 0.00767348 0.32993478 0.00990476 0.04286471 0.00865372\n",
      "  0.4498925  0.00632911 0.03600425 0.09253704]\n",
      " [0.06124102 0.00011678 0.07233697 0.00737783 0.22748852 0.03576472\n",
      "  0.05183412 0.01487321 0.01664094 0.5123258 ]\n",
      " [0.00487397 0.7738529  0.02751176 0.02075248 0.01071987 0.01842555\n",
      "  0.01391307 0.03134436 0.08402539 0.01458059]\n",
      " [0.02782934 0.01655515 0.03698156 0.63506293 0.00862637 0.06168757\n",
      "  0.00287568 0.01916455 0.17078619 0.02043066]\n",
      " [0.02025137 0.06883764 0.13411133 0.03847466 0.17389028 0.05681423\n",
      "  0.16606644 0.09122083 0.11914238 0.13119082]\n",
      " [0.01053362 0.01309499 0.03608796 0.09159257 0.27900586 0.04632319\n",
      "  0.04349172 0.20522341 0.05081987 0.22382677]\n",
      " [0.01668557 0.01472913 0.0592273  0.02654665 0.46061465 0.02897947\n",
      "  0.10619197 0.04051558 0.0557357  0.19077395]\n",
      " [0.01623324 0.49302614 0.05311605 0.08271968 0.03307489 0.06183865\n",
      "  0.04695346 0.0823044  0.07835352 0.05237989]\n",
      " [0.00756504 0.10556272 0.02967918 0.03798458 0.20627284 0.05466851\n",
      "  0.10176298 0.08010371 0.03107052 0.34532988]\n",
      " [0.08616622 0.00843647 0.03429044 0.33754152 0.0194462  0.10144784\n",
      "  0.05899945 0.09804892 0.17168286 0.08394013]\n",
      " [0.01683211 0.00453548 0.00461038 0.02334683 0.25119388 0.02655279\n",
      "  0.00441962 0.34030208 0.03154234 0.29666457]\n",
      " [0.09667457 0.08256148 0.16917115 0.11396305 0.08866046 0.07030629\n",
      "  0.06675422 0.11882539 0.1230266  0.07005679]\n",
      " [0.6470498  0.0006931  0.12010713 0.01411074 0.0350016  0.01152751\n",
      "  0.10278156 0.00058982 0.0092813  0.05885744]\n",
      " [0.01763298 0.09294063 0.09620354 0.05406316 0.06623976 0.21231414\n",
      "  0.02398648 0.03212177 0.35613373 0.04836389]\n",
      " [0.00814027 0.00049992 0.05667344 0.00721697 0.6632223  0.01766164\n",
      "  0.03590564 0.01703963 0.00987653 0.18376358]\n",
      " [0.00788315 0.00803973 0.04285089 0.03997042 0.24971712 0.31501734\n",
      "  0.02656399 0.07950002 0.14661793 0.08383942]\n",
      " [0.03990656 0.00708044 0.79962337 0.03068912 0.00977026 0.02181032\n",
      "  0.05084798 0.00121485 0.03236283 0.00669429]\n",
      " [0.04305196 0.52530146 0.10221435 0.04355625 0.02873721 0.03515179\n",
      "  0.05924005 0.02247912 0.1030383  0.0372296 ]\n",
      " [0.01400082 0.00151179 0.10527282 0.03867167 0.47917253 0.01270667\n",
      "  0.03695177 0.1282146  0.04492804 0.13856928]\n",
      " [0.01099718 0.00410907 0.00496979 0.02054185 0.48034436 0.0051765\n",
      "  0.01080223 0.1333935  0.01373211 0.31593347]\n",
      " [0.06243977 0.01518828 0.5420939  0.09222116 0.03842238 0.09586038\n",
      "  0.04778007 0.02177626 0.05220727 0.03201056]\n",
      " [0.01713985 0.01985469 0.0522343  0.5311585  0.01763283 0.15802959\n",
      "  0.01217374 0.01774215 0.14642577 0.0276086 ]\n",
      " [0.02869042 0.15115823 0.08174115 0.06102445 0.00623913 0.17463118\n",
      "  0.02173424 0.01082217 0.42969072 0.03426822]\n",
      " [0.00904456 0.06594084 0.02210876 0.03897998 0.23297545 0.08717166\n",
      "  0.17482182 0.06535475 0.03932797 0.2642742 ]\n",
      " [0.00442705 0.07342409 0.04263791 0.5844371  0.01329869 0.04804728\n",
      "  0.0116879  0.09224407 0.08818237 0.04161359]\n",
      " [0.00058865 0.00213769 0.00064362 0.01460901 0.00776325 0.00458217\n",
      "  0.0005941  0.8914607  0.02488633 0.05273441]\n",
      " [0.01409564 0.5733173  0.08282308 0.04678728 0.03441684 0.03250083\n",
      "  0.02853582 0.04867753 0.11253403 0.02631163]\n",
      " [0.0847467  0.07402909 0.15694831 0.3775998  0.02130312 0.05722857\n",
      "  0.03547818 0.00678376 0.1575684  0.02831387]\n",
      " [0.12258466 0.14055291 0.11800507 0.07619943 0.05897414 0.15901022\n",
      "  0.03063    0.09604535 0.1419499  0.05604826]\n",
      " [0.01300043 0.09933122 0.06879307 0.10539724 0.11657029 0.09594493\n",
      "  0.2592098  0.01714703 0.15645862 0.06814738]\n",
      " [0.00471696 0.77023035 0.05209542 0.0202457  0.01289536 0.0140454\n",
      "  0.01672164 0.01478826 0.08523339 0.00902754]\n",
      " [0.03033015 0.09874573 0.05148512 0.05020846 0.03080422 0.0586397\n",
      "  0.5481377  0.00612325 0.07569766 0.04982803]\n",
      " [0.00037012 0.7929039  0.01090429 0.01331309 0.00299144 0.0188731\n",
      "  0.00421454 0.06131823 0.03658534 0.05852602]\n",
      " [0.02276542 0.01440221 0.06484976 0.27875966 0.04712525 0.10687626\n",
      "  0.23839334 0.03606056 0.10168599 0.08908158]\n",
      " [0.02406452 0.00367597 0.16565149 0.0207823  0.18091597 0.01050913\n",
      "  0.5280898  0.014807   0.01470315 0.03680066]\n",
      " [0.02485679 0.02510543 0.05627453 0.49577242 0.0152578  0.06319904\n",
      "  0.00889485 0.10689718 0.09769757 0.10604446]\n",
      " [0.01782131 0.49653387 0.09323826 0.07458895 0.04119897 0.04087391\n",
      "  0.04910829 0.03333037 0.13473266 0.01857346]\n",
      " [0.18627714 0.00182821 0.03719398 0.06412692 0.0259181  0.29796922\n",
      "  0.10622907 0.00366117 0.21461916 0.06217698]\n",
      " [0.8507294  0.00146107 0.00798573 0.02138806 0.00328589 0.07327108\n",
      "  0.00474881 0.00333881 0.03071796 0.00307311]\n",
      " [0.18560049 0.00709117 0.11117008 0.10944849 0.01450792 0.2907208\n",
      "  0.01820658 0.07511556 0.15651451 0.03162451]\n",
      " [0.05732857 0.12266853 0.11473437 0.2704525  0.00902661 0.04371577\n",
      "  0.01737577 0.08595078 0.23945364 0.0392934 ]\n",
      " [0.0060679  0.7357337  0.02915635 0.02915773 0.01380526 0.02430055\n",
      "  0.00773148 0.04219405 0.07972053 0.0321325 ]\n",
      " [0.1991339  0.00773524 0.27068633 0.13448039 0.00688678 0.14522901\n",
      "  0.10102055 0.00230806 0.13002017 0.00249957]\n",
      " [0.00765    0.02954925 0.01343368 0.06597906 0.4353244  0.03198196\n",
      "  0.03939496 0.09526633 0.03119173 0.25022858]\n",
      " [0.00396261 0.01251565 0.00238434 0.02755879 0.05821169 0.06485166\n",
      "  0.00214989 0.3737684  0.03332654 0.42127052]\n",
      " [0.05817673 0.06383739 0.12351742 0.14334309 0.04828677 0.1080884\n",
      "  0.05242405 0.03787988 0.3099546  0.05449171]\n",
      " [0.18860516 0.00373144 0.0587777  0.6381961  0.00247107 0.05973336\n",
      "  0.00156052 0.03041411 0.00938276 0.0071278 ]\n",
      " [0.00980297 0.00198705 0.8865933  0.01392634 0.00341559 0.01583115\n",
      "  0.06379183 0.00015717 0.00404068 0.00045396]\n",
      " [0.80137044 0.00016371 0.07711317 0.0101824  0.01321457 0.04312228\n",
      "  0.01012558 0.02543565 0.01697973 0.00229237]\n",
      " [0.8259115  0.00143757 0.01050383 0.04951358 0.005621   0.06806994\n",
      "  0.00892236 0.0039422  0.02001916 0.00605895]\n",
      " [0.00907579 0.00037926 0.01433442 0.9613505  0.0002642  0.00272611\n",
      "  0.00213135 0.00264535 0.0060334  0.00105952]\n",
      " [0.07878776 0.05698948 0.0284461  0.03306785 0.03905953 0.07823613\n",
      "  0.00880341 0.3293629  0.24079227 0.10645453]\n",
      " [0.91261816 0.00011268 0.0127745  0.00414082 0.03064419 0.01629745\n",
      "  0.00236558 0.01079329 0.00301193 0.00724134]\n",
      " [0.01218155 0.10477009 0.330968   0.0978163  0.02071562 0.0544503\n",
      "  0.16665426 0.01437812 0.1793559  0.01870985]\n",
      " [0.01140869 0.05059778 0.04929338 0.03858988 0.15490147 0.055261\n",
      "  0.02952578 0.21856861 0.0972375  0.2946158 ]\n",
      " [0.02165647 0.09207081 0.0082123  0.02876128 0.10829049 0.0363342\n",
      "  0.01852825 0.28470075 0.11656425 0.28488117]\n",
      " [0.01084185 0.00068007 0.00184568 0.01406933 0.0098609  0.00929344\n",
      "  0.00087355 0.90194684 0.00860891 0.04197946]\n",
      " [0.0069849  0.00207846 0.00650305 0.02389593 0.44445273 0.00605395\n",
      "  0.01394018 0.05426357 0.01342043 0.42840675]\n",
      " [0.02364022 0.02621531 0.07967932 0.01864297 0.2548694  0.10588856\n",
      "  0.20517339 0.02863914 0.11686331 0.14038832]\n",
      " [0.07589898 0.0468975  0.33419374 0.19420159 0.01610682 0.05219594\n",
      "  0.01825784 0.01212898 0.23307927 0.01703945]\n",
      " [0.0350926  0.00009218 0.01266706 0.01234721 0.8372724  0.01473662\n",
      "  0.01410917 0.00678463 0.01192452 0.05497367]\n",
      " [0.02036304 0.00771333 0.02283245 0.1426513  0.02094621 0.04203582\n",
      "  0.00393585 0.6544203  0.02517007 0.05993161]\n",
      " [0.02820944 0.04418897 0.06075798 0.02225511 0.03346737 0.08789474\n",
      "  0.05667226 0.02409204 0.5660836  0.07637848]\n",
      " [0.00576358 0.00452846 0.00409384 0.02978952 0.02015004 0.04172959\n",
      "  0.0006928  0.7451019  0.01551312 0.13263713]\n",
      " [0.21008831 0.05128286 0.3025804  0.07557312 0.02499086 0.07188148\n",
      "  0.17852187 0.00188207 0.07677191 0.00642705]\n",
      " [0.13784315 0.03514449 0.156431   0.07377896 0.04165599 0.13390195\n",
      "  0.03580995 0.08705453 0.25895494 0.03942501]\n",
      " [0.13242212 0.07836089 0.30016482 0.05346088 0.01560667 0.08703461\n",
      "  0.06761436 0.02079589 0.20987189 0.03466795]\n",
      " [0.5822731  0.0021894  0.10903816 0.16519788 0.00579976 0.05925306\n",
      "  0.04030504 0.0055396  0.02139537 0.00900861]\n",
      " [0.26898554 0.09213609 0.04966653 0.21161439 0.01045647 0.07400742\n",
      "  0.12922466 0.01225915 0.08170948 0.06994025]\n",
      " [0.01183765 0.00472803 0.08648984 0.01817063 0.06659678 0.01597771\n",
      "  0.7556323  0.00338072 0.01533825 0.02184808]\n",
      " [0.05572944 0.0014931  0.16380729 0.04410133 0.01173176 0.49230063\n",
      "  0.15896398 0.00061287 0.06456988 0.00668967]\n",
      " [0.01129179 0.0015811  0.08578806 0.01118507 0.03804873 0.02023572\n",
      "  0.8174814  0.00063114 0.00768092 0.00607608]\n",
      " [0.01279234 0.25261956 0.3165378  0.02327773 0.04117855 0.026105\n",
      "  0.120388   0.01908006 0.13925035 0.04877054]\n",
      " [0.6458908  0.00248958 0.02160961 0.07552341 0.01026104 0.15688711\n",
      "  0.02664898 0.01024855 0.01941761 0.03102328]\n",
      " [0.00277505 0.06875379 0.01919076 0.00958012 0.08952878 0.013558\n",
      "  0.0487229  0.20981635 0.11497907 0.42309517]\n",
      " [0.00479264 0.13485064 0.03216674 0.08444357 0.01929647 0.04239735\n",
      "  0.00690785 0.39662752 0.10660397 0.17191327]\n",
      " [0.00593822 0.7260239  0.03773263 0.02805378 0.0126181  0.04115475\n",
      "  0.0340994  0.020699   0.03198095 0.06169935]\n",
      " [0.01340339 0.29742345 0.17907932 0.06877989 0.03377387 0.03395848\n",
      "  0.02086224 0.07478586 0.25873113 0.01920239]\n",
      " [0.00416095 0.6378584  0.01718108 0.04037766 0.04082932 0.02668017\n",
      "  0.0963112  0.03255722 0.05477123 0.04927272]\n",
      " [0.00722783 0.5978832  0.08387696 0.05146135 0.03127626 0.0240086\n",
      "  0.04090258 0.03433763 0.10603402 0.02299149]\n",
      " [0.00399559 0.01566459 0.01177766 0.05975915 0.17377813 0.04169075\n",
      "  0.01821791 0.16350217 0.02411289 0.48750117]\n",
      " [0.02920202 0.00709931 0.00948478 0.11827443 0.07321575 0.35193557\n",
      "  0.01456451 0.14282511 0.14433849 0.10906001]\n",
      " [0.07978828 0.13035339 0.05135145 0.07626746 0.05027132 0.13185269\n",
      "  0.01358998 0.02845405 0.41442844 0.02364298]\n",
      " [0.2627469  0.00665664 0.07109536 0.09981876 0.00857641 0.29563084\n",
      "  0.02415478 0.03734651 0.08799176 0.10598206]\n",
      " [0.01719805 0.0295219  0.12909019 0.08901833 0.16802123 0.07045424\n",
      "  0.08445667 0.04894197 0.30128753 0.06200994]\n",
      " [0.02631022 0.24100272 0.0390769  0.31340832 0.00543971 0.11069234\n",
      "  0.00490065 0.05542943 0.18337806 0.02036154]\n",
      " [0.00505132 0.42319757 0.03310733 0.06663994 0.02543036 0.05070604\n",
      "  0.15180752 0.02152465 0.05063508 0.17190014]\n",
      " [0.01326293 0.01450838 0.03800847 0.17519347 0.02341086 0.05306973\n",
      "  0.00947397 0.02404628 0.64061326 0.00841257]\n",
      " [0.039374   0.09053759 0.10856844 0.03648607 0.19439778 0.07072528\n",
      "  0.1650579  0.02746591 0.11763249 0.14975448]\n",
      " [0.11507778 0.05689739 0.0117009  0.08667455 0.03547453 0.2699142\n",
      "  0.00465092 0.11261192 0.26075655 0.04624122]\n",
      " [0.93869233 0.00001875 0.01433024 0.01168703 0.00056729 0.00959959\n",
      "  0.01111769 0.00091535 0.0073809  0.00569071]] (11.899 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 0.96074885, step = 1601 (24.570 sec)\n",
      "INFO:tensorflow:probabilities = [[0.02772703 0.00165744 0.04774702 0.01911868 0.02547545 0.01467851\n",
      "  0.84278584 0.00166216 0.00712571 0.01202214]\n",
      " [0.00954948 0.03707905 0.00531025 0.07100379 0.02100338 0.06559256\n",
      "  0.00620917 0.5935062  0.0596902  0.13105595]\n",
      " [0.09126792 0.0009738  0.00584281 0.3277547  0.03883951 0.09438515\n",
      "  0.00465284 0.30348366 0.11637354 0.01642594]\n",
      " [0.28710678 0.00025129 0.38476002 0.01064229 0.00328242 0.11610572\n",
      "  0.03652004 0.00021892 0.15969211 0.00142047]\n",
      " [0.3193827  0.0001925  0.00706458 0.3009669  0.03652625 0.13752615\n",
      "  0.00310887 0.06244837 0.09185272 0.04093102]\n",
      " [0.01648612 0.00166478 0.91386807 0.01161003 0.0178925  0.00659371\n",
      "  0.02239679 0.00010219 0.00821765 0.00116825]\n",
      " [0.00814981 0.07166125 0.11175653 0.0042797  0.03207764 0.00733678\n",
      "  0.7012684  0.0007081  0.03988023 0.0228817 ]\n",
      " [0.30520338 0.00029073 0.09270428 0.30483854 0.02054376 0.18035448\n",
      "  0.00876858 0.00541704 0.07146066 0.01041841]\n",
      " [0.04665753 0.00032512 0.8454287  0.04605777 0.00279752 0.01848364\n",
      "  0.0183166  0.00127732 0.01800874 0.00264709]\n",
      " [0.12112403 0.00110663 0.00319031 0.01355371 0.00399958 0.5256245\n",
      "  0.00139731 0.06664936 0.22879529 0.03455932]\n",
      " [0.96946555 0.00002396 0.00050011 0.0124134  0.00019225 0.01382532\n",
      "  0.00014127 0.00032421 0.00296755 0.0001465 ]\n",
      " [0.00993342 0.00254933 0.0990571  0.18776183 0.03072644 0.08447916\n",
      "  0.02958258 0.04392586 0.4892804  0.0227039 ]\n",
      " [0.03301397 0.2286424  0.10631903 0.07861888 0.01851526 0.21996164\n",
      "  0.02719857 0.00827734 0.26501864 0.01443428]\n",
      " [0.05221115 0.00404865 0.53834456 0.02940246 0.00980101 0.00500016\n",
      "  0.35209098 0.00180857 0.00108741 0.00620499]\n",
      " [0.0370305  0.00478152 0.07534982 0.7119671  0.00709055 0.08248297\n",
      "  0.03783566 0.00826068 0.01957874 0.01562245]\n",
      " [0.170486   0.00297058 0.05846016 0.25900957 0.02769001 0.19953257\n",
      "  0.00295582 0.07252516 0.15351664 0.05285344]\n",
      " [0.03254426 0.00124139 0.04444368 0.00582802 0.02543082 0.00913971\n",
      "  0.8533595  0.00034653 0.01817978 0.00948626]\n",
      " [0.05624135 0.05209843 0.02436243 0.08989748 0.07259177 0.17541106\n",
      "  0.00839448 0.12475981 0.22538519 0.1708579 ]\n",
      " [0.01245299 0.00885309 0.01707842 0.17159583 0.01082112 0.02262256\n",
      "  0.0024477  0.6586071  0.02305396 0.0724671 ]\n",
      " [0.03537877 0.01615893 0.15055406 0.5584224  0.00979216 0.06086957\n",
      "  0.01038835 0.00621891 0.14996478 0.00225207]\n",
      " [0.02325859 0.01623267 0.02216227 0.04868956 0.05176181 0.10411296\n",
      "  0.0026541  0.0124842  0.68334734 0.03529648]\n",
      " [0.11955408 0.02602092 0.02679218 0.00687351 0.07226305 0.30299854\n",
      "  0.01288019 0.12713845 0.1904453  0.11503376]\n",
      " [0.01172488 0.66024643 0.04032572 0.0324886  0.01614602 0.06637257\n",
      "  0.01026039 0.00739514 0.13202949 0.02301073]\n",
      " [0.03702809 0.18480107 0.1404827  0.09098084 0.09396609 0.06606657\n",
      "  0.17115286 0.02782385 0.11041303 0.07728474]\n",
      " [0.05477688 0.00977343 0.05115669 0.61905605 0.02208085 0.08167862\n",
      "  0.01090014 0.01316185 0.08464955 0.05276588]\n",
      " [0.00956821 0.01483299 0.01177896 0.03469801 0.23337792 0.05484486\n",
      "  0.02593634 0.10439759 0.03855244 0.4720127 ]\n",
      " [0.01201265 0.02469288 0.08539874 0.28107768 0.15373431 0.03303166\n",
      "  0.04514204 0.09085569 0.2242515  0.04980279]\n",
      " [0.00247408 0.8218181  0.01827236 0.01239178 0.00829471 0.01334631\n",
      "  0.01145929 0.03510306 0.0334742  0.04336606]\n",
      " [0.03984594 0.00727207 0.01291104 0.5236642  0.00410844 0.1576917\n",
      "  0.01474211 0.03811262 0.15618774 0.04546416]\n",
      " [0.04249847 0.02559812 0.41398385 0.25359336 0.00147078 0.03271492\n",
      "  0.13738267 0.00732111 0.06547826 0.01995842]\n",
      " [0.014225   0.00502838 0.22567436 0.0044035  0.00472442 0.0041728\n",
      "  0.73762566 0.00006252 0.00170676 0.00237665]\n",
      " [0.2172042  0.06650553 0.08020844 0.09524873 0.01313681 0.2291664\n",
      "  0.06638277 0.01109515 0.08476295 0.13628899]\n",
      " [0.0621785  0.03860675 0.00471429 0.01675188 0.08157727 0.30827492\n",
      "  0.01202921 0.2312695  0.15074821 0.0938494 ]\n",
      " [0.55353016 0.00187903 0.03729585 0.01304072 0.10115564 0.01708448\n",
      "  0.03972632 0.04643992 0.05726684 0.13258114]\n",
      " [0.03715089 0.00046885 0.00177652 0.04092519 0.0161176  0.05420085\n",
      "  0.00069654 0.73971397 0.0065741  0.10237546]\n",
      " [0.08922528 0.00295394 0.06269327 0.53818977 0.00241054 0.14413765\n",
      "  0.01059748 0.01381218 0.10570337 0.03027651]\n",
      " [0.00152504 0.00054632 0.03337598 0.03166027 0.20238416 0.00883469\n",
      "  0.640932   0.00573384 0.00916062 0.06584708]\n",
      " [0.00322754 0.00064762 0.00742063 0.00324259 0.6235448  0.00662467\n",
      "  0.02412689 0.0044511  0.05442987 0.27228442]\n",
      " [0.02615744 0.00793984 0.02479606 0.02419741 0.41595295 0.02612214\n",
      "  0.09561843 0.2439948  0.08922031 0.04600061]\n",
      " [0.11916173 0.00445633 0.04021277 0.68932337 0.00589092 0.07151916\n",
      "  0.01529916 0.01787369 0.03097198 0.00529089]\n",
      " [0.05589154 0.04390553 0.10468874 0.10111637 0.04427852 0.12351377\n",
      "  0.43843955 0.00301127 0.06604328 0.0191114 ]\n",
      " [0.00378341 0.00077156 0.00410913 0.00776223 0.6867094  0.01277366\n",
      "  0.0134966  0.06433325 0.03953969 0.1667211 ]\n",
      " [0.00964715 0.00086203 0.0437546  0.01537909 0.6495438  0.01221986\n",
      "  0.15084498 0.00780322 0.01053615 0.09940898]\n",
      " [0.00650478 0.08267836 0.07786124 0.11528126 0.02970743 0.13058184\n",
      "  0.03727268 0.0932213  0.32989907 0.09699193]\n",
      " [0.16469063 0.07840004 0.1728952  0.02035171 0.14123885 0.03057694\n",
      "  0.3409741  0.00525564 0.01516846 0.03044843]\n",
      " [0.00165466 0.65731126 0.02199439 0.03305757 0.01506866 0.01572915\n",
      "  0.03338061 0.04841764 0.1171882  0.05619795]\n",
      " [0.02090878 0.0064521  0.04651146 0.07004478 0.41140202 0.02731418\n",
      "  0.09591015 0.04218317 0.01672263 0.2625508 ]\n",
      " [0.06394114 0.00291847 0.0346747  0.02070321 0.01758785 0.08676817\n",
      "  0.74497    0.00024068 0.00942118 0.01877459]\n",
      " [0.00412474 0.01128122 0.01231061 0.0155849  0.14388971 0.03333392\n",
      "  0.01161167 0.11133931 0.06319369 0.5933302 ]\n",
      " [0.09013741 0.00309079 0.06944159 0.05608253 0.05194971 0.07187203\n",
      "  0.5015772  0.00103078 0.14265554 0.01216244]\n",
      " [0.9712796  0.00000401 0.00138089 0.00059765 0.00004613 0.02501574\n",
      "  0.00010245 0.00010237 0.0014116  0.00005965]\n",
      " [0.01116438 0.00060245 0.01223458 0.00358889 0.33314526 0.00916135\n",
      "  0.01433038 0.26875526 0.07073195 0.27628553]\n",
      " [0.0076008  0.00338529 0.00251052 0.011299   0.00846941 0.01904603\n",
      "  0.00059677 0.8555567  0.06194363 0.02959188]\n",
      " [0.02460222 0.03076891 0.56667507 0.035611   0.0082017  0.06983708\n",
      "  0.17003511 0.00278015 0.08717634 0.00431251]\n",
      " [0.0224068  0.03518287 0.13406128 0.33340725 0.01264534 0.0580173\n",
      "  0.07602669 0.01877365 0.1610488  0.14842993]\n",
      " [0.04682345 0.000361   0.00594152 0.32588318 0.01670026 0.2924679\n",
      "  0.00898942 0.11720698 0.1071474  0.07847883]\n",
      " [0.13142061 0.01068357 0.63653064 0.09129555 0.00440482 0.06930249\n",
      "  0.02258578 0.00229416 0.02755963 0.00392279]\n",
      " [0.00765012 0.3069944  0.15234773 0.08213526 0.01337563 0.08823712\n",
      "  0.11954335 0.03602861 0.06144295 0.13224486]\n",
      " [0.96195924 0.0000191  0.01189449 0.00280406 0.00072528 0.02057788\n",
      "  0.00032262 0.00058009 0.0004562  0.00066102]\n",
      " [0.98351884 0.00001456 0.00487785 0.00184006 0.00071235 0.0050179\n",
      "  0.00048171 0.00100873 0.00171246 0.00081545]\n",
      " [0.00288682 0.00008554 0.01305518 0.00185206 0.86529756 0.00138748\n",
      "  0.00890804 0.01737676 0.00132006 0.0878305 ]\n",
      " [0.00192076 0.6624133  0.03455161 0.04894459 0.01775816 0.02503707\n",
      "  0.01943506 0.04162932 0.05409862 0.0942115 ]\n",
      " [0.93611085 0.00032301 0.00717724 0.01103959 0.00300706 0.03119135\n",
      "  0.00116422 0.00231447 0.00417626 0.00349584]\n",
      " [0.03193927 0.03354288 0.04704716 0.01518281 0.27988335 0.10409293\n",
      "  0.05791949 0.04188702 0.30885258 0.0796524 ]\n",
      " [0.4232164  0.0013549  0.02240586 0.05666719 0.01432571 0.29364994\n",
      "  0.00457445 0.07169712 0.04428167 0.06782673]\n",
      " [0.28369635 0.00251553 0.04581573 0.29092038 0.00665532 0.23994713\n",
      "  0.02154117 0.03674288 0.04306256 0.029103  ]\n",
      " [0.00038964 0.00092439 0.00194245 0.003343   0.70527554 0.00219085\n",
      "  0.00189682 0.11198621 0.01116624 0.16088487]\n",
      " [0.022241   0.00661974 0.09112616 0.03174584 0.13602929 0.06635285\n",
      "  0.10972145 0.0643447  0.04306699 0.42875203]\n",
      " [0.02304205 0.15762302 0.17569785 0.12188129 0.0107977  0.05565196\n",
      "  0.00407904 0.17178185 0.2203503  0.05909485]\n",
      " [0.12635334 0.01611248 0.11340781 0.33572254 0.01315749 0.11144343\n",
      "  0.04137805 0.00970443 0.21169174 0.02102868]\n",
      " [0.00423188 0.00130932 0.00173998 0.00775488 0.05154135 0.01985506\n",
      "  0.00109275 0.40070397 0.02413875 0.48763204]\n",
      " [0.01899787 0.00291561 0.00648104 0.00605217 0.4589946  0.01912421\n",
      "  0.04114894 0.135332   0.10129822 0.20965539]\n",
      " [0.00627412 0.00269354 0.01679965 0.00249338 0.82197297 0.03390417\n",
      "  0.0168649  0.00275901 0.0508162  0.0454222 ]\n",
      " [0.01024449 0.54931015 0.06174763 0.06266647 0.01163173 0.02595318\n",
      "  0.05188279 0.01037598 0.194782   0.02140567]\n",
      " [0.05108903 0.00422255 0.02573465 0.01153682 0.00072394 0.21978009\n",
      "  0.00099482 0.00486201 0.6769656  0.00409048]\n",
      " [0.03911011 0.01052532 0.11934571 0.27135763 0.00843556 0.02542348\n",
      "  0.00222209 0.04669816 0.4527863  0.02409554]\n",
      " [0.0592684  0.0107056  0.17861678 0.60763216 0.00409529 0.0296605\n",
      "  0.01271038 0.02957976 0.06050738 0.00722374]\n",
      " [0.17410865 0.00532325 0.17998233 0.07133186 0.04928374 0.15429783\n",
      "  0.16228195 0.01669295 0.02887862 0.1578188 ]\n",
      " [0.3819692  0.00284551 0.11863914 0.04966826 0.11395259 0.06105371\n",
      "  0.15778412 0.0272576  0.03785294 0.04897688]\n",
      " [0.01819454 0.01565847 0.03914165 0.08860318 0.03724425 0.12793268\n",
      "  0.02394674 0.16350426 0.09396089 0.39181328]\n",
      " [0.00352361 0.5484173  0.01098573 0.05122375 0.02469596 0.04519511\n",
      "  0.02479929 0.04335009 0.18954101 0.05826812]\n",
      " [0.01843604 0.00753524 0.22470415 0.03268952 0.15904601 0.04323945\n",
      "  0.38294697 0.00692701 0.03165477 0.09282091]\n",
      " [0.00447237 0.01546819 0.0071922  0.01681669 0.00396214 0.01475747\n",
      "  0.0008434  0.8485105  0.01350949 0.07446752]\n",
      " [0.0074149  0.02493573 0.04772457 0.20219685 0.00256646 0.17111795\n",
      "  0.00244791 0.00626447 0.53275293 0.00257823]\n",
      " [0.00291671 0.84011436 0.03704825 0.01369714 0.01176153 0.0084361\n",
      "  0.0174822  0.02055765 0.03409465 0.01389132]\n",
      " [0.12431233 0.00148973 0.00622991 0.02164237 0.05100525 0.02468664\n",
      "  0.00345967 0.6325198  0.01884655 0.11580772]\n",
      " [0.1406738  0.00796658 0.12177105 0.02504645 0.24249662 0.15905407\n",
      "  0.16398865 0.03156961 0.08802796 0.01940522]\n",
      " [0.01992669 0.56220835 0.05394038 0.01187886 0.03899105 0.06738636\n",
      "  0.03017502 0.01164589 0.19273567 0.01111181]\n",
      " [0.198962   0.00084277 0.01702146 0.09731303 0.07144405 0.3663542\n",
      "  0.05644474 0.02285529 0.15726544 0.01149693]\n",
      " [0.13675615 0.00173296 0.09526951 0.41080448 0.00408773 0.10183829\n",
      "  0.00303971 0.04112618 0.19683917 0.00850576]\n",
      " [0.06551929 0.00174198 0.04374259 0.03635309 0.42516437 0.02156656\n",
      "  0.02717579 0.09378257 0.01861991 0.26633385]\n",
      " [0.04269299 0.5403688  0.10020306 0.03823083 0.02191162 0.03420741\n",
      "  0.05579853 0.01170674 0.1397417  0.01513831]\n",
      " [0.00174426 0.07453559 0.00945871 0.01624739 0.19656807 0.02842554\n",
      "  0.0235847  0.17003106 0.09462266 0.38478202]\n",
      " [0.01819148 0.03385307 0.17985521 0.29407722 0.05281986 0.03288545\n",
      "  0.03470407 0.02785302 0.20699613 0.11876448]\n",
      " [0.02826006 0.00091055 0.8853042  0.02921866 0.00408698 0.01322703\n",
      "  0.02646349 0.00290975 0.00799083 0.00162849]\n",
      " [0.02191667 0.0064399  0.08697292 0.00774891 0.15706626 0.0107143\n",
      "  0.60541445 0.0036287  0.05502192 0.04507606]\n",
      " [0.29603872 0.00612435 0.06968058 0.05216912 0.01777793 0.35783017\n",
      "  0.07287148 0.00852384 0.09976895 0.01921492]\n",
      " [0.01776952 0.01524412 0.05185517 0.61520356 0.00731081 0.04929477\n",
      "  0.01376556 0.03439113 0.05774997 0.13741544]\n",
      " [0.04218138 0.00357498 0.00241888 0.00404248 0.48503548 0.03155506\n",
      "  0.01626849 0.30986503 0.03152877 0.0735295 ]\n",
      " [0.04216213 0.00438402 0.05873016 0.04094518 0.09713153 0.21061438\n",
      "  0.09272636 0.03546669 0.254217   0.16362253]] (12.063 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 4.14491\n",
      "INFO:tensorflow:probabilities = [[0.01079573 0.00012642 0.00345572 0.00796397 0.8448857  0.00600279\n",
      "  0.00698958 0.02952952 0.01396456 0.07628608]\n",
      " [0.001705   0.90519696 0.01111023 0.00907497 0.00508464 0.00907079\n",
      "  0.00351264 0.00697951 0.0429035  0.00536179]\n",
      " [0.00930094 0.796705   0.04618813 0.00652996 0.00450497 0.02836093\n",
      "  0.00683274 0.00869741 0.09075446 0.00212543]\n",
      " [0.01668935 0.01020411 0.08053789 0.1057312  0.22293097 0.03453714\n",
      "  0.04148398 0.14533873 0.05174537 0.29080126]\n",
      " [0.01459027 0.06574683 0.03349706 0.40371954 0.0241641  0.11669362\n",
      "  0.11987324 0.00642497 0.17855678 0.03673365]\n",
      " [0.00658148 0.00339692 0.02173967 0.05325321 0.00446    0.16568848\n",
      "  0.01504682 0.02259335 0.5879715  0.11926858]\n",
      " [0.06699848 0.00018647 0.68064094 0.18929267 0.00834167 0.01406867\n",
      "  0.02209368 0.0064202  0.00678854 0.00516871]\n",
      " [0.00230537 0.7010796  0.02261613 0.02619506 0.00932774 0.04562045\n",
      "  0.00657414 0.02695792 0.12071353 0.03861013]\n",
      " [0.0199606  0.03759636 0.06568025 0.40539044 0.03174446 0.1104137\n",
      "  0.0349504  0.05178243 0.12032477 0.12215669]\n",
      " [0.0061863  0.01198571 0.01391217 0.02148472 0.51989114 0.02565051\n",
      "  0.04362023 0.04156264 0.07531371 0.24039298]\n",
      " [0.00724689 0.00146342 0.02547596 0.08183066 0.04502126 0.08171072\n",
      "  0.00361142 0.14499095 0.06541482 0.5432339 ]\n",
      " [0.03396369 0.00413195 0.01085215 0.24795225 0.01465821 0.4109575\n",
      "  0.03188209 0.08149269 0.14348343 0.02062606]\n",
      " [0.02113844 0.00119539 0.03410984 0.08759123 0.04230432 0.16436033\n",
      "  0.03603187 0.31657857 0.01690339 0.27978656]\n",
      " [0.10383664 0.00534507 0.01879618 0.06119922 0.09401192 0.5464741\n",
      "  0.0350563  0.0032478  0.09660785 0.03542496]\n",
      " [0.02753769 0.00784926 0.08833914 0.04005488 0.26943848 0.07677222\n",
      "  0.04507552 0.02592372 0.0607451  0.35826406]\n",
      " [0.0279138  0.00062934 0.287221   0.04328443 0.07563304 0.01552655\n",
      "  0.45137128 0.01820522 0.03483342 0.04538195]\n",
      " [0.00406387 0.0142415  0.00264153 0.00699779 0.12211525 0.02019799\n",
      "  0.06217086 0.07302514 0.03464488 0.65990114]\n",
      " [0.01285254 0.00164194 0.01962779 0.02185986 0.01266729 0.01398783\n",
      "  0.00083446 0.7661594  0.13836332 0.01200562]\n",
      " [0.03087687 0.00560495 0.03025524 0.55969536 0.01342239 0.09278575\n",
      "  0.04243249 0.0623119  0.08358349 0.07903162]\n",
      " [0.0027476  0.0493715  0.00675387 0.03202257 0.12811768 0.04580329\n",
      "  0.01583705 0.12630248 0.05748559 0.53555834]\n",
      " [0.00283316 0.3249758  0.00415717 0.01634802 0.00484942 0.07182796\n",
      "  0.02710151 0.00696427 0.47307274 0.06786998]\n",
      " [0.02643665 0.0030266  0.00275206 0.33462408 0.00456808 0.43260884\n",
      "  0.00429191 0.07196359 0.07866912 0.04105909]\n",
      " [0.00127069 0.00589901 0.02397059 0.01411989 0.46697363 0.01420521\n",
      "  0.07258042 0.0786455  0.05129939 0.27103567]\n",
      " [0.04359369 0.02640679 0.01818951 0.02157945 0.00635429 0.70703554\n",
      "  0.00460489 0.0048581  0.1578029  0.00957481]\n",
      " [0.03921431 0.44756037 0.10927536 0.02146785 0.05601274 0.03714599\n",
      "  0.02699923 0.01671241 0.23962373 0.00598798]\n",
      " [0.01908455 0.31250045 0.05789298 0.1513391  0.00684114 0.02297206\n",
      "  0.00328316 0.22611919 0.1406231  0.05934418]\n",
      " [0.09109628 0.00333678 0.01728322 0.15791605 0.00061678 0.69103223\n",
      "  0.01113015 0.00111941 0.02539843 0.00107061]\n",
      " [0.11702028 0.01173274 0.40547693 0.01751214 0.10931576 0.08265104\n",
      "  0.0607348  0.0217465  0.11915765 0.05465212]\n",
      " [0.04285115 0.0095212  0.01707275 0.1266244  0.0941995  0.1357497\n",
      "  0.04596644 0.25196657 0.06039151 0.21565673]\n",
      " [0.29953662 0.00231266 0.37477267 0.2135675  0.02101693 0.04485323\n",
      "  0.01741379 0.00037124 0.01878862 0.00736668]\n",
      " [0.00628181 0.1506143  0.05644963 0.24522899 0.0154066  0.07005903\n",
      "  0.26107964 0.01231077 0.14554842 0.03702082]\n",
      " [0.05129099 0.01872683 0.02741687 0.34853294 0.01079007 0.141858\n",
      "  0.03160793 0.03094134 0.3131059  0.0257291 ]\n",
      " [0.00380722 0.00710946 0.0492332  0.00829486 0.76124686 0.01325993\n",
      "  0.0533708  0.02960395 0.00849621 0.06557741]\n",
      " [0.04266004 0.06112939 0.05869209 0.02607265 0.2321558  0.08898259\n",
      "  0.15735726 0.03187679 0.1729547  0.12811878]\n",
      " [0.05324368 0.00403032 0.01279715 0.07576106 0.062414   0.27947065\n",
      "  0.01690571 0.12274297 0.19741656 0.1752179 ]\n",
      " [0.01195131 0.07696044 0.13577881 0.10127377 0.14043635 0.0860882\n",
      "  0.12997636 0.02923241 0.23064922 0.05765304]\n",
      " [0.02199865 0.00411826 0.02900818 0.00969699 0.00176143 0.08534022\n",
      "  0.0141965  0.00620268 0.8168009  0.01087629]\n",
      " [0.03862063 0.03308734 0.03407237 0.01331949 0.41266996 0.12551384\n",
      "  0.02595419 0.04673553 0.1895539  0.08047264]\n",
      " [0.09194878 0.0050388  0.12943417 0.5064924  0.00312754 0.18411823\n",
      "  0.01122714 0.02211859 0.0376654  0.00882897]\n",
      " [0.04835131 0.00242931 0.01776167 0.00394868 0.3088246  0.10440855\n",
      "  0.10459918 0.13129357 0.03354916 0.24483398]\n",
      " [0.00132098 0.00222243 0.0801752  0.1699992  0.0267778  0.05976138\n",
      "  0.05624671 0.27954358 0.04975081 0.27420193]\n",
      " [0.07596731 0.03389668 0.085795   0.40319222 0.00618031 0.12111329\n",
      "  0.19177692 0.00982295 0.06241945 0.00983587]\n",
      " [0.05824228 0.00468764 0.0117007  0.27049676 0.00940541 0.5175914\n",
      "  0.00550585 0.05749823 0.01978704 0.04508464]\n",
      " [0.03801331 0.02560743 0.08422513 0.03230171 0.09960545 0.12792908\n",
      "  0.41586614 0.00351103 0.11944993 0.05349085]\n",
      " [0.21380699 0.00154575 0.4495517  0.05338198 0.00688219 0.13109927\n",
      "  0.02953988 0.00181714 0.1081441  0.00423101]\n",
      " [0.03466835 0.00527742 0.02277805 0.00326867 0.4055431  0.01989189\n",
      "  0.05509688 0.01647272 0.10504688 0.33195612]\n",
      " [0.02380401 0.00111935 0.04144315 0.02050341 0.34424445 0.03935746\n",
      "  0.11485901 0.09643862 0.03290068 0.28532982]\n",
      " [0.01941082 0.00691357 0.8201106  0.03533401 0.01090397 0.0170776\n",
      "  0.04466109 0.00237692 0.03556944 0.00764185]\n",
      " [0.13288555 0.04171183 0.0648793  0.06959073 0.02203405 0.20440337\n",
      "  0.10459761 0.00415027 0.34161612 0.01413114]\n",
      " [0.28249484 0.00109951 0.04690414 0.00975859 0.07202157 0.02258625\n",
      "  0.53441375 0.00183596 0.00913117 0.0197541 ]\n",
      " [0.02218848 0.00852692 0.08682539 0.01620411 0.29813704 0.05680388\n",
      "  0.05138747 0.0522135  0.34534556 0.06236766]\n",
      " [0.03611965 0.03594323 0.04929461 0.04029921 0.23025058 0.06914973\n",
      "  0.15983967 0.06474946 0.11268716 0.20166674]\n",
      " [0.00359436 0.00810618 0.00519506 0.01223777 0.12621833 0.01312551\n",
      "  0.00289287 0.08508056 0.04655952 0.69698983]\n",
      " [0.00555977 0.85343075 0.02031039 0.01856506 0.0052876  0.02181055\n",
      "  0.01701556 0.0130466  0.02744218 0.0175316 ]\n",
      " [0.09723168 0.01808397 0.0714623  0.01700382 0.20461102 0.22344755\n",
      "  0.10089583 0.07689583 0.0938107  0.09655727]\n",
      " [0.08723319 0.03429885 0.02276194 0.00785376 0.2882001  0.10436124\n",
      "  0.07363302 0.06133085 0.11855288 0.20177417]\n",
      " [0.00078315 0.00014722 0.02574471 0.00080153 0.04616359 0.00169578\n",
      "  0.92172754 0.00016408 0.00142192 0.00135056]\n",
      " [0.4245245  0.00091086 0.05468411 0.34878403 0.00050723 0.1551482\n",
      "  0.00089817 0.00080971 0.01239269 0.00134048]\n",
      " [0.00145376 0.20761533 0.0086433  0.04967844 0.0321548  0.00881253\n",
      "  0.02790369 0.21011478 0.08529409 0.3683293 ]\n",
      " [0.01018674 0.7546823  0.02990232 0.02363538 0.03382118 0.02487456\n",
      "  0.01999989 0.02256813 0.05444714 0.02588235]\n",
      " [0.01663258 0.0343409  0.14292663 0.1980016  0.07892236 0.06571008\n",
      "  0.05189981 0.09220807 0.20852982 0.11082818]\n",
      " [0.23155063 0.00178029 0.25290075 0.2672311  0.0055931  0.09559113\n",
      "  0.02784601 0.01186853 0.09608085 0.00955756]\n",
      " [0.04455354 0.0004335  0.10671581 0.02213168 0.00157714 0.01048033\n",
      "  0.80692536 0.0001143  0.00654632 0.00052208]\n",
      " [0.02099769 0.04141081 0.00286619 0.02631482 0.02865689 0.0353732\n",
      "  0.00443624 0.59802985 0.0186289  0.22328553]\n",
      " [0.01146819 0.02959686 0.04617923 0.07676328 0.15993226 0.06352928\n",
      "  0.04088917 0.11487287 0.19575399 0.26101485]\n",
      " [0.20729895 0.00359522 0.28738257 0.02317404 0.02218986 0.1190207\n",
      "  0.238404   0.01282683 0.05375709 0.03235066]\n",
      " [0.00803523 0.01882718 0.81316465 0.0611922  0.00118482 0.01870459\n",
      "  0.06053174 0.00005886 0.01753273 0.0007678 ]\n",
      " [0.00207141 0.0076526  0.7736074  0.06501068 0.00563121 0.04601102\n",
      "  0.05460839 0.00038352 0.04315818 0.00186557]\n",
      " [0.00435317 0.3495928  0.13885717 0.03589408 0.01839462 0.01953445\n",
      "  0.25708252 0.01877236 0.11882816 0.03869064]\n",
      " [0.0382337  0.00137559 0.09856273 0.6130272  0.00862154 0.03915468\n",
      "  0.03751287 0.07809351 0.06066762 0.02475051]\n",
      " [0.01323789 0.08596463 0.11954532 0.22540256 0.03177483 0.1084833\n",
      "  0.02011983 0.04701987 0.25829324 0.09015851]\n",
      " [0.0082395  0.07039141 0.07153594 0.089601   0.01516182 0.0319745\n",
      "  0.00560503 0.23955551 0.42236307 0.04557219]\n",
      " [0.00225404 0.00007855 0.01987746 0.9214934  0.00135194 0.0297452\n",
      "  0.00712143 0.00442206 0.00852747 0.00512845]\n",
      " [0.00151006 0.01108921 0.01903063 0.0060557  0.20000319 0.03365595\n",
      "  0.23536968 0.02928823 0.04525635 0.418741  ]\n",
      " [0.03374607 0.01955115 0.19220436 0.05092159 0.1246518  0.18362138\n",
      "  0.197341   0.0274436  0.05925755 0.11126154]\n",
      " [0.0674625  0.00049875 0.17320801 0.35843572 0.01301235 0.07754076\n",
      "  0.21937586 0.00412437 0.04171151 0.04463023]\n",
      " [0.5846634  0.00055844 0.02853424 0.04228419 0.0022225  0.21051465\n",
      "  0.03849811 0.00370004 0.07931579 0.00970864]\n",
      " [0.00068938 0.00120315 0.00045658 0.0073469  0.00086075 0.00270875\n",
      "  0.00010446 0.96193355 0.00440159 0.02029494]\n",
      " [0.00542407 0.01562087 0.00680457 0.01404245 0.24833196 0.0492071\n",
      "  0.01668602 0.2679384  0.12642106 0.24952346]\n",
      " [0.08996868 0.00000595 0.00074928 0.00351289 0.7927338  0.01552168\n",
      "  0.00584604 0.04103547 0.00175005 0.0488762 ]\n",
      " [0.00202163 0.02864924 0.01657875 0.09270644 0.3250732  0.06642382\n",
      "  0.0699953  0.10912189 0.15497409 0.13445574]\n",
      " [0.0149057  0.02353612 0.14881504 0.05425986 0.01592676 0.05957687\n",
      "  0.02261977 0.379371   0.21088815 0.07010074]\n",
      " [0.00370968 0.00051419 0.3740028  0.00339161 0.03258193 0.00264096\n",
      "  0.5729093  0.0052954  0.00120361 0.00375054]\n",
      " [0.07234661 0.01768805 0.11276641 0.03780127 0.05610889 0.4005623\n",
      "  0.05000907 0.00856294 0.23311909 0.01103539]\n",
      " [0.07610296 0.0051742  0.05790759 0.22438842 0.02483153 0.3751804\n",
      "  0.0323862  0.02582067 0.12703003 0.05117809]\n",
      " [0.08810963 0.00944378 0.57798606 0.01658691 0.04685817 0.02651134\n",
      "  0.18423106 0.00135439 0.02056628 0.02835232]\n",
      " [0.01327005 0.03007068 0.05241998 0.6568776  0.00394758 0.03473547\n",
      "  0.00616218 0.03361412 0.14402907 0.02487327]\n",
      " [0.00544158 0.01163074 0.00741422 0.03657538 0.01921686 0.03285464\n",
      "  0.00350979 0.6149446  0.03671974 0.23169242]\n",
      " [0.01203259 0.00796086 0.01935638 0.03136146 0.07740849 0.01738212\n",
      "  0.00570175 0.6119556  0.05460237 0.16223848]\n",
      " [0.06306525 0.00130486 0.03227445 0.13200639 0.12197888 0.27205798\n",
      "  0.02007613 0.19164099 0.04579685 0.11979822]\n",
      " [0.01131708 0.00902784 0.00447728 0.01560737 0.03291844 0.0255345\n",
      "  0.00198647 0.74895114 0.02135816 0.12882167]\n",
      " [0.00251863 0.17775354 0.03995997 0.04185167 0.28017643 0.02499179\n",
      "  0.03108707 0.07877421 0.18959062 0.13329612]\n",
      " [0.01359619 0.00001899 0.00088701 0.00331182 0.00225332 0.00286845\n",
      "  0.0001493  0.9623448  0.00625575 0.00831436]\n",
      " [0.00607187 0.007568   0.10602174 0.13662575 0.00987688 0.1503988\n",
      "  0.01019403 0.01888406 0.5409333  0.01342558]\n",
      " [0.00271766 0.7144813  0.02474929 0.0210863  0.03256493 0.01608205\n",
      "  0.01511897 0.01797988 0.10009862 0.05512093]\n",
      " [0.97520876 0.00001954 0.00047735 0.00782074 0.00141685 0.01006721\n",
      "  0.00134589 0.00059368 0.00271976 0.00033022]\n",
      " [0.2346292  0.00330395 0.04218986 0.04817805 0.0279513  0.37522468\n",
      "  0.10647769 0.0116088  0.12314406 0.02729245]\n",
      " [0.01375161 0.00079407 0.02234622 0.01231459 0.55676305 0.07794011\n",
      "  0.06764361 0.05270744 0.10519892 0.09054039]\n",
      " [0.10176301 0.00709239 0.17483686 0.02368804 0.32028344 0.02587567\n",
      "  0.10008769 0.05179927 0.04070074 0.1538728 ]\n",
      " [0.00546711 0.04260521 0.01536317 0.05424931 0.06459115 0.36208978\n",
      "  0.01589129 0.07672526 0.3175025  0.04551519]] (12.063 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 1.0837595, step = 1701 (24.124 sec)\n",
      "INFO:tensorflow:probabilities = [[0.00467102 0.00553072 0.01839823 0.01558171 0.00166902 0.01081193\n",
      "  0.00011655 0.77837086 0.14712796 0.01772192]\n",
      " [0.00017456 0.95243216 0.00264745 0.00264195 0.00192908 0.00258526\n",
      "  0.00156025 0.01430479 0.01285778 0.0088667 ]\n",
      " [0.52833825 0.00513901 0.07501797 0.11197471 0.00822877 0.12375784\n",
      "  0.05732404 0.02122579 0.04541138 0.02358228]\n",
      " [0.00686959 0.02902103 0.00993241 0.02281448 0.06738219 0.02519692\n",
      "  0.00795178 0.3321912  0.2675859  0.23105451]\n",
      " [0.0007681  0.7866261  0.00578122 0.01758318 0.00489344 0.01388674\n",
      "  0.02433427 0.00523589 0.11309699 0.02779406]\n",
      " [0.01806945 0.00513144 0.76719147 0.0123779  0.03439522 0.03762702\n",
      "  0.02400911 0.02266167 0.03882943 0.03970736]\n",
      " [0.00030356 0.0000272  0.00020034 0.00264422 0.00165658 0.0010572\n",
      "  0.0000126  0.97915363 0.00312813 0.01181657]\n",
      " [0.00745948 0.04418727 0.00593686 0.07095055 0.01311076 0.02169666\n",
      "  0.00220244 0.6638141  0.08175693 0.08888492]\n",
      " [0.0012975  0.88621545 0.00787187 0.0049697  0.00472204 0.0271543\n",
      "  0.01109038 0.01763967 0.02511646 0.01392267]\n",
      " [0.03360919 0.01112064 0.06280516 0.02369494 0.02901276 0.14506365\n",
      "  0.56179625 0.00068909 0.12504824 0.00716012]\n",
      " [0.05459956 0.03771786 0.03583867 0.02153708 0.07155079 0.12656058\n",
      "  0.06474236 0.05814185 0.4150894  0.11422182]\n",
      " [0.00082486 0.00073618 0.00929915 0.00264013 0.47050795 0.00864421\n",
      "  0.0477883  0.02145386 0.01145317 0.42665222]\n",
      " [0.00476739 0.6214419  0.03443327 0.05172097 0.02196835 0.03098849\n",
      "  0.03564099 0.03634267 0.08574432 0.07695164]\n",
      " [0.01538245 0.00002701 0.02702252 0.00708151 0.7605602  0.00398974\n",
      "  0.00192907 0.03709276 0.00689076 0.14002387]\n",
      " [0.00124251 0.00533119 0.894571   0.0489939  0.00202305 0.00430662\n",
      "  0.01191728 0.00799166 0.01976039 0.00386238]\n",
      " [0.00813723 0.03375569 0.02477113 0.04082591 0.3184846  0.05544462\n",
      "  0.0601186  0.10992962 0.12236885 0.22616372]\n",
      " [0.01253027 0.09602702 0.08118319 0.01019578 0.24984503 0.22205251\n",
      "  0.04235561 0.04994376 0.17394093 0.06192585]\n",
      " [0.00419919 0.32201996 0.01056959 0.01705343 0.20671435 0.0342011\n",
      "  0.01271077 0.10682281 0.16477153 0.12093725]\n",
      " [0.9912588  0.00001056 0.00124018 0.00165695 0.00027806 0.00319743\n",
      "  0.00027873 0.00027197 0.00172295 0.00008441]\n",
      " [0.01753506 0.10469397 0.0370791  0.0866504  0.02169235 0.2270976\n",
      "  0.01549595 0.04380385 0.3724319  0.07351975]\n",
      " [0.0026848  0.13627715 0.01596052 0.24074039 0.00736063 0.24646208\n",
      "  0.0161522  0.0849481  0.14683318 0.102581  ]\n",
      " [0.00549942 0.0019892  0.00338404 0.00492625 0.7800405  0.03099941\n",
      "  0.0262459  0.0092903  0.01560632 0.1220188 ]\n",
      " [0.00809934 0.00414448 0.01673548 0.0131481  0.46622053 0.01922278\n",
      "  0.04521676 0.14946894 0.03405603 0.24368756]\n",
      " [0.08960012 0.08231968 0.10810967 0.01225976 0.16218947 0.08544424\n",
      "  0.03839844 0.05813827 0.30770847 0.05583183]\n",
      " [0.00883691 0.01400786 0.0149268  0.03829357 0.01438126 0.42528716\n",
      "  0.02199167 0.01324238 0.42422816 0.0248043 ]\n",
      " [0.933      0.00011978 0.02810184 0.01089027 0.00316181 0.01749552\n",
      "  0.00218131 0.0008369  0.00389212 0.00032042]\n",
      " [0.00094658 0.00006369 0.00079367 0.00142393 0.00485158 0.00512959\n",
      "  0.00012982 0.9526398  0.00224011 0.03178116]\n",
      " [0.00977822 0.19830221 0.04759295 0.10595164 0.01944673 0.04716769\n",
      "  0.00217253 0.38125053 0.07861216 0.10972543]\n",
      " [0.00861922 0.03799624 0.0866658  0.11211772 0.04466334 0.02496247\n",
      "  0.00462472 0.36360398 0.27121615 0.04553032]\n",
      " [0.02091339 0.00108625 0.37069163 0.02494144 0.15938182 0.02555315\n",
      "  0.35168102 0.00872588 0.01626465 0.02076069]\n",
      " [0.00181425 0.00106696 0.00377294 0.00459513 0.52596605 0.02212353\n",
      "  0.00700525 0.07861173 0.02227541 0.3327688 ]\n",
      " [0.39426258 0.00000897 0.01274103 0.35027838 0.00215831 0.1066716\n",
      "  0.00176445 0.0719725  0.05808538 0.00205676]\n",
      " [0.04193449 0.00844374 0.00300527 0.04757599 0.00568047 0.7343221\n",
      "  0.00638538 0.01028572 0.12974542 0.01262147]\n",
      " [0.80895776 0.00026256 0.01892897 0.03723785 0.0071033  0.07372587\n",
      "  0.01692854 0.00625825 0.01947903 0.01111784]\n",
      " [0.03062642 0.02120594 0.02105553 0.10350176 0.1270162  0.1113736\n",
      "  0.03430915 0.18655849 0.09259972 0.27175313]\n",
      " [0.00095954 0.05937079 0.0028226  0.03490511 0.05242144 0.02852862\n",
      "  0.00547639 0.10209674 0.09736274 0.616056  ]\n",
      " [0.00864053 0.05408061 0.02160071 0.03795374 0.22886905 0.10906055\n",
      "  0.02538711 0.10661482 0.08164258 0.32615036]\n",
      " [0.00029994 0.00243764 0.00234416 0.00869001 0.00073488 0.00553706\n",
      "  0.00006218 0.9092573  0.01698919 0.05364762]\n",
      " [0.00846365 0.4992131  0.13043222 0.02815874 0.02001934 0.02367259\n",
      "  0.00286526 0.02904605 0.24098141 0.01714765]\n",
      " [0.00621423 0.02696129 0.01578306 0.26926836 0.06509972 0.11951674\n",
      "  0.03265965 0.0451061  0.08485911 0.33453172]\n",
      " [0.1265996  0.00024556 0.11610093 0.00339835 0.04624945 0.09123681\n",
      "  0.60604894 0.00028368 0.00698898 0.00284767]\n",
      " [0.08362084 0.03600725 0.00295503 0.01074247 0.04030309 0.3316632\n",
      "  0.00480374 0.04346882 0.37850502 0.06793054]\n",
      " [0.35928863 0.00206951 0.16187425 0.01095705 0.16324058 0.09289555\n",
      "  0.12835121 0.00301584 0.03696497 0.04134222]\n",
      " [0.85975176 0.00019853 0.02610806 0.00325655 0.02328714 0.03661519\n",
      "  0.03065566 0.00655143 0.00698189 0.00659383]\n",
      " [0.8311969  0.00024852 0.03550958 0.0036847  0.00553229 0.11433594\n",
      "  0.00072216 0.00095711 0.00633628 0.00147651]\n",
      " [0.00206612 0.0152772  0.095658   0.11622337 0.07448413 0.08843041\n",
      "  0.02882487 0.14168575 0.06747288 0.36987722]\n",
      " [0.01900168 0.00382451 0.06150108 0.0071337  0.01002512 0.0936588\n",
      "  0.7776779  0.00017188 0.02447435 0.00253102]\n",
      " [0.9455496  0.00000229 0.00063579 0.01797414 0.00180844 0.03139897\n",
      "  0.00063989 0.00032818 0.00062143 0.00104124]\n",
      " [0.00647823 0.00099693 0.03045044 0.08857371 0.18197723 0.01424639\n",
      "  0.01034067 0.03111589 0.01668969 0.61913085]\n",
      " [0.00696255 0.02625189 0.01377338 0.0394194  0.50533694 0.03652564\n",
      "  0.12245447 0.03727959 0.02152617 0.19047004]\n",
      " [0.97626674 0.00006618 0.00192051 0.0063665  0.0010838  0.00683175\n",
      "  0.00340182 0.00086534 0.00210381 0.00109362]\n",
      " [0.021691   0.00248475 0.07426569 0.01376588 0.24411121 0.01370441\n",
      "  0.2510454  0.02069064 0.01613143 0.34210965]\n",
      " [0.7063438  0.00028968 0.02116182 0.08637398 0.0029762  0.13678123\n",
      "  0.0010328  0.01048617 0.00679324 0.02776099]\n",
      " [0.02294867 0.03935403 0.0767654  0.11190993 0.01413288 0.03592828\n",
      "  0.03697542 0.00261819 0.63709587 0.02227135]\n",
      " [0.01099723 0.07115135 0.03476374 0.01843796 0.0834207  0.0356892\n",
      "  0.03916507 0.11340062 0.15689453 0.43607956]\n",
      " [0.00919758 0.00131885 0.00063694 0.01006039 0.01325274 0.01632862\n",
      "  0.00069819 0.80414397 0.02943673 0.11492592]\n",
      " [0.006226   0.01840043 0.00213798 0.01340877 0.03185878 0.0239956\n",
      "  0.00183126 0.5803208  0.06978995 0.25203043]\n",
      " [0.00484287 0.03292159 0.09615773 0.44141838 0.01513272 0.15563011\n",
      "  0.10395671 0.00265534 0.12536266 0.02192196]\n",
      " [0.01887195 0.00097086 0.02704687 0.6225487  0.0077626  0.11239554\n",
      "  0.00647815 0.01098397 0.14691907 0.04602232]\n",
      " [0.0122884  0.02504445 0.15525    0.20692268 0.04351991 0.08850814\n",
      "  0.25902575 0.00559264 0.09722934 0.10661866]\n",
      " [0.00077308 0.9150847  0.00389053 0.00791128 0.00639649 0.00459162\n",
      "  0.00801413 0.00766144 0.03156584 0.0141108 ]\n",
      " [0.29641032 0.00054131 0.04891355 0.15623663 0.10158419 0.11812574\n",
      "  0.04510082 0.06960221 0.12052644 0.04295881]\n",
      " [0.00900897 0.02879177 0.04174846 0.04815447 0.37382433 0.0288247\n",
      "  0.08709268 0.03616497 0.02917769 0.31721196]\n",
      " [0.29502872 0.0007641  0.00424893 0.00485164 0.1706996  0.0343079\n",
      "  0.08034781 0.1534809  0.0144267  0.24184366]\n",
      " [0.02219483 0.00743078 0.03080505 0.10305645 0.14631785 0.10123584\n",
      "  0.3029285  0.05473135 0.12347598 0.10782337]\n",
      " [0.22904728 0.00210391 0.01009716 0.07473452 0.00104131 0.6250044\n",
      "  0.00170262 0.00186919 0.04967264 0.00472697]\n",
      " [0.00556229 0.77875435 0.02480796 0.03088765 0.01193839 0.0106538\n",
      "  0.0202536  0.03042131 0.07565609 0.01106469]\n",
      " [0.04047921 0.04717417 0.02435881 0.06478304 0.01079589 0.62275046\n",
      "  0.03326315 0.01369092 0.09356989 0.04913455]\n",
      " [0.00205552 0.00003457 0.05069541 0.0014579  0.73369074 0.0016259\n",
      "  0.18215081 0.00267598 0.00201386 0.02359932]\n",
      " [0.97484225 0.00000392 0.00023866 0.00269677 0.0001494  0.01769791\n",
      "  0.00041356 0.00248484 0.00084087 0.00063176]\n",
      " [0.00226081 0.3900152  0.04285173 0.09357285 0.06469388 0.07000197\n",
      "  0.06129204 0.03814469 0.10599715 0.13116968]\n",
      " [0.00529176 0.00760318 0.5336361  0.01110824 0.17428112 0.00966573\n",
      "  0.10950226 0.00511758 0.0619387  0.08185536]\n",
      " [0.02069578 0.19875187 0.04081927 0.03737598 0.01284399 0.10281491\n",
      "  0.0067957  0.31354883 0.14376362 0.12259015]\n",
      " [0.01688489 0.12150782 0.0916085  0.08143316 0.00465645 0.12374927\n",
      "  0.00839484 0.01616568 0.5082793  0.02732003]\n",
      " [0.31532857 0.00035894 0.04294297 0.01621004 0.02100893 0.19090575\n",
      "  0.20164464 0.00058245 0.1999428  0.01107495]\n",
      " [0.0117171  0.03303955 0.00369529 0.00662654 0.04626975 0.52218837\n",
      "  0.04718059 0.03141128 0.2573501  0.04052147]\n",
      " [0.00244077 0.00083988 0.0015201  0.06183723 0.10265041 0.0212302\n",
      "  0.02051713 0.3211363  0.02487687 0.4429511 ]\n",
      " [0.24143606 0.00526323 0.07164668 0.05277279 0.01716105 0.2932393\n",
      "  0.1597328  0.02001956 0.09250873 0.04621975]\n",
      " [0.00332662 0.15008323 0.01821739 0.0097739  0.16519196 0.02420419\n",
      "  0.02689673 0.13734442 0.16945587 0.2955056 ]\n",
      " [0.0036584  0.00329108 0.11428443 0.03818794 0.03974862 0.01655143\n",
      "  0.05776086 0.43011868 0.03291639 0.2634822 ]\n",
      " [0.07520573 0.03856483 0.05906486 0.5480692  0.00575215 0.0980671\n",
      "  0.0126791  0.02771353 0.0973273  0.03755626]\n",
      " [0.01060442 0.05781231 0.15073226 0.07047653 0.12471307 0.03786083\n",
      "  0.01173296 0.14742875 0.22916992 0.15946904]\n",
      " [0.01345347 0.00268731 0.02601916 0.01310606 0.10734624 0.05902397\n",
      "  0.01986133 0.32283556 0.19533709 0.24032979]\n",
      " [0.37905765 0.00095482 0.10263474 0.03079966 0.2493033  0.05022388\n",
      "  0.08813825 0.02131745 0.04404078 0.03352956]\n",
      " [0.0004472  0.0014541  0.00018213 0.04252791 0.0161729  0.00266186\n",
      "  0.00004068 0.85392195 0.00988954 0.0727018 ]\n",
      " [0.00333276 0.00223679 0.00074923 0.0059943  0.00265357 0.00688582\n",
      "  0.00018492 0.92020774 0.02741305 0.03034189]\n",
      " [0.00017526 0.97944725 0.00231715 0.00156997 0.00056659 0.00321935\n",
      "  0.00165315 0.00122881 0.00598737 0.00383501]\n",
      " [0.01776542 0.0122533  0.0073819  0.01149333 0.36268243 0.10930207\n",
      "  0.00967785 0.16852291 0.09626829 0.2046525 ]\n",
      " [0.01170287 0.03688534 0.08823415 0.5120299  0.01052293 0.06254527\n",
      "  0.02106765 0.04359638 0.17148872 0.04192688]\n",
      " [0.02600593 0.06858757 0.12220091 0.09847888 0.01714187 0.04434308\n",
      "  0.00467865 0.3595163  0.03968396 0.2193628 ]\n",
      " [0.0001426  0.00166363 0.00092732 0.00198954 0.00325857 0.00358861\n",
      "  0.00009663 0.93331313 0.00459651 0.0504235 ]\n",
      " [0.00251983 0.08725041 0.00567455 0.01532135 0.32910454 0.07652098\n",
      "  0.02402933 0.08885558 0.03816861 0.33255488]\n",
      " [0.0416649  0.02402341 0.06382978 0.34696597 0.00801943 0.2309002\n",
      "  0.01408873 0.01256523 0.23917893 0.01876332]\n",
      " [0.00972866 0.10041589 0.7186372  0.02645347 0.03116643 0.01556857\n",
      "  0.02740425 0.00271118 0.04638068 0.02153369]\n",
      " [0.00319322 0.0009908  0.00424695 0.02367637 0.09671719 0.01775607\n",
      "  0.00195743 0.70908433 0.10051941 0.04185835]\n",
      " [0.00068835 0.00022505 0.00547131 0.00550075 0.41418615 0.0061276\n",
      "  0.01871761 0.02604127 0.0342083  0.4888337 ]\n",
      " [0.03573755 0.0032113  0.02167284 0.00264276 0.26645637 0.03389956\n",
      "  0.10919779 0.01985622 0.3228784  0.18444717]\n",
      " [0.01058986 0.07896861 0.06722817 0.0283886  0.23415922 0.02666692\n",
      "  0.03109549 0.21314979 0.10202415 0.20772916]\n",
      " [0.00299461 0.15796907 0.01842311 0.04817379 0.03685296 0.04333433\n",
      "  0.02417538 0.3269616  0.14846791 0.19264723]\n",
      " [0.00510868 0.00857959 0.93844604 0.02351247 0.00022908 0.00392989\n",
      "  0.00478502 0.00007266 0.0148278  0.00050873]] (12.418 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 3.77585\n",
      "INFO:tensorflow:probabilities = [[0.00909483 0.01488247 0.02431749 0.13108425 0.03659069 0.05777789\n",
      "  0.00884387 0.08174633 0.12793785 0.50772434]\n",
      " [0.02289105 0.01097038 0.0336394  0.04822703 0.05080892 0.2880936\n",
      "  0.28908274 0.01442992 0.11444245 0.12741452]\n",
      " [0.00982388 0.061267   0.06143577 0.00733632 0.01744199 0.02991713\n",
      "  0.73999155 0.00103413 0.06516743 0.0065847 ]\n",
      " [0.14074999 0.00060847 0.04169193 0.28514686 0.00588195 0.44142577\n",
      "  0.0041998  0.01222022 0.05904251 0.0090326 ]\n",
      " [0.02028935 0.00817949 0.03872345 0.0250231  0.00945755 0.29468235\n",
      "  0.08583689 0.00109918 0.51087624 0.00583241]\n",
      " [0.15890925 0.00161726 0.08705159 0.01907256 0.02128877 0.10454114\n",
      "  0.57993567 0.0014535  0.0148965  0.01123375]\n",
      " [0.13643819 0.00203532 0.07344931 0.5746442  0.0005309  0.04304221\n",
      "  0.00030525 0.07761347 0.09008112 0.00186002]\n",
      " [0.943681   0.00000475 0.01128663 0.02113561 0.00000845 0.01659478\n",
      "  0.00306638 0.00283438 0.00133606 0.00005174]\n",
      " [0.00231458 0.00029594 0.01479719 0.01006547 0.6333301  0.01064247\n",
      "  0.0114131  0.07076546 0.01165297 0.23472278]\n",
      " [0.02766889 0.01064454 0.00124376 0.02800439 0.01517808 0.31414738\n",
      "  0.00290692 0.08079924 0.43087062 0.08853619]\n",
      " [0.0031847  0.00204817 0.01505244 0.02087411 0.14835119 0.09738737\n",
      "  0.02963697 0.03715104 0.03382422 0.6124898 ]\n",
      " [0.06424219 0.02735981 0.10227598 0.47344294 0.00453328 0.18320124\n",
      "  0.02028952 0.00179196 0.10235936 0.02050375]\n",
      " [0.00181997 0.00240596 0.01824127 0.00609364 0.66631925 0.00521928\n",
      "  0.00337445 0.01515702 0.0506579  0.23071125]\n",
      " [0.02054014 0.00232271 0.01023708 0.05207385 0.15517889 0.03315094\n",
      "  0.02900427 0.04734809 0.0776697  0.57247436]\n",
      " [0.00113909 0.94160664 0.00587832 0.0108667  0.00348245 0.01033314\n",
      "  0.00482635 0.00434843 0.00845802 0.00906081]\n",
      " [0.00199655 0.09946036 0.01109539 0.03762582 0.11039216 0.02735625\n",
      "  0.01175286 0.09669041 0.08292694 0.5207034 ]\n",
      " [0.01151948 0.0023644  0.03497274 0.01220805 0.03352545 0.03257743\n",
      "  0.8124937  0.0006383  0.05568223 0.00401827]\n",
      " [0.00092926 0.00279672 0.94992894 0.02135237 0.00353334 0.00180865\n",
      "  0.01458488 0.0002723  0.00398259 0.00081089]\n",
      " [0.0687344  0.00011112 0.80256283 0.01265923 0.00568612 0.04200842\n",
      "  0.01172638 0.00192675 0.04829103 0.0062937 ]\n",
      " [0.06054657 0.0012983  0.10973155 0.26397324 0.00955802 0.1828514\n",
      "  0.04475474 0.03527611 0.2780253  0.01398482]\n",
      " [0.00219198 0.06338722 0.01355524 0.01226339 0.02520464 0.03919315\n",
      "  0.01802284 0.2043539  0.51541376 0.10641395]\n",
      " [0.10243949 0.00106847 0.11948004 0.01270252 0.4486806  0.0860541\n",
      "  0.03365732 0.00343438 0.05037643 0.14210662]\n",
      " [0.33727995 0.00692685 0.03388676 0.36051553 0.00093365 0.21327373\n",
      "  0.00710787 0.00307658 0.03571571 0.00128343]\n",
      " [0.08035873 0.00190297 0.04016848 0.6092794  0.03043615 0.14290729\n",
      "  0.01816549 0.01854882 0.04469742 0.01353527]\n",
      " [0.972822   0.00000942 0.00524018 0.00488371 0.00011525 0.01079458\n",
      "  0.00063033 0.00062772 0.00466537 0.00021148]\n",
      " [0.00441762 0.0076094  0.11809863 0.42251864 0.00528154 0.04910528\n",
      "  0.00825312 0.08555489 0.26822788 0.03093295]\n",
      " [0.00327261 0.00284152 0.00549201 0.00965133 0.56570363 0.01639959\n",
      "  0.01870713 0.0517883  0.01622801 0.30991596]\n",
      " [0.00089667 0.88492477 0.00870953 0.0093456  0.00520493 0.00247954\n",
      "  0.00667664 0.01395284 0.06133188 0.00647761]\n",
      " [0.13775809 0.00036985 0.19739102 0.29310942 0.00421233 0.2848389\n",
      "  0.0286574  0.0055722  0.04681959 0.00127108]\n",
      " [0.00470708 0.13547225 0.13767338 0.23844035 0.00974239 0.09714855\n",
      "  0.03840503 0.0367936  0.21700072 0.08461669]\n",
      " [0.01059145 0.16327064 0.00556112 0.00397611 0.00934875 0.08886027\n",
      "  0.00145739 0.01270531 0.7008187  0.00341025]\n",
      " [0.44924015 0.00247505 0.09407789 0.18525021 0.01454521 0.08553255\n",
      "  0.04746376 0.01070838 0.09462769 0.01607927]\n",
      " [0.00051966 0.00013009 0.00029729 0.00150134 0.00090973 0.0026621\n",
      "  0.00001715 0.957119   0.00385886 0.0329848 ]\n",
      " [0.01151627 0.00539696 0.00551104 0.01025236 0.4459716  0.04006085\n",
      "  0.01324205 0.09478487 0.02117179 0.35209218]\n",
      " [0.00927021 0.03149519 0.03147978 0.00376124 0.05661479 0.01345596\n",
      "  0.8360785  0.00036546 0.00899677 0.00848208]\n",
      " [0.00382954 0.07454132 0.07421879 0.18456337 0.00898896 0.17209132\n",
      "  0.03796745 0.05280529 0.28883168 0.10216235]\n",
      " [0.94519037 0.00001449 0.0035955  0.00304631 0.0007966  0.04051717\n",
      "  0.00314147 0.0004638  0.00214575 0.0010884 ]\n",
      " [0.01165159 0.00058703 0.00216757 0.0024887  0.6766387  0.0963823\n",
      "  0.01896832 0.01299354 0.05547357 0.12264868]\n",
      " [0.05503733 0.0055569  0.04219214 0.17635277 0.01509805 0.12760979\n",
      "  0.00331425 0.41494218 0.07677092 0.08312565]\n",
      " [0.9471782  0.00000879 0.00206305 0.00458553 0.0001286  0.03595578\n",
      "  0.00071865 0.00099493 0.00817253 0.0001939 ]\n",
      " [0.00626723 0.0034283  0.02775101 0.8498784  0.00732748 0.02918568\n",
      "  0.00112965 0.03121106 0.03380395 0.01001728]\n",
      " [0.01061548 0.06128139 0.00136561 0.07999984 0.00520892 0.231099\n",
      "  0.00107397 0.01940925 0.56130916 0.02863741]\n",
      " [0.03685837 0.00034608 0.2825767  0.00520221 0.00107892 0.02154511\n",
      "  0.63873285 0.0005602  0.01059087 0.00250874]\n",
      " [0.05085714 0.00108526 0.00715663 0.6758714  0.00836028 0.10903373\n",
      "  0.00271559 0.00907868 0.10307989 0.0327614 ]\n",
      " [0.01070301 0.00203364 0.03108608 0.00165141 0.81626827 0.01342816\n",
      "  0.0347471  0.02414676 0.02435252 0.04158304]\n",
      " [0.00305319 0.09450369 0.02596487 0.00572202 0.23106633 0.07493863\n",
      "  0.14174564 0.020192   0.02904621 0.37376738]\n",
      " [0.02653627 0.00030814 0.6627024  0.2262395  0.00195186 0.03069304\n",
      "  0.01989535 0.00050923 0.03045929 0.00070502]\n",
      " [0.00295405 0.0002058  0.04921166 0.00348123 0.0212392  0.00287142\n",
      "  0.9004749  0.00031437 0.01250818 0.00673914]\n",
      " [0.0003147  0.9046988  0.01842933 0.01037153 0.0040088  0.00808987\n",
      "  0.00788534 0.00882111 0.02912935 0.00825105]\n",
      " [0.00082281 0.87625545 0.01098096 0.01532413 0.00391997 0.03086233\n",
      "  0.01423211 0.0054998  0.020614   0.02148828]\n",
      " [0.17674704 0.00022047 0.193579   0.02450186 0.20356686 0.010152\n",
      "  0.03078622 0.13755009 0.02472361 0.1981729 ]\n",
      " [0.16588625 0.000227   0.119523   0.04020162 0.15248357 0.01307733\n",
      "  0.03142547 0.05060044 0.01681922 0.40975615]\n",
      " [0.01188364 0.08313031 0.42611092 0.0697592  0.04083695 0.02719085\n",
      "  0.17665163 0.06566764 0.07549312 0.02327585]\n",
      " [0.74838144 0.00001221 0.00566132 0.00143157 0.00166703 0.07956481\n",
      "  0.13991132 0.00112737 0.0214804  0.00076244]\n",
      " [0.0020187  0.00286984 0.0045305  0.00634649 0.71908206 0.02419821\n",
      "  0.00649055 0.01057413 0.07247941 0.15141018]\n",
      " [0.00248612 0.00755474 0.00631173 0.02986682 0.21037212 0.03260684\n",
      "  0.02536281 0.02680313 0.03904781 0.6195879 ]\n",
      " [0.01437821 0.00185725 0.00742506 0.00731166 0.8012075  0.02866252\n",
      "  0.02536246 0.02047076 0.01505567 0.078269  ]\n",
      " [0.01319173 0.01730433 0.81237704 0.02521323 0.00332724 0.02445745\n",
      "  0.03423436 0.00044796 0.06835189 0.00109468]\n",
      " [0.00055664 0.00012397 0.94922274 0.01172085 0.01312065 0.00070647\n",
      "  0.00230922 0.00212491 0.00319395 0.01692063]\n",
      " [0.00111567 0.02683117 0.02154977 0.02986599 0.08329096 0.02000094\n",
      "  0.01953913 0.1284598  0.14287594 0.52647066]\n",
      " [0.00061984 0.8754717  0.00897576 0.01263765 0.01023986 0.00460026\n",
      "  0.01103612 0.0225823  0.04003944 0.01379714]\n",
      " [0.9920821  0.00004586 0.00058213 0.00112265 0.00007749 0.00421523\n",
      "  0.00041679 0.00008926 0.00129252 0.00007594]\n",
      " [0.00770001 0.00422644 0.01748741 0.29789326 0.00810042 0.1860107\n",
      "  0.00347087 0.10003559 0.19136527 0.18371005]\n",
      " [0.02769076 0.00659559 0.01282179 0.1593594  0.00450421 0.61810994\n",
      "  0.00423615 0.05739129 0.07733455 0.03195636]\n",
      " [0.00048639 0.00088454 0.0015067  0.96052176 0.00173005 0.02028278\n",
      "  0.00100345 0.00446901 0.00524673 0.00386856]\n",
      " [0.00313294 0.00412666 0.00903951 0.00737808 0.6230175  0.01575999\n",
      "  0.02926807 0.06481511 0.04583618 0.19762598]\n",
      " [0.01581785 0.03968209 0.11206534 0.6420417  0.00592026 0.08490574\n",
      "  0.01248709 0.00930185 0.07220676 0.00557133]\n",
      " [0.13297346 0.00103669 0.05796297 0.05100722 0.02203915 0.35843173\n",
      "  0.04887345 0.00276378 0.3228986  0.00201291]\n",
      " [0.16836709 0.00493674 0.0460235  0.08630625 0.01021354 0.3248784\n",
      "  0.12523256 0.01256064 0.14564519 0.07583607]\n",
      " [0.00193527 0.07677359 0.04138271 0.02260385 0.07615288 0.01456423\n",
      "  0.56452674 0.0047094  0.17089276 0.02645853]\n",
      " [0.00429046 0.07879137 0.03080947 0.01871017 0.45564315 0.02064426\n",
      "  0.08863603 0.02652147 0.08249738 0.19345629]\n",
      " [0.0288451  0.0014512  0.75133884 0.092765   0.0005586  0.08354973\n",
      "  0.0194305  0.00338323 0.01841338 0.00026443]\n",
      " [0.0004179  0.00930456 0.9299617  0.0069598  0.0006311  0.00129514\n",
      "  0.03105913 0.00006628 0.01974515 0.00055912]\n",
      " [0.00528744 0.01796125 0.20524481 0.06125688 0.08069434 0.0524122\n",
      "  0.21340509 0.07312687 0.05873631 0.23187478]\n",
      " [0.00187368 0.00120755 0.05679225 0.1807409  0.04933618 0.32093394\n",
      "  0.00677933 0.12156    0.19348627 0.06728989]\n",
      " [0.16721135 0.00123237 0.05140392 0.523114   0.00205085 0.19928375\n",
      "  0.01633695 0.01573809 0.01945757 0.00417105]\n",
      " [0.00887218 0.08739689 0.12796153 0.19286788 0.03367503 0.03328656\n",
      "  0.01319311 0.31509128 0.11615347 0.07150212]\n",
      " [0.00660144 0.00098972 0.02525327 0.00440784 0.66493446 0.02056687\n",
      "  0.03972908 0.02208895 0.07298624 0.14244214]\n",
      " [0.00269671 0.40214023 0.02072819 0.06920191 0.04180604 0.08409647\n",
      "  0.07476342 0.06779867 0.16048662 0.07628171]\n",
      " [0.02490131 0.00268771 0.09836277 0.00283243 0.01173814 0.02558716\n",
      "  0.819412   0.00035225 0.01120883 0.00291736]\n",
      " [0.00668737 0.03818015 0.01586794 0.01091988 0.45844018 0.02602672\n",
      "  0.06069319 0.03468407 0.06064376 0.28785676]\n",
      " [0.00986533 0.00493122 0.0514168  0.00720826 0.10317332 0.06298878\n",
      "  0.6074991  0.10458979 0.02790542 0.02042195]\n",
      " [0.00757229 0.12304343 0.1342515  0.3431258  0.00920964 0.03886271\n",
      "  0.01046643 0.11498095 0.17539847 0.0430889 ]\n",
      " [0.44824374 0.00009539 0.30362174 0.12642053 0.00173455 0.03500241\n",
      "  0.01679256 0.01950781 0.02414026 0.02444119]\n",
      " [0.31695458 0.00042933 0.03249258 0.12420801 0.00520633 0.25039956\n",
      "  0.00102403 0.18797183 0.06274477 0.01856904]\n",
      " [0.01842054 0.06429567 0.05037403 0.5813991  0.00213462 0.20140639\n",
      "  0.00403456 0.00890385 0.06359582 0.00543541]\n",
      " [0.95290464 0.00000417 0.00289481 0.00129575 0.00048172 0.03532776\n",
      "  0.00097407 0.00090459 0.00504477 0.00016764]\n",
      " [0.21903174 0.00412755 0.01507759 0.2528483  0.00983934 0.33747274\n",
      "  0.01453514 0.01552141 0.10755716 0.02398898]\n",
      " [0.00229863 0.04798707 0.01218594 0.02350049 0.1631457  0.02518553\n",
      "  0.0371098  0.05744315 0.0557049  0.57543886]\n",
      " [0.02966525 0.00496482 0.02450246 0.66734916 0.00447578 0.14253624\n",
      "  0.00334002 0.05608413 0.05619986 0.01088216]\n",
      " [0.22833295 0.00029714 0.01425023 0.11166942 0.00026557 0.6190019\n",
      "  0.00476354 0.00194728 0.01903064 0.00044127]\n",
      " [0.01730523 0.00219087 0.01158218 0.00298133 0.8100371  0.00839992\n",
      "  0.01237616 0.0666998  0.01324236 0.05518508]\n",
      " [0.45818886 0.00090604 0.12251626 0.21787283 0.0120357  0.05731571\n",
      "  0.03811806 0.01734011 0.05027049 0.02543585]\n",
      " [0.01287428 0.09867394 0.02968099 0.01866422 0.2640723  0.05712698\n",
      "  0.04319706 0.06730736 0.27590504 0.13249788]\n",
      " [0.18696384 0.00047328 0.1308693  0.00794203 0.04654394 0.02124246\n",
      "  0.5889496  0.00155005 0.007631   0.00783445]\n",
      " [0.00663791 0.00043529 0.87416255 0.0020421  0.00596811 0.00294444\n",
      "  0.10265187 0.00003169 0.00486056 0.00026553]\n",
      " [0.00067509 0.00443465 0.00533327 0.01527409 0.23957092 0.01674637\n",
      "  0.00179764 0.04154409 0.03291809 0.6417058 ]\n",
      " [0.03441863 0.00003373 0.02507555 0.00051917 0.00197583 0.01650756\n",
      "  0.9136021  0.00001684 0.00730607 0.00054441]\n",
      " [0.00942562 0.37663922 0.06182681 0.14467132 0.08894857 0.03452407\n",
      "  0.07714322 0.02964414 0.14704183 0.03013523]\n",
      " [0.02845135 0.0033915  0.00740724 0.1630057  0.00122    0.2824357\n",
      "  0.00046476 0.09507045 0.41364852 0.0049048 ]] (14.066 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 0.8517757, step = 1801 (26.497 sec)\n",
      "INFO:tensorflow:probabilities = [[0.07279038 0.00746987 0.27208334 0.16851032 0.12355229 0.04853066\n",
      "  0.02003901 0.03550474 0.14976184 0.10175748]\n",
      " [0.9750949  0.00000236 0.00933397 0.00311303 0.00007785 0.01052075\n",
      "  0.00076796 0.00022357 0.00075357 0.00011197]\n",
      " [0.00101429 0.71052694 0.02785968 0.00860011 0.03427346 0.00707768\n",
      "  0.14255027 0.00523734 0.04103868 0.02182164]\n",
      " [0.0015777  0.02911041 0.00438686 0.06364281 0.00316574 0.03742683\n",
      "  0.00056875 0.73215455 0.04627963 0.0816867 ]\n",
      " [0.7652195  0.0011094  0.0252532  0.0193736  0.00770737 0.16640407\n",
      "  0.00488258 0.00148739 0.00594283 0.00262003]\n",
      " [0.00492421 0.04624745 0.08172709 0.00707872 0.38148707 0.01160152\n",
      "  0.2147557  0.00351282 0.04687181 0.2017936 ]\n",
      " [0.08267725 0.03004513 0.15910032 0.13366641 0.00250373 0.11548537\n",
      "  0.01506836 0.07085227 0.36259025 0.02801099]\n",
      " [0.07616872 0.00759807 0.18632527 0.00154532 0.5355554  0.03099159\n",
      "  0.08452686 0.00602916 0.05678388 0.01447566]\n",
      " [0.00565015 0.02287046 0.00326761 0.03722203 0.04605607 0.255026\n",
      "  0.00823716 0.12556651 0.4155503  0.08055373]\n",
      " [0.02602911 0.04069582 0.00745028 0.14996932 0.00430591 0.32566026\n",
      "  0.00095231 0.20791733 0.21778539 0.01923427]\n",
      " [0.01481277 0.00291257 0.00588608 0.09369458 0.01767429 0.6723545\n",
      "  0.01493728 0.03344291 0.10860746 0.03567761]\n",
      " [0.00317579 0.00524346 0.00341984 0.02428996 0.01070501 0.01438783\n",
      "  0.00035986 0.7945777  0.00618218 0.1376584 ]\n",
      " [0.01016772 0.00241952 0.05764949 0.01746411 0.48435867 0.01902542\n",
      "  0.23207578 0.01142134 0.03500909 0.1304089 ]\n",
      " [0.00105091 0.08096816 0.01518407 0.09371174 0.01769543 0.07225467\n",
      "  0.00488215 0.01824719 0.6198027  0.076203  ]\n",
      " [0.00398403 0.01466704 0.06512994 0.09051169 0.09016288 0.23684633\n",
      "  0.23627627 0.006795   0.16793783 0.08768897]\n",
      " [0.00148764 0.05129616 0.00611093 0.02417227 0.1833712  0.04430711\n",
      "  0.04614248 0.33821344 0.06208884 0.24280994]\n",
      " [0.02064483 0.00188926 0.01424516 0.00366748 0.0363559  0.06989702\n",
      "  0.00261069 0.23267365 0.5243422  0.09367377]\n",
      " [0.01938866 0.03931542 0.01014114 0.01243577 0.21427102 0.0624213\n",
      "  0.04137647 0.11987694 0.08422288 0.3965504 ]\n",
      " [0.00210774 0.03313471 0.02670644 0.05896157 0.07862613 0.03961466\n",
      "  0.01260129 0.2310984  0.09185431 0.42529485]\n",
      " [0.03829869 0.02599422 0.01198047 0.01582296 0.00806115 0.7642021\n",
      "  0.01354617 0.00388837 0.10447272 0.01373301]\n",
      " [0.00069809 0.00430968 0.00088731 0.00672979 0.00074693 0.00732317\n",
      "  0.00005285 0.8853952  0.00703498 0.08682198]\n",
      " [0.00799912 0.24835004 0.06448594 0.08822207 0.05399503 0.0146805\n",
      "  0.00453282 0.04586194 0.45417672 0.01769578]\n",
      " [0.00674312 0.0406322  0.00953036 0.03692989 0.02533444 0.02461855\n",
      "  0.0015636  0.44747537 0.05090379 0.3562687 ]\n",
      " [0.0010363  0.8689754  0.01232604 0.01694506 0.01013627 0.0067555\n",
      "  0.00679988 0.00808191 0.05911253 0.00983111]\n",
      " [0.01287573 0.01781618 0.00918273 0.04969704 0.00968461 0.03193866\n",
      "  0.00304013 0.65754944 0.03589176 0.17232373]\n",
      " [0.00413643 0.00043551 0.00102037 0.00192258 0.00588749 0.00103384\n",
      "  0.00098897 0.963246   0.00452533 0.01680344]\n",
      " [0.03145504 0.00309794 0.00456959 0.23320091 0.03205291 0.18527037\n",
      "  0.00256269 0.37014955 0.03469246 0.10294859]\n",
      " [0.00618955 0.00132967 0.0526792  0.00303994 0.7055838  0.0233407\n",
      "  0.08525369 0.00996042 0.04071585 0.07190718]\n",
      " [0.00637479 0.0129321  0.00400545 0.02221352 0.05665224 0.02515159\n",
      "  0.00682783 0.51818365 0.17925419 0.16840464]\n",
      " [0.7983146  0.00154919 0.01769765 0.0220957  0.0046978  0.10236877\n",
      "  0.01921898 0.00443227 0.02668382 0.00294124]\n",
      " [0.07706215 0.00379205 0.01428047 0.1349206  0.03928959 0.23929264\n",
      "  0.18686043 0.06454665 0.06759433 0.17236103]\n",
      " [0.00473621 0.00138636 0.00795321 0.04162005 0.42358372 0.02556361\n",
      "  0.0109391  0.09075322 0.01747689 0.3759876 ]\n",
      " [0.07311615 0.01520951 0.00282384 0.03929437 0.00165891 0.5029391\n",
      "  0.00221214 0.0802312  0.261936   0.02057874]\n",
      " [0.00702601 0.00905593 0.00826364 0.00703987 0.00294223 0.04468264\n",
      "  0.00034369 0.01840706 0.87892807 0.02331081]\n",
      " [0.02639109 0.00020225 0.00342733 0.06630602 0.00398435 0.8024035\n",
      "  0.00183556 0.02159559 0.05232323 0.02153102]\n",
      " [0.8826063  0.0000113  0.00637677 0.00038259 0.00848878 0.00326257\n",
      "  0.09344397 0.00282007 0.00084485 0.00176287]\n",
      " [0.00724196 0.0105949  0.29780775 0.25833255 0.01790076 0.03355572\n",
      "  0.09994534 0.00979993 0.19980222 0.06501891]\n",
      " [0.9665698  0.0000028  0.00112069 0.01195951 0.00081344 0.01486064\n",
      "  0.00082892 0.00027285 0.00290065 0.00067076]\n",
      " [0.00248426 0.11988737 0.00936797 0.03803881 0.07424454 0.01296317\n",
      "  0.00942171 0.511078   0.04862411 0.17389008]\n",
      " [0.01655696 0.06295083 0.028121   0.43748552 0.00380729 0.18824801\n",
      "  0.06823111 0.00308444 0.1744669  0.01704796]\n",
      " [0.00882852 0.04397211 0.01147791 0.26398337 0.02371992 0.15061818\n",
      "  0.08772509 0.03004943 0.23148158 0.14814386]\n",
      " [0.00368037 0.66535395 0.07168977 0.07008002 0.0092304  0.03509098\n",
      "  0.05778399 0.01329004 0.05891967 0.01488077]\n",
      " [0.0151118  0.02874724 0.0262822  0.03163747 0.00778242 0.05516898\n",
      "  0.00239716 0.42766806 0.32819387 0.07701072]\n",
      " [0.00775447 0.02041503 0.04439564 0.0237556  0.15860848 0.00574635\n",
      "  0.00732833 0.6539717  0.01275159 0.06527285]\n",
      " [0.00298611 0.00579637 0.05728335 0.00542876 0.00234227 0.01471477\n",
      "  0.8874978  0.00018313 0.02153549 0.00223187]\n",
      " [0.0695597  0.05903702 0.07401544 0.36321175 0.00857854 0.17938584\n",
      "  0.15964513 0.01266717 0.05312539 0.02077405]\n",
      " [0.8232388  0.00017941 0.01081546 0.018427   0.00104425 0.12138329\n",
      "  0.00103944 0.0083563  0.00139972 0.01411624]\n",
      " [0.00175334 0.02613594 0.01612412 0.07407694 0.00356534 0.07641809\n",
      "  0.00230355 0.01799427 0.7344849  0.04714351]\n",
      " [0.00071808 0.83018833 0.00551125 0.02417223 0.00718336 0.01715158\n",
      "  0.01589579 0.04327522 0.02274913 0.03315514]\n",
      " [0.01095548 0.0005361  0.02658076 0.00435824 0.01978149 0.01007735\n",
      "  0.8999618  0.00718928 0.0171148  0.00344463]\n",
      " [0.0020867  0.8139897  0.02740454 0.01091089 0.0140442  0.01915298\n",
      "  0.00277568 0.01406631 0.08686581 0.00870311]\n",
      " [0.2531915  0.02072418 0.05760004 0.23363028 0.00084242 0.35013175\n",
      "  0.01569516 0.01690088 0.04033417 0.01094953]\n",
      " [0.01237918 0.0064602  0.03882644 0.00308597 0.04529086 0.00790454\n",
      "  0.8432451  0.00028671 0.01811388 0.0244071 ]\n",
      " [0.23970117 0.00507489 0.05795393 0.10528725 0.00534338 0.11985566\n",
      "  0.37383744 0.00042865 0.01793688 0.07458068]\n",
      " [0.00129875 0.45761588 0.04360778 0.01348458 0.03126888 0.04006708\n",
      "  0.00789204 0.06668609 0.11987477 0.21820419]\n",
      " [0.01509239 0.06158268 0.20395964 0.17326702 0.00575346 0.11672772\n",
      "  0.02586579 0.00661345 0.3869151  0.00422273]\n",
      " [0.00006738 0.9645465  0.00447096 0.0022682  0.00129219 0.00440863\n",
      "  0.00310211 0.00631577 0.00716919 0.00635905]\n",
      " [0.00626289 0.00836341 0.01494737 0.06692693 0.04388016 0.22572719\n",
      "  0.0169856  0.11368614 0.47562018 0.02760003]\n",
      " [0.07363991 0.00012968 0.01987332 0.00294272 0.43589535 0.02105992\n",
      "  0.3377663  0.00464128 0.01221515 0.09183626]\n",
      " [0.00307301 0.00494904 0.01843772 0.01351388 0.3786135  0.02187479\n",
      "  0.05467276 0.06008272 0.01746786 0.4273148 ]\n",
      " [0.0144786  0.00337272 0.01259186 0.01084288 0.35992062 0.02502225\n",
      "  0.00785708 0.20171614 0.16186024 0.20233764]\n",
      " [0.00641481 0.00720051 0.00429941 0.05612577 0.02592723 0.25152993\n",
      "  0.01513364 0.1800893  0.2119492  0.24133022]\n",
      " [0.04328215 0.00268106 0.01477058 0.00794699 0.33022615 0.0454457\n",
      "  0.06138751 0.02274343 0.02827147 0.44324496]\n",
      " [0.00082331 0.00431526 0.0010259  0.0120427  0.03431401 0.01885556\n",
      "  0.003978   0.15881185 0.05524341 0.71059   ]\n",
      " [0.0433567  0.00357749 0.02520976 0.04358394 0.01698568 0.12318362\n",
      "  0.00139015 0.43054563 0.27211756 0.04004957]\n",
      " [0.00697767 0.00008896 0.03142628 0.00970094 0.37147504 0.00349129\n",
      "  0.01163223 0.02650767 0.00517082 0.5335291 ]\n",
      " [0.00777542 0.38920584 0.013471   0.071833   0.02350902 0.04047413\n",
      "  0.00965601 0.13306358 0.05336495 0.257647  ]\n",
      " [0.5189539  0.00082709 0.41301996 0.00436195 0.00418953 0.00948071\n",
      "  0.02154196 0.01044315 0.00535192 0.01182981]\n",
      " [0.0039972  0.02889371 0.08626427 0.01038519 0.00888798 0.00857996\n",
      "  0.8285588  0.00047802 0.01718422 0.0067705 ]\n",
      " [0.00158136 0.00454468 0.00923487 0.01820539 0.00175242 0.00409599\n",
      "  0.00018371 0.9198332  0.01430979 0.0262586 ]\n",
      " [0.00744943 0.00840835 0.11419191 0.07132288 0.19481143 0.03538494\n",
      "  0.12915154 0.05947483 0.07374201 0.30606276]\n",
      " [0.00320996 0.04429993 0.00645257 0.02792583 0.09057917 0.02439461\n",
      "  0.0060692  0.3274975  0.07664313 0.39292806]\n",
      " [0.01586295 0.00221767 0.03734501 0.87711906 0.00277071 0.01936374\n",
      "  0.01004835 0.01297593 0.01652922 0.00576737]\n",
      " [0.01150466 0.22801784 0.01419284 0.06929261 0.00626698 0.06820806\n",
      "  0.00240066 0.16046815 0.37870666 0.0609415 ]\n",
      " [0.9220707  0.00000916 0.00124409 0.00232564 0.0010192  0.06684452\n",
      "  0.00083862 0.00158167 0.00299882 0.00106778]\n",
      " [0.91199106 0.00001291 0.00558275 0.0002138  0.00027086 0.06033083\n",
      "  0.01667632 0.00002518 0.00473697 0.00015918]\n",
      " [0.10275413 0.00022359 0.0235186  0.04233672 0.09130394 0.59329575\n",
      "  0.02073332 0.0090825  0.08556928 0.03118217]\n",
      " [0.9428504  0.00000448 0.00272444 0.00059092 0.00067856 0.05078693\n",
      "  0.00017116 0.00041729 0.00060342 0.00117233]\n",
      " [0.20639414 0.00151558 0.16022505 0.0377931  0.03743597 0.08926972\n",
      "  0.38753596 0.01654029 0.01576864 0.04752158]\n",
      " [0.00099893 0.02644181 0.84071827 0.03190914 0.00244429 0.01868991\n",
      "  0.03478437 0.01218716 0.01514386 0.01668241]\n",
      " [0.13996013 0.0001133  0.00103627 0.01879112 0.03218041 0.02247552\n",
      "  0.00069588 0.7122817  0.00584412 0.06662157]\n",
      " [0.11481925 0.00892976 0.522632   0.2153814  0.00547909 0.07921573\n",
      "  0.0030528  0.0099153  0.03272929 0.0078454 ]\n",
      " [0.00567895 0.7322422  0.02259325 0.02879321 0.02804399 0.02398579\n",
      "  0.0250901  0.03345672 0.06841693 0.03169879]\n",
      " [0.05860832 0.02050034 0.05050975 0.5187479  0.01626374 0.13759002\n",
      "  0.00303186 0.02599786 0.15184617 0.01690403]\n",
      " [0.9780822  0.00002093 0.00194481 0.00427829 0.00192053 0.00247255\n",
      "  0.00948071 0.00049707 0.0007121  0.00059081]\n",
      " [0.02617707 0.01944469 0.02819841 0.01206255 0.10127877 0.29818773\n",
      "  0.3480516  0.00070754 0.15549585 0.01039582]\n",
      " [0.01248549 0.00004182 0.00453277 0.00242917 0.8826285  0.00394268\n",
      "  0.02388558 0.0077219  0.0058189  0.05651331]\n",
      " [0.03930181 0.00007999 0.46253604 0.00647017 0.14556175 0.00253156\n",
      "  0.00242569 0.0120971  0.00348646 0.32550937]\n",
      " [0.01106742 0.00962682 0.00561837 0.01905908 0.08946855 0.04942977\n",
      "  0.00850572 0.23943606 0.0218797  0.5459086 ]\n",
      " [0.05774752 0.00383596 0.03951992 0.54461104 0.00533632 0.2591149\n",
      "  0.00402157 0.0044091  0.06786817 0.01353548]\n",
      " [0.02322483 0.20986122 0.0328811  0.04016462 0.02083719 0.3928031\n",
      "  0.02666458 0.01503529 0.22486839 0.01365971]\n",
      " [0.00282039 0.40403667 0.04749296 0.03472439 0.09038243 0.07663055\n",
      "  0.05018591 0.05389441 0.12650476 0.11332746]\n",
      " [0.8301112  0.00007888 0.02385787 0.01020612 0.00084629 0.11121071\n",
      "  0.00715997 0.0026802  0.01221474 0.00163418]\n",
      " [0.07640504 0.00454109 0.4961548  0.24668688 0.01117817 0.05682386\n",
      "  0.00804682 0.0277817  0.07038254 0.00199904]\n",
      " [0.03090698 0.00202015 0.19999863 0.09434419 0.24611627 0.09592271\n",
      "  0.05753943 0.06382559 0.03100669 0.17831933]\n",
      " [0.00126641 0.00006862 0.0503151  0.00112378 0.1059657  0.00379589\n",
      "  0.8312054  0.00014095 0.00487234 0.00124596]\n",
      " [0.05043035 0.0012387  0.0987335  0.01222797 0.01919749 0.00916742\n",
      "  0.7649792  0.00153008 0.02249809 0.01999711]\n",
      " [0.00221509 0.00011181 0.0001309  0.00231276 0.00540942 0.00657088\n",
      "  0.00004048 0.90592134 0.00046163 0.07682557]\n",
      " [0.00594659 0.00352116 0.0271813  0.09983793 0.1005163  0.37182155\n",
      "  0.05869969 0.0605795  0.08805173 0.18384415]\n",
      " [0.01455109 0.00155913 0.8901361  0.04522914 0.00265335 0.00877698\n",
      "  0.01099797 0.00198347 0.02346061 0.00065218]] (16.728 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 3.26028\n",
      "INFO:tensorflow:probabilities = [[0.00452329 0.07827543 0.01652133 0.01419392 0.2111601  0.04769528\n",
      "  0.0518361  0.04099723 0.07819791 0.45659935]\n",
      " [0.0060883  0.00038545 0.20253246 0.10522544 0.00581388 0.17075306\n",
      "  0.26027945 0.00187882 0.23026392 0.01677926]\n",
      " [0.11623035 0.011806   0.03289983 0.08422005 0.0482719  0.16145411\n",
      "  0.13565893 0.06001131 0.25159112 0.09785634]\n",
      " [0.02942799 0.00357602 0.52356476 0.26571164 0.00033678 0.11566426\n",
      "  0.00388364 0.00109248 0.05318687 0.00355553]\n",
      " [0.01529946 0.00251264 0.04401946 0.00457048 0.5914273  0.03216356\n",
      "  0.22112969 0.00404121 0.02712833 0.05770789]\n",
      " [0.00180132 0.00203981 0.01422131 0.01523975 0.6558654  0.01493246\n",
      "  0.08255501 0.00884166 0.04676005 0.15774325]\n",
      " [0.0037322  0.01204155 0.1035907  0.00494227 0.6122147  0.0126802\n",
      "  0.12037133 0.00202073 0.0421984  0.08620799]\n",
      " [0.0016074  0.00273982 0.00449538 0.0043158  0.7308016  0.00414006\n",
      "  0.0244925  0.01181183 0.01915221 0.19644336]\n",
      " [0.00964249 0.01358774 0.03487607 0.0153639  0.40406692 0.01222337\n",
      "  0.3324966  0.01622953 0.04060376 0.12090955]\n",
      " [0.01947139 0.01725059 0.0075444  0.02153559 0.10501652 0.04348157\n",
      "  0.00336839 0.42400745 0.10798606 0.25033802]\n",
      " [0.00745576 0.7019348  0.08415309 0.02077341 0.01181815 0.02803208\n",
      "  0.00620818 0.00879527 0.12448966 0.00633948]\n",
      " [0.01130763 0.01156667 0.13352194 0.15099333 0.01049779 0.04012572\n",
      "  0.05190465 0.02389437 0.5569163  0.00927161]\n",
      " [0.8196549  0.00000941 0.00652435 0.01711272 0.00090839 0.12205334\n",
      "  0.00632504 0.00402183 0.02121108 0.00217892]\n",
      " [0.00141328 0.001757   0.04092833 0.00696739 0.7220587  0.00812017\n",
      "  0.12689614 0.00962149 0.01798302 0.0642544 ]\n",
      " [0.00191144 0.00003535 0.00063482 0.00062205 0.22252674 0.00115383\n",
      "  0.00650208 0.0249797  0.00343517 0.73819876]\n",
      " [0.00640407 0.0058149  0.00265715 0.01565115 0.49260026 0.04707782\n",
      "  0.00741783 0.0882533  0.05426712 0.2798564 ]\n",
      " [0.82225496 0.00000923 0.01615729 0.00391737 0.00008128 0.13768964\n",
      "  0.00176499 0.01557143 0.00234346 0.00021037]\n",
      " [0.00519198 0.00139863 0.06308906 0.00256034 0.09966359 0.0323348\n",
      "  0.76651204 0.00021791 0.01922229 0.00980938]\n",
      " [0.00026252 0.00056828 0.04832949 0.00276355 0.03969212 0.00064079\n",
      "  0.903646   0.00050236 0.00162214 0.00197289]\n",
      " [0.00455148 0.01768539 0.00819198 0.02963602 0.1971921  0.04683974\n",
      "  0.02593225 0.01623516 0.12154447 0.53219146]\n",
      " [0.00494502 0.0021432  0.01212387 0.04664538 0.27907017 0.02243248\n",
      "  0.06107839 0.14371626 0.04811241 0.3797329 ]\n",
      " [0.09695262 0.00020014 0.01447353 0.2947629  0.00037389 0.57487875\n",
      "  0.00357365 0.00056846 0.01361719 0.00059885]\n",
      " [0.00572623 0.1343722  0.03381594 0.06083494 0.04229225 0.02065026\n",
      "  0.06449506 0.1201667  0.30158788 0.21605846]\n",
      " [0.0035468  0.07577143 0.04730598 0.13211933 0.03570459 0.00591552\n",
      "  0.00594225 0.2812774  0.06219775 0.35021907]\n",
      " [0.01088181 0.0010548  0.03012229 0.15720806 0.03568206 0.11928657\n",
      "  0.05456948 0.0297256  0.30455512 0.25691417]\n",
      " [0.02828218 0.01006735 0.35680252 0.05440923 0.0164356  0.08305684\n",
      "  0.1885696  0.00061065 0.25465298 0.00711296]\n",
      " [0.00782898 0.00452511 0.12440093 0.1474703  0.00163763 0.07111284\n",
      "  0.00559402 0.00038996 0.62908405 0.00795618]\n",
      " [0.00187602 0.00056828 0.00266421 0.02538648 0.1903743  0.03501296\n",
      "  0.0112469  0.07687964 0.03514505 0.6208462 ]\n",
      " [0.00378049 0.0569742  0.02352912 0.11610787 0.08359028 0.0658432\n",
      "  0.03885098 0.23122042 0.11540466 0.26469874]\n",
      " [0.00151036 0.0046251  0.81136304 0.00933265 0.00134889 0.004349\n",
      "  0.14534381 0.0000798  0.02033187 0.00171555]\n",
      " [0.6939787  0.00006256 0.00397166 0.00784906 0.0070766  0.2592396\n",
      "  0.00398104 0.00570923 0.01491917 0.00321246]\n",
      " [0.00342259 0.01558605 0.06595108 0.7131281  0.00452517 0.05009131\n",
      "  0.011995   0.01186078 0.1029584  0.02048143]\n",
      " [0.00022128 0.00000737 0.00136776 0.00060042 0.96597654 0.00070328\n",
      "  0.00114443 0.01951265 0.0020695  0.00839692]\n",
      " [0.08218133 0.00395695 0.0345129  0.7378935  0.00042655 0.07452697\n",
      "  0.01438688 0.00581594 0.04479618 0.00150289]\n",
      " [0.00169451 0.00004156 0.00059548 0.00145627 0.42292228 0.00784065\n",
      "  0.0054334  0.02542692 0.00548291 0.529106  ]\n",
      " [0.00053657 0.00024855 0.00539293 0.91446453 0.00037245 0.02822174\n",
      "  0.00057213 0.00655987 0.0415954  0.00203579]\n",
      " [0.04563531 0.04103795 0.01980368 0.03037808 0.00716076 0.11671714\n",
      "  0.00092536 0.05661359 0.67517227 0.00655586]\n",
      " [0.07164624 0.00038939 0.2070304  0.12509255 0.00883329 0.16813369\n",
      "  0.16830121 0.00039931 0.22280669 0.02736717]\n",
      " [0.04140851 0.00820591 0.09390091 0.60904026 0.00976409 0.11087957\n",
      "  0.03254452 0.01142345 0.07551868 0.00731414]\n",
      " [0.08196971 0.0030517  0.07135024 0.63942575 0.0015857  0.06579454\n",
      "  0.0034871  0.009385   0.12219538 0.0017548 ]\n",
      " [0.00768111 0.00156145 0.06872174 0.00985416 0.33652297 0.00347967\n",
      "  0.51844907 0.00064498 0.02539639 0.02768843]\n",
      " [0.01126391 0.00035205 0.20212823 0.00058896 0.20469354 0.00609562\n",
      "  0.5158361  0.00005564 0.04508364 0.01390227]\n",
      " [0.0177066  0.25576538 0.03400327 0.01728915 0.01081596 0.09990769\n",
      "  0.45340136 0.00179758 0.10078495 0.00852804]\n",
      " [0.00878057 0.00295424 0.4237115  0.05618347 0.32071525 0.04698683\n",
      "  0.07557824 0.00033    0.02808043 0.03667946]\n",
      " [0.02270881 0.01747246 0.01304462 0.16259712 0.01811112 0.3477369\n",
      "  0.00637003 0.07769816 0.25464106 0.07961974]\n",
      " [0.03342852 0.00337225 0.01935083 0.03877385 0.11378652 0.06130762\n",
      "  0.01055715 0.23838577 0.04157211 0.43946546]\n",
      " [0.03665705 0.24120109 0.04215759 0.140454   0.00696338 0.09140693\n",
      "  0.03094613 0.14367989 0.22783512 0.03869883]\n",
      " [0.00577737 0.7363788  0.09391122 0.0246343  0.01830282 0.01704399\n",
      "  0.01802882 0.02216756 0.05275891 0.01099614]\n",
      " [0.17295666 0.00067801 0.06920336 0.23867477 0.00575222 0.26869863\n",
      "  0.07680609 0.0436229  0.04573651 0.07787079]\n",
      " [0.0565553  0.01183306 0.05772271 0.04711401 0.06644955 0.42377418\n",
      "  0.10700966 0.02009957 0.1124166  0.09702536]\n",
      " [0.00333733 0.00198051 0.00647976 0.00181011 0.48956665 0.00228818\n",
      "  0.01653358 0.04189708 0.04139171 0.39471513]\n",
      " [0.00126347 0.74462247 0.06562862 0.0325552  0.01583554 0.01055481\n",
      "  0.03178559 0.01706287 0.06376727 0.01692415]\n",
      " [0.8090905  0.00006786 0.01077294 0.02731283 0.00298613 0.04526991\n",
      "  0.08378784 0.00025839 0.01950889 0.00094473]\n",
      " [0.09838232 0.01490795 0.09815699 0.06082154 0.01858862 0.05938213\n",
      "  0.0875826  0.00657133 0.48766282 0.06794376]\n",
      " [0.00122538 0.14379491 0.00677425 0.01581126 0.00684882 0.01799277\n",
      "  0.00056152 0.64641833 0.03928853 0.12128418]\n",
      " [0.0031711  0.00369812 0.7280648  0.01678725 0.0078036  0.01850823\n",
      "  0.21353638 0.00062805 0.00347085 0.00433172]\n",
      " [0.00013576 0.0007446  0.00064242 0.00594905 0.00041264 0.00105211\n",
      "  0.00003045 0.95298666 0.02241443 0.01563177]\n",
      " [0.9737259  0.00003144 0.00187951 0.00425058 0.00080455 0.0163465\n",
      "  0.00065568 0.00059998 0.00155928 0.00014645]\n",
      " [0.00484433 0.00249631 0.0024655  0.00549055 0.46428907 0.01227611\n",
      "  0.01714212 0.03269223 0.03368863 0.4246152 ]\n",
      " [0.85017794 0.00059975 0.0455705  0.02442118 0.00527542 0.03122554\n",
      "  0.02002399 0.00181278 0.01696199 0.00393084]\n",
      " [0.00509682 0.00453446 0.01114984 0.04983678 0.28126588 0.01569874\n",
      "  0.00577155 0.09632906 0.0272667  0.50305015]\n",
      " [0.0345077  0.00000352 0.04386532 0.00236063 0.01011236 0.00566988\n",
      "  0.9003561  0.00004007 0.00213505 0.00094944]\n",
      " [0.00060867 0.01824087 0.00400698 0.03819531 0.00516412 0.0074342\n",
      "  0.00099659 0.7272852  0.11449187 0.08357612]\n",
      " [0.00890318 0.4551505  0.06573701 0.13275765 0.00640271 0.12231722\n",
      "  0.02048738 0.03056043 0.14021067 0.01747322]\n",
      " [0.0030609  0.02999417 0.03063254 0.03277133 0.50591075 0.01236336\n",
      "  0.14354013 0.01539878 0.03427577 0.19205227]\n",
      " [0.00679418 0.0075056  0.02577766 0.00705404 0.0132307  0.06175681\n",
      "  0.78689903 0.00002493 0.08896586 0.00199109]\n",
      " [0.00132588 0.00000137 0.00045514 0.0001158  0.9726571  0.00033949\n",
      "  0.00081449 0.00416065 0.00060892 0.01952107]\n",
      " [0.19486578 0.0060405  0.03371774 0.51026136 0.00882437 0.1986297\n",
      "  0.00196269 0.00895467 0.03256525 0.00417798]\n",
      " [0.02002468 0.0785198  0.0070777  0.04933692 0.02027654 0.2677032\n",
      "  0.08795043 0.0440544  0.23931435 0.18574204]\n",
      " [0.00574761 0.41304302 0.01674531 0.02906888 0.00543409 0.05300833\n",
      "  0.00864572 0.00153461 0.46028352 0.00648895]\n",
      " [0.00394781 0.00168524 0.00616592 0.00214646 0.8653994  0.02926133\n",
      "  0.02358048 0.00190779 0.0091544  0.05675108]\n",
      " [0.00557608 0.00063658 0.9340337  0.00597086 0.02081061 0.00833151\n",
      "  0.01437729 0.00003681 0.0079844  0.00224217]\n",
      " [0.00415406 0.00078865 0.00091186 0.00415142 0.02574425 0.01880823\n",
      "  0.00107203 0.23599435 0.01093032 0.69744486]\n",
      " [0.02813034 0.09446037 0.03184926 0.09721497 0.04038357 0.08016512\n",
      "  0.01742733 0.10456161 0.44643617 0.05937118]\n",
      " [0.02980806 0.0278395  0.05975666 0.00992393 0.01498417 0.07217997\n",
      "  0.34905034 0.00053114 0.4241723  0.011754  ]\n",
      " [0.00290962 0.00465779 0.00298322 0.0169663  0.41014135 0.01433867\n",
      "  0.01810185 0.29170042 0.10301156 0.13518916]\n",
      " [0.00264882 0.00020771 0.05728045 0.9108753  0.00003472 0.00410797\n",
      "  0.00029036 0.00141395 0.02262454 0.00051615]\n",
      " [0.00590835 0.0051456  0.11735    0.01279081 0.01824258 0.03432634\n",
      "  0.7615952  0.00124478 0.02482926 0.01856699]\n",
      " [0.0010907  0.00675712 0.0108529  0.92498595 0.00096071 0.02503301\n",
      "  0.00142244 0.0188402  0.00750235 0.0025546 ]\n",
      " [0.00092252 0.00155753 0.00082793 0.00496055 0.06061236 0.00707981\n",
      "  0.00258813 0.03678115 0.0352751  0.8493949 ]\n",
      " [0.00064471 0.07997717 0.00263011 0.03873302 0.00552061 0.00249691\n",
      "  0.00110542 0.77513117 0.04065601 0.05310483]\n",
      " [0.00366053 0.04515287 0.03979847 0.1621301  0.02203311 0.13509943\n",
      "  0.06812955 0.02015863 0.31036964 0.1934677 ]\n",
      " [0.00498928 0.02132588 0.00630127 0.01118462 0.18189219 0.03594023\n",
      "  0.02785837 0.09556469 0.0438698  0.57107365]\n",
      " [0.00576029 0.71820694 0.04431533 0.03809313 0.02588282 0.03174639\n",
      "  0.00379882 0.03195357 0.08235977 0.01788284]\n",
      " [0.00265661 0.00004488 0.9735345  0.01358906 0.00004304 0.00085199\n",
      "  0.00537679 0.00020319 0.00363727 0.00006263]\n",
      " [0.02418136 0.03150167 0.13150689 0.18913446 0.03521579 0.11815627\n",
      "  0.23711497 0.04597164 0.09469098 0.09252591]\n",
      " [0.00042473 0.02143521 0.04478634 0.20006008 0.01255745 0.07899827\n",
      "  0.01726668 0.209811   0.14270572 0.27195445]\n",
      " [0.00076852 0.93332046 0.00450432 0.00623019 0.00033258 0.00262497\n",
      "  0.00119791 0.00671607 0.04072304 0.00358205]\n",
      " [0.00197487 0.00279014 0.00202313 0.05304425 0.1132287  0.02137411\n",
      "  0.00524361 0.4954029  0.02898513 0.27593315]\n",
      " [0.02488126 0.02641908 0.12424696 0.01329067 0.525315   0.01934655\n",
      "  0.14559472 0.00989281 0.03128612 0.07972677]\n",
      " [0.05687877 0.06254798 0.2636399  0.02570135 0.06521633 0.19504663\n",
      "  0.04303997 0.01818654 0.15699786 0.11274464]\n",
      " [0.00318595 0.01198905 0.11520158 0.52343816 0.00071153 0.1550987\n",
      "  0.05263488 0.06035365 0.0508086  0.02657798]\n",
      " [0.10149768 0.00000152 0.00051701 0.00591485 0.01387876 0.00267625\n",
      "  0.00004953 0.8214171  0.00362757 0.0504198 ]\n",
      " [0.00860281 0.00283836 0.00355544 0.03905672 0.00717199 0.4940138\n",
      "  0.00717277 0.14050469 0.19637251 0.10071096]\n",
      " [0.00222718 0.00553427 0.53544444 0.01153707 0.03465544 0.03311229\n",
      "  0.34747878 0.00012424 0.02441786 0.00546852]\n",
      " [0.2731186  0.03010415 0.08237251 0.03148149 0.03078673 0.3483233\n",
      "  0.08027312 0.00188257 0.09534119 0.02631623]\n",
      " [0.00070644 0.03052054 0.00036178 0.01756351 0.02269353 0.03167776\n",
      "  0.00165741 0.48955527 0.10756382 0.29769996]\n",
      " [0.00020836 0.0030645  0.00647239 0.00236218 0.00769352 0.0034095\n",
      "  0.96643394 0.00002802 0.00752867 0.00279883]\n",
      " [0.03913127 0.00481736 0.10011459 0.22953789 0.00064837 0.33006087\n",
      "  0.00684475 0.00614501 0.26380232 0.01889753]\n",
      " [0.18520366 0.01348193 0.13672347 0.022316   0.01175157 0.17879666\n",
      "  0.00350501 0.02574899 0.36258727 0.05988541]] (13.945 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 0.796605, step = 1901 (30.666 sec)\n",
      "INFO:tensorflow:probabilities = [[0.00148219 0.00010714 0.9927521  0.00184857 0.0001908  0.00002844\n",
      "  0.00335329 0.00000478 0.00015878 0.00007394]\n",
      " [0.7178866  0.00012958 0.01261882 0.00380916 0.00197051 0.17451842\n",
      "  0.08065149 0.00145392 0.0050732  0.00188824]\n",
      " [0.0751673  0.01368553 0.01605081 0.01406587 0.01425061 0.05248119\n",
      "  0.00276347 0.0899161  0.68712014 0.03449902]\n",
      " [0.02313623 0.00094789 0.23685877 0.47205892 0.00019916 0.10444503\n",
      "  0.00104746 0.0008959  0.15865691 0.00175376]\n",
      " [0.00227687 0.00125788 0.00245957 0.00421796 0.07880826 0.11241479\n",
      "  0.0112376  0.40815848 0.21365665 0.16551197]\n",
      " [0.05991177 0.33130512 0.05139001 0.05820093 0.01916213 0.08618309\n",
      "  0.0105159  0.16058572 0.13544066 0.08730463]\n",
      " [0.00055877 0.6892381  0.01363293 0.07563145 0.01598512 0.04576214\n",
      "  0.01276813 0.03761845 0.04757641 0.06122856]\n",
      " [0.00718331 0.00002237 0.01727465 0.07938707 0.03898631 0.09491864\n",
      "  0.09692293 0.02196873 0.6265647  0.01677138]\n",
      " [0.00434124 0.0002877  0.96411437 0.00434474 0.00067022 0.00726168\n",
      "  0.00527802 0.00001891 0.01357786 0.00010516]\n",
      " [0.00448687 0.01528063 0.2865267  0.07661432 0.03420455 0.01178487\n",
      "  0.39083776 0.01033396 0.10881216 0.06111803]\n",
      " [0.13614427 0.00300008 0.01721189 0.57292145 0.00980936 0.1348036\n",
      "  0.01655174 0.06581511 0.02596904 0.01777349]\n",
      " [0.00280918 0.81669223 0.01044002 0.02334057 0.0095885  0.02402539\n",
      "  0.02480383 0.01141583 0.05886378 0.01802072]\n",
      " [0.00112403 0.00522048 0.00098398 0.01459744 0.01267534 0.01727166\n",
      "  0.00089492 0.8340933  0.05675448 0.05638437]\n",
      " [0.00474682 0.00001381 0.82276124 0.05989108 0.00650479 0.00067074\n",
      "  0.09054362 0.00022638 0.00749029 0.00715106]\n",
      " [0.6646502  0.00070743 0.02029587 0.0118806  0.00809827 0.16401222\n",
      "  0.06554398 0.00250094 0.05002505 0.01228531]\n",
      " [0.10883447 0.01453106 0.03975627 0.01829916 0.01352385 0.23736204\n",
      "  0.00326671 0.01416975 0.538509   0.01174769]\n",
      " [0.12947425 0.00131229 0.38019386 0.12199025 0.00044783 0.0731023\n",
      "  0.00658205 0.0009624  0.2808438  0.00509097]\n",
      " [0.00188857 0.00083454 0.00043092 0.01197347 0.00601778 0.00868816\n",
      "  0.00007932 0.8724464  0.0036943  0.09394657]\n",
      " [0.01305143 0.00000071 0.00315511 0.0000675  0.00101999 0.00030637\n",
      "  0.98229235 0.00000286 0.00004612 0.00005757]\n",
      " [0.02989824 0.00883669 0.13038664 0.05273814 0.12942243 0.05242566\n",
      "  0.11526583 0.05962061 0.12941009 0.29199567]\n",
      " [0.01429154 0.0028529  0.10221183 0.03602768 0.01037782 0.07459057\n",
      "  0.04533169 0.00326762 0.7061403  0.00490807]\n",
      " [0.0517185  0.03832398 0.49474707 0.02912269 0.09750604 0.02426069\n",
      "  0.20015615 0.00059058 0.01781596 0.04575831]\n",
      " [0.04745866 0.00811545 0.44100052 0.02217381 0.10034885 0.00833974\n",
      "  0.35511708 0.00083717 0.00202022 0.0145885 ]\n",
      " [0.97201264 0.00000976 0.00365145 0.00329271 0.00061728 0.00936198\n",
      "  0.00062274 0.00088007 0.00925445 0.000297  ]\n",
      " [0.00023609 0.86151385 0.00987348 0.01193023 0.00203026 0.01851903\n",
      "  0.01259249 0.01148158 0.04224936 0.02957352]\n",
      " [0.00232614 0.7919049  0.02271514 0.02339161 0.01283961 0.01984552\n",
      "  0.0284688  0.02611284 0.04355627 0.02883906]\n",
      " [0.04131044 0.00010408 0.08240249 0.01129412 0.00255474 0.01125726\n",
      "  0.84488916 0.00111311 0.00302993 0.00204456]\n",
      " [0.01667347 0.01591848 0.0052305  0.05122006 0.14922254 0.10463613\n",
      "  0.03009525 0.18367511 0.04299142 0.400337  ]\n",
      " [0.09327724 0.00796579 0.08804541 0.01715066 0.04793291 0.01792051\n",
      "  0.64789927 0.00111346 0.07429215 0.00440258]\n",
      " [0.00077236 0.00025414 0.9722658  0.01918119 0.00121014 0.00035747\n",
      "  0.00516926 0.00008358 0.00034589 0.00036021]\n",
      " [0.0005357  0.02251524 0.00026772 0.01917327 0.00339404 0.4971863\n",
      "  0.00103935 0.09340721 0.3477516  0.01472947]\n",
      " [0.00257887 0.00277732 0.9411249  0.00763627 0.00171051 0.00114721\n",
      "  0.03307981 0.00052526 0.0085807  0.00083909]\n",
      " [0.00054038 0.00007005 0.00033206 0.00020662 0.9225007  0.00651083\n",
      "  0.00152919 0.00414864 0.00134398 0.06281767]\n",
      " [0.9679101  0.0000076  0.00170797 0.0054661  0.00003959 0.01649559\n",
      "  0.00444048 0.00043343 0.00302142 0.00047778]\n",
      " [0.0020157  0.00080644 0.00776946 0.00362373 0.00062894 0.0017594\n",
      "  0.00017592 0.94125164 0.00743167 0.03453713]\n",
      " [0.00633895 0.0039932  0.11017711 0.61291474 0.01925655 0.10422696\n",
      "  0.04962661 0.00552405 0.0706176  0.01732424]\n",
      " [0.01929969 0.00004868 0.1801148  0.73284423 0.00017201 0.02956397\n",
      "  0.00032684 0.00053331 0.03680867 0.00028781]\n",
      " [0.02531109 0.03435608 0.02843703 0.09707922 0.03948307 0.22396916\n",
      "  0.46249613 0.00108637 0.06732032 0.02046144]\n",
      " [0.00121701 0.0025369  0.01275178 0.91138977 0.00069025 0.01372435\n",
      "  0.00060053 0.038049   0.013877   0.00516341]\n",
      " [0.291488   0.00452911 0.05828898 0.11806018 0.00638377 0.22860931\n",
      "  0.10655724 0.01472787 0.12560461 0.04575092]\n",
      " [0.02804637 0.24706864 0.09407684 0.01642047 0.06044355 0.11535602\n",
      "  0.01487193 0.03888704 0.34086847 0.04396069]\n",
      " [0.02635614 0.00120948 0.02112882 0.02190208 0.00541944 0.06127141\n",
      "  0.8334744  0.00116408 0.02303261 0.00504152]\n",
      " [0.21860918 0.00286316 0.10040101 0.5882851  0.000473   0.03483565\n",
      "  0.000581   0.00889726 0.04037883 0.00467573]\n",
      " [0.01792986 0.09006926 0.03502271 0.04820275 0.03010626 0.0580616\n",
      "  0.6138099  0.00392806 0.07060613 0.03226344]\n",
      " [0.01283774 0.00435918 0.22694795 0.01243613 0.09390845 0.01196232\n",
      "  0.5131114  0.01271844 0.04019696 0.07152148]\n",
      " [0.01131231 0.00799126 0.50202966 0.05723271 0.02401683 0.10251565\n",
      "  0.06799176 0.04387761 0.06845028 0.11458194]\n",
      " [0.00379437 0.03346008 0.00279561 0.06037282 0.02930968 0.06271462\n",
      "  0.00088689 0.40899613 0.03968429 0.3579855 ]\n",
      " [0.03851189 0.01669394 0.03032872 0.03497203 0.02238504 0.05567722\n",
      "  0.00380114 0.5865375  0.16192462 0.04916792]\n",
      " [0.01605486 0.00050066 0.06127152 0.7825455  0.03271917 0.02691918\n",
      "  0.01021753 0.01516737 0.02402344 0.03058069]\n",
      " [0.8212447  0.00038071 0.01304931 0.02500699 0.01101034 0.09720559\n",
      "  0.0111413  0.00144469 0.01731183 0.00220449]\n",
      " [0.02956461 0.00297369 0.01856514 0.3871386  0.00083404 0.49260032\n",
      "  0.01093122 0.00105293 0.05565861 0.00068085]\n",
      " [0.05565922 0.00067527 0.01482951 0.00382869 0.00461706 0.01474956\n",
      "  0.88759875 0.00002477 0.01140265 0.00661445]\n",
      " [0.00130105 0.02321453 0.00350216 0.19165096 0.01258002 0.01773287\n",
      "  0.00457442 0.11856211 0.0427116  0.5841703 ]\n",
      " [0.00985685 0.00027136 0.11145413 0.01347491 0.07984786 0.02024021\n",
      "  0.7393364  0.00054957 0.00672568 0.01824311]\n",
      " [0.0021802  0.14672232 0.00799213 0.02542465 0.07950667 0.02224379\n",
      "  0.00825769 0.1604748  0.02794116 0.5192566 ]\n",
      " [0.05777133 0.00111004 0.05804064 0.05505681 0.02436331 0.39550373\n",
      "  0.24447775 0.00186356 0.08120368 0.08060922]\n",
      " [0.22172873 0.00020049 0.09773302 0.15780184 0.04480705 0.21094894\n",
      "  0.03804349 0.00646007 0.13034023 0.09193625]\n",
      " [0.00122476 0.02863746 0.00297443 0.02335077 0.01751872 0.01813196\n",
      "  0.00166679 0.5199146  0.03863895 0.34794152]\n",
      " [0.00619247 0.00260593 0.45062515 0.40550578 0.0004999  0.0191831\n",
      "  0.00521071 0.08108963 0.02612174 0.00296545]\n",
      " [0.01480014 0.02055421 0.86377156 0.0218166  0.00128816 0.03079094\n",
      "  0.00501846 0.00078287 0.0393736  0.00180357]\n",
      " [0.08750738 0.00199713 0.15676053 0.03109603 0.2369355  0.05713456\n",
      "  0.07082651 0.04373161 0.04679858 0.26721218]\n",
      " [0.00056561 0.92031574 0.01004015 0.00552803 0.00248323 0.00214807\n",
      "  0.00074853 0.01565759 0.03860825 0.00390477]\n",
      " [0.0010193  0.00213326 0.00022249 0.00660041 0.45606163 0.00483762\n",
      "  0.01190701 0.02577864 0.03898207 0.45245752]\n",
      " [0.0019656  0.07029285 0.05224487 0.28085    0.03668256 0.15391813\n",
      "  0.01168819 0.01303428 0.32434773 0.0549758 ]\n",
      " [0.00488315 0.04552537 0.01351351 0.00653715 0.30296317 0.03276598\n",
      "  0.01257179 0.13696074 0.0498472  0.39443195]\n",
      " [0.0090502  0.01333507 0.00353314 0.01701552 0.15967976 0.0401321\n",
      "  0.00405148 0.3254785  0.10794822 0.31977606]\n",
      " [0.00092731 0.00117848 0.00131006 0.05054751 0.06140852 0.02481177\n",
      "  0.00466386 0.19952682 0.05796868 0.59765697]\n",
      " [0.00363185 0.03503755 0.00735828 0.01941832 0.32253096 0.01232956\n",
      "  0.02192823 0.0470367  0.07428544 0.45644304]\n",
      " [0.00358529 0.0001187  0.9485293  0.03614285 0.00025462 0.00255275\n",
      "  0.00496048 0.00016941 0.00232988 0.00135687]\n",
      " [0.0006949  0.00002969 0.02247169 0.00108469 0.90854806 0.00098171\n",
      "  0.00350758 0.00356061 0.00093483 0.05818626]\n",
      " [0.00056371 0.00403233 0.00189183 0.00398118 0.7573487  0.00321694\n",
      "  0.00408757 0.01698932 0.05604469 0.15184368]\n",
      " [0.02387339 0.00050126 0.01404718 0.00315671 0.0005365  0.01057469\n",
      "  0.9455669  0.00000872 0.00143288 0.00030175]\n",
      " [0.02442049 0.21061638 0.03178512 0.11378504 0.00869515 0.02328822\n",
      "  0.01093275 0.24915564 0.23184915 0.09547211]\n",
      " [0.00191711 0.00581387 0.15886068 0.21282914 0.00332983 0.00740969\n",
      "  0.00511929 0.49977913 0.04580942 0.05913182]\n",
      " [0.00049832 0.00000893 0.00606625 0.00024606 0.00363192 0.00036599\n",
      "  0.9874977  0.00002763 0.000737   0.00092022]\n",
      " [0.00099635 0.0090814  0.00041507 0.02811556 0.01655583 0.00848685\n",
      "  0.00043259 0.15196596 0.15162115 0.6323292 ]\n",
      " [0.00400357 0.00032751 0.56919235 0.0170086  0.00645077 0.03194999\n",
      "  0.36076686 0.00015876 0.00931617 0.00082547]\n",
      " [0.03192466 0.01817862 0.02232694 0.41415626 0.00480055 0.1903002\n",
      "  0.01485148 0.09029454 0.15248139 0.06068539]\n",
      " [0.00959599 0.0006223  0.6607201  0.284888   0.00011381 0.00230629\n",
      "  0.0020368  0.00378554 0.03551682 0.00041441]\n",
      " [0.94715214 0.00000821 0.01092258 0.0117989  0.00028674 0.02539441\n",
      "  0.00092378 0.00101506 0.00219876 0.00029924]\n",
      " [0.0167566  0.03336702 0.15698636 0.13526447 0.00477383 0.02763497\n",
      "  0.00146652 0.02434313 0.58943963 0.00996744]\n",
      " [0.1081221  0.07587112 0.22780746 0.20930329 0.00929142 0.1496588\n",
      "  0.01324479 0.00374531 0.19775149 0.00520416]\n",
      " [0.01475319 0.00471526 0.00847333 0.01604463 0.00093424 0.02560079\n",
      "  0.00029765 0.00433187 0.9240209  0.00082812]\n",
      " [0.06615555 0.02502137 0.00844384 0.03561663 0.13278444 0.26142716\n",
      "  0.01516768 0.08776776 0.1795208  0.18809476]\n",
      " [0.00542655 0.01685338 0.14025578 0.33156082 0.01017987 0.11990531\n",
      "  0.1432894  0.10126096 0.09671047 0.03455744]\n",
      " [0.05668372 0.0040826  0.7047118  0.09323287 0.00120548 0.04405594\n",
      "  0.00257561 0.00050905 0.09180535 0.00113763]\n",
      " [0.00169643 0.08655149 0.01000637 0.10108212 0.07215359 0.04676027\n",
      "  0.04608099 0.02889558 0.4018279  0.20494533]\n",
      " [0.0156966  0.00007497 0.00652827 0.54320693 0.00059818 0.32014683\n",
      "  0.00377448 0.00430705 0.08832562 0.01734108]\n",
      " [0.00162233 0.02311338 0.03864114 0.01894612 0.2438528  0.02242526\n",
      "  0.02703828 0.0279763  0.05313504 0.54324937]\n",
      " [0.00354363 0.6720014  0.01033681 0.08579162 0.01976305 0.06045167\n",
      "  0.0194742  0.03276366 0.04806468 0.04780928]\n",
      " [0.00221673 0.04575008 0.02553886 0.1775032  0.04828127 0.10592576\n",
      "  0.06165655 0.01953158 0.31010073 0.20349526]\n",
      " [0.85358775 0.00115168 0.00924185 0.02096324 0.0026366  0.06210095\n",
      "  0.03969407 0.00178084 0.00493568 0.00390746]\n",
      " [0.01843027 0.0000784  0.00227723 0.02107106 0.04500782 0.09092809\n",
      "  0.00069325 0.08201047 0.690938   0.04856533]\n",
      " [0.04382195 0.00260754 0.00358675 0.02368095 0.01565014 0.0258978\n",
      "  0.00115656 0.6516659  0.01891083 0.21302158]\n",
      " [0.00519357 0.01272227 0.00562155 0.03696083 0.00786368 0.03185552\n",
      "  0.00196617 0.5676104  0.08568304 0.24452293]\n",
      " [0.19987997 0.000487   0.02621739 0.13099284 0.02824228 0.3402871\n",
      "  0.15637371 0.01189469 0.04828404 0.05734108]\n",
      " [0.00143454 0.0017226  0.00095257 0.8237369  0.00001815 0.11883704\n",
      "  0.00004028 0.00821806 0.04347746 0.0015624 ]\n",
      " [0.00174787 0.01205615 0.00798428 0.15156306 0.02796194 0.02296535\n",
      "  0.00251041 0.6504969  0.04924557 0.07346851]\n",
      " [0.00477501 0.00158459 0.10570645 0.00586323 0.50283384 0.02887304\n",
      "  0.17413688 0.01615033 0.02508512 0.1349915 ]\n",
      " [0.46737066 0.00012438 0.24297379 0.02138271 0.00608413 0.05091672\n",
      "  0.01222881 0.00252708 0.19151019 0.00488156]] (11.877 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 3.90947\n",
      "INFO:tensorflow:probabilities = [[0.01003415 0.00008416 0.05970805 0.41715172 0.00234775 0.3576748\n",
      "  0.00263497 0.00131464 0.14720282 0.00184691]\n",
      " [0.00089627 0.00058023 0.00091036 0.08131146 0.00332604 0.00097572\n",
      "  0.00003502 0.8847788  0.00707154 0.02011457]\n",
      " [0.01947772 0.001003   0.04195172 0.0078866  0.00476666 0.04358127\n",
      "  0.86398    0.00026049 0.01465354 0.00243906]\n",
      " [0.00223598 0.0007065  0.8923327  0.00101035 0.00106802 0.00014589\n",
      "  0.09510076 0.00036202 0.00510837 0.00192933]\n",
      " [0.00980897 0.00009772 0.00136364 0.00231136 0.08341804 0.00394424\n",
      "  0.00017382 0.74631613 0.01498094 0.13758518]\n",
      " [0.00159272 0.00145534 0.05273752 0.00158226 0.02967327 0.00383242\n",
      "  0.8955709  0.00014074 0.00841784 0.00499708]\n",
      " [0.00811907 0.00505147 0.00154627 0.00141111 0.7708384  0.00960758\n",
      "  0.01644359 0.01812493 0.05591035 0.11294732]\n",
      " [0.01279966 0.00020123 0.16134101 0.01203456 0.62818974 0.00777298\n",
      "  0.01603175 0.0307556  0.01160833 0.11926521]\n",
      " [0.00696472 0.00799813 0.04977618 0.18629901 0.00061512 0.01566884\n",
      "  0.00167226 0.00287823 0.71610934 0.01201812]\n",
      " [0.01024374 0.00017042 0.0126957  0.45306915 0.00020241 0.41596445\n",
      "  0.00199047 0.00372983 0.09740192 0.00453191]\n",
      " [0.06820317 0.00024457 0.01401965 0.6214351  0.00085986 0.2670617\n",
      "  0.00860011 0.00387706 0.01143219 0.00426653]\n",
      " [0.1542114  0.00995754 0.07045273 0.17794852 0.00202956 0.08709155\n",
      "  0.00176619 0.00291224 0.49225545 0.00137481]\n",
      " [0.00004198 0.9825242  0.00432025 0.00033863 0.00072488 0.00035682\n",
      "  0.00290431 0.00100496 0.00607261 0.00171154]\n",
      " [0.935718   0.00000205 0.02473007 0.01002542 0.00030282 0.01748934\n",
      "  0.00384126 0.00328054 0.00422353 0.0003871 ]\n",
      " [0.00078048 0.58111054 0.00503178 0.05691072 0.00418806 0.0489108\n",
      "  0.0039079  0.06504323 0.17687096 0.05724555]\n",
      " [0.0002513  0.00667642 0.00421298 0.09259281 0.15413055 0.0226803\n",
      "  0.00732348 0.07827488 0.04773289 0.58612436]\n",
      " [0.00924336 0.00002089 0.03272887 0.00272929 0.01529951 0.00405674\n",
      "  0.9244296  0.00004635 0.00764625 0.00379906]\n",
      " [0.00129412 0.00057146 0.00033652 0.00301005 0.00085526 0.00290717\n",
      "  0.00004164 0.9701319  0.00301051 0.01784153]\n",
      " [0.00427166 0.00240785 0.07329015 0.01794545 0.0128267  0.0299498\n",
      "  0.8276888  0.00023365 0.02948265 0.00190334]\n",
      " [0.00110085 0.00076053 0.0039491  0.04688242 0.06835156 0.12970306\n",
      "  0.02650935 0.01510914 0.2026499  0.504984  ]\n",
      " [0.00235869 0.727964   0.01562712 0.05037489 0.01279353 0.01953768\n",
      "  0.00892756 0.03197321 0.06884699 0.06159637]\n",
      " [0.00027348 0.0001462  0.00053493 0.005531   0.50386536 0.0102694\n",
      "  0.00231037 0.01704613 0.00955157 0.4504715 ]\n",
      " [0.88588923 0.00020706 0.01311395 0.03529519 0.00311797 0.04024104\n",
      "  0.00209572 0.00980481 0.00351034 0.00672474]\n",
      " [0.00659563 0.21708626 0.00906641 0.08563867 0.0748512  0.11958735\n",
      "  0.02045497 0.03624563 0.1058547  0.32461914]\n",
      " [0.03052391 0.0022541  0.01060949 0.40437317 0.00279735 0.29788747\n",
      "  0.0562033  0.01480172 0.13262525 0.04792419]\n",
      " [0.00724075 0.05296551 0.08003845 0.02672191 0.05127354 0.01867558\n",
      "  0.02213018 0.5297404  0.0938563  0.11735734]\n",
      " [0.0337114  0.00024691 0.00214545 0.0090052  0.00135359 0.82445204\n",
      "  0.00132917 0.00354966 0.10932363 0.01488292]\n",
      " [0.01269763 0.09468991 0.19790271 0.06786384 0.01884467 0.14119357\n",
      "  0.11085078 0.07450806 0.19256395 0.08888491]\n",
      " [0.07138606 0.00154712 0.00964077 0.01028296 0.02494844 0.7603748\n",
      "  0.02540618 0.00062    0.08787174 0.00792196]\n",
      " [0.10051148 0.00055532 0.03559213 0.00203693 0.02386499 0.03016928\n",
      "  0.80000395 0.00001845 0.00688877 0.00035871]\n",
      " [0.13332035 0.00010011 0.15225033 0.31730166 0.01452395 0.03445026\n",
      "  0.34026998 0.00037624 0.00454794 0.00285904]\n",
      " [0.02241623 0.00088452 0.02940363 0.04955507 0.42443645 0.01146638\n",
      "  0.04623418 0.05619675 0.02175172 0.337655  ]\n",
      " [0.00708328 0.00876275 0.00744186 0.01178602 0.26935282 0.02213196\n",
      "  0.01457788 0.17684565 0.06089531 0.42112255]\n",
      " [0.0058925  0.01362939 0.8495855  0.01620165 0.00117625 0.00819291\n",
      "  0.09498276 0.0001898  0.00906944 0.00107987]\n",
      " [0.00045542 0.06729757 0.03182132 0.1830555  0.02705668 0.1967237\n",
      "  0.05575971 0.02833716 0.34514746 0.0643455 ]\n",
      " [0.14036548 0.00024447 0.02271081 0.03993744 0.02484581 0.45790055\n",
      "  0.00259815 0.20902881 0.07360881 0.02875973]\n",
      " [0.00029358 0.9336083  0.00943846 0.00533099 0.00283376 0.00471212\n",
      "  0.00496366 0.01437141 0.01787572 0.00657197]\n",
      " [0.92091244 0.00000846 0.00438125 0.02347134 0.00160395 0.019504\n",
      "  0.00682801 0.00102714 0.01245137 0.00981216]\n",
      " [0.0037862  0.00096617 0.00047975 0.00871625 0.2389204  0.01933263\n",
      "  0.00302667 0.08320973 0.01797586 0.62358636]\n",
      " [0.00169546 0.00122313 0.0084824  0.00139745 0.56044316 0.00300197\n",
      "  0.01836217 0.02382083 0.01769346 0.36387992]\n",
      " [0.00415784 0.00164287 0.0120459  0.7489326  0.00050414 0.15462118\n",
      "  0.00253399 0.00502062 0.06851877 0.00202202]\n",
      " [0.00735932 0.01362139 0.06414027 0.01268789 0.3210103  0.02138341\n",
      "  0.3808336  0.01432807 0.054819   0.10981681]\n",
      " [0.04297627 0.09019653 0.12679371 0.24891393 0.00217818 0.09091\n",
      "  0.00786025 0.00458633 0.38051283 0.00507203]\n",
      " [0.00067702 0.00037032 0.00183641 0.00294275 0.8402178  0.00085298\n",
      "  0.00212996 0.01782999 0.01090999 0.12223273]\n",
      " [0.00486222 0.01132064 0.11661361 0.74586546 0.00078402 0.03050585\n",
      "  0.00164756 0.00255167 0.08497017 0.00087871]\n",
      " [0.00356136 0.00214389 0.00058116 0.00484438 0.01181029 0.02508485\n",
      "  0.00095796 0.4554255  0.00970795 0.4858826 ]\n",
      " [0.03759783 0.00292376 0.01235532 0.00439469 0.47293335 0.02910332\n",
      "  0.01981353 0.06588332 0.2916865  0.06330834]\n",
      " [0.10130279 0.00044388 0.00473619 0.5304633  0.00210474 0.2197106\n",
      "  0.00013773 0.02894734 0.10510252 0.00705094]\n",
      " [0.0006402  0.01037243 0.03040521 0.00487658 0.22131337 0.00209229\n",
      "  0.6239944  0.00147875 0.02288078 0.08194595]\n",
      " [0.00228128 0.01998827 0.0264611  0.02026352 0.16512957 0.01043161\n",
      "  0.0211501  0.04806578 0.24018653 0.4460422 ]\n",
      " [0.37851816 0.00008065 0.01180092 0.23175624 0.02269033 0.1290074\n",
      "  0.02411528 0.06983727 0.10843341 0.0237603 ]\n",
      " [0.0051035  0.00225054 0.01114376 0.05936619 0.05071826 0.1099603\n",
      "  0.00409619 0.01206637 0.63857114 0.10672373]\n",
      " [0.00285903 0.00133052 0.00224495 0.00407179 0.46025583 0.02530778\n",
      "  0.00681451 0.00870675 0.05221458 0.43619427]\n",
      " [0.03859517 0.00027583 0.06030711 0.01505932 0.7940867  0.00402512\n",
      "  0.01740387 0.02593832 0.0072187  0.03708986]\n",
      " [0.20099987 0.01158527 0.34607884 0.0788114  0.00518005 0.18695082\n",
      "  0.04573549 0.02460505 0.08203408 0.01801915]\n",
      " [0.03570662 0.00008283 0.01758673 0.39262918 0.03987356 0.19346488\n",
      "  0.08945668 0.00432356 0.2157848  0.0110912 ]\n",
      " [0.08011748 0.00009994 0.00351098 0.00048627 0.7641842  0.01041319\n",
      "  0.05356317 0.01332201 0.02046626 0.05383654]\n",
      " [0.01120879 0.05762095 0.01705217 0.03000099 0.26154596 0.08043343\n",
      "  0.08418855 0.02925521 0.28267014 0.1460238 ]\n",
      " [0.00225824 0.8148755  0.02256266 0.01501747 0.01168207 0.00864934\n",
      "  0.01495012 0.03498229 0.0451508  0.0298715 ]\n",
      " [0.00210259 0.82407916 0.00950655 0.00684951 0.00477008 0.00967752\n",
      "  0.01186819 0.02459418 0.09341556 0.01313662]\n",
      " [0.00073879 0.00000824 0.00005241 0.0005334  0.8793373  0.00262039\n",
      "  0.00230129 0.00282903 0.00443444 0.10714462]\n",
      " [0.01901548 0.00060386 0.016475   0.36263534 0.10837089 0.2327089\n",
      "  0.00807545 0.02747309 0.09477705 0.12986486]\n",
      " [0.00081493 0.00122241 0.00166924 0.00568654 0.00287392 0.00598362\n",
      "  0.0002787  0.81925297 0.00763577 0.15458198]\n",
      " [0.21662676 0.00239662 0.09687661 0.00117086 0.51004034 0.01106828\n",
      "  0.11953523 0.00406441 0.01305933 0.02516161]\n",
      " [0.00633487 0.00389676 0.87931526 0.00576787 0.00139979 0.01230404\n",
      "  0.06334852 0.00204512 0.01760347 0.00798427]\n",
      " [0.00590039 0.00034108 0.01317136 0.00853578 0.7370639  0.00733452\n",
      "  0.05295501 0.00738964 0.02528927 0.14201912]\n",
      " [0.00065368 0.91899586 0.00891571 0.0072471  0.00423644 0.00303343\n",
      "  0.0035784  0.01538846 0.02602007 0.01193074]\n",
      " [0.01438687 0.04067889 0.01589325 0.06389538 0.22239278 0.03768043\n",
      "  0.02147052 0.1535426  0.04737239 0.38268694]\n",
      " [0.01446536 0.00100343 0.0198819  0.0025003  0.0516449  0.0042127\n",
      "  0.9006164  0.00009015 0.00302025 0.00256443]\n",
      " [0.5353924  0.00197165 0.09642347 0.00468125 0.03500116 0.0170881\n",
      "  0.2872468  0.00245238 0.01072336 0.00901947]\n",
      " [0.00469965 0.8252186  0.02514627 0.00914021 0.03519639 0.00610503\n",
      "  0.01366179 0.01173956 0.06153748 0.00755514]\n",
      " [0.02111906 0.00102294 0.00187588 0.00437317 0.03683916 0.5780948\n",
      "  0.0043402  0.00472199 0.32302934 0.02458347]\n",
      " [0.08283164 0.00005646 0.78869957 0.04396302 0.00296555 0.01975882\n",
      "  0.03452425 0.00073861 0.0252355  0.00122641]\n",
      " [0.00287574 0.0044557  0.00391087 0.00680943 0.36442018 0.01879417\n",
      "  0.00848386 0.12949674 0.05717344 0.4035798 ]\n",
      " [0.00431311 0.0434217  0.0977937  0.05103182 0.06362226 0.05119365\n",
      "  0.03121982 0.05255029 0.5775553  0.02729845]\n",
      " [0.01566388 0.03389434 0.04532384 0.07855385 0.00874615 0.43763155\n",
      "  0.01255355 0.00337553 0.35080332 0.01345394]\n",
      " [0.09241226 0.00046398 0.00329098 0.01579127 0.00634569 0.47511286\n",
      "  0.01180964 0.0188012  0.34993306 0.02603899]\n",
      " [0.00050522 0.93968093 0.00953758 0.00409061 0.00944876 0.00301647\n",
      "  0.00512386 0.0072335  0.01690203 0.004461  ]\n",
      " [0.00154212 0.02551346 0.00171493 0.02161347 0.00680764 0.00971836\n",
      "  0.00044669 0.61705863 0.0828037  0.23278101]\n",
      " [0.00350922 0.00020863 0.47430047 0.00173138 0.00627136 0.00261805\n",
      "  0.45882982 0.00018596 0.04489174 0.00745337]\n",
      " [0.0055522  0.00049218 0.07157181 0.797244   0.00189854 0.06612547\n",
      "  0.0022737  0.00565747 0.04032598 0.00885871]\n",
      " [0.0008249  0.00034919 0.00075975 0.00133226 0.49831674 0.00603846\n",
      "  0.00870504 0.02592832 0.02886514 0.42888018]\n",
      " [0.07330931 0.00049387 0.0014201  0.00866868 0.00153127 0.71031904\n",
      "  0.00300026 0.01891421 0.17410396 0.00823927]\n",
      " [0.00091393 0.00231639 0.0006303  0.00223346 0.18050557 0.01463227\n",
      "  0.00198735 0.05200832 0.02832658 0.7164458 ]\n",
      " [0.00165959 0.0005313  0.8638074  0.00643198 0.01123132 0.00312062\n",
      "  0.10342044 0.00002364 0.00954692 0.00022671]\n",
      " [0.10436971 0.00036229 0.43131807 0.019813   0.01490531 0.05886872\n",
      "  0.34693915 0.00496696 0.01354913 0.00490759]\n",
      " [0.01772708 0.0073813  0.00973986 0.01212195 0.01272706 0.38861597\n",
      "  0.00127131 0.05452932 0.47186807 0.02401812]\n",
      " [0.01013756 0.00569095 0.01451394 0.02105822 0.06874614 0.08339991\n",
      "  0.6937429  0.00022367 0.09935965 0.00312708]\n",
      " [0.00312751 0.00002104 0.00858404 0.00035438 0.15288192 0.00365014\n",
      "  0.81463534 0.00073086 0.00519706 0.01081767]\n",
      " [0.00054643 0.00015073 0.00275342 0.00131563 0.928439   0.00197458\n",
      "  0.00311446 0.00343103 0.0023873  0.05588733]\n",
      " [0.01983244 0.00154657 0.13500366 0.0281217  0.35716847 0.0341387\n",
      "  0.05584567 0.03050904 0.06903785 0.26879594]\n",
      " [0.9373558  0.0000152  0.00865795 0.0135236  0.00035748 0.03199964\n",
      "  0.00193392 0.00068419 0.00431201 0.00116023]\n",
      " [0.01292574 0.00102083 0.00964528 0.01071331 0.507623   0.02643546\n",
      "  0.00445064 0.08499909 0.2727628  0.06942382]\n",
      " [0.02627673 0.00059733 0.00027732 0.00175539 0.03065866 0.46337205\n",
      "  0.00202545 0.2245108  0.15822499 0.0923013 ]\n",
      " [0.05935343 0.00068896 0.12379513 0.03371987 0.46834925 0.03536586\n",
      "  0.10269397 0.01921519 0.04442432 0.11239413]\n",
      " [0.00267501 0.00553173 0.51045436 0.07172867 0.00603608 0.02848834\n",
      "  0.0155464  0.00596565 0.3487408  0.00483306]\n",
      " [0.01545589 0.00000957 0.00911485 0.08677004 0.00323865 0.36290237\n",
      "  0.00134645 0.00661094 0.49295282 0.02159839]\n",
      " [0.02715345 0.02489715 0.06792494 0.0142108  0.04869354 0.03738377\n",
      "  0.04781782 0.03841192 0.58226293 0.11124367]\n",
      " [0.00101905 0.02030972 0.00133067 0.01402592 0.32977128 0.030487\n",
      "  0.02415748 0.06598746 0.06002926 0.45288217]\n",
      " [0.00136244 0.00234464 0.00125002 0.02961383 0.35172212 0.02779937\n",
      "  0.00498491 0.08803084 0.05492419 0.43796754]] (13.701 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 0.766263, step = 2001 (25.574 sec)\n",
      "INFO:tensorflow:probabilities = [[0.818062   0.00002443 0.00614998 0.01159248 0.00180052 0.10572245\n",
      "  0.00230159 0.00108302 0.04821349 0.00505013]\n",
      " [0.31502834 0.00194306 0.08947694 0.22560583 0.00291239 0.0899708\n",
      "  0.01263706 0.00087567 0.21401021 0.0475398 ]\n",
      " [0.00016279 0.00196702 0.97006714 0.00637642 0.00005634 0.00037401\n",
      "  0.01933272 0.00004694 0.00159223 0.00002445]\n",
      " [0.01012386 0.02489588 0.05557082 0.01654541 0.00823103 0.0271493\n",
      "  0.0008178  0.6753652  0.14954685 0.03175379]\n",
      " [0.01841757 0.00204284 0.1417934  0.00755247 0.17822282 0.00496716\n",
      "  0.6098433  0.0172192  0.00458878 0.01535244]\n",
      " [0.60593224 0.00000611 0.06735265 0.00224491 0.00016791 0.25232708\n",
      "  0.0661163  0.00004179 0.00576443 0.0000465 ]\n",
      " [0.00236891 0.9270482  0.00934174 0.00297371 0.00598885 0.00281051\n",
      "  0.00268926 0.00771237 0.03502072 0.0040456 ]\n",
      " [0.00816975 0.01607622 0.00532214 0.07333657 0.06237525 0.35898265\n",
      "  0.05222899 0.00296256 0.36995798 0.05058786]\n",
      " [0.00508726 0.00007828 0.00034768 0.00139244 0.9197223  0.00286024\n",
      "  0.01276787 0.00032088 0.00594029 0.05148277]\n",
      " [0.00962692 0.0000801  0.7288623  0.00219    0.06184833 0.0041964\n",
      "  0.157372   0.0004421  0.01563681 0.01974504]\n",
      " [0.00975117 0.00042509 0.11027893 0.00244525 0.4274896  0.00133549\n",
      "  0.01124146 0.03130739 0.01762459 0.38810107]\n",
      " [0.0078307  0.00846    0.4980336  0.16170634 0.00530198 0.03724115\n",
      "  0.02673271 0.03336067 0.2066552  0.01467767]\n",
      " [0.00091866 0.84507823 0.02622494 0.01972471 0.00439111 0.01091237\n",
      "  0.0064872  0.02509218 0.0342542  0.02691634]\n",
      " [0.00301074 0.117238   0.00387977 0.04845501 0.00172475 0.007443\n",
      "  0.00024207 0.7219924  0.05902806 0.03698619]\n",
      " [0.04355035 0.00241946 0.00382516 0.03102728 0.00589971 0.66367304\n",
      "  0.00504809 0.07536537 0.09125758 0.077934  ]\n",
      " [0.00046726 0.936175   0.00604103 0.00327466 0.00355263 0.00526552\n",
      "  0.00389549 0.01082329 0.02040218 0.01010289]\n",
      " [0.00403856 0.00002153 0.04995187 0.0016327  0.0078838  0.00234958\n",
      "  0.9288826  0.00009313 0.00433327 0.00081302]\n",
      " [0.02185101 0.00098165 0.00040293 0.02071225 0.04939738 0.08420222\n",
      "  0.00123333 0.6033092  0.05780192 0.16010809]\n",
      " [0.00664701 0.00029372 0.894517   0.05306834 0.00074543 0.00592103\n",
      "  0.01375232 0.00003076 0.02475008 0.00027433]\n",
      " [0.00014219 0.00000473 0.0001489  0.0007431  0.00006149 0.00044628\n",
      "  0.00000614 0.9964059  0.00091989 0.00112142]\n",
      " [0.04218816 0.12916082 0.3844384  0.03667275 0.09981058 0.09043858\n",
      "  0.0216797  0.01403041 0.16127351 0.02030706]\n",
      " [0.00163555 0.00011763 0.00224609 0.00177604 0.64390457 0.00401111\n",
      "  0.01411662 0.01721187 0.00213694 0.31284362]\n",
      " [0.00353461 0.00016407 0.0005998  0.07736476 0.00661155 0.6470442\n",
      "  0.00471279 0.01022901 0.22042605 0.02931317]\n",
      " [0.00074312 0.01617114 0.00753651 0.0137762  0.14207804 0.008153\n",
      "  0.00291406 0.141175   0.10605956 0.5613934 ]\n",
      " [0.00031323 0.05243822 0.07005858 0.05932045 0.26428366 0.026763\n",
      "  0.05477999 0.04929807 0.23143102 0.19131385]\n",
      " [0.01431648 0.00367523 0.0155774  0.00146611 0.66397184 0.03554559\n",
      "  0.08674365 0.02439712 0.05847518 0.09583143]\n",
      " [0.0006938  0.84587556 0.02077195 0.03912833 0.00437564 0.01065834\n",
      "  0.01218148 0.01802853 0.02535822 0.02292816]\n",
      " [0.00070589 0.00018446 0.00020344 0.00011747 0.90473396 0.00917053\n",
      "  0.00627668 0.00708406 0.01350416 0.05801937]\n",
      " [0.00429518 0.00094216 0.4597025  0.00348213 0.00169644 0.00564589\n",
      "  0.5223558  0.00000617 0.00165832 0.00021551]\n",
      " [0.00287163 0.8300176  0.0136675  0.01681676 0.01106613 0.01960763\n",
      "  0.00734428 0.02787621 0.0519422  0.01879021]\n",
      " [0.00022402 0.9271481  0.00224837 0.01404964 0.00194023 0.00463923\n",
      "  0.00189296 0.0214959  0.02005554 0.00630581]\n",
      " [0.05784249 0.00028312 0.00103154 0.02012799 0.10063699 0.1189472\n",
      "  0.00292232 0.13726114 0.0256349  0.53531235]\n",
      " [0.00504425 0.000006   0.00005954 0.00040771 0.00179926 0.00612899\n",
      "  0.00002115 0.9809765  0.00271188 0.00284471]\n",
      " [0.08169132 0.00026514 0.44718894 0.183383   0.00251692 0.18078123\n",
      "  0.0608057  0.00025157 0.04102623 0.00208981]\n",
      " [0.00010218 0.00114935 0.00077915 0.00254115 0.28390753 0.00140254\n",
      "  0.00304524 0.01314864 0.01212913 0.68179506]\n",
      " [0.00013723 0.6853633  0.03151975 0.06136249 0.00488596 0.0116374\n",
      "  0.01530774 0.02836593 0.08630677 0.07511348]\n",
      " [0.00002969 0.00001698 0.00009367 0.00002343 0.9637281  0.00004103\n",
      "  0.00762603 0.00055027 0.00074522 0.02714558]\n",
      " [0.00132667 0.08014293 0.02010843 0.01582838 0.00715512 0.00607991\n",
      "  0.8513264  0.00004505 0.01598243 0.00200461]\n",
      " [0.00143025 0.00995715 0.05202659 0.65430623 0.00273538 0.10949115\n",
      "  0.00818469 0.03232105 0.11795133 0.01159624]\n",
      " [0.00130194 0.01040152 0.00139323 0.00850317 0.38582137 0.00468405\n",
      "  0.0455587  0.05001789 0.03026958 0.46204844]\n",
      " [0.00057779 0.00000617 0.0000314  0.00719378 0.00021414 0.00108527\n",
      "  0.0000184  0.9833445  0.0004074  0.00712123]\n",
      " [0.00330575 0.04839128 0.01845103 0.08295379 0.01482315 0.03480989\n",
      "  0.6990061  0.00146651 0.05919847 0.03759406]\n",
      " [0.00085796 0.01304587 0.00054546 0.01545907 0.00114528 0.00294691\n",
      "  0.00005788 0.92044175 0.01186163 0.03363818]\n",
      " [0.89286643 0.00004995 0.02514402 0.01928214 0.00036196 0.023364\n",
      "  0.02639275 0.00612944 0.00606448 0.00034462]\n",
      " [0.9244695  0.00003603 0.00196257 0.02541161 0.00007836 0.03716601\n",
      "  0.00133924 0.00188973 0.00695986 0.00068721]\n",
      " [0.00162636 0.00000089 0.00020451 0.00004082 0.9877676  0.00175293\n",
      "  0.00063719 0.00372688 0.00089439 0.00334842]\n",
      " [0.6953822  0.00014293 0.0370747  0.06288926 0.00660441 0.15516077\n",
      "  0.0108777  0.02020547 0.00634114 0.00532149]\n",
      " [0.00210656 0.00057184 0.06047701 0.00076188 0.06142271 0.00180774\n",
      "  0.85908633 0.00004    0.00864471 0.00508112]\n",
      " [0.00111435 0.00320997 0.00729997 0.00504046 0.01093899 0.00726192\n",
      "  0.9492187  0.00060143 0.0107604  0.00455386]\n",
      " [0.97797924 0.00000155 0.0004291  0.00546942 0.00002531 0.0150133\n",
      "  0.00006314 0.00005586 0.00091597 0.00004707]\n",
      " [0.00349498 0.00052779 0.00592438 0.00079166 0.02328921 0.00901544\n",
      "  0.94633985 0.00007504 0.00600487 0.00453671]\n",
      " [0.0126502  0.01728691 0.00997104 0.00560428 0.02842334 0.46957406\n",
      "  0.01857358 0.05877927 0.3169557  0.06218159]\n",
      " [0.03203157 0.02516622 0.59557605 0.10332637 0.00056067 0.02318903\n",
      "  0.00875807 0.00857144 0.20131733 0.00150324]\n",
      " [0.964306   0.00000985 0.00087892 0.00391403 0.00082014 0.01321287\n",
      "  0.00024266 0.00914504 0.00085976 0.0066107 ]\n",
      " [0.58035314 0.00012825 0.0144666  0.06684586 0.00516255 0.23276867\n",
      "  0.01971321 0.00608711 0.0706503  0.00382431]\n",
      " [0.0189159  0.00013574 0.00133461 0.11200632 0.01080707 0.05141101\n",
      "  0.00500421 0.01371176 0.7811617  0.00551171]\n",
      " [0.0081386  0.00016174 0.00087701 0.02791482 0.00164762 0.00730078\n",
      "  0.00010184 0.9285541  0.00563908 0.01966435]\n",
      " [0.00040502 0.00577612 0.00107116 0.00415148 0.00220037 0.00138716\n",
      "  0.00012844 0.87389016 0.07253412 0.03845602]\n",
      " [0.00153516 0.47513995 0.02542862 0.09856202 0.04715846 0.06411061\n",
      "  0.04891551 0.03825019 0.0634623  0.13743713]\n",
      " [0.0789371  0.05602616 0.09748066 0.18780011 0.01461655 0.0445259\n",
      "  0.01682945 0.03494613 0.4202361  0.04860183]\n",
      " [0.00075833 0.646235   0.02334448 0.02099624 0.00164293 0.00958356\n",
      "  0.00183088 0.0947402  0.17452498 0.02634338]\n",
      " [0.00061623 0.0060257  0.00049975 0.01016802 0.47671843 0.01218664\n",
      "  0.001821   0.16255836 0.0712024  0.25820348]\n",
      " [0.06411111 0.05513255 0.07392842 0.0920239  0.09708296 0.10309772\n",
      "  0.00643357 0.21237518 0.19520515 0.10060944]\n",
      " [0.00075972 0.00207041 0.00154825 0.02238409 0.03914737 0.12340527\n",
      "  0.00512344 0.04877325 0.27036706 0.4864212 ]\n",
      " [0.00093207 0.00006125 0.02702377 0.0010277  0.00636629 0.00133703\n",
      "  0.96233845 0.00005562 0.00045661 0.00040115]\n",
      " [0.05075683 0.00022217 0.000254   0.01075123 0.00005031 0.88856894\n",
      "  0.00046057 0.00089377 0.04784269 0.00019943]\n",
      " [0.00453574 0.00055445 0.02184169 0.01880734 0.25054497 0.01671983\n",
      "  0.0037119  0.22491263 0.04142163 0.4169498 ]\n",
      " [0.05737983 0.00828242 0.14170545 0.11607873 0.00968342 0.1605145\n",
      "  0.05966652 0.13055584 0.3020282  0.01410507]\n",
      " [0.00926411 0.0105058  0.033583   0.01552561 0.317471   0.07606712\n",
      "  0.24015328 0.01965397 0.07912696 0.19864911]\n",
      " [0.00061504 0.8501843  0.02172477 0.01758463 0.00381072 0.00470803\n",
      "  0.00400617 0.0064591  0.08603407 0.00487312]\n",
      " [0.920074   0.00000654 0.00251246 0.03450073 0.00041325 0.03158236\n",
      "  0.00048827 0.00285764 0.00724882 0.00031589]\n",
      " [0.00377218 0.00086486 0.8544203  0.00297803 0.01747912 0.00287104\n",
      "  0.10827342 0.00001924 0.00747758 0.00184422]\n",
      " [0.00695948 0.0017422  0.02244308 0.7739379  0.00562752 0.06174199\n",
      "  0.03658778 0.00759252 0.07830787 0.00505974]\n",
      " [0.07545179 0.01839455 0.03047271 0.02998202 0.00181733 0.10023303\n",
      "  0.00295168 0.00188156 0.7270872  0.01172814]\n",
      " [0.00786774 0.03156632 0.00619339 0.04389062 0.01121559 0.03689695\n",
      "  0.00404971 0.594176   0.0501495  0.2139942 ]\n",
      " [0.01230667 0.07185718 0.00982641 0.01019214 0.01523497 0.3429452\n",
      "  0.09737707 0.00138988 0.43307728 0.00579319]\n",
      " [0.92363    0.00002714 0.00183131 0.0137105  0.00018509 0.05616429\n",
      "  0.00089618 0.00013976 0.00305965 0.00035627]\n",
      " [0.1897182  0.00314536 0.29566056 0.05746959 0.00042953 0.07554533\n",
      "  0.33458212 0.00023393 0.04199847 0.00121687]\n",
      " [0.87224185 0.00001511 0.00077389 0.00244474 0.00031358 0.10621268\n",
      "  0.00131548 0.00040362 0.01580931 0.0004697 ]\n",
      " [0.00143434 0.03087824 0.04083146 0.08632771 0.02128152 0.01995887\n",
      "  0.00546185 0.3573651  0.33242646 0.10403446]\n",
      " [0.00029694 0.00009243 0.00014563 0.00256756 0.0003483  0.0014301\n",
      "  0.00000239 0.9762339  0.0045174  0.0143653 ]\n",
      " [0.00730754 0.00351207 0.0089878  0.02751173 0.08365005 0.04829358\n",
      "  0.78041923 0.00041215 0.02312146 0.01678439]\n",
      " [0.00063043 0.00003433 0.00008171 0.00200539 0.00025133 0.00736258\n",
      "  0.000001   0.77881825 0.20918505 0.00162991]\n",
      " [0.08794409 0.00001581 0.0036627  0.26965952 0.00485545 0.5559734\n",
      "  0.00453472 0.01078789 0.05548042 0.00708586]\n",
      " [0.00360909 0.13337712 0.04306629 0.01875129 0.07169747 0.03247241\n",
      "  0.022303   0.14306754 0.2976788  0.23397696]\n",
      " [0.769012   0.00001364 0.09473635 0.00447776 0.01529689 0.05178275\n",
      "  0.02518014 0.01533982 0.00231461 0.02184614]\n",
      " [0.00017478 0.00340119 0.59092474 0.05911457 0.01094248 0.03679878\n",
      "  0.25186166 0.00034192 0.0440743  0.00236564]\n",
      " [0.97973037 0.00000001 0.00005262 0.00032846 0.00000322 0.01933034\n",
      "  0.0000138  0.00044865 0.00008891 0.00000375]\n",
      " [0.00199849 0.04668704 0.00373257 0.26269302 0.0395206  0.08369024\n",
      "  0.03216195 0.02927045 0.28750417 0.21274154]\n",
      " [0.0197021  0.00050215 0.00188195 0.00941422 0.01224593 0.8465903\n",
      "  0.00326374 0.03632202 0.04580248 0.02427526]\n",
      " [0.00973564 0.15351133 0.00805434 0.2547513  0.00198806 0.17933448\n",
      "  0.00397997 0.00641163 0.36047354 0.02175965]\n",
      " [0.01405949 0.12956454 0.015612   0.3069663  0.00244595 0.06459025\n",
      "  0.00014142 0.02024523 0.4301072  0.0162676 ]\n",
      " [0.01936056 0.01638086 0.09059512 0.18794616 0.00034961 0.07610903\n",
      "  0.00608643 0.01734789 0.57570773 0.01011662]\n",
      " [0.02188528 0.00315339 0.00849115 0.01143463 0.06866939 0.10626873\n",
      "  0.01448181 0.0182806  0.63208026 0.11525472]\n",
      " [0.01429318 0.00201682 0.04973815 0.02825076 0.01886569 0.02379584\n",
      "  0.00329307 0.10781869 0.71192676 0.04000106]\n",
      " [0.00175765 0.00000479 0.0001523  0.00054432 0.9228845  0.00336261\n",
      "  0.00144611 0.03081308 0.00472817 0.03430647]\n",
      " [0.7111601  0.00000579 0.00221468 0.00327709 0.00058136 0.2713213\n",
      "  0.00236437 0.00138348 0.00650717 0.00118478]\n",
      " [0.00084576 0.01053624 0.00097317 0.00536009 0.02496596 0.02722462\n",
      "  0.00060511 0.6533187  0.02931166 0.2468587 ]\n",
      " [0.01811479 0.20443226 0.10893051 0.48122433 0.00152848 0.03255401\n",
      "  0.00945106 0.09243558 0.03271679 0.0186122 ]\n",
      " [0.00111898 0.01036603 0.05053978 0.00281277 0.03850019 0.00260424\n",
      "  0.82741785 0.00044374 0.05782132 0.00837504]] (14.271 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 3.40593\n",
      "INFO:tensorflow:probabilities = [[0.15588574 0.00028977 0.00385213 0.40815723 0.0036247  0.21703689\n",
      "  0.01306541 0.0580781  0.09922019 0.04079002]\n",
      " [0.00190219 0.00006915 0.00510508 0.02743618 0.580117   0.02060501\n",
      "  0.00628487 0.08049337 0.01022094 0.26776618]\n",
      " [0.00198056 0.77947384 0.03443467 0.04467582 0.00878826 0.00445139\n",
      "  0.00171585 0.01870105 0.09035785 0.01542062]\n",
      " [0.00049517 0.00107885 0.00115158 0.00593061 0.00416508 0.0051568\n",
      "  0.00006784 0.855692   0.00753104 0.11873098]\n",
      " [0.00091764 0.00928371 0.00246672 0.00238433 0.64696383 0.00893879\n",
      "  0.00676844 0.0433355  0.06678971 0.2121514 ]\n",
      " [0.00003408 0.000049   0.00021727 0.00099475 0.00041218 0.00051232\n",
      "  0.00000435 0.9791697  0.00087455 0.01773174]\n",
      " [0.0280602  0.00011942 0.01011297 0.00039534 0.07940567 0.00239897\n",
      "  0.8736177  0.00012972 0.00191294 0.0038471 ]\n",
      " [0.01647644 0.00022045 0.7803541  0.10478956 0.00099712 0.00545665\n",
      "  0.02062945 0.01440824 0.04381117 0.01285686]\n",
      " [0.00023545 0.0187305  0.03723178 0.07245573 0.09543581 0.01421763\n",
      "  0.00126052 0.25553802 0.27544972 0.22944486]\n",
      " [0.00146673 0.0056656  0.00130705 0.00843917 0.03212238 0.00592918\n",
      "  0.00266308 0.10250903 0.01239867 0.8274991 ]\n",
      " [0.00530109 0.00003354 0.09222902 0.00148081 0.01007886 0.00236689\n",
      "  0.8835653  0.00006436 0.00431856 0.00056152]\n",
      " [0.00407727 0.00322838 0.00293515 0.79694235 0.00225772 0.05441019\n",
      "  0.00062393 0.00232822 0.10465325 0.02854357]\n",
      " [0.09740782 0.00030866 0.01653167 0.1062282  0.01503847 0.6120139\n",
      "  0.01143639 0.00662209 0.11859048 0.01582232]\n",
      " [0.0036335  0.00820038 0.01138365 0.3956706  0.00144941 0.13118438\n",
      "  0.00107159 0.04376288 0.39617646 0.00746713]\n",
      " [0.00001719 0.00275163 0.00007085 0.00512052 0.00026663 0.00072926\n",
      "  0.00000318 0.96665436 0.00375912 0.02062731]\n",
      " [0.00207235 0.00000391 0.0000466  0.00114937 0.00348599 0.00132133\n",
      "  0.00000667 0.9591615  0.00216637 0.03058589]\n",
      " [0.00484534 0.01093252 0.03785458 0.02406773 0.02869646 0.05897529\n",
      "  0.65209943 0.00104672 0.09149549 0.08998647]\n",
      " [0.00443748 0.7787883  0.01552857 0.04762954 0.01126135 0.02295743\n",
      "  0.01275477 0.03959113 0.02200185 0.04504943]\n",
      " [0.02106842 0.00011966 0.004419   0.9413427  0.00002352 0.01913804\n",
      "  0.00007226 0.00222581 0.01125554 0.00033494]\n",
      " [0.03462555 0.00820764 0.05825217 0.49893317 0.00496734 0.07694658\n",
      "  0.01493649 0.00445181 0.28481555 0.01386368]\n",
      " [0.9968856  0.00000001 0.00001175 0.00008971 0.00000216 0.00286091\n",
      "  0.00006039 0.00001065 0.00006786 0.00001099]\n",
      " [0.00063731 0.00149648 0.0111216  0.0234195  0.00360584 0.25945398\n",
      "  0.01751886 0.00288593 0.6637785  0.01608206]\n",
      " [0.00026701 0.00000504 0.00500267 0.00010341 0.00196698 0.00011259\n",
      "  0.99195826 0.00000246 0.00050919 0.00007235]\n",
      " [0.00303679 0.02206041 0.26677004 0.4795823  0.00396095 0.05741677\n",
      "  0.01270163 0.03519791 0.08521235 0.03406091]\n",
      " [0.0853359  0.00006214 0.10506055 0.00167451 0.09861042 0.06182788\n",
      "  0.618618   0.00908803 0.01666188 0.00306069]\n",
      " [0.0021599  0.82752293 0.02420519 0.02953992 0.00977244 0.00741938\n",
      "  0.00431137 0.0196327  0.0672522  0.00818414]\n",
      " [0.00406082 0.00016571 0.00013722 0.01148373 0.01832504 0.72993606\n",
      "  0.00210777 0.00430413 0.18952927 0.03995027]\n",
      " [0.0007728  0.00019966 0.01946605 0.00080802 0.01844046 0.00145616\n",
      "  0.9505967  0.00009531 0.00431864 0.0038462 ]\n",
      " [0.00256654 0.04667838 0.509137   0.00500124 0.046709   0.00364502\n",
      "  0.35224333 0.00084304 0.02563653 0.00753992]\n",
      " [0.01954157 0.00074047 0.00133815 0.00427418 0.01179598 0.0791594\n",
      "  0.00037137 0.6682031  0.04206391 0.17251194]\n",
      " [0.07086632 0.00219232 0.34272313 0.36471418 0.02901673 0.02962318\n",
      "  0.04229173 0.05558648 0.01381426 0.04917175]\n",
      " [0.05311901 0.00161747 0.82420707 0.03165942 0.01092782 0.02720277\n",
      "  0.02884921 0.00200676 0.01283489 0.00757559]\n",
      " [0.986316   0.00000184 0.00131621 0.00077792 0.00025808 0.00969775\n",
      "  0.00068396 0.00019979 0.00006418 0.00068426]\n",
      " [0.00091556 0.00006748 0.00014438 0.01437311 0.00456136 0.01010545\n",
      "  0.00002591 0.91649395 0.00453518 0.04877761]\n",
      " [0.8952006  0.00001926 0.00336609 0.03468409 0.00003954 0.04939324\n",
      "  0.0032437  0.00022496 0.0136529  0.0001757 ]\n",
      " [0.00621744 0.00115942 0.00172981 0.00873845 0.0472087  0.03262275\n",
      "  0.00610998 0.16197838 0.02402798 0.71020705]\n",
      " [0.00287573 0.05004591 0.02232956 0.10294249 0.01463785 0.04083153\n",
      "  0.00507916 0.4975364  0.10606528 0.15765603]\n",
      " [0.02372582 0.01731695 0.06125268 0.04647879 0.05462065 0.26869416\n",
      "  0.00359368 0.17858878 0.227751   0.11797752]\n",
      " [0.00104001 0.8645153  0.01185496 0.01394648 0.00697403 0.00937982\n",
      "  0.01376103 0.01006773 0.04067651 0.02778408]\n",
      " [0.24192594 0.00011861 0.00905914 0.6921878  0.00015018 0.04885866\n",
      "  0.00068008 0.00023066 0.00622339 0.00056559]\n",
      " [0.02050648 0.06964683 0.02950074 0.43494925 0.00150949 0.15016581\n",
      "  0.00891308 0.00800969 0.25959414 0.01720452]\n",
      " [0.00277092 0.01256881 0.00038368 0.01771318 0.05874183 0.01759916\n",
      "  0.00074621 0.36918736 0.02344896 0.49683994]\n",
      " [0.00215529 0.05843094 0.00364784 0.04903474 0.01467805 0.3471529\n",
      "  0.00652341 0.04066094 0.45543945 0.02227645]\n",
      " [0.7325241  0.00186495 0.08748246 0.01722994 0.00087442 0.10964134\n",
      "  0.01647723 0.00094211 0.03221816 0.00074526]\n",
      " [0.00127353 0.00625713 0.01453185 0.01151052 0.1690955  0.02283972\n",
      "  0.01295529 0.02474312 0.08680847 0.64998496]\n",
      " [0.00535565 0.00306401 0.00849079 0.08827408 0.00407892 0.14660405\n",
      "  0.00111619 0.02991104 0.6658309  0.04727436]\n",
      " [0.00677841 0.00006484 0.9768246  0.00810126 0.00089018 0.00300831\n",
      "  0.00160005 0.00004354 0.00253086 0.00015788]\n",
      " [0.81103534 0.00005954 0.01622744 0.0132199  0.00095469 0.09181688\n",
      "  0.02127684 0.00207096 0.04139635 0.0019421 ]\n",
      " [0.00162453 0.81756455 0.04555572 0.01016683 0.01955985 0.01662433\n",
      "  0.01251781 0.01421434 0.05830408 0.00386791]\n",
      " [0.03233866 0.01825812 0.06012616 0.10547941 0.00355401 0.4107857\n",
      "  0.0092469  0.00121182 0.35621664 0.00278255]\n",
      " [0.00110522 0.7796739  0.01465759 0.04282121 0.00640748 0.00971912\n",
      "  0.00347996 0.06906422 0.03668157 0.03638972]\n",
      " [0.0007208  0.00371841 0.00276668 0.00581173 0.00068471 0.0020798\n",
      "  0.00006309 0.94738966 0.00465391 0.0321111 ]\n",
      " [0.00386006 0.8434797  0.0259128  0.02473329 0.00863513 0.01391669\n",
      "  0.01948953 0.00630433 0.03458643 0.01908208]\n",
      " [0.03398018 0.00002339 0.00012551 0.00117511 0.13636135 0.05651917\n",
      "  0.00104631 0.24521962 0.00742438 0.51812506]\n",
      " [0.00118323 0.01378929 0.14123742 0.04143206 0.005737   0.0089969\n",
      "  0.00199654 0.5344167  0.21674556 0.03446525]\n",
      " [0.04982424 0.005511   0.00859939 0.16201705 0.00374115 0.7117658\n",
      "  0.00095221 0.02441519 0.03041141 0.00276263]\n",
      " [0.00029469 0.00210244 0.0014777  0.00717931 0.1491177  0.03295863\n",
      "  0.00409105 0.12601271 0.03713698 0.6396287 ]\n",
      " [0.0022003  0.28814948 0.0658614  0.06380599 0.02152486 0.0124297\n",
      "  0.00494836 0.1866867  0.1612142  0.19317903]\n",
      " [0.0020852  0.00042952 0.00052432 0.00044902 0.11697306 0.0027562\n",
      "  0.00062138 0.13517652 0.01181674 0.72916806]\n",
      " [0.02726742 0.00000303 0.2242793  0.00028111 0.10113532 0.00018936\n",
      "  0.6402053  0.00144155 0.00270491 0.00249262]\n",
      " [0.01896083 0.00277259 0.00214047 0.05923815 0.15897456 0.1028204\n",
      "  0.00139944 0.29765496 0.04409546 0.3119432 ]\n",
      " [0.00440072 0.0036093  0.0288022  0.04459466 0.11560125 0.04424205\n",
      "  0.0117016  0.08504439 0.02934109 0.63266265]\n",
      " [0.006862   0.02976416 0.10154997 0.13520223 0.00339403 0.04289023\n",
      "  0.01127199 0.00419095 0.6559002  0.00897423]\n",
      " [0.00977445 0.0009897  0.90112907 0.00652486 0.00051843 0.00644201\n",
      "  0.04271261 0.00261267 0.0246789  0.00461725]\n",
      " [0.0326649  0.02782589 0.25520197 0.06002529 0.00407314 0.05659528\n",
      "  0.00207839 0.00604283 0.5169356  0.03855679]\n",
      " [0.00096396 0.00458974 0.004998   0.01802893 0.2124598  0.01290746\n",
      "  0.00684742 0.09410848 0.38530055 0.25979564]\n",
      " [0.00169911 0.00023582 0.03372649 0.06417063 0.19238655 0.00722761\n",
      "  0.00495563 0.18748236 0.04039132 0.46772444]\n",
      " [0.0251357  0.02279111 0.0473458  0.4337549  0.00145116 0.05509124\n",
      "  0.00228676 0.02198301 0.3782849  0.01187543]\n",
      " [0.009377   0.00111667 0.06411144 0.10551237 0.01254861 0.33477467\n",
      "  0.02143763 0.02366882 0.3843924  0.04306036]\n",
      " [0.00593758 0.83714414 0.0220561  0.02157579 0.00454707 0.01216098\n",
      "  0.01023858 0.00955467 0.07256949 0.00421559]\n",
      " [0.00605195 0.00186211 0.0246997  0.89917195 0.00015275 0.04305516\n",
      "  0.00123095 0.01475734 0.00595901 0.00305907]\n",
      " [0.00329582 0.00001551 0.00084194 0.00002833 0.94715255 0.00132507\n",
      "  0.00967111 0.00076941 0.01568618 0.02121409]\n",
      " [0.07640092 0.00347853 0.05835833 0.06629012 0.055499   0.18070388\n",
      "  0.01177761 0.001918   0.51623625 0.02933735]\n",
      " [0.00050639 0.8738883  0.01124632 0.01410729 0.00706489 0.0055735\n",
      "  0.02804321 0.01556682 0.03402761 0.00997568]\n",
      " [0.00211558 0.00119897 0.9368125  0.00619227 0.00019042 0.00275773\n",
      "  0.04780614 0.00000687 0.00287188 0.0000476 ]\n",
      " [0.00018436 0.01212736 0.00225329 0.8478014  0.00126223 0.06903139\n",
      "  0.00022315 0.01479541 0.04360903 0.00871249]\n",
      " [0.00113797 0.01276382 0.00252526 0.01253605 0.12315448 0.03017259\n",
      "  0.00450671 0.03604386 0.0135659  0.7635933 ]\n",
      " [0.00088871 0.00057926 0.00213683 0.00028714 0.9145431  0.00601364\n",
      "  0.00878513 0.0065015  0.02116715 0.03909746]\n",
      " [0.87774634 0.000035   0.00475126 0.0049276  0.00360775 0.0690522\n",
      "  0.00132246 0.00426672 0.0202602  0.01403049]\n",
      " [0.84930986 0.00000029 0.0165083  0.05250529 0.00003809 0.05424964\n",
      "  0.00123206 0.00014085 0.02582198 0.00019369]\n",
      " [0.00706356 0.00192285 0.00906412 0.01068145 0.02485391 0.12831806\n",
      "  0.00156032 0.64559704 0.05768983 0.11324885]\n",
      " [0.00017358 0.00001032 0.13275658 0.00005263 0.00031479 0.0000155\n",
      "  0.86655223 0.00000014 0.00011174 0.00001245]\n",
      " [0.05733452 0.00039023 0.14971998 0.65176696 0.00014066 0.09360828\n",
      "  0.00055447 0.00036462 0.04452617 0.00159429]\n",
      " [0.00088684 0.00000894 0.9884736  0.00641396 0.00023806 0.00034848\n",
      "  0.00331671 0.00000671 0.0003049  0.00000185]\n",
      " [0.5987453  0.0000102  0.05734115 0.06715851 0.00143049 0.24703869\n",
      "  0.0008193  0.01390341 0.00776458 0.00578839]\n",
      " [0.0923558  0.00187242 0.00480041 0.18283845 0.00348631 0.504005\n",
      "  0.01074118 0.01627983 0.13883628 0.04478436]\n",
      " [0.00171906 0.9155615  0.02265134 0.00474159 0.00650744 0.00453993\n",
      "  0.00375893 0.00561742 0.0325286  0.00237427]\n",
      " [0.02414713 0.05756421 0.00708451 0.07748514 0.02374013 0.41247106\n",
      "  0.01164731 0.07484874 0.19450706 0.11650478]\n",
      " [0.15967542 0.00128625 0.7328913  0.00332612 0.02146867 0.00901881\n",
      "  0.03012607 0.00569491 0.00764721 0.02886542]\n",
      " [0.26320362 0.01617959 0.04995413 0.07846669 0.00455866 0.36317283\n",
      "  0.01882677 0.00371461 0.19271663 0.00920647]\n",
      " [0.00345061 0.00088561 0.00675727 0.7810873  0.00054004 0.0569696\n",
      "  0.00196968 0.04148046 0.0809445  0.02591488]\n",
      " [0.00153687 0.09620565 0.01428025 0.02005515 0.16069475 0.024424\n",
      "  0.03907963 0.10028804 0.08725603 0.4561796 ]\n",
      " [0.00074244 0.00038928 0.00331757 0.01318194 0.7656416  0.00705091\n",
      "  0.00129791 0.05104006 0.00531298 0.15202527]\n",
      " [0.00291861 0.10660656 0.24570015 0.2807784  0.00302351 0.05791184\n",
      "  0.00198158 0.2093169  0.03787353 0.0538888 ]\n",
      " [0.00054265 0.0164377  0.10682433 0.10392623 0.01230115 0.16587178\n",
      "  0.2875662  0.00256635 0.29034442 0.01361923]\n",
      " [0.02287448 0.00422651 0.18021774 0.6026827  0.03763357 0.01996857\n",
      "  0.0253022  0.01524861 0.07806711 0.01377848]\n",
      " [0.00679174 0.00322088 0.0215003  0.08204206 0.00258061 0.27842474\n",
      "  0.0019553  0.03506271 0.56397736 0.00444431]\n",
      " [0.00400007 0.01468521 0.00995628 0.01647625 0.01815056 0.01967921\n",
      "  0.00173514 0.63218534 0.04333257 0.23979934]\n",
      " [0.00183671 0.00141572 0.0002028  0.0069474  0.00930501 0.02620923\n",
      "  0.00007412 0.78406245 0.02189185 0.14805473]\n",
      " [0.00085344 0.09955614 0.05167105 0.02562981 0.29951653 0.01595628\n",
      "  0.04461722 0.02458754 0.04801973 0.3895923 ]] (15.089 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 0.59028774, step = 2101 (29.358 sec)\n",
      "INFO:tensorflow:Saving checkpoints for 2142 into ./mnist_convnet_model/model.ckpt.\n",
      "INFO:tensorflow:probabilities = [[0.9698232  0.00000857 0.00178291 0.00591093 0.00012791 0.00581158\n",
      "  0.0066758  0.00049634 0.0058181  0.00354478]\n",
      " [0.00840914 0.03595982 0.01069119 0.30195516 0.00164361 0.28793177\n",
      "  0.00271596 0.0379666  0.21912012 0.09360658]\n",
      " [0.4928395  0.00000627 0.00511087 0.09787583 0.01380907 0.33457077\n",
      "  0.00294232 0.00615564 0.03226338 0.01442626]\n",
      " [0.00728381 0.4207306  0.0331575  0.12013305 0.03920885 0.08893107\n",
      "  0.06108347 0.05192979 0.0766069  0.10093494]\n",
      " [0.02729751 0.03502487 0.1636286  0.01594774 0.18067129 0.07715768\n",
      "  0.16306795 0.01621016 0.17186831 0.14912587]\n",
      " [0.01191764 0.00031527 0.00525119 0.38133278 0.0498584  0.21253549\n",
      "  0.04264067 0.0035171  0.05310741 0.23952402]\n",
      " [0.00010265 0.9388378  0.00395051 0.00928567 0.00181987 0.00192041\n",
      "  0.00105959 0.0069547  0.03341967 0.00264908]\n",
      " [0.00191    0.00563061 0.00209147 0.01951553 0.00291618 0.01329992\n",
      "  0.00006282 0.8462893  0.03251892 0.07576522]\n",
      " [0.98996824 0.00000002 0.00000653 0.0000402  0.00000133 0.00989316\n",
      "  0.00002316 0.00000765 0.00005479 0.00000491]\n",
      " [0.01091437 0.03712784 0.00436403 0.02671214 0.02102191 0.08306246\n",
      "  0.00146228 0.3708588  0.09673135 0.3477448 ]\n",
      " [0.00305563 0.0888707  0.04425458 0.0044704  0.6909868  0.0103046\n",
      "  0.0550594  0.00674371 0.05499749 0.04125671]\n",
      " [0.00404    0.00973045 0.02427243 0.5125732  0.02770523 0.09868461\n",
      "  0.00519609 0.0454502  0.2345869  0.03776076]\n",
      " [0.00829396 0.06006774 0.00439904 0.08483017 0.0021627  0.74828535\n",
      "  0.01204881 0.03517458 0.02778583 0.01695196]\n",
      " [0.00435301 0.00172073 0.02694701 0.9470778  0.00001649 0.01125955\n",
      "  0.00526627 0.00051461 0.0022621  0.00058248]\n",
      " [0.00061646 0.00079779 0.92778325 0.00490375 0.00066946 0.00093211\n",
      "  0.06058222 0.00014773 0.00119836 0.0023687 ]\n",
      " [0.99247664 0.00000013 0.00076432 0.00429263 0.00001047 0.00081049\n",
      "  0.00002575 0.00078796 0.00066659 0.00016515]\n",
      " [0.00154081 0.85332805 0.01154281 0.02272602 0.00413071 0.01023686\n",
      "  0.01125593 0.03673802 0.03171501 0.01678576]\n",
      " [0.82784146 0.00003234 0.05028974 0.00128209 0.00461718 0.03801612\n",
      "  0.00851534 0.01631862 0.02309481 0.02999237]\n",
      " [0.9620978  0.00000045 0.00506561 0.00011551 0.00145843 0.02649797\n",
      "  0.00095447 0.00123103 0.00094528 0.0016335 ]\n",
      " [0.00410044 0.39401293 0.03612595 0.18407923 0.02615229 0.10835196\n",
      "  0.02336245 0.07021751 0.05501615 0.0985811 ]\n",
      " [0.00310703 0.00001114 0.00013915 0.00520688 0.0012826  0.01801842\n",
      "  0.0000203  0.93363005 0.00059815 0.03798637]\n",
      " [0.20625798 0.05106409 0.21739735 0.1725342  0.0059339  0.08132089\n",
      "  0.06100119 0.00841596 0.17266168 0.02341287]\n",
      " [0.00318078 0.00001525 0.00340454 0.00043541 0.97430927 0.00169277\n",
      "  0.00536003 0.00083401 0.00110507 0.00966291]\n",
      " [0.00410275 0.00146071 0.00131004 0.02002009 0.0166777  0.02433316\n",
      "  0.00031614 0.76471585 0.01259137 0.15447216]\n",
      " [0.0917607  0.00475767 0.01366231 0.19750382 0.00544493 0.23828505\n",
      "  0.02023662 0.044089   0.172644   0.21161588]\n",
      " [0.00706151 0.5082785  0.0765999  0.02726231 0.02484309 0.05112994\n",
      "  0.15189993 0.00169475 0.13581161 0.01541846]\n",
      " [0.00769165 0.00075564 0.94021136 0.00950212 0.01650459 0.00103083\n",
      "  0.01556312 0.00016969 0.00797463 0.00059636]\n",
      " [0.01641728 0.04214723 0.03227213 0.03614043 0.20669633 0.04555049\n",
      "  0.02525344 0.08425692 0.07969406 0.43157163]\n",
      " [0.00037155 0.892911   0.00777356 0.01025986 0.00363834 0.00217794\n",
      "  0.00035469 0.02453942 0.05039164 0.00758192]\n",
      " [0.0016415  0.00322461 0.02301909 0.00788257 0.15762746 0.00954475\n",
      "  0.25013486 0.00408045 0.07819039 0.46465427]\n",
      " [0.62091553 0.0000343  0.03328888 0.10192681 0.00270795 0.19348913\n",
      "  0.03258002 0.0003364  0.01363573 0.0010851 ]\n",
      " [0.00095416 0.00340594 0.00663687 0.00229775 0.90635294 0.00543815\n",
      "  0.02363999 0.00702517 0.02001922 0.02422986]\n",
      " [0.00140995 0.00229406 0.02978511 0.02170008 0.21803969 0.05245403\n",
      "  0.3893848  0.15105312 0.0049523  0.12892692]\n",
      " [0.00051265 0.06462118 0.04019038 0.07860381 0.03846189 0.02969193\n",
      "  0.01527816 0.01065277 0.42600772 0.2959795 ]\n",
      " [0.00055569 0.00005016 0.00012507 0.00922672 0.1194406  0.00706903\n",
      "  0.0006964  0.4143044  0.01930275 0.42922914]\n",
      " [0.02719124 0.01241543 0.03117794 0.67201203 0.01355429 0.05898135\n",
      "  0.00269894 0.03140949 0.12446145 0.02609783]\n",
      " [0.0014107  0.14899713 0.00411626 0.02916256 0.00987657 0.00644485\n",
      "  0.00140046 0.58291537 0.05636352 0.15931259]\n",
      " [0.00159212 0.00176067 0.0045302  0.05642579 0.09599704 0.02116971\n",
      "  0.06822167 0.01172573 0.01817782 0.7203992 ]\n",
      " [0.00259873 0.3696591  0.07235189 0.03978806 0.00323408 0.00405776\n",
      "  0.00154971 0.39470956 0.06750419 0.04454692]\n",
      " [0.0267537  0.00000737 0.00727995 0.93278104 0.00002517 0.01538242\n",
      "  0.00104791 0.00087431 0.01518217 0.00066595]\n",
      " [0.00356184 0.16197747 0.01758999 0.03994709 0.04550082 0.03690206\n",
      "  0.03246037 0.17725596 0.07915571 0.40564874]\n",
      " [0.00032    0.00012636 0.00512525 0.00049189 0.01920826 0.00124383\n",
      "  0.9695374  0.00003028 0.00135463 0.00256209]\n",
      " [0.67024267 0.00000364 0.30060846 0.00212843 0.00039156 0.01619797\n",
      "  0.00672518 0.0000362  0.0036318  0.00003405]\n",
      " [0.00590183 0.00448683 0.0090109  0.66518605 0.00159983 0.05828533\n",
      "  0.00092259 0.0898948  0.09706098 0.06765092]\n",
      " [0.17272691 0.00295555 0.13497484 0.00607423 0.02479297 0.14308679\n",
      "  0.46057287 0.00026229 0.0351688  0.01938467]\n",
      " [0.01109117 0.00039229 0.00016356 0.00373362 0.28082636 0.02456993\n",
      "  0.00048957 0.12334002 0.00402015 0.55137336]\n",
      " [0.06298687 0.0972578  0.22629741 0.14589263 0.01546977 0.09255132\n",
      "  0.01140185 0.13386121 0.16959369 0.04468748]\n",
      " [0.7973585  0.00000775 0.00585174 0.0086205  0.00113211 0.17848507\n",
      "  0.00040046 0.00040112 0.006547   0.00119562]\n",
      " [0.00263707 0.00441938 0.0236641  0.00426765 0.8860526  0.00746677\n",
      "  0.04509069 0.00357904 0.00968485 0.01313793]\n",
      " [0.01016971 0.00034624 0.00881426 0.9117276  0.00026373 0.0508302\n",
      "  0.00118786 0.00297114 0.01152218 0.00216703]\n",
      " [0.02497674 0.00120203 0.03034458 0.04657312 0.10261275 0.07762941\n",
      "  0.5966755  0.0004723  0.04115186 0.07836178]\n",
      " [0.0145272  0.01097563 0.12326138 0.34656113 0.01349805 0.05164877\n",
      "  0.13824849 0.00479598 0.16078515 0.13569814]\n",
      " [0.052778   0.0027491  0.8025301  0.01968812 0.02429731 0.01617233\n",
      "  0.03724059 0.00594427 0.03002525 0.00857491]\n",
      " [0.00383001 0.00139023 0.02037434 0.03842731 0.19534339 0.01103999\n",
      "  0.00580013 0.04886743 0.01989677 0.65503037]\n",
      " [0.9462587  0.00000326 0.03236984 0.00594163 0.00009378 0.00365821\n",
      "  0.00286721 0.00013809 0.00506983 0.00359956]\n",
      " [0.8438633  0.00000602 0.00034187 0.00545327 0.00017785 0.14438741\n",
      "  0.00010118 0.00272151 0.00269861 0.00024895]\n",
      " [0.00330722 0.14212307 0.13954942 0.19051062 0.00543    0.01782871\n",
      "  0.00228965 0.04152839 0.43178672 0.02564626]\n",
      " [0.0000282  0.00003957 0.00000077 0.00053278 0.00021224 0.000255\n",
      "  0.00000078 0.9875938  0.00015759 0.01117915]\n",
      " [0.00389825 0.63320404 0.00606169 0.0256981  0.00842773 0.12510607\n",
      "  0.00320618 0.02298663 0.13214102 0.03927032]\n",
      " [0.89747083 0.00023837 0.00264201 0.00316741 0.00062569 0.08181899\n",
      "  0.00895297 0.00022946 0.0045004  0.00035384]\n",
      " [0.8695971  0.00000452 0.00089186 0.00629377 0.00010458 0.1154846\n",
      "  0.00095417 0.00067103 0.00528919 0.00070939]\n",
      " [0.11354815 0.00083015 0.17332067 0.16399209 0.0035313  0.31225947\n",
      "  0.01911174 0.00168802 0.20679091 0.00492748]\n",
      " [0.00223689 0.01602402 0.00206006 0.01107164 0.04005543 0.06113417\n",
      "  0.02365673 0.06676129 0.03538162 0.7416182 ]\n",
      " [0.3727562  0.02642109 0.0539197  0.15386838 0.00171345 0.16640703\n",
      "  0.0758184  0.00506565 0.12149526 0.02253481]\n",
      " [0.00318053 0.89466745 0.03576199 0.00618237 0.00432444 0.00333788\n",
      "  0.00397893 0.01258877 0.03239498 0.00358264]\n",
      " [0.01672539 0.00053903 0.00833784 0.07999066 0.1160266  0.24277823\n",
      "  0.3697036  0.0027582  0.07431111 0.08882925]\n",
      " [0.01081199 0.03612125 0.06169544 0.02581972 0.02792185 0.63209397\n",
      "  0.01360335 0.00360035 0.16784209 0.02049002]\n",
      " [0.00039747 0.9242899  0.00499037 0.01647242 0.00269007 0.00287341\n",
      "  0.00307029 0.02155391 0.01614465 0.00751778]\n",
      " [0.00062672 0.00008799 0.01080026 0.00128643 0.9194961  0.00106979\n",
      "  0.01062905 0.00441167 0.00184819 0.04974378]\n",
      " [0.00279215 0.90106267 0.01038005 0.01975508 0.0072933  0.00779629\n",
      "  0.00652226 0.00877766 0.02383899 0.01178165]\n",
      " [0.02984479 0.03034181 0.8069891  0.04277018 0.00358013 0.01744927\n",
      "  0.00880125 0.00095746 0.05131546 0.00795058]\n",
      " [0.0021081  0.03475812 0.47503102 0.01828996 0.01982024 0.001023\n",
      "  0.41856194 0.00207348 0.01792455 0.01040965]\n",
      " [0.0016283  0.00065664 0.00022934 0.00631114 0.10266244 0.00666329\n",
      "  0.00386709 0.17798026 0.08399793 0.61600363]\n",
      " [0.04878731 0.01052418 0.11647627 0.5331445  0.00942832 0.20336008\n",
      "  0.00190176 0.00661189 0.06021331 0.00955238]\n",
      " [0.00056673 0.8805681  0.01532767 0.03283581 0.00745958 0.01085135\n",
      "  0.00670033 0.02178266 0.01630024 0.00760742]\n",
      " [0.00297675 0.0003816  0.0040794  0.00074668 0.91023725 0.00849062\n",
      "  0.00754466 0.00601777 0.01014591 0.04937937]\n",
      " [0.00444403 0.000197   0.01931306 0.13046487 0.00484986 0.06823765\n",
      "  0.00428029 0.02296521 0.73835814 0.00688992]\n",
      " [0.00114358 0.00006537 0.00479563 0.00318388 0.7817149  0.00158707\n",
      "  0.03673182 0.00680354 0.01074732 0.15322681]\n",
      " [0.01330886 0.03982496 0.07614553 0.7273699  0.00301401 0.04821072\n",
      "  0.02310291 0.01062376 0.05218549 0.00621387]\n",
      " [0.14232042 0.00731211 0.07496361 0.71309143 0.00178999 0.02280035\n",
      "  0.00672765 0.00199278 0.02704549 0.00195623]\n",
      " [0.0004347  0.96342546 0.00685676 0.00263741 0.00085155 0.00538147\n",
      "  0.00318465 0.00360728 0.01102109 0.00259957]\n",
      " [0.00137817 0.00102277 0.01185399 0.00774186 0.47427592 0.00511941\n",
      "  0.03012483 0.01079155 0.00966027 0.44803137]\n",
      " [0.05350086 0.02015735 0.16856574 0.19049615 0.07895034 0.11213648\n",
      "  0.00330521 0.17926934 0.05958716 0.13403136]\n",
      " [0.07732648 0.00047691 0.31440195 0.06646241 0.01889719 0.17384735\n",
      "  0.15304828 0.04041238 0.13234161 0.02278534]\n",
      " [0.03414549 0.00022253 0.00127412 0.09231571 0.0563255  0.6631382\n",
      "  0.01913966 0.01206366 0.03728373 0.08409141]\n",
      " [0.00024161 0.00000017 0.000002   0.00027131 0.00029672 0.0003942\n",
      "  0.00000053 0.9906123  0.00007813 0.00810298]\n",
      " [0.0012019  0.00230841 0.00178045 0.00042769 0.84492105 0.02521172\n",
      "  0.02751697 0.00563807 0.02706294 0.06393082]\n",
      " [0.00944735 0.00260977 0.01043638 0.01622141 0.02486061 0.02158205\n",
      "  0.888829   0.00003741 0.01939506 0.006581  ]\n",
      " [0.00865636 0.15158159 0.05669263 0.29161325 0.0033792  0.19444343\n",
      "  0.00831132 0.05034225 0.22328708 0.01169278]\n",
      " [0.0059734  0.6805222  0.07150351 0.01725535 0.02879537 0.01950278\n",
      "  0.01171745 0.00774314 0.13917491 0.01781191]\n",
      " [0.00861717 0.7754389  0.03076782 0.01196595 0.00778675 0.01363221\n",
      "  0.01308493 0.00848978 0.11971752 0.01049902]\n",
      " [0.00155858 0.0001628  0.00073139 0.00675926 0.24010947 0.00891279\n",
      "  0.00295648 0.14118777 0.01511007 0.5825114 ]\n",
      " [0.00149255 0.00006528 0.00220091 0.00047046 0.90061545 0.00010987\n",
      "  0.00397112 0.00767701 0.00096006 0.08243738]\n",
      " [0.01174678 0.0034528  0.04954909 0.8668585  0.0007807  0.02933694\n",
      "  0.00006151 0.01365028 0.02351174 0.00105166]\n",
      " [0.5214744  0.00002528 0.11146933 0.08033949 0.00273537 0.2095472\n",
      "  0.01921626 0.00578301 0.04253837 0.00687125]\n",
      " [0.01032891 0.04471106 0.00632395 0.03934748 0.05004505 0.349687\n",
      "  0.03332986 0.03418452 0.18553044 0.24651173]\n",
      " [0.02986196 0.23868519 0.01635824 0.06447585 0.00838184 0.47830486\n",
      "  0.01259831 0.01214895 0.12412082 0.01506395]\n",
      " [0.00247838 0.00685497 0.06277307 0.14334391 0.01727133 0.05440548\n",
      "  0.02993968 0.02608577 0.6206255  0.03622189]\n",
      " [0.91360146 0.00000405 0.01260642 0.00206159 0.0035905  0.04518549\n",
      "  0.00423508 0.00895712 0.0020769  0.00768154]\n",
      " [0.00187763 0.8999006  0.02884059 0.00469481 0.00510979 0.00345901\n",
      "  0.0153925  0.00207514 0.03412528 0.00452462]] (13.520 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 3.73818\n",
      "INFO:tensorflow:probabilities = [[0.0006715  0.00133434 0.00968911 0.00733897 0.01074975 0.00166043\n",
      "  0.00127353 0.92074436 0.00745523 0.03908277]\n",
      " [0.1324881  0.16996461 0.0382399  0.01106275 0.02307804 0.47623587\n",
      "  0.01093945 0.00426376 0.1324082  0.00131923]\n",
      " [0.00156475 0.00064611 0.02623524 0.01537503 0.0246974  0.0031339\n",
      "  0.9096916  0.00073089 0.01155987 0.00636522]\n",
      " [0.08163252 0.00145457 0.4581004  0.0084346  0.04789528 0.02380813\n",
      "  0.33428666 0.00177631 0.00608294 0.03652855]\n",
      " [0.00273847 0.00006333 0.00081495 0.00678748 0.09956744 0.00991935\n",
      "  0.00122894 0.7663382  0.00315657 0.10938523]\n",
      " [0.0198803  0.02231321 0.22759439 0.03108475 0.0330024  0.02882275\n",
      "  0.3174121  0.0009357  0.3089909  0.00996345]\n",
      " [0.02849201 0.00000119 0.00063309 0.00013354 0.94652593 0.01038089\n",
      "  0.00311127 0.00033053 0.00430036 0.00609114]\n",
      " [0.00216964 0.00162309 0.04823454 0.925121   0.00160023 0.00551622\n",
      "  0.00534546 0.001519   0.0081042  0.00076668]\n",
      " [0.00042736 0.92491764 0.01365481 0.01031485 0.00243549 0.00599435\n",
      "  0.00358649 0.00822626 0.0178819  0.0125609 ]\n",
      " [0.00155163 0.00089135 0.04747064 0.39376852 0.01378459 0.03085794\n",
      "  0.00110036 0.15168375 0.2113297  0.14756165]\n",
      " [0.0001292  0.00002472 0.00019857 0.01602617 0.00071084 0.00261116\n",
      "  0.0000169  0.9704662  0.0064703  0.0033459 ]\n",
      " [0.000216   0.00523793 0.00049888 0.00812794 0.06916843 0.01717945\n",
      "  0.00096125 0.16884011 0.15588984 0.5738802 ]\n",
      " [0.17091438 0.00076683 0.5921621  0.053002   0.00254941 0.11775019\n",
      "  0.00165348 0.0010188  0.0592967  0.00088617]\n",
      " [0.00824789 0.27023602 0.3570638  0.0516385  0.00055088 0.01209263\n",
      "  0.22121845 0.00300955 0.07342789 0.00251432]\n",
      " [0.02887128 0.00002384 0.00455848 0.01024332 0.07573435 0.02491024\n",
      "  0.8093331  0.00063363 0.03597346 0.00971835]\n",
      " [0.6203657  0.0001641  0.03813202 0.12184475 0.00017701 0.17324343\n",
      "  0.02646749 0.00555923 0.01170875 0.00233757]\n",
      " [0.00348048 0.01658903 0.01911163 0.32241398 0.00872355 0.09690665\n",
      "  0.00364774 0.0599522  0.38558444 0.08359025]\n",
      " [0.02379468 0.00007539 0.00054107 0.00062807 0.41650936 0.00479987\n",
      "  0.00059191 0.05942988 0.05916959 0.43446016]\n",
      " [0.0026882  0.87654984 0.01043377 0.00511894 0.0158463  0.00439094\n",
      "  0.00703837 0.00743922 0.06548778 0.00500673]\n",
      " [0.00169757 0.17465052 0.02790781 0.10859822 0.02071962 0.01756873\n",
      "  0.0041219  0.16191193 0.32019767 0.16262603]\n",
      " [0.00313604 0.42518577 0.2906337  0.05886483 0.0006363  0.04445772\n",
      "  0.09244877 0.00112464 0.07914243 0.00436983]\n",
      " [0.00173759 0.32006046 0.03342747 0.10168068 0.01539748 0.04841587\n",
      "  0.12737632 0.05618995 0.23752841 0.05818593]\n",
      " [0.01630521 0.00144693 0.00866313 0.52351254 0.00308384 0.11368772\n",
      "  0.24364716 0.00302304 0.05573656 0.03089392]\n",
      " [0.00382498 0.00011794 0.00022373 0.00282141 0.3548018  0.0083724\n",
      "  0.00091237 0.05993513 0.00780916 0.561181  ]\n",
      " [0.72861904 0.00312484 0.03414488 0.02170465 0.0020981  0.06964905\n",
      "  0.06348348 0.00464995 0.04439551 0.02813051]\n",
      " [0.00004134 0.00013541 0.9813843  0.00060433 0.00000682 0.00097416\n",
      "  0.01508262 0.00000516 0.00173197 0.00003395]\n",
      " [0.00449225 0.0000012  0.0123211  0.00004852 0.00057747 0.00019518\n",
      "  0.98171    0.00000032 0.00060911 0.0000448 ]\n",
      " [0.0068847  0.12778012 0.06094018 0.02982166 0.01596293 0.00985816\n",
      "  0.00313803 0.2970601  0.17814142 0.27041274]\n",
      " [0.00088288 0.03539751 0.00024685 0.05124193 0.09806379 0.04731044\n",
      "  0.0017091  0.16929227 0.02470379 0.57115144]\n",
      " [0.00242979 0.00107004 0.00206926 0.47153845 0.02146131 0.04865714\n",
      "  0.00101922 0.1002681  0.3169191  0.0345677 ]\n",
      " [0.02025956 0.00000448 0.00022492 0.00256835 0.12078811 0.01335612\n",
      "  0.00734626 0.253564   0.10773358 0.47415468]\n",
      " [0.00756506 0.00000661 0.00368555 0.00035377 0.96072626 0.0018768\n",
      "  0.00401125 0.00077882 0.00074172 0.02025428]\n",
      " [0.04888978 0.00001039 0.00145942 0.6842279  0.00045119 0.25311688\n",
      "  0.00019207 0.00022592 0.00963265 0.00179374]\n",
      " [0.47683814 0.00004541 0.08985933 0.3104285  0.00027204 0.09846391\n",
      "  0.01010222 0.00456399 0.00578924 0.00363719]\n",
      " [0.11149678 0.0073783  0.16729078 0.00640033 0.03221099 0.19421722\n",
      "  0.33484074 0.00024712 0.1298664  0.01605135]\n",
      " [0.13275349 0.00138167 0.11114979 0.08080389 0.12863292 0.07539717\n",
      "  0.01453483 0.09261863 0.17049469 0.19223295]\n",
      " [0.00341041 0.0026296  0.00197016 0.01709476 0.14311166 0.01799269\n",
      "  0.0066061  0.04608268 0.02995611 0.7311459 ]\n",
      " [0.00254243 0.00171219 0.00360914 0.02030191 0.49995768 0.03175407\n",
      "  0.01197825 0.0969263  0.01468221 0.31653574]\n",
      " [0.00058063 0.00246826 0.04738095 0.003079   0.083992   0.00330701\n",
      "  0.8148897  0.00039856 0.03492809 0.00897581]\n",
      " [0.00084587 0.8071621  0.00853633 0.03165413 0.00615421 0.02470929\n",
      "  0.02267351 0.01992233 0.03375281 0.04458946]\n",
      " [0.00878263 0.1028591  0.2936121  0.17604339 0.0049986  0.02633452\n",
      "  0.09576905 0.00485991 0.24903847 0.03770209]\n",
      " [0.00112859 0.00883964 0.00366387 0.01346343 0.1604695  0.03306963\n",
      "  0.01108648 0.08074328 0.2265433  0.46099237]\n",
      " [0.08418892 0.00000957 0.00176282 0.07221473 0.01527236 0.70238906\n",
      "  0.0154879  0.00402941 0.05991595 0.04472936]\n",
      " [0.02286958 0.00740872 0.01555919 0.01153045 0.19940872 0.06170326\n",
      "  0.00577937 0.182538   0.26399854 0.22920425]\n",
      " [0.00038513 0.9467101  0.00483275 0.00305407 0.00590099 0.00211841\n",
      "  0.0021706  0.00480041 0.02357231 0.00645529]\n",
      " [0.7331255  0.00004644 0.01132962 0.01776697 0.03885928 0.17486542\n",
      "  0.00073157 0.0006906  0.01457209 0.00801249]\n",
      " [0.03531309 0.00072902 0.01655263 0.00259686 0.03679724 0.09115751\n",
      "  0.79992944 0.000027   0.01476084 0.00213643]\n",
      " [0.03889469 0.00140809 0.27050975 0.0056009  0.21220864 0.00483583\n",
      "  0.37628818 0.00726409 0.00454592 0.0784439 ]\n",
      " [0.94482565 0.00000163 0.0004283  0.00070491 0.00002773 0.05216032\n",
      "  0.00095694 0.00007469 0.00067801 0.00014184]\n",
      " [0.00039015 0.00054082 0.00244124 0.00598335 0.67962253 0.0032035\n",
      "  0.00238606 0.02329506 0.01677307 0.26536417]\n",
      " [0.0163861  0.0009665  0.01177727 0.12512575 0.00061943 0.38549644\n",
      "  0.00054274 0.00661653 0.44795573 0.00451347]\n",
      " [0.00917582 0.0000788  0.9280877  0.00537614 0.00434453 0.00808413\n",
      "  0.00264883 0.00013877 0.04199736 0.00006796]\n",
      " [0.03345627 0.00031786 0.26851243 0.02598192 0.16171485 0.02889388\n",
      "  0.3945526  0.02309392 0.05256385 0.01091236]\n",
      " [0.00137126 0.839952   0.01677256 0.01784799 0.01488114 0.01021247\n",
      "  0.00302657 0.01628876 0.07351005 0.00613728]\n",
      " [0.00200456 0.00353961 0.00035301 0.00178179 0.01414033 0.06709141\n",
      "  0.00012924 0.7149931  0.01128644 0.1846805 ]\n",
      " [0.000885   0.70815617 0.02057878 0.00879015 0.00476903 0.00341634\n",
      "  0.00339473 0.00461847 0.2422126  0.00317865]\n",
      " [0.00305692 0.00984581 0.92701715 0.00875173 0.00197968 0.00074278\n",
      "  0.0085747  0.00120271 0.03794754 0.00088097]\n",
      " [0.00018177 0.00037364 0.95598644 0.00443182 0.00052668 0.0002243\n",
      "  0.03563472 0.00008069 0.00213915 0.0004207 ]\n",
      " [0.02136721 0.08284312 0.7298896  0.03168488 0.00744413 0.04296946\n",
      "  0.04280958 0.00102443 0.03857803 0.00138945]\n",
      " [0.07693143 0.00142855 0.00770203 0.00090902 0.03478197 0.03330637\n",
      "  0.00805273 0.10653869 0.06724031 0.6631088 ]\n",
      " [0.00175995 0.00028146 0.0001832  0.00167683 0.48275247 0.00512546\n",
      "  0.01130414 0.00936237 0.00448238 0.48307183]\n",
      " [0.01302188 0.00351569 0.04528842 0.00922817 0.34665912 0.04071842\n",
      "  0.13077903 0.00990447 0.03693372 0.36395115]\n",
      " [0.00528789 0.85846406 0.02108605 0.01544559 0.00648744 0.007386\n",
      "  0.00405604 0.00638421 0.06842004 0.00698271]\n",
      " [0.00027983 0.00265629 0.00070249 0.01403197 0.5840862  0.01022503\n",
      "  0.00179471 0.05925272 0.01258307 0.31438768]\n",
      " [0.00078225 0.9284003  0.00894984 0.00337285 0.00622074 0.00152722\n",
      "  0.00385296 0.00576827 0.03963692 0.00148862]\n",
      " [0.00070469 0.00005318 0.00040076 0.00619545 0.00077705 0.00100527\n",
      "  0.00002921 0.96302706 0.00133192 0.02647538]\n",
      " [0.00506305 0.00830547 0.0040416  0.00971725 0.00489119 0.00450945\n",
      "  0.00017964 0.84872055 0.01276865 0.1018032 ]\n",
      " [0.00067255 0.00042289 0.03441384 0.91318977 0.01022969 0.00152394\n",
      "  0.00386642 0.00208846 0.02755603 0.00603643]\n",
      " [0.00466457 0.00187238 0.00172329 0.0011252  0.46978375 0.01381182\n",
      "  0.08650408 0.00855609 0.00359694 0.40836194]\n",
      " [0.00060942 0.8652534  0.03837729 0.0208796  0.00627777 0.00188625\n",
      "  0.00141912 0.00754848 0.05537786 0.00237088]\n",
      " [0.10259521 0.0002463  0.35706443 0.4118859  0.00003068 0.01789329\n",
      "  0.00214493 0.01725453 0.08949192 0.001393  ]\n",
      " [0.00406473 0.00459213 0.01361796 0.0192135  0.0033158  0.0284886\n",
      "  0.00610943 0.00189561 0.9139735  0.00472876]\n",
      " [0.5932567  0.00004361 0.00981476 0.03935121 0.0195368  0.25224292\n",
      "  0.00275024 0.00481958 0.06132795 0.01685615]\n",
      " [0.9606282  0.0000243  0.00353533 0.0037889  0.0010846  0.01061994\n",
      "  0.01678144 0.00029689 0.00264655 0.00059376]\n",
      " [0.00267216 0.02873631 0.00625559 0.06728982 0.01322144 0.03020781\n",
      "  0.000632   0.57323253 0.1428086  0.13494374]\n",
      " [0.00451561 0.36221907 0.0321042  0.22801282 0.03269516 0.12686424\n",
      "  0.04622456 0.03742225 0.08191847 0.04802362]\n",
      " [0.0316375  0.01492299 0.01274122 0.04058886 0.0499951  0.7079997\n",
      "  0.02797847 0.01208142 0.07393157 0.02812308]\n",
      " [0.3923299  0.00002158 0.00522669 0.00265346 0.07082576 0.09517853\n",
      "  0.2851326  0.025943   0.03263085 0.09005765]\n",
      " [0.46862364 0.00016925 0.08868644 0.00645736 0.13638732 0.05606093\n",
      "  0.0540969  0.01002184 0.05677404 0.1227222 ]\n",
      " [0.00124359 0.00016625 0.9863101  0.00904226 0.00002065 0.00055813\n",
      "  0.00029792 0.0000289  0.00228721 0.00004474]\n",
      " [0.00309979 0.4137857  0.07216529 0.11579831 0.02829828 0.05607852\n",
      "  0.0706396  0.05049445 0.10557166 0.08406825]\n",
      " [0.05084357 0.00072724 0.04285112 0.72942054 0.0001491  0.15944701\n",
      "  0.00490017 0.00127176 0.00902377 0.00136572]\n",
      " [0.00120621 0.0007065  0.00512943 0.8769065  0.00091221 0.01622993\n",
      "  0.00009394 0.07251351 0.01759173 0.00871   ]\n",
      " [0.7788856  0.00023711 0.01487329 0.01810225 0.00220071 0.13120845\n",
      "  0.02255819 0.00077023 0.02913481 0.00202929]\n",
      " [0.9906474  0.0000001  0.00249132 0.00184074 0.00001062 0.00337037\n",
      "  0.00144295 0.00000406 0.00019212 0.00000024]\n",
      " [0.02210004 0.0000958  0.00531045 0.27920592 0.00106266 0.28546208\n",
      "  0.00150902 0.00233905 0.3748485  0.02806644]\n",
      " [0.00162006 0.00220287 0.00313185 0.04348432 0.08001216 0.17100061\n",
      "  0.00723417 0.15447636 0.0957422  0.44109538]\n",
      " [0.00806724 0.00619741 0.02686328 0.1762479  0.05032316 0.2844303\n",
      "  0.04140456 0.05093519 0.21419664 0.14133438]\n",
      " [0.026295   0.00000825 0.00032617 0.00531841 0.00000838 0.8904707\n",
      "  0.00003893 0.00002826 0.07697398 0.00053196]\n",
      " [0.00134221 0.00459404 0.00083919 0.00541151 0.11683559 0.00928503\n",
      "  0.03530239 0.01335653 0.08078073 0.73225284]\n",
      " [0.02772716 0.00179009 0.00087094 0.04436125 0.00516541 0.7797271\n",
      "  0.00325619 0.00307425 0.12515616 0.00887145]\n",
      " [0.00011595 0.00000817 0.00001337 0.00048898 0.00045028 0.00034167\n",
      "  0.00000036 0.9883385  0.00046011 0.0097826 ]\n",
      " [0.9332867  0.00000109 0.00032646 0.02878082 0.00006624 0.03271367\n",
      "  0.00001175 0.00251506 0.00215211 0.00014607]\n",
      " [0.01738099 0.07238126 0.08069341 0.01540338 0.04347973 0.00534663\n",
      "  0.7119408  0.00153269 0.02498883 0.02685227]\n",
      " [0.00046227 0.00489294 0.00281029 0.05106212 0.00056418 0.00237437\n",
      "  0.0000891  0.8515209  0.0347872  0.05143665]\n",
      " [0.00053268 0.00562469 0.00079185 0.00694505 0.00153256 0.00179608\n",
      "  0.00004908 0.9485218  0.00561985 0.02858641]\n",
      " [0.00206861 0.00017357 0.00008927 0.00276713 0.00051575 0.0072386\n",
      "  0.00000718 0.94287944 0.02273332 0.02152702]\n",
      " [0.00103059 0.73009986 0.01483462 0.03542526 0.00912255 0.02751404\n",
      "  0.03694675 0.00968166 0.06935533 0.06598932]\n",
      " [0.00756352 0.00035119 0.01170985 0.6313502  0.00213442 0.22519688\n",
      "  0.00043155 0.00038269 0.11584922 0.00503042]\n",
      " [0.00438153 0.00056009 0.00494962 0.00813938 0.02904217 0.8616715\n",
      "  0.0051311  0.00627457 0.03821173 0.04163827]] (13.231 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 0.71200955, step = 2201 (26.753 sec)\n",
      "INFO:tensorflow:probabilities = [[0.00052174 0.854346   0.05508433 0.01584209 0.00547475 0.00475467\n",
      "  0.01083193 0.00344899 0.04037229 0.00932331]\n",
      " [0.00075845 0.00130204 0.00902007 0.18841194 0.03343756 0.3027823\n",
      "  0.01694819 0.00410168 0.39149427 0.05174347]\n",
      " [0.01884038 0.00907778 0.3491845  0.01379412 0.09862646 0.02713168\n",
      "  0.43988422 0.00063128 0.01457646 0.02825312]\n",
      " [0.00057304 0.06161393 0.00350364 0.02782887 0.00439018 0.01469241\n",
      "  0.0004833  0.73137003 0.02330414 0.13224049]\n",
      " [0.01977215 0.00273629 0.00851625 0.02066469 0.12510183 0.02749851\n",
      "  0.0057517  0.2207704  0.06701901 0.5021692 ]\n",
      " [0.895932   0.00013592 0.0123825  0.00771155 0.00013885 0.07693476\n",
      "  0.00067232 0.00378517 0.00119731 0.00110963]\n",
      " [0.00165219 0.71988523 0.04000757 0.0325577  0.01163863 0.06698786\n",
      "  0.0198947  0.02092355 0.04089387 0.04555866]\n",
      " [0.00111822 0.00055338 0.00188811 0.00165597 0.6274609  0.01281903\n",
      "  0.02270843 0.00082718 0.01192909 0.3190397 ]\n",
      " [0.00080555 0.03518003 0.00416281 0.8181993  0.00114116 0.04796972\n",
      "  0.00019313 0.00211215 0.07893986 0.01129628]\n",
      " [0.00184377 0.00000358 0.00087467 0.01303129 0.00008251 0.00023115\n",
      "  0.00000212 0.97303313 0.00950413 0.00139368]\n",
      " [0.02717905 0.00003691 0.00062987 0.00085876 0.67012846 0.10658154\n",
      "  0.01357198 0.00058913 0.02016694 0.16025732]\n",
      " [0.00380624 0.00355879 0.0911147  0.8158863  0.0000986  0.02868506\n",
      "  0.05246595 0.00082407 0.00319255 0.00036762]\n",
      " [0.0037777  0.00375055 0.00968671 0.01081574 0.44580418 0.01073569\n",
      "  0.03144778 0.01391262 0.01618435 0.4538847 ]\n",
      " [0.00260796 0.5730009  0.07560532 0.06707099 0.01917332 0.00795747\n",
      "  0.00278286 0.03994591 0.195366   0.01648931]\n",
      " [0.1689707  0.00084252 0.02344488 0.687672   0.00109471 0.0343588\n",
      "  0.0488871  0.00490513 0.02185028 0.00797393]\n",
      " [0.11051483 0.0011434  0.00174326 0.0155745  0.01774817 0.60303\n",
      "  0.01979048 0.003567   0.16856411 0.05832409]\n",
      " [0.9910233  0.00000228 0.00212088 0.00231342 0.00000375 0.00412818\n",
      "  0.00010956 0.00007847 0.00021029 0.00001005]\n",
      " [0.00123372 0.3820275  0.069911   0.09295484 0.02146151 0.04913389\n",
      "  0.06993423 0.10012037 0.13944623 0.0737767 ]\n",
      " [0.99105036 0.0000001  0.00014978 0.00010181 0.00000019 0.00854166\n",
      "  0.00001445 0.00008041 0.00005053 0.00001055]\n",
      " [0.70348305 0.00010115 0.00503624 0.01246263 0.01310505 0.2244466\n",
      "  0.0043366  0.0116407  0.0103438  0.0150443 ]\n",
      " [0.04150579 0.01012236 0.02535716 0.00871551 0.02883939 0.25615206\n",
      "  0.02519444 0.00597487 0.5329637  0.06517474]\n",
      " [0.00725367 0.04381865 0.05109264 0.06537031 0.00616045 0.06646744\n",
      "  0.01425375 0.03724426 0.595564   0.11277484]\n",
      " [0.01318727 0.00392236 0.0048776  0.0095422  0.04707471 0.07111555\n",
      "  0.00614603 0.10264774 0.04150375 0.6999828 ]\n",
      " [0.00229709 0.0002899  0.00075295 0.0009873  0.19872919 0.00404618\n",
      "  0.00155123 0.03297779 0.02596883 0.7323996 ]\n",
      " [0.00118551 0.00184992 0.00058837 0.01329512 0.11574399 0.01392292\n",
      "  0.00520338 0.20518926 0.03979956 0.60322195]\n",
      " [0.00030967 0.00000275 0.00005541 0.00002613 0.9624311  0.00188527\n",
      "  0.0065072  0.00329053 0.00786981 0.01762221]\n",
      " [0.00638838 0.00020688 0.00816397 0.00489588 0.23741286 0.00657724\n",
      "  0.00462415 0.03246101 0.00320404 0.6960656 ]\n",
      " [0.00289154 0.00852992 0.00225016 0.01983319 0.36094505 0.05887591\n",
      "  0.02686878 0.02428777 0.05974758 0.43577018]\n",
      " [0.05354415 0.00055558 0.00375098 0.0532502  0.11078901 0.53063005\n",
      "  0.02437511 0.00318709 0.06833988 0.15157804]\n",
      " [0.0074046  0.00013644 0.00023432 0.00026583 0.0168265  0.01161455\n",
      "  0.00043681 0.9169341  0.01178198 0.03436492]\n",
      " [0.02999827 0.00006131 0.91654    0.00881708 0.0022951  0.00582566\n",
      "  0.0271683  0.00017572 0.00439823 0.00472041]\n",
      " [0.00006032 0.00002974 0.00140501 0.9919469  0.00001309 0.00341736\n",
      "  0.00001367 0.00129066 0.00166229 0.00016086]\n",
      " [0.00596147 0.00035018 0.00109346 0.00967613 0.02684634 0.01331022\n",
      "  0.00140066 0.68999016 0.01456892 0.2368025 ]\n",
      " [0.01164693 0.0010353  0.95908606 0.00721539 0.00007552 0.00112279\n",
      "  0.01799397 0.00022762 0.00154079 0.00005552]\n",
      " [0.03408634 0.00162693 0.00133029 0.01664156 0.01829185 0.0426493\n",
      "  0.00122676 0.22508875 0.01021736 0.64884084]\n",
      " [0.04065061 0.02200518 0.09024943 0.26473078 0.07291272 0.05054947\n",
      "  0.02161902 0.03599406 0.19337702 0.2079117 ]\n",
      " [0.00472572 0.00013245 0.01161587 0.85887814 0.00217134 0.02258174\n",
      "  0.00057624 0.00355393 0.09342987 0.00233472]\n",
      " [0.01838116 0.00018237 0.05535382 0.6469515  0.00074121 0.23464797\n",
      "  0.01793513 0.00077103 0.02322351 0.0018124 ]\n",
      " [0.8396409  0.00002279 0.00493965 0.08108331 0.00013204 0.02514734\n",
      "  0.00082369 0.02886348 0.01349385 0.00585282]\n",
      " [0.06415501 0.00584357 0.12417096 0.48566398 0.00627244 0.13001737\n",
      "  0.00221309 0.00478463 0.1632461  0.01363286]\n",
      " [0.00657267 0.00143851 0.01046008 0.81355816 0.001513   0.05497247\n",
      "  0.00121192 0.04007656 0.06654888 0.0036478 ]\n",
      " [0.02138894 0.04055803 0.0226068  0.04257092 0.00069561 0.09555544\n",
      "  0.00433353 0.00082364 0.77041835 0.0010487 ]\n",
      " [0.00016284 0.00386732 0.00041222 0.00687562 0.00265361 0.01162894\n",
      "  0.00074535 0.04380529 0.04258023 0.8872686 ]\n",
      " [0.00142169 0.0000257  0.10220186 0.00060505 0.40858194 0.00066145\n",
      "  0.46858314 0.00239368 0.00375749 0.01176807]\n",
      " [0.00034345 0.11510114 0.00297761 0.01179046 0.05940367 0.01356155\n",
      "  0.0031691  0.2837164  0.11776587 0.39217082]\n",
      " [0.1822563  0.00002311 0.14861551 0.00023688 0.5391134  0.0054391\n",
      "  0.11514702 0.00092877 0.0028827  0.00535719]\n",
      " [0.22613828 0.00748191 0.08300996 0.0093144  0.01810881 0.37170246\n",
      "  0.01993234 0.02303032 0.21233149 0.02894997]\n",
      " [0.0003317  0.00003321 0.0000868  0.00040492 0.9106294  0.00078381\n",
      "  0.00023991 0.00319149 0.00192367 0.08237504]\n",
      " [0.01602544 0.12272292 0.00629205 0.05004629 0.04452629 0.21143202\n",
      "  0.02562921 0.12264916 0.2591498  0.14152677]\n",
      " [0.96222466 0.00000258 0.00603295 0.01988952 0.00000104 0.01093254\n",
      "  0.00003794 0.00013264 0.00068733 0.00005893]\n",
      " [0.0129732  0.4048283  0.03711661 0.01908014 0.04033193 0.1846823\n",
      "  0.00186008 0.01228384 0.27880588 0.00803768]\n",
      " [0.00009505 0.9622799  0.00233778 0.00185938 0.00069986 0.00207091\n",
      "  0.0010349  0.00038647 0.02773961 0.00149604]\n",
      " [0.00062193 0.7231196  0.01588651 0.11908326 0.00899192 0.02500591\n",
      "  0.02298089 0.00709507 0.06294401 0.01427078]\n",
      " [0.00075863 0.94709575 0.01185611 0.00789749 0.00133515 0.00274887\n",
      "  0.00110256 0.00501822 0.01830787 0.00387933]\n",
      " [0.46528524 0.00082751 0.01094985 0.16868469 0.00534947 0.26824176\n",
      "  0.00123007 0.04388774 0.01542478 0.02011894]\n",
      " [0.00519694 0.00589332 0.0017499  0.05423361 0.00412939 0.08142477\n",
      "  0.00018469 0.6818031  0.06446514 0.10091911]\n",
      " [0.01078109 0.0020599  0.33914536 0.45815164 0.00252044 0.03188935\n",
      "  0.06612589 0.00403575 0.08165871 0.00363185]\n",
      " [0.00011758 0.00006437 0.00037384 0.0088663  0.000212   0.00046392\n",
      "  0.00001196 0.9765413  0.0082032  0.00514555]\n",
      " [0.00478349 0.06374305 0.02848646 0.03561395 0.03409102 0.01984324\n",
      "  0.01277856 0.52136457 0.04829772 0.2309979 ]\n",
      " [0.00151906 0.91214705 0.01383474 0.00712757 0.0064244  0.00844459\n",
      "  0.00676532 0.00958078 0.02858851 0.00556794]\n",
      " [0.00420816 0.00445842 0.00358828 0.0217852  0.10400724 0.03242415\n",
      "  0.00555508 0.17878658 0.22793569 0.41725123]\n",
      " [0.00222443 0.00022446 0.02543384 0.05296585 0.04972152 0.00264611\n",
      "  0.00263265 0.09604902 0.23266172 0.5354404 ]\n",
      " [0.00155009 0.76569974 0.02654758 0.02722739 0.02591756 0.02134334\n",
      "  0.03741479 0.01139208 0.04106418 0.04184323]\n",
      " [0.0017771  0.00050284 0.02017017 0.9540137  0.00016618 0.01122476\n",
      "  0.0002154  0.00089391 0.01064501 0.00039098]\n",
      " [0.00176164 0.00478874 0.00213027 0.00608716 0.20713866 0.0045365\n",
      "  0.00372673 0.17252646 0.04885147 0.5484523 ]\n",
      " [0.14119615 0.00000577 0.00078055 0.06463272 0.01206645 0.6726028\n",
      "  0.00836072 0.01213937 0.06992646 0.01828912]\n",
      " [0.00198972 0.00972126 0.07757214 0.18515003 0.0267344  0.03269525\n",
      "  0.01293284 0.23788233 0.3845232  0.03079878]\n",
      " [0.00254179 0.69374275 0.00226901 0.00563283 0.00211463 0.03551798\n",
      "  0.01684825 0.0016396  0.20654213 0.03315101]\n",
      " [0.03453719 0.00112747 0.03647713 0.34503692 0.02331227 0.31209102\n",
      "  0.09927352 0.00077529 0.14272779 0.00464126]\n",
      " [0.0078947  0.00073137 0.00475065 0.00836604 0.22134921 0.01544873\n",
      "  0.01174866 0.03911103 0.06008761 0.630512  ]\n",
      " [0.00318755 0.00289639 0.00040366 0.06630974 0.13176258 0.14416605\n",
      "  0.00268378 0.02293058 0.12727728 0.49838233]\n",
      " [0.00309706 0.01418194 0.0116431  0.00352166 0.3823021  0.02399215\n",
      "  0.01307035 0.03296693 0.04691157 0.4683131 ]\n",
      " [0.38953024 0.00019185 0.01634586 0.00021936 0.00222544 0.05533221\n",
      "  0.5191939  0.00000125 0.01648747 0.00047239]\n",
      " [0.00515986 0.14351329 0.05324729 0.16786176 0.00390555 0.19949995\n",
      "  0.03636357 0.0158636  0.19680782 0.1777773 ]\n",
      " [0.0125245  0.00082454 0.01055643 0.93706334 0.00004246 0.01886047\n",
      "  0.00137219 0.00878581 0.00967003 0.0003003 ]\n",
      " [0.01472761 0.00004411 0.00081283 0.00260843 0.01698287 0.01064909\n",
      "  0.00037782 0.7561479  0.00466836 0.19298108]\n",
      " [0.00872743 0.3842241  0.00758688 0.03664059 0.00246065 0.07131698\n",
      "  0.01122844 0.00202076 0.45396516 0.02182899]\n",
      " [0.07105788 0.07448784 0.23096848 0.11331168 0.05271712 0.11273749\n",
      "  0.01265479 0.00489841 0.31784415 0.00932217]\n",
      " [0.00258187 0.00021463 0.9376     0.00867203 0.00677028 0.00051555\n",
      "  0.04168485 0.00004633 0.00102742 0.00088696]\n",
      " [0.00001465 0.00000223 0.00002736 0.00116198 0.00013278 0.00087453\n",
      "  0.00000014 0.98002154 0.00064521 0.01711955]\n",
      " [0.35571295 0.0041315  0.00676217 0.14717956 0.00169128 0.31200683\n",
      "  0.00314529 0.03984883 0.09340567 0.03611583]\n",
      " [0.02496666 0.00374062 0.21838556 0.00892488 0.06599026 0.03180587\n",
      "  0.4080027  0.01355152 0.16831967 0.05631228]\n",
      " [0.00138935 0.00005321 0.00506601 0.0016285  0.573428   0.00358715\n",
      "  0.00241482 0.00612233 0.01139159 0.39491907]\n",
      " [0.10072836 0.02712854 0.04530109 0.3478451  0.0018654  0.13032152\n",
      "  0.04940185 0.02530819 0.2064433  0.0656567 ]\n",
      " [0.9888127  0.00000039 0.00010221 0.00066827 0.00000972 0.00864248\n",
      "  0.00105795 0.00004033 0.00062776 0.00003832]\n",
      " [0.00283295 0.00000092 0.9826325  0.01250985 0.00009079 0.00012458\n",
      "  0.00118776 0.00000096 0.00060062 0.00001908]\n",
      " [0.00230075 0.47205347 0.20472315 0.07897153 0.01074938 0.05200803\n",
      "  0.09352612 0.00396186 0.04306758 0.03863813]\n",
      " [0.02356049 0.01914294 0.01684409 0.04010532 0.13814145 0.25564143\n",
      "  0.08775046 0.01324916 0.3009559  0.10460873]\n",
      " [0.00621212 0.00071357 0.04190941 0.0065431  0.3598255  0.03429904\n",
      "  0.00576669 0.35227707 0.048928   0.14352548]\n",
      " [0.0028862  0.0043169  0.09856052 0.00632574 0.01514903 0.01872516\n",
      "  0.8382415  0.00024312 0.01189402 0.00365778]\n",
      " [0.01098224 0.00281665 0.01396254 0.78850573 0.00526799 0.06513014\n",
      "  0.0013863  0.0241181  0.02859738 0.05923298]\n",
      " [0.83759266 0.00006502 0.01284876 0.00647481 0.00014624 0.11500414\n",
      "  0.00814814 0.00049233 0.01830308 0.00092474]\n",
      " [0.00020335 0.0013602  0.00009085 0.00356626 0.03036194 0.00145412\n",
      "  0.00005804 0.4981941  0.02946614 0.43524495]\n",
      " [0.01439116 0.00871228 0.00261247 0.026144   0.03207378 0.04306871\n",
      "  0.00569729 0.26105255 0.01610565 0.59014213]\n",
      " [0.97006077 0.00000086 0.00333133 0.00154565 0.00013844 0.02078513\n",
      "  0.00079486 0.00047604 0.00199751 0.00086927]\n",
      " [0.00053274 0.00013358 0.00056036 0.00111281 0.16458471 0.02248742\n",
      "  0.00175422 0.0172976  0.00648407 0.78505254]\n",
      " [0.00198875 0.00135475 0.25528482 0.22775686 0.02872898 0.13928813\n",
      "  0.0863073  0.00890043 0.06820992 0.18218012]\n",
      " [0.00537023 0.00036981 0.00122559 0.00588519 0.09913249 0.00795166\n",
      "  0.0044119  0.14311151 0.01522656 0.7173151 ]\n",
      " [0.00566077 0.03005562 0.00150852 0.00613822 0.00994738 0.01669014\n",
      "  0.00004405 0.69119424 0.21263497 0.02612618]\n",
      " [0.18480167 0.00003447 0.0231658  0.6518681  0.00006139 0.12492521\n",
      "  0.00334355 0.00076473 0.01009786 0.00093728]] (13.226 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 3.53349\n",
      "INFO:tensorflow:probabilities = [[0.02931922 0.00078279 0.3707631  0.27149406 0.01790323 0.04017354\n",
      "  0.19053203 0.0394817  0.01924686 0.02030329]\n",
      " [0.02280291 0.0000477  0.00323884 0.08605402 0.02544375 0.2640614\n",
      "  0.00249079 0.40460932 0.04151414 0.14973713]\n",
      " [0.00127619 0.0069862  0.03017211 0.41018397 0.00414955 0.09314793\n",
      "  0.07910538 0.00419159 0.35560724 0.01517977]\n",
      " [0.04467835 0.00074478 0.06110257 0.74924785 0.00012023 0.10208077\n",
      "  0.00220038 0.00203783 0.0367546  0.00103258]\n",
      " [0.00449205 0.03372147 0.26755846 0.01733969 0.09745168 0.00549489\n",
      "  0.54473966 0.00111226 0.02129308 0.00679669]\n",
      " [0.00004504 0.00079778 0.00072308 0.00005293 0.94083655 0.00055221\n",
      "  0.02132312 0.00190874 0.0024515  0.03130893]\n",
      " [0.91054463 0.00000385 0.02234543 0.01348288 0.00000635 0.05218976\n",
      "  0.00014834 0.00064327 0.00047385 0.00016162]\n",
      " [0.00009938 0.00008789 0.42302668 0.00004964 0.03442695 0.00020152\n",
      "  0.5418665  0.00000007 0.00021481 0.00002652]\n",
      " [0.00170633 0.00003774 0.00046345 0.00300712 0.68409485 0.02284334\n",
      "  0.00084212 0.06713071 0.00264945 0.2172249 ]\n",
      " [0.9983041  0.00000048 0.00007657 0.00004007 0.00003171 0.00129729\n",
      "  0.00005241 0.00000807 0.00018013 0.00000912]\n",
      " [0.0630611  0.07218803 0.01129892 0.00456621 0.00848457 0.4715982\n",
      "  0.01992489 0.01498861 0.33017907 0.00371034]\n",
      " [0.01966521 0.00016157 0.00591636 0.00053623 0.20111676 0.00555935\n",
      "  0.4645783  0.00522345 0.02082088 0.2764218 ]\n",
      " [0.01261883 0.00040715 0.02240295 0.26553205 0.05009918 0.47753522\n",
      "  0.0617845  0.00529083 0.0894293  0.01489993]\n",
      " [0.05761039 0.00021285 0.00188026 0.00871739 0.00805668 0.821774\n",
      "  0.00915083 0.00257757 0.08255483 0.00746521]\n",
      " [0.00893567 0.84662694 0.03417434 0.00951657 0.00437817 0.01142703\n",
      "  0.00653102 0.02326452 0.03274488 0.02240091]\n",
      " [0.13771562 0.00052248 0.0032232  0.28419715 0.00111174 0.5354159\n",
      "  0.00612289 0.00183683 0.02661109 0.00324316]\n",
      " [0.18845004 0.00124615 0.23354998 0.0310558  0.00768885 0.029822\n",
      "  0.25348848 0.00460479 0.08176537 0.1683286 ]\n",
      " [0.00622227 0.03692945 0.00066402 0.01351634 0.0037552  0.01655887\n",
      "  0.00017779 0.7524291  0.12027    0.04947697]\n",
      " [0.00015036 0.00000047 0.0000039  0.00007373 0.00010319 0.00005944\n",
      "  0.00000027 0.98684245 0.00021539 0.01255073]\n",
      " [0.9327955  0.00000219 0.00566288 0.0156724  0.00004217 0.04352808\n",
      "  0.00071163 0.00042459 0.00099207 0.00016831]\n",
      " [0.02069831 0.00000289 0.00030609 0.00729916 0.00000429 0.6840887\n",
      "  0.0000473  0.00002368 0.28747547 0.00005412]\n",
      " [0.06053802 0.00001034 0.007084   0.18937735 0.00154026 0.6133037\n",
      "  0.05735686 0.00051246 0.04440634 0.02587064]\n",
      " [0.06847433 0.00439651 0.01529399 0.06830343 0.00668111 0.24200834\n",
      "  0.14517532 0.00850492 0.31181058 0.12935145]\n",
      " [0.00013961 0.00024433 0.00018466 0.00019539 0.88930935 0.00044004\n",
      "  0.00375034 0.01416846 0.00608619 0.08548166]\n",
      " [0.00423137 0.76276964 0.02704709 0.01564302 0.00998059 0.020674\n",
      "  0.00130181 0.02703602 0.11636397 0.01495251]\n",
      " [0.00112898 0.0001471  0.00394596 0.00074532 0.85186553 0.00081865\n",
      "  0.10801922 0.00120828 0.00509517 0.02702567]\n",
      " [0.83663476 0.00003383 0.01961208 0.00311786 0.00146926 0.10213251\n",
      "  0.00870032 0.01876191 0.00523654 0.00430074]\n",
      " [0.02165722 0.03627013 0.09627356 0.62402654 0.0215422  0.01989838\n",
      "  0.02257021 0.00316403 0.12290762 0.03169012]\n",
      " [0.06263664 0.00005082 0.29086632 0.49084347 0.00201148 0.03718981\n",
      "  0.00570689 0.01605815 0.089517   0.00511948]\n",
      " [0.7975685  0.00000488 0.01127619 0.01029594 0.00003913 0.15827098\n",
      "  0.00011955 0.0087717  0.01251506 0.0011381 ]\n",
      " [0.9524607  0.00004804 0.00428486 0.01381237 0.00009172 0.00633325\n",
      "  0.01858137 0.00011578 0.00407003 0.00020177]\n",
      " [0.00180325 0.00005517 0.00816985 0.97264093 0.00010284 0.0152467\n",
      "  0.00004576 0.00022848 0.00115934 0.00054764]\n",
      " [0.00042082 0.00004131 0.00080661 0.00098822 0.9200417  0.00218817\n",
      "  0.0125787  0.00297507 0.00184215 0.0581172 ]\n",
      " [0.00633018 0.00011181 0.00201968 0.00181781 0.23982747 0.00226045\n",
      "  0.00504969 0.06118624 0.00642583 0.67497087]\n",
      " [0.02997763 0.00008117 0.00042246 0.01296028 0.01975803 0.5796291\n",
      "  0.00306592 0.04197259 0.06345771 0.24867503]\n",
      " [0.00066922 0.0030871  0.13373865 0.02354995 0.42697692 0.00499834\n",
      "  0.25426906 0.00235772 0.00639618 0.14395687]\n",
      " [0.02262443 0.00004532 0.00848246 0.00058754 0.33067912 0.04920325\n",
      "  0.00560276 0.08277633 0.4746082  0.02539064]\n",
      " [0.09967685 0.00877665 0.15938976 0.07918242 0.0014608  0.60599434\n",
      "  0.01978368 0.00024813 0.02513331 0.00035397]\n",
      " [0.00146347 0.00001187 0.00070203 0.89594746 0.00004968 0.04469331\n",
      "  0.00000549 0.02968822 0.02363336 0.00380522]\n",
      " [0.05926458 0.0015292  0.02635907 0.01036493 0.06287502 0.03463886\n",
      "  0.66525525 0.0035416  0.05542722 0.0807443 ]\n",
      " [0.00048314 0.00497583 0.00064262 0.00448816 0.00262318 0.00419611\n",
      "  0.00074863 0.72867656 0.01331756 0.23984827]\n",
      " [0.40896013 0.00008026 0.14725475 0.00376211 0.06239263 0.01231413\n",
      "  0.17541653 0.0006839  0.04465175 0.14448394]\n",
      " [0.00254826 0.00304872 0.9515159  0.00863928 0.00208666 0.00088555\n",
      "  0.02176892 0.0006675  0.00594963 0.00288967]\n",
      " [0.0084905  0.0875217  0.36976546 0.04302238 0.02329393 0.02126358\n",
      "  0.18838088 0.11467544 0.08590626 0.05767991]\n",
      " [0.00107984 0.9314416  0.00785476 0.00598521 0.01007314 0.00567731\n",
      "  0.00396977 0.00879313 0.01813947 0.00698585]\n",
      " [0.01222907 0.34391007 0.01054092 0.06586105 0.04342651 0.10160232\n",
      "  0.00930992 0.02474328 0.3113304  0.07704648]\n",
      " [0.00044537 0.00003151 0.00008136 0.00818366 0.01154157 0.0073371\n",
      "  0.00011874 0.84238976 0.0028856  0.12698537]\n",
      " [0.00020431 0.00029998 0.00444849 0.01911156 0.00016255 0.00109823\n",
      "  0.00003652 0.9635815  0.00294413 0.00811271]\n",
      " [0.00099147 0.46633375 0.03982056 0.27493796 0.00126454 0.03666957\n",
      "  0.01358107 0.00696259 0.12190339 0.03753514]\n",
      " [0.00552786 0.05003424 0.05923874 0.0283836  0.39029977 0.01881107\n",
      "  0.04599487 0.09082641 0.16600546 0.1448781 ]\n",
      " [0.99068356 0.0000005  0.00034402 0.00092461 0.00000736 0.00720094\n",
      "  0.00068079 0.00000711 0.00014592 0.00000523]\n",
      " [0.00062099 0.00137841 0.00150286 0.00681325 0.00268128 0.00465502\n",
      "  0.00005899 0.9550764  0.00732326 0.01988952]\n",
      " [0.00386406 0.00017743 0.02925878 0.01108163 0.15943123 0.00726094\n",
      "  0.00582986 0.25484955 0.01537626 0.5128703 ]\n",
      " [0.0010653  0.00004362 0.00007819 0.00170057 0.00475146 0.00380266\n",
      "  0.00004323 0.95956355 0.00568206 0.0232694 ]\n",
      " [0.98154354 0.00001083 0.00238458 0.0006281  0.00022341 0.01051427\n",
      "  0.0031807  0.00028566 0.00086636 0.0003626 ]\n",
      " [0.00063967 0.0005447  0.00608438 0.00304527 0.87911034 0.00227527\n",
      "  0.02367692 0.02013002 0.00397049 0.06052292]\n",
      " [0.00665702 0.00073662 0.00096293 0.00259156 0.45822948 0.0111836\n",
      "  0.01049749 0.04414918 0.01260101 0.45239118]\n",
      " [0.00173224 0.06236171 0.09270001 0.07112238 0.03954619 0.04261265\n",
      "  0.00213675 0.00988674 0.66685724 0.01104406]\n",
      " [0.52314377 0.00012084 0.16682473 0.03509139 0.00760121 0.06402186\n",
      "  0.02408233 0.09273612 0.01011746 0.07626037]\n",
      " [0.00011653 0.9562348  0.00565969 0.00781131 0.001679   0.00108372\n",
      "  0.00139249 0.00572063 0.01260305 0.00769885]\n",
      " [0.00008603 0.97239596 0.00262415 0.00159384 0.00173533 0.00204157\n",
      "  0.00094878 0.00829467 0.0092011  0.00107858]\n",
      " [0.05191909 0.00023263 0.04460659 0.00285171 0.27023286 0.08576933\n",
      "  0.21849342 0.00275281 0.00622674 0.31691486]\n",
      " [0.97593737 0.00000041 0.00191629 0.00979238 0.0000897  0.00982147\n",
      "  0.00021363 0.00039374 0.00173949 0.00009567]\n",
      " [0.00079314 0.00011146 0.00024875 0.0002855  0.91980755 0.00421744\n",
      "  0.01126743 0.00176466 0.0070893  0.05441479]\n",
      " [0.00179014 0.00006689 0.98879236 0.00393036 0.0000206  0.00015185\n",
      "  0.00259478 0.00006491 0.00258445 0.00000362]\n",
      " [0.01234991 0.01664422 0.00526319 0.00235092 0.00534062 0.10301962\n",
      "  0.00238039 0.02782349 0.8175665  0.0072611 ]\n",
      " [0.00246136 0.03580157 0.07392246 0.05342747 0.0096292  0.15281865\n",
      "  0.33977658 0.00091825 0.27555498 0.05568948]\n",
      " [0.04270366 0.00816792 0.6576289  0.2199297  0.00048    0.03111004\n",
      "  0.01445606 0.00074821 0.01588658 0.00888883]\n",
      " [0.00086403 0.00530023 0.01400528 0.02568965 0.5972615  0.01330185\n",
      "  0.01742977 0.00596501 0.01709568 0.303087  ]\n",
      " [0.01348403 0.00060075 0.00368033 0.40194878 0.0015251  0.50271684\n",
      "  0.00455091 0.00352008 0.06457556 0.0033976 ]\n",
      " [0.00202859 0.00012018 0.00143616 0.00365924 0.00038454 0.00022984\n",
      "  0.00000295 0.97228223 0.01724576 0.00261055]\n",
      " [0.00083785 0.00058478 0.01566098 0.02696721 0.01048806 0.03400671\n",
      "  0.00191949 0.02910759 0.84382224 0.03660517]\n",
      " [0.00553318 0.0002121  0.23077826 0.03394541 0.13536234 0.00821438\n",
      "  0.00699185 0.06370761 0.01826785 0.49698702]\n",
      " [0.01005621 0.00560473 0.00379414 0.02706635 0.4428915  0.04133575\n",
      "  0.00898306 0.07588205 0.03438015 0.350006  ]\n",
      " [0.00011391 0.00000121 0.00007342 0.00006952 0.9685648  0.00046637\n",
      "  0.00075122 0.00013141 0.00087464 0.02895359]\n",
      " [0.00595384 0.05571267 0.5452287  0.02098216 0.03874965 0.01331602\n",
      "  0.18046775 0.03378642 0.07812355 0.02767915]\n",
      " [0.02586866 0.01554356 0.05548483 0.16723014 0.03644387 0.13780127\n",
      "  0.02765035 0.01776505 0.45139435 0.06481791]\n",
      " [0.00148249 0.89178747 0.0124888  0.0069342  0.00685653 0.00447453\n",
      "  0.01218741 0.011778   0.02866873 0.02334169]\n",
      " [0.07314306 0.03107117 0.05507891 0.07164545 0.00335092 0.02125873\n",
      "  0.6817267  0.00049537 0.03987831 0.02235137]\n",
      " [0.70847106 0.00000203 0.00263255 0.00106297 0.00002567 0.19177571\n",
      "  0.01078099 0.00007132 0.08421004 0.00096755]\n",
      " [0.00174356 0.07053943 0.01374958 0.00209943 0.38733295 0.01109056\n",
      "  0.32778677 0.00388527 0.02015807 0.16161452]\n",
      " [0.00088327 0.03061548 0.03720368 0.02033162 0.27083105 0.00507324\n",
      "  0.1390053  0.01538509 0.37487745 0.10579387]\n",
      " [0.00327186 0.00172689 0.46943903 0.02536484 0.08132287 0.01955145\n",
      "  0.07575051 0.02313356 0.09710765 0.20333143]\n",
      " [0.02028509 0.0003905  0.3113789  0.19256973 0.00127869 0.04381761\n",
      "  0.05647615 0.00070088 0.37127095 0.00183151]\n",
      " [0.05353006 0.1319369  0.04229285 0.30293712 0.0103618  0.2787557\n",
      "  0.05016086 0.03815544 0.04675382 0.04511552]\n",
      " [0.9850017  0.00000021 0.00025419 0.00040567 0.00000702 0.01246926\n",
      "  0.00008888 0.00029091 0.00133504 0.00014696]\n",
      " [0.01335884 0.00056685 0.00834092 0.02087535 0.00437675 0.26808542\n",
      "  0.00010588 0.13502292 0.36395562 0.18531147]\n",
      " [0.00009734 0.9832638  0.00103004 0.00342147 0.00074115 0.00090593\n",
      "  0.00083093 0.00273736 0.00512952 0.00184251]\n",
      " [0.0077587  0.00190143 0.00098674 0.00412312 0.06121097 0.8160031\n",
      "  0.00056978 0.03167246 0.02885313 0.0469206 ]\n",
      " [0.00180505 0.09025306 0.0036878  0.03086687 0.00921863 0.03771029\n",
      "  0.00143102 0.3208759  0.12228698 0.38186446]\n",
      " [0.00137918 0.00636197 0.02575611 0.8231479  0.00132786 0.05184624\n",
      "  0.00801374 0.00415255 0.05715882 0.02085568]\n",
      " [0.01083163 0.00151198 0.00019189 0.00390353 0.01201853 0.76454526\n",
      "  0.00457742 0.00351383 0.1912922  0.00761371]\n",
      " [0.00111896 0.00481638 0.00349929 0.02167877 0.569701   0.01335547\n",
      "  0.00648162 0.09198915 0.04426553 0.24309374]\n",
      " [0.0000759  0.00164397 0.00006453 0.00931392 0.21277313 0.01417894\n",
      "  0.00097798 0.0489946  0.0295564  0.6824207 ]\n",
      " [0.00772048 0.00025732 0.19795784 0.00852427 0.01153667 0.03155947\n",
      "  0.5981248  0.00001121 0.14200231 0.00230555]\n",
      " [0.00039198 0.00010414 0.00028651 0.00090758 0.7331561  0.00453544\n",
      "  0.00082959 0.01863369 0.01033491 0.23082003]\n",
      " [0.01182549 0.00000037 0.01542719 0.00061171 0.00307599 0.00438355\n",
      "  0.9625972  0.00000721 0.00141786 0.00065342]\n",
      " [0.03819432 0.00063407 0.04264415 0.02978871 0.00238048 0.84495205\n",
      "  0.01543041 0.00798531 0.01381837 0.00417206]\n",
      " [0.00327318 0.00000113 0.98733914 0.00025205 0.00014516 0.00102442\n",
      "  0.00734834 0.00000385 0.00058095 0.00003172]\n",
      " [0.02837379 0.00053206 0.01441235 0.9281089  0.00008119 0.01936981\n",
      "  0.00014432 0.00199491 0.0059651  0.00101751]] (15.077 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 0.71171224, step = 2301 (28.303 sec)\n",
      "INFO:tensorflow:probabilities = [[0.00030739 0.0005053  0.00048857 0.00114611 0.2901029  0.0043747\n",
      "  0.00117105 0.11934605 0.06619979 0.5163581 ]\n",
      " [0.00177962 0.00011692 0.04186141 0.00660909 0.00619329 0.00832262\n",
      "  0.91730756 0.0000891  0.01158157 0.00613876]\n",
      " [0.2518362  0.00021175 0.29517463 0.09751531 0.00083685 0.2857869\n",
      "  0.00719861 0.0080141  0.05118774 0.00223795]\n",
      " [0.00161681 0.776292   0.00830646 0.01151448 0.01977955 0.02302973\n",
      "  0.03192953 0.0087414  0.08738838 0.03140169]\n",
      " [0.9267739  0.00000033 0.00720214 0.00057316 0.00000058 0.06504967\n",
      "  0.00013541 0.0000341  0.00022883 0.00000173]\n",
      " [0.00064246 0.00000022 0.1734009  0.00006113 0.00041153 0.00006201\n",
      "  0.82406944 0.00000347 0.00117743 0.00017144]\n",
      " [0.90571475 0.00000173 0.00419289 0.00136469 0.00008791 0.08573034\n",
      "  0.00140638 0.00027863 0.00113089 0.00009171]\n",
      " [0.004146   0.01952666 0.03722241 0.01556725 0.0135483  0.01707042\n",
      "  0.00299574 0.0089588  0.8687945  0.01216991]\n",
      " [0.04360905 0.00009713 0.00144337 0.12840348 0.00098328 0.42415875\n",
      "  0.00097032 0.00594593 0.38012138 0.01426738]\n",
      " [0.00020615 0.94670796 0.00591375 0.00521438 0.00390183 0.00150792\n",
      "  0.00360496 0.00389237 0.0198118  0.00923873]\n",
      " [0.00152061 0.00008958 0.0000746  0.02184413 0.00017034 0.81148076\n",
      "  0.00007176 0.00066439 0.15795381 0.00612997]\n",
      " [0.01544525 0.04026369 0.06299312 0.02120444 0.01165318 0.03524416\n",
      "  0.0615431  0.00404942 0.73010194 0.01750166]\n",
      " [0.0174507  0.0043224  0.03530285 0.8861532  0.00000411 0.05388414\n",
      "  0.00038103 0.0011126  0.00118896 0.00020012]\n",
      " [0.9346226  0.00000125 0.00745909 0.04717746 0.00000085 0.00831749\n",
      "  0.00001028 0.0017956  0.0005872  0.00002835]\n",
      " [0.34841874 0.0000133  0.5618439  0.063121   0.00011115 0.00206625\n",
      "  0.00301466 0.00841371 0.0126334  0.00036389]\n",
      " [0.00231644 0.37455413 0.12167897 0.06562082 0.00325681 0.07493448\n",
      "  0.03855275 0.00126407 0.30518258 0.01263897]\n",
      " [0.03425928 0.0175727  0.08736957 0.6669775  0.00212673 0.06939095\n",
      "  0.05844197 0.00269865 0.05812291 0.00303978]\n",
      " [0.9763582  0.00002936 0.00009605 0.00087517 0.00000633 0.02137243\n",
      "  0.00108328 0.0000251  0.00013427 0.00001988]\n",
      " [0.00800993 0.00132128 0.02045524 0.89948547 0.00029024 0.053169\n",
      "  0.00432462 0.00181887 0.00974882 0.0013765 ]\n",
      " [0.9690999  0.0000006  0.00229201 0.00159078 0.00003438 0.01683519\n",
      "  0.00007612 0.00775207 0.00062778 0.00169112]\n",
      " [0.00481815 0.00026009 0.00378074 0.00417499 0.00076937 0.39439613\n",
      "  0.00234833 0.00037232 0.58582467 0.00325515]\n",
      " [0.00058322 0.00102616 0.00407962 0.01225238 0.05870944 0.4124325\n",
      "  0.00651713 0.04654762 0.31730217 0.1405497 ]\n",
      " [0.0050789  0.244392   0.03356818 0.28704432 0.0006992  0.06497116\n",
      "  0.00203568 0.01173696 0.33520243 0.01527107]\n",
      " [0.00073573 0.00762319 0.00409532 0.01239069 0.2837523  0.00569607\n",
      "  0.00928755 0.00973845 0.04910357 0.61757714]\n",
      " [0.00306303 0.31760204 0.04919414 0.17411603 0.10757398 0.09637798\n",
      "  0.07562684 0.02719007 0.11729605 0.03195987]\n",
      " [0.00241672 0.01271586 0.00260418 0.01080763 0.17007051 0.02159129\n",
      "  0.00477079 0.10051853 0.0418855  0.63261896]\n",
      " [0.00028803 0.8307804  0.00640137 0.05788508 0.00263981 0.00787898\n",
      "  0.00239343 0.03100453 0.03355863 0.02716981]\n",
      " [0.00114525 0.04608757 0.07188807 0.0119844  0.12237107 0.02750465\n",
      "  0.02580206 0.42552635 0.0700355  0.197655  ]\n",
      " [0.00224639 0.00232732 0.45487213 0.296017   0.0000876  0.0095167\n",
      "  0.00020456 0.16480532 0.06739024 0.00253273]\n",
      " [0.00228425 0.00021609 0.0009615  0.00226801 0.10821076 0.01529501\n",
      "  0.00023603 0.14438364 0.0081701  0.7179746 ]\n",
      " [0.8974084  0.00000068 0.01010692 0.00249027 0.00269299 0.07801892\n",
      "  0.00394573 0.00104426 0.00390634 0.0003855 ]\n",
      " [0.00864045 0.35218325 0.04277461 0.01182104 0.02835539 0.03106435\n",
      "  0.46815273 0.00184951 0.04435125 0.01080742]\n",
      " [0.07259206 0.00022519 0.32640827 0.01145452 0.01648584 0.07489449\n",
      "  0.23906408 0.00739658 0.07295945 0.17851956]\n",
      " [0.00010362 0.9493637  0.00806028 0.00414628 0.00087496 0.00184924\n",
      "  0.00149163 0.01278374 0.01185859 0.00946785]\n",
      " [0.00024882 0.00005042 0.00056654 0.00014006 0.9502702  0.00047175\n",
      "  0.00036148 0.00118079 0.0039366  0.04277328]\n",
      " [0.9531985  0.00000001 0.0021343  0.00011093 0.00178759 0.00107253\n",
      "  0.03717391 0.00005735 0.00185891 0.00260605]\n",
      " [0.00480195 0.00003912 0.02752635 0.6785294  0.00239873 0.07201894\n",
      "  0.0001616  0.02444816 0.18686624 0.00320949]\n",
      " [0.0240043  0.00010517 0.27616403 0.5860116  0.00000332 0.04935475\n",
      "  0.00026302 0.0001678  0.06390592 0.00001995]\n",
      " [0.05027558 0.00003309 0.00049882 0.04707323 0.00004952 0.8737196\n",
      "  0.00053799 0.00125142 0.02618223 0.00037865]\n",
      " [0.00369154 0.00040877 0.00122075 0.00611268 0.04272957 0.06926154\n",
      "  0.00170096 0.05853564 0.01264863 0.8036899 ]\n",
      " [0.00052461 0.00003628 0.00073458 0.00276072 0.00060577 0.06484126\n",
      "  0.00016577 0.01661083 0.9042723  0.00944787]\n",
      " [0.04010582 0.01238512 0.09908374 0.03553452 0.05948191 0.09173565\n",
      "  0.08721606 0.1326404  0.30411464 0.1377022 ]\n",
      " [0.00000732 0.00038415 0.00000802 0.00007853 0.01337144 0.00066342\n",
      "  0.00021947 0.00046687 0.00182853 0.9829723 ]\n",
      " [0.00297142 0.01910613 0.01172423 0.03245441 0.45133737 0.0236781\n",
      "  0.14137666 0.01090666 0.02277153 0.2836735 ]\n",
      " [0.00775342 0.00281461 0.02781877 0.00998434 0.15717451 0.01861453\n",
      "  0.00676897 0.03223349 0.14412276 0.59271455]\n",
      " [0.00064792 0.88865143 0.00496036 0.01670553 0.00800203 0.00599875\n",
      "  0.0150669  0.00983427 0.03413582 0.01599709]\n",
      " [0.00117883 0.0000375  0.0168992  0.00047129 0.01873344 0.00104698\n",
      "  0.9597911  0.00007972 0.00100572 0.00075614]\n",
      " [0.00019321 0.9681691  0.00361498 0.00268058 0.00066265 0.00110189\n",
      "  0.01125941 0.00242319 0.00725954 0.00263552]\n",
      " [0.0025341  0.00127286 0.49986896 0.13205044 0.00005171 0.02450922\n",
      "  0.00015492 0.00013086 0.33922756 0.00019933]\n",
      " [0.00712079 0.02082453 0.04677415 0.02428765 0.00692404 0.03443269\n",
      "  0.02799029 0.0008588  0.8206355  0.01015165]\n",
      " [0.00389458 0.3223522  0.07635158 0.11933836 0.00632654 0.03992013\n",
      "  0.04212232 0.01166821 0.3663487  0.01167743]\n",
      " [0.00017203 0.00000977 0.00003802 0.00023838 0.14020973 0.00093824\n",
      "  0.00060685 0.0066993  0.00439156 0.84669614]\n",
      " [0.0003876  0.02815467 0.0036977  0.00749651 0.04075897 0.00445477\n",
      "  0.01776758 0.08688766 0.4656899  0.34470463]\n",
      " [0.000124   0.94741803 0.00402035 0.0088996  0.00519065 0.00213512\n",
      "  0.00740074 0.00601368 0.01481449 0.00398333]\n",
      " [0.00030288 0.72904104 0.03476542 0.03456968 0.02051897 0.03085777\n",
      "  0.0134269  0.00737143 0.05402923 0.0751166 ]\n",
      " [0.9253031  0.00000055 0.03235588 0.00586513 0.00008219 0.03322259\n",
      "  0.00023084 0.00041405 0.00245724 0.00006844]\n",
      " [0.04824402 0.00010353 0.00119617 0.00860251 0.05890923 0.0242557\n",
      "  0.00077692 0.6615687  0.00351291 0.19283031]\n",
      " [0.99404573 0.00000029 0.0003441  0.00007585 0.0000238  0.0045731\n",
      "  0.0003177  0.00000804 0.00059324 0.00001815]\n",
      " [0.00159176 0.00175471 0.04980894 0.34169924 0.00114722 0.1696765\n",
      "  0.00148433 0.00086105 0.42480215 0.00717409]\n",
      " [0.00184009 0.00084753 0.0026981  0.00633394 0.2723554  0.00858225\n",
      "  0.00187087 0.01668855 0.03629712 0.6524861 ]\n",
      " [0.00130211 0.00290307 0.09320834 0.01296517 0.34580228 0.01309399\n",
      "  0.10362437 0.01675269 0.03526172 0.37508634]\n",
      " [0.00019507 0.97604895 0.00307572 0.00285605 0.00074283 0.00198699\n",
      "  0.00451923 0.00112021 0.0051612  0.00429369]\n",
      " [0.00041061 0.00144981 0.00043953 0.00318444 0.2753153  0.02253585\n",
      "  0.00079496 0.01432987 0.01596897 0.66557056]\n",
      " [0.00017475 0.02451241 0.00039523 0.00240601 0.0176849  0.00470886\n",
      "  0.00072822 0.03544086 0.07489324 0.83905554]\n",
      " [0.0039235  0.07983023 0.0068997  0.0158095  0.38816595 0.03176931\n",
      "  0.03454229 0.0535154  0.14027746 0.24526663]\n",
      " [0.0389634  0.00005025 0.10600471 0.01169921 0.006645   0.01007242\n",
      "  0.81223243 0.001279   0.00958698 0.00346663]\n",
      " [0.00654485 0.00012409 0.920844   0.05064484 0.00000852 0.00647372\n",
      "  0.00068231 0.00070416 0.01391116 0.00006219]\n",
      " [0.00015148 0.0004973  0.02493031 0.00006502 0.00346121 0.00144709\n",
      "  0.9585171  0.00002355 0.00898772 0.0019193 ]\n",
      " [0.15060112 0.0007634  0.01642127 0.06291449 0.00047871 0.7229026\n",
      "  0.00724974 0.00189653 0.03539034 0.00138183]\n",
      " [0.00010516 0.00020312 0.00160182 0.00753249 0.00184518 0.0349462\n",
      "  0.00256489 0.00310808 0.9459612  0.00213184]\n",
      " [0.01380762 0.00851316 0.08806314 0.24682738 0.00170132 0.05220183\n",
      "  0.00169078 0.00450742 0.5627723  0.01991513]\n",
      " [0.00102977 0.7394925  0.01273987 0.05022866 0.007845   0.04369683\n",
      "  0.010779   0.01726916 0.05928344 0.05763574]\n",
      " [0.00215643 0.8241341  0.01135519 0.04457471 0.0130673  0.0038099\n",
      "  0.0029573  0.05850555 0.02934978 0.01008976]\n",
      " [0.00759021 0.00153577 0.05494554 0.00145048 0.01372373 0.00078159\n",
      "  0.89422953 0.00045692 0.01634153 0.00894474]\n",
      " [0.00754311 0.00410833 0.0072237  0.00633215 0.48051235 0.01788655\n",
      "  0.05040835 0.01215399 0.03412361 0.37970787]\n",
      " [0.00059543 0.00003372 0.00055079 0.00016619 0.92005813 0.00165435\n",
      "  0.00520544 0.01646273 0.00466323 0.05060998]\n",
      " [0.00000774 0.00000025 0.9995316  0.00032095 0.00000565 0.0000127\n",
      "  0.0000292  0.00000181 0.00008635 0.00000368]\n",
      " [0.00005546 0.00003919 0.0080519  0.96675    0.00000195 0.02397056\n",
      "  0.00040284 0.0002917  0.00039773 0.0000387 ]\n",
      " [0.9313552  0.00000165 0.01392684 0.00367205 0.00000857 0.03541655\n",
      "  0.00051849 0.00105908 0.01402705 0.00001451]\n",
      " [0.52372587 0.0000026  0.43544605 0.00182168 0.00003262 0.02420408\n",
      "  0.00167175 0.00239798 0.00972823 0.00096913]\n",
      " [0.0009444  0.00034217 0.00020779 0.05316789 0.00442398 0.01581454\n",
      "  0.00004163 0.8672707  0.01410391 0.04368303]\n",
      " [0.02031382 0.00861413 0.00303779 0.0724902  0.00427092 0.44459924\n",
      "  0.05077513 0.00057558 0.3844986  0.01082461]\n",
      " [0.08542547 0.00037426 0.00230048 0.00369732 0.30223438 0.00676019\n",
      "  0.02797076 0.02132319 0.00800482 0.5419091 ]\n",
      " [0.1069971  0.00600159 0.3627219  0.03430695 0.06603732 0.00612511\n",
      "  0.2903766  0.00055242 0.11221364 0.01466742]\n",
      " [0.9677346  0.00000029 0.00029483 0.00011823 0.00003482 0.03116647\n",
      "  0.00030416 0.00009399 0.00006958 0.00018291]\n",
      " [0.00060881 0.00140134 0.00076103 0.0009236  0.341468   0.00874575\n",
      "  0.03561159 0.01761238 0.06955949 0.52330804]\n",
      " [0.00376164 0.0004979  0.00213032 0.4766443  0.00005271 0.1411203\n",
      "  0.00004127 0.00066738 0.37478858 0.00029574]\n",
      " [0.01562388 0.00002238 0.01311534 0.7262887  0.00009021 0.12582822\n",
      "  0.00007087 0.04128187 0.07683201 0.00084656]\n",
      " [0.00335479 0.81219286 0.02578684 0.02239711 0.02279516 0.01684143\n",
      "  0.03305523 0.00986482 0.03799496 0.01571697]\n",
      " [0.01107165 0.00025712 0.06252614 0.00220624 0.17390855 0.00310062\n",
      "  0.01000967 0.03922089 0.03005537 0.6676437 ]\n",
      " [0.00844779 0.00001893 0.8022085  0.11990176 0.00000457 0.05256486\n",
      "  0.00010411 0.00004982 0.01669372 0.00000595]\n",
      " [0.00028116 0.00000327 0.99323434 0.0001642  0.00000957 0.00018229\n",
      "  0.00567032 0.00000794 0.00041975 0.00002713]\n",
      " [0.00033957 0.96143466 0.0031933  0.00195889 0.00159709 0.00509519\n",
      "  0.00451679 0.00582106 0.01308146 0.00296201]\n",
      " [0.01736756 0.0512424  0.01321822 0.01621091 0.28607187 0.07559346\n",
      "  0.05851868 0.04448883 0.11812143 0.31916663]\n",
      " [0.00067867 0.00017706 0.0185894  0.00246511 0.00087804 0.00233797\n",
      "  0.00983432 0.00036897 0.96085113 0.00381929]\n",
      " [0.07017706 0.00000783 0.04525391 0.04365405 0.00147108 0.04470845\n",
      "  0.00598527 0.00588397 0.77931786 0.00354048]\n",
      " [0.00163936 0.00094496 0.01946496 0.00128402 0.00768287 0.00403296\n",
      "  0.9518504  0.00005872 0.01133174 0.00171011]\n",
      " [0.00069719 0.007255   0.00998416 0.01984425 0.00037182 0.03030895\n",
      "  0.00501979 0.00047743 0.92576885 0.00027254]\n",
      " [0.00008387 0.9595317  0.00178092 0.00331445 0.00099339 0.00364628\n",
      "  0.00322177 0.00177721 0.01555059 0.01009987]\n",
      " [0.33324197 0.00343089 0.01596287 0.01153468 0.00681328 0.13763127\n",
      "  0.4737017  0.00031997 0.01515878 0.00220444]] (14.954 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 3.33551\n",
      "INFO:tensorflow:probabilities = [[0.05712247 0.00008489 0.01131333 0.01370067 0.00519183 0.05602195\n",
      "  0.00094636 0.00182236 0.83951235 0.01428376]\n",
      " [0.00188988 0.5417443  0.2984372  0.01944304 0.00190938 0.00143035\n",
      "  0.00859504 0.02085484 0.09045536 0.01524051]\n",
      " [0.00104906 0.84067875 0.04512556 0.01187852 0.02375123 0.00277328\n",
      "  0.00237792 0.00989883 0.05538102 0.00708575]\n",
      " [0.0000887  0.00000095 0.00000201 0.00034365 0.00005936 0.00002822\n",
      "  0.00000038 0.99710304 0.00006921 0.00230456]\n",
      " [0.0132161  0.00078752 0.01317947 0.16774863 0.00556518 0.15613593\n",
      "  0.00335423 0.00261655 0.6129352  0.02446117]\n",
      " [0.00000243 0.00000297 0.00000046 0.0000591  0.00001463 0.00003039\n",
      "  0.00000001 0.9936505  0.00013698 0.0061025 ]\n",
      " [0.00111055 0.00538457 0.00532649 0.33503953 0.00706467 0.03528319\n",
      "  0.0001744  0.49828422 0.01778996 0.09454238]\n",
      " [0.0006713  0.86899996 0.01557399 0.03668337 0.00525786 0.01315362\n",
      "  0.013612   0.01033772 0.01453685 0.02117333]\n",
      " [0.00995559 0.00400231 0.02026073 0.02227729 0.03317411 0.04995393\n",
      "  0.00389389 0.00694128 0.8335856  0.01595521]\n",
      " [0.36539394 0.0000047  0.0116237  0.01841818 0.00065529 0.5829217\n",
      "  0.0118499  0.00016813 0.00753291 0.00143169]\n",
      " [0.9678201  0.00000043 0.00608289 0.00168001 0.00003077 0.0131159\n",
      "  0.00405682 0.00052712 0.0066116  0.00007423]\n",
      " [0.8943062  0.00010598 0.01291082 0.00392775 0.00117924 0.01248102\n",
      "  0.02146542 0.00447279 0.03608478 0.01306608]\n",
      " [0.07672352 0.00094133 0.265633   0.01585064 0.34663764 0.01334217\n",
      "  0.18825325 0.02036    0.02716158 0.04509701]\n",
      " [0.00056571 0.89305645 0.00814614 0.01685707 0.01153429 0.01154682\n",
      "  0.00904121 0.01181776 0.01698048 0.02045403]\n",
      " [0.02091111 0.00315787 0.00058161 0.01324436 0.02001723 0.70078593\n",
      "  0.00414652 0.02395546 0.10927868 0.10392124]\n",
      " [0.00011548 0.0000062  0.00013658 0.00049555 0.8258102  0.00024178\n",
      "  0.00301565 0.00436055 0.00064729 0.16517077]\n",
      " [0.00828833 0.00003417 0.00022865 0.00456207 0.4755918  0.01105739\n",
      "  0.00793236 0.01860222 0.05519685 0.4185062 ]\n",
      " [0.98382807 0.00000134 0.00672709 0.00002233 0.00559121 0.00071886\n",
      "  0.0021862  0.00012512 0.00016949 0.0006304 ]\n",
      " [0.00030329 0.00066155 0.98407495 0.00198055 0.00004286 0.00109765\n",
      "  0.00172769 0.00002629 0.01006071 0.00002449]\n",
      " [0.986317   0.00000247 0.00108439 0.00022285 0.0000375  0.0044387\n",
      "  0.00174104 0.00002001 0.00603994 0.000096  ]\n",
      " [0.00857242 0.01991321 0.00335188 0.03150394 0.13277256 0.02987282\n",
      "  0.00708314 0.25141227 0.12054034 0.39497742]\n",
      " [0.00342221 0.00000827 0.00447586 0.9443754  0.00010561 0.02961421\n",
      "  0.00091009 0.00499284 0.00872889 0.00336671]\n",
      " [0.94514215 0.00000018 0.0022383  0.00010795 0.00004273 0.03391238\n",
      "  0.01846191 0.00000121 0.00008571 0.00000742]\n",
      " [0.01178028 0.32304975 0.35135913 0.03905371 0.06470292 0.00633697\n",
      "  0.00083413 0.00642756 0.19529513 0.0011604 ]\n",
      " [0.00047527 0.00068206 0.00031376 0.00279703 0.07351391 0.00773758\n",
      "  0.00043116 0.0269432  0.06052257 0.82658345]\n",
      " [0.00967329 0.6171115  0.0242433  0.00652425 0.00488098 0.03296895\n",
      "  0.00731258 0.06839293 0.22273333 0.00615887]\n",
      " [0.993356   0.00000003 0.00120853 0.00037949 0.00050071 0.00354444\n",
      "  0.00071995 0.00001111 0.00022078 0.00005892]\n",
      " [0.00259397 0.00003647 0.00016695 0.00418329 0.03176775 0.01686753\n",
      "  0.00023449 0.38181093 0.03292841 0.52941024]\n",
      " [0.00374852 0.00030214 0.03559876 0.12489342 0.0000037  0.0100759\n",
      "  0.00002605 0.00027661 0.8244385  0.0006364 ]\n",
      " [0.01422264 0.00009779 0.00076773 0.01788861 0.02739396 0.03995408\n",
      "  0.00033855 0.7431332  0.00929981 0.14690363]\n",
      " [0.06973081 0.00240885 0.08762512 0.06874644 0.01245059 0.06601597\n",
      "  0.02980422 0.00279269 0.6251098  0.03531545]\n",
      " [0.00132331 0.00199993 0.00902153 0.15813088 0.1991418  0.02761416\n",
      "  0.01305785 0.04890268 0.05649142 0.4843164 ]\n",
      " [0.9642281  0.00000023 0.0005262  0.00003579 0.00020441 0.03186201\n",
      "  0.00118062 0.00008889 0.00165523 0.00021859]\n",
      " [0.00198352 0.01106189 0.0174954  0.04636958 0.00198942 0.0094825\n",
      "  0.00023334 0.73173773 0.12375706 0.05588951]\n",
      " [0.09669185 0.00270027 0.03604183 0.41755965 0.00360086 0.19090208\n",
      "  0.10414582 0.03273536 0.03164055 0.0839817 ]\n",
      " [0.00060112 0.0000571  0.00443073 0.00573586 0.26068127 0.00265856\n",
      "  0.0009046  0.02140418 0.01262459 0.690902  ]\n",
      " [0.00123076 0.01840924 0.02387102 0.04523039 0.03193802 0.1174053\n",
      "  0.00549072 0.09295724 0.18270276 0.4807645 ]\n",
      " [0.00032704 0.00086125 0.04631169 0.45966074 0.02586938 0.00715083\n",
      "  0.00230096 0.04100359 0.02836313 0.38815126]\n",
      " [0.34235185 0.00005135 0.56632537 0.02153592 0.00013857 0.05345157\n",
      "  0.01162131 0.000041   0.0040622  0.00042091]\n",
      " [0.00633363 0.00812398 0.00300602 0.03548481 0.08829641 0.16547947\n",
      "  0.00586529 0.37701952 0.20233153 0.10805935]\n",
      " [0.01398286 0.00032518 0.01551962 0.1316492  0.00015846 0.02900036\n",
      "  0.00144449 0.00005316 0.8066618  0.00120492]\n",
      " [0.00006797 0.00002936 0.00001065 0.00045356 0.00002462 0.00032577\n",
      "  0.00000193 0.9961119  0.00089662 0.00207753]\n",
      " [0.09044081 0.02619345 0.0169091  0.03953131 0.1151982  0.18286607\n",
      "  0.01908642 0.00230873 0.3765619  0.13090391]\n",
      " [0.00404681 0.00020736 0.95514244 0.02835804 0.00004426 0.0061366\n",
      "  0.00230678 0.00018394 0.00336254 0.00021105]\n",
      " [0.0003314  0.00295167 0.00091768 0.90892726 0.00270263 0.01766113\n",
      "  0.00403941 0.00595366 0.04683589 0.0096792 ]\n",
      " [0.75880915 0.00081703 0.03269789 0.00702799 0.00034153 0.1188321\n",
      "  0.0106717  0.00248566 0.05491943 0.01339748]\n",
      " [0.0000318  0.00006334 0.00002248 0.00031781 0.00004663 0.00018629\n",
      "  0.00000077 0.9695199  0.0025981  0.02721278]\n",
      " [0.00427604 0.03721207 0.07919178 0.17665154 0.01058379 0.02401087\n",
      "  0.00944651 0.2331817  0.39393654 0.03150903]\n",
      " [0.00022539 0.9318236  0.00311873 0.01068536 0.00294791 0.01216179\n",
      "  0.00398914 0.0158609  0.00929494 0.00989234]\n",
      " [0.00024534 0.00067031 0.0002396  0.00219726 0.04591264 0.00424289\n",
      "  0.00306389 0.07885085 0.04148332 0.82309383]\n",
      " [0.00012529 0.00011921 0.00033558 0.00072526 0.8342066  0.00083839\n",
      "  0.00367271 0.00497183 0.02370125 0.13130377]\n",
      " [0.0002129  0.03556892 0.2069151  0.12988468 0.00038585 0.02241978\n",
      "  0.00471339 0.00698342 0.58982944 0.00308653]\n",
      " [0.02132739 0.02565763 0.06231795 0.12161155 0.03137418 0.02985939\n",
      "  0.5344118  0.00166146 0.132055   0.03972367]\n",
      " [0.00061177 0.00007632 0.00071965 0.976647   0.00024358 0.01080129\n",
      "  0.00002404 0.00362408 0.00659403 0.00065839]\n",
      " [0.00705122 0.00446394 0.00126594 0.01565239 0.1093635  0.0275929\n",
      "  0.00314859 0.16818598 0.04329653 0.619979  ]\n",
      " [0.00140928 0.95075756 0.00885177 0.00633364 0.00643479 0.00174085\n",
      "  0.00156713 0.00614429 0.01276686 0.0039937 ]\n",
      " [0.00004088 0.98950726 0.00222447 0.00069999 0.00042351 0.00010931\n",
      "  0.00146072 0.00076566 0.0039849  0.00078339]\n",
      " [0.05774631 0.01508762 0.11565275 0.00596459 0.01769266 0.2117255\n",
      "  0.0244359  0.00943445 0.5412252  0.00103492]\n",
      " [0.00355777 0.00080924 0.9391131  0.03538664 0.00244799 0.0029476\n",
      "  0.0047887  0.00013975 0.00993718 0.00087214]\n",
      " [0.00428527 0.10613635 0.0139453  0.04789434 0.1274598  0.050205\n",
      "  0.02610944 0.08546117 0.07064861 0.4678547 ]\n",
      " [0.00972143 0.0207235  0.40965337 0.21027395 0.00155118 0.15922165\n",
      "  0.05753442 0.02417325 0.1024633  0.00468402]\n",
      " [0.00881161 0.0000916  0.00023457 0.00273633 0.03277536 0.03216977\n",
      "  0.0011964  0.746642   0.02074831 0.15459402]\n",
      " [0.00155411 0.9266927  0.01085595 0.00617323 0.00692533 0.00183937\n",
      "  0.00440145 0.00499937 0.03245588 0.00410268]\n",
      " [0.09835649 0.0020534  0.04021984 0.0163962  0.33878347 0.06401709\n",
      "  0.05911151 0.01084362 0.02531543 0.34490287]\n",
      " [0.00138578 0.00014886 0.00394825 0.01410015 0.0011854  0.00508462\n",
      "  0.00011762 0.92907655 0.01489848 0.03005426]\n",
      " [0.00429053 0.6303076  0.00929326 0.05176454 0.02589777 0.0286538\n",
      "  0.00521698 0.06780804 0.12422094 0.05254658]\n",
      " [0.12076329 0.00179285 0.01049239 0.2738466  0.00242082 0.41325465\n",
      "  0.00249852 0.0977708  0.02608283 0.05107725]\n",
      " [0.03280169 0.00751499 0.05977068 0.0530327  0.0189174  0.1018007\n",
      "  0.08938837 0.00111216 0.5875007  0.04816063]\n",
      " [0.00207607 0.8498422  0.05467302 0.04069714 0.00041865 0.00234308\n",
      "  0.00854737 0.00049683 0.0366229  0.00428277]\n",
      " [0.01771248 0.21667686 0.24786308 0.18585482 0.01454312 0.14795186\n",
      "  0.01346458 0.01582837 0.12943348 0.01067131]\n",
      " [0.00082561 0.00030923 0.9747661  0.01882737 0.00007761 0.00033184\n",
      "  0.004019   0.00001788 0.00053561 0.00028975]\n",
      " [0.0002013  0.94336253 0.00503068 0.00206354 0.00240937 0.00109201\n",
      "  0.00175349 0.0036045  0.03699954 0.00348314]\n",
      " [0.44835922 0.00023985 0.04662245 0.0021451  0.00669076 0.13392362\n",
      "  0.08083107 0.0021191  0.2687147  0.01035413]\n",
      " [0.00036034 0.9067122  0.00357077 0.00626319 0.00323603 0.00240311\n",
      "  0.00216149 0.03170189 0.01305196 0.030539  ]\n",
      " [0.02816792 0.00057592 0.00227416 0.00350693 0.39366543 0.00935512\n",
      "  0.01413853 0.13013397 0.03274839 0.38543358]\n",
      " [0.00028191 0.9652414  0.01063488 0.00397405 0.0034032  0.00046028\n",
      "  0.00319613 0.00151445 0.00875726 0.00253644]\n",
      " [0.01751075 0.00166746 0.02611734 0.16468744 0.0007334  0.04591264\n",
      "  0.00189402 0.01338811 0.7176603  0.01042853]\n",
      " [0.00024166 0.90058464 0.00439312 0.02488338 0.00396129 0.00979412\n",
      "  0.01023262 0.00779321 0.02017419 0.01794178]\n",
      " [0.02723372 0.00126018 0.01415979 0.24144417 0.00344983 0.4682398\n",
      "  0.00993683 0.02936076 0.15069234 0.05422254]\n",
      " [0.00302549 0.0010136  0.01390339 0.00201882 0.5965845  0.00554986\n",
      "  0.03075646 0.0898687  0.00355189 0.2537273 ]\n",
      " [0.00031103 0.00034869 0.11927649 0.00125145 0.01378031 0.00076076\n",
      "  0.85632217 0.00008459 0.00600147 0.0018631 ]\n",
      " [0.11334335 0.00003585 0.04276036 0.01117333 0.00626705 0.616098\n",
      "  0.08315171 0.00084531 0.11471462 0.01161047]\n",
      " [0.03366501 0.00033238 0.00252225 0.25359756 0.00014879 0.49244693\n",
      "  0.0021714  0.00340086 0.21104254 0.00067233]\n",
      " [0.01071596 0.02299462 0.00379311 0.02241607 0.00777726 0.06446751\n",
      "  0.00603493 0.00676178 0.8328336  0.02220522]\n",
      " [0.00375523 0.04847973 0.02719516 0.01632164 0.00047511 0.0147291\n",
      "  0.00016419 0.4091813  0.46608132 0.01361715]\n",
      " [0.00004696 0.00001336 0.00006511 0.00029058 0.92819196 0.00048392\n",
      "  0.00085952 0.00233281 0.0017205  0.06599531]\n",
      " [0.00173513 0.00096195 0.00265154 0.00776903 0.44495684 0.00542239\n",
      "  0.01396968 0.02269176 0.03190709 0.46793464]\n",
      " [0.99247885 0.00000018 0.00089224 0.00305861 0.00003602 0.00259148\n",
      "  0.00037909 0.00004409 0.00031958 0.00019982]\n",
      " [0.0002549  0.00008998 0.00479562 0.9736303  0.0000146  0.01324959\n",
      "  0.0003483  0.00022384 0.00718794 0.00020477]\n",
      " [0.02628467 0.00313427 0.03165551 0.01175412 0.37734932 0.00754507\n",
      "  0.22536904 0.01459605 0.10235191 0.19996016]\n",
      " [0.00144287 0.94283026 0.01002665 0.00398003 0.00362584 0.00502216\n",
      "  0.00655014 0.0046806  0.01824879 0.00359273]\n",
      " [0.10396992 0.00009663 0.05559239 0.07162894 0.00494752 0.12505895\n",
      "  0.00171274 0.00079674 0.61561686 0.02057938]\n",
      " [0.0032546  0.04493457 0.00583848 0.12938222 0.02284009 0.05925731\n",
      "  0.00235182 0.45198667 0.12932311 0.15083109]\n",
      " [0.00348621 0.0211821  0.02553363 0.01052645 0.29490095 0.01839148\n",
      "  0.40923744 0.00242009 0.04496947 0.16935222]\n",
      " [0.0006199  0.9436663  0.0032077  0.01080095 0.00413179 0.00541853\n",
      "  0.00364968 0.00785083 0.01233905 0.00831528]\n",
      " [0.0011751  0.00116787 0.00164949 0.00246858 0.00040632 0.00049154\n",
      "  0.00000612 0.9631623  0.02350357 0.0059691 ]\n",
      " [0.01554774 0.00033658 0.8110839  0.01660702 0.03827425 0.00559212\n",
      "  0.09654653 0.00019203 0.00860063 0.00721914]\n",
      " [0.06512208 0.04097478 0.14131336 0.56951743 0.00078004 0.06665536\n",
      "  0.00744517 0.00061684 0.105586   0.00198892]\n",
      " [0.00786046 0.00096483 0.00272018 0.07262187 0.00035051 0.84951824\n",
      "  0.00216857 0.00115723 0.05921116 0.00342689]\n",
      " [0.02309258 0.00005203 0.0019898  0.32556313 0.00003639 0.64207286\n",
      "  0.00150122 0.0000304  0.00563142 0.00003014]] (15.024 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 0.66665727, step = 2401 (29.980 sec)\n",
      "INFO:tensorflow:probabilities = [[0.00259471 0.18319617 0.03489488 0.02102579 0.01120915 0.02040717\n",
      "  0.62190866 0.0004516  0.09512916 0.00918269]\n",
      " [0.0139017  0.00001016 0.0001345  0.02543913 0.00060195 0.94288886\n",
      "  0.00023805 0.00066844 0.01136387 0.00475329]\n",
      " [0.03674426 0.01573784 0.03225733 0.03457545 0.16335246 0.17954884\n",
      "  0.13059758 0.08766285 0.12423509 0.19528829]\n",
      " [0.0043991  0.00050779 0.00006127 0.00359467 0.03677572 0.01103997\n",
      "  0.0004355  0.16661835 0.01044296 0.76612467]\n",
      " [0.17173187 0.00117507 0.22061856 0.18693101 0.00168817 0.08106703\n",
      "  0.3112723  0.00019085 0.02502304 0.00030222]\n",
      " [0.00007828 0.95228076 0.00675019 0.0134959  0.00134752 0.00129755\n",
      "  0.00657249 0.00331323 0.0072992  0.00756488]\n",
      " [0.01537924 0.00001934 0.9057714  0.05876254 0.0000203  0.00097781\n",
      "  0.01610372 0.00098654 0.00188807 0.00009087]\n",
      " [0.00217305 0.00046516 0.00317356 0.00292715 0.19865881 0.00579357\n",
      "  0.00541478 0.02855505 0.02212681 0.73071206]\n",
      " [0.0002831  0.00172337 0.94949275 0.01682962 0.00006446 0.00129584\n",
      "  0.02623217 0.0000108  0.00400587 0.000062  ]\n",
      " [0.11626556 0.00004028 0.0263868  0.11783916 0.00005972 0.5935236\n",
      "  0.0295928  0.00040189 0.11554859 0.00034168]\n",
      " [0.25535524 0.00006536 0.0093833  0.08110577 0.00984825 0.548013\n",
      "  0.07320496 0.00004071 0.01212542 0.01085803]\n",
      " [0.02895805 0.00002362 0.13240571 0.82272387 0.00000171 0.00908306\n",
      "  0.00015663 0.00237643 0.0040245  0.00024657]\n",
      " [0.00123616 0.00013354 0.02121743 0.00145468 0.00771458 0.00124701\n",
      "  0.9605587  0.0000784  0.00411387 0.00224566]\n",
      " [0.00048844 0.9059816  0.01320435 0.01540871 0.00313521 0.00287746\n",
      "  0.00205688 0.01152543 0.02852617 0.01679561]\n",
      " [0.9585295  0.00000029 0.00151145 0.00115597 0.0000196  0.03733546\n",
      "  0.00052543 0.00001022 0.00077395 0.00013813]\n",
      " [0.00000195 0.0000002  0.00000103 0.00000563 0.9842031  0.00000139\n",
      "  0.00002449 0.00022908 0.00003387 0.01549924]\n",
      " [0.00244808 0.07554862 0.00814133 0.02458056 0.27127168 0.03600767\n",
      "  0.03922823 0.05673346 0.05886803 0.42717233]\n",
      " [0.01230039 0.00030904 0.00177361 0.660165   0.00048155 0.14760113\n",
      "  0.00007857 0.00395977 0.16183248 0.01149848]\n",
      " [0.00504323 0.00225957 0.06406859 0.21882232 0.00037595 0.10493876\n",
      "  0.00031181 0.02865327 0.5601206  0.01540599]\n",
      " [0.00109116 0.00246837 0.00330996 0.0261948  0.22940753 0.01126905\n",
      "  0.00183398 0.5124055  0.02829229 0.18372732]\n",
      " [0.00043627 0.00027801 0.9842302  0.00568855 0.00251498 0.00011772\n",
      "  0.00396161 0.00006972 0.00238638 0.00031654]\n",
      " [0.00726275 0.00385821 0.89456856 0.04497414 0.00012695 0.00562175\n",
      "  0.00239368 0.00228915 0.03861633 0.0002886 ]\n",
      " [0.0015414  0.00110256 0.01049663 0.87288046 0.00026624 0.00812337\n",
      "  0.00051148 0.05938135 0.02712814 0.01856834]\n",
      " [0.00065177 0.00073747 0.00176682 0.03727955 0.00182527 0.02483149\n",
      "  0.00001242 0.8248847  0.00387755 0.10413309]\n",
      " [0.04848853 0.01145461 0.01697727 0.8094757  0.00029749 0.0065679\n",
      "  0.00121979 0.00553072 0.09213886 0.00784918]\n",
      " [0.05624419 0.0003193  0.01109583 0.01073232 0.01394538 0.17185614\n",
      "  0.0054127  0.02367444 0.6708016  0.03591803]\n",
      " [0.0032755  0.0000353  0.02329919 0.01225158 0.10138342 0.00519912\n",
      "  0.00488784 0.03385408 0.01430092 0.801513  ]\n",
      " [0.01798737 0.00015348 0.00207653 0.00074664 0.7207087  0.01865946\n",
      "  0.04776939 0.00431706 0.02316494 0.16441636]\n",
      " [0.0278229  0.00057313 0.00300364 0.03303194 0.06495073 0.44699293\n",
      "  0.01350353 0.00070136 0.3917697  0.01765026]\n",
      " [0.99284405 0.00000011 0.00066987 0.00004305 0.00000722 0.00376398\n",
      "  0.00254929 0.00001941 0.00007057 0.00003248]\n",
      " [0.00021958 0.93547446 0.00322262 0.0043384  0.00260093 0.00110324\n",
      "  0.00094542 0.01465549 0.02612818 0.01131172]\n",
      " [0.08123546 0.00282991 0.29807925 0.01279765 0.05300638 0.13636889\n",
      "  0.14733763 0.00993358 0.13541178 0.12299947]\n",
      " [0.00030918 0.00000234 0.9986259  0.00047823 0.00000259 0.00001719\n",
      "  0.00042347 0.00000563 0.00013062 0.000005  ]\n",
      " [0.00049703 0.00219391 0.00673784 0.06022462 0.01277441 0.02311948\n",
      "  0.02922323 0.01468757 0.4480372  0.40250474]\n",
      " [0.00627828 0.00070497 0.00876796 0.34048358 0.01668218 0.04656603\n",
      "  0.00641212 0.04514125 0.10918114 0.41978252]\n",
      " [0.0000422  0.00001741 0.00037805 0.00011573 0.9516384  0.00007387\n",
      "  0.00206932 0.00171079 0.00074509 0.04320916]\n",
      " [0.07751735 0.00346967 0.0377345  0.0774849  0.0211093  0.02537244\n",
      "  0.69480634 0.00017971 0.05822723 0.00409852]\n",
      " [0.00951492 0.00202096 0.00084113 0.01511955 0.20983228 0.24265783\n",
      "  0.01251513 0.00968438 0.03128014 0.4665337 ]\n",
      " [0.00080154 0.91048276 0.00480109 0.02586123 0.00656239 0.00606323\n",
      "  0.00839389 0.01099134 0.01387291 0.01216965]\n",
      " [0.00416777 0.00352517 0.00450835 0.01414901 0.24234928 0.07378767\n",
      "  0.01290917 0.07912189 0.24607505 0.31940666]\n",
      " [0.00033462 0.00008038 0.01861186 0.9551194  0.00004827 0.00402206\n",
      "  0.00237905 0.00017465 0.0191574  0.00007224]\n",
      " [0.00302617 0.01792614 0.01142494 0.9015532  0.0004432  0.01070044\n",
      "  0.00160341 0.00932833 0.04322893 0.0007651 ]\n",
      " [0.99394107 0.00000023 0.0014462  0.00005686 0.00003839 0.00206552\n",
      "  0.0023228  0.00000447 0.00004891 0.00007547]\n",
      " [0.9963134  0.00000012 0.00015058 0.00050867 0.00000074 0.00258995\n",
      "  0.00033145 0.00002674 0.00003702 0.00004135]\n",
      " [0.00332582 0.00084989 0.00010172 0.00269595 0.09983847 0.01453871\n",
      "  0.0013772  0.16924426 0.00965246 0.6983755 ]\n",
      " [0.9850284  0.00000076 0.00311181 0.00093953 0.00004469 0.00838923\n",
      "  0.00135617 0.00011443 0.00074534 0.00026973]\n",
      " [0.00065767 0.00386391 0.00374181 0.93193835 0.00033403 0.02402899\n",
      "  0.0004122  0.00939223 0.02113015 0.00450056]\n",
      " [0.04393032 0.00789357 0.02033859 0.01000794 0.00276868 0.09430504\n",
      "  0.73919857 0.00002532 0.07904162 0.00249038]\n",
      " [0.000114   0.00033165 0.985371   0.00480099 0.00001233 0.0000455\n",
      "  0.00918203 0.00000137 0.0001148  0.00002632]\n",
      " [0.01795628 0.09519616 0.00071156 0.01631347 0.00961716 0.4755506\n",
      "  0.00675082 0.05373195 0.30018562 0.02398634]\n",
      " [0.04919111 0.00023232 0.00638472 0.01087799 0.12896815 0.02513186\n",
      "  0.00533387 0.18785217 0.07326763 0.5127601 ]\n",
      " [0.00002536 0.9781115  0.00274727 0.00221484 0.00045584 0.00212246\n",
      "  0.00159606 0.00140945 0.00876951 0.00254782]\n",
      " [0.00173762 0.8069045  0.01306984 0.06374647 0.00708015 0.00987115\n",
      "  0.01455224 0.02861508 0.0272187  0.02720424]\n",
      " [0.00067243 0.01762471 0.01002906 0.01426447 0.34944427 0.02309207\n",
      "  0.01250282 0.03021341 0.07996421 0.4621926 ]\n",
      " [0.00180192 0.02910123 0.66489166 0.09296077 0.00964446 0.00431108\n",
      "  0.1166077  0.008067   0.06613415 0.00647998]\n",
      " [0.00108168 0.00124777 0.00348718 0.01032371 0.31536442 0.01397721\n",
      "  0.00964669 0.01116163 0.03983763 0.5938721 ]\n",
      " [0.00169882 0.18572293 0.06449343 0.02018737 0.05429766 0.01202229\n",
      "  0.0077035  0.13196017 0.35578373 0.16613017]\n",
      " [0.9268237  0.00000083 0.000022   0.00087071 0.00003402 0.06605113\n",
      "  0.00002133 0.00000316 0.00611983 0.0000533 ]\n",
      " [0.00731351 0.00997178 0.06091308 0.11298428 0.10941234 0.05762051\n",
      "  0.10200449 0.02490713 0.24612139 0.26875153]\n",
      " [0.04179539 0.02141501 0.07095473 0.00313245 0.44585243 0.01489482\n",
      "  0.0744642  0.01370126 0.03373441 0.2800553 ]\n",
      " [0.00622597 0.01066011 0.06183344 0.00720823 0.00047805 0.05231512\n",
      "  0.7687197  0.00002944 0.09144351 0.00108646]\n",
      " [0.00021064 0.87949044 0.00773213 0.02131932 0.00178342 0.01456388\n",
      "  0.03069039 0.00199735 0.0305955  0.01161702]\n",
      " [0.974981   0.00000127 0.00049345 0.00035229 0.00002972 0.0221671\n",
      "  0.00003313 0.0001807  0.00136095 0.00040034]\n",
      " [0.01253621 0.00031347 0.00321639 0.9043939  0.00029248 0.05961489\n",
      "  0.00819105 0.00015526 0.00962991 0.00165638]\n",
      " [0.00083484 0.00236865 0.00511081 0.00686526 0.09797227 0.00449934\n",
      "  0.00565957 0.0284995  0.03940203 0.8087877 ]\n",
      " [0.0001007  0.92460924 0.00642511 0.00320294 0.000496   0.01187693\n",
      "  0.01706949 0.00197381 0.03117629 0.00306936]\n",
      " [0.03683895 0.00038985 0.00676473 0.51071006 0.01110145 0.23669021\n",
      "  0.00625549 0.06811211 0.09064948 0.03248764]\n",
      " [0.00037463 0.00177719 0.00199035 0.9782497  0.00005836 0.00693217\n",
      "  0.00011658 0.00168921 0.00778827 0.00102351]\n",
      " [0.00065307 0.00064899 0.00262379 0.00110478 0.8179775  0.00115468\n",
      "  0.02851463 0.01671221 0.01121677 0.11939352]\n",
      " [0.00404404 0.0179062  0.0098572  0.33832115 0.00285659 0.19485405\n",
      "  0.00890882 0.04046675 0.3436781  0.03910704]\n",
      " [0.00195127 0.00090762 0.8094229  0.14783223 0.00152852 0.00110345\n",
      "  0.00731281 0.00191967 0.01683704 0.01118447]\n",
      " [0.04845057 0.01025414 0.0016995  0.04958254 0.00134332 0.68628216\n",
      "  0.0015365  0.01327548 0.17710808 0.01046763]\n",
      " [0.01317183 0.00002619 0.7167855  0.2599786  0.00174369 0.00205662\n",
      "  0.0035413  0.00105864 0.00050751 0.00113016]\n",
      " [0.9972619  0.00000037 0.00002725 0.00007589 0.00000212 0.00178284\n",
      "  0.00060662 0.0000019  0.00023534 0.00000567]\n",
      " [0.00381412 0.07650746 0.8515484  0.02821761 0.00007682 0.001852\n",
      "  0.02910553 0.00008367 0.00874434 0.00005003]\n",
      " [0.00111767 0.00289198 0.00225078 0.69468606 0.02469913 0.13648313\n",
      "  0.00278103 0.00634341 0.05771774 0.07102907]\n",
      " [0.00489993 0.01936348 0.00991791 0.10544897 0.00872941 0.15776137\n",
      "  0.58067477 0.00049637 0.10170877 0.01099901]\n",
      " [0.02636595 0.00029774 0.01161761 0.7365754  0.00121638 0.04222994\n",
      "  0.00233715 0.00015523 0.17656189 0.00264276]\n",
      " [0.00002732 0.00004666 0.0000116  0.00127611 0.00012729 0.00018277\n",
      "  0.00000055 0.98768836 0.0002707  0.01036873]\n",
      " [0.00066803 0.00055192 0.01727757 0.72214466 0.00019964 0.06408332\n",
      "  0.00297482 0.02205367 0.1429479  0.02709849]\n",
      " [0.98263675 0.00000077 0.00320763 0.0007005  0.000068   0.01092075\n",
      "  0.00109215 0.00030901 0.00100778 0.00005651]\n",
      " [0.02079667 0.0040125  0.0328579  0.11657306 0.03328989 0.13452666\n",
      "  0.06332782 0.00131802 0.54407966 0.0492178 ]\n",
      " [0.00663467 0.00006199 0.00006565 0.00089825 0.16945404 0.01080993\n",
      "  0.00218531 0.00866653 0.00226542 0.7989582 ]\n",
      " [0.00013457 0.01422303 0.10948499 0.5451454  0.00605415 0.00647146\n",
      "  0.25679693 0.0007047  0.03256472 0.02842008]\n",
      " [0.00045244 0.9321757  0.00874591 0.00483143 0.00167247 0.00349394\n",
      "  0.00841132 0.00380893 0.02501324 0.0113947 ]\n",
      " [0.00003395 0.00531255 0.9545423  0.01972627 0.00022116 0.00073006\n",
      "  0.01242388 0.00032474 0.00630334 0.00038181]\n",
      " [0.00801022 0.00161457 0.82907206 0.0244533  0.01298858 0.00287018\n",
      "  0.10185222 0.0000068  0.01878546 0.00034664]\n",
      " [0.00031283 0.00000307 0.00030503 0.0002109  0.9390413  0.0003764\n",
      "  0.00341388 0.00049142 0.00448862 0.05135648]\n",
      " [0.00514835 0.13052794 0.00313816 0.01071233 0.34123516 0.04552631\n",
      "  0.02618025 0.06434783 0.07823215 0.29495153]\n",
      " [0.00816074 0.09045704 0.03440396 0.5886475  0.00032005 0.15670276\n",
      "  0.0062916  0.00534572 0.10635045 0.0033202 ]\n",
      " [0.96141124 0.00000443 0.00282867 0.00027133 0.00023756 0.02876869\n",
      "  0.00351196 0.00039128 0.00203685 0.00053793]\n",
      " [0.00021179 0.9397278  0.00779857 0.00982884 0.00110824 0.00749614\n",
      "  0.0019224  0.00642443 0.01794192 0.00753974]\n",
      " [0.00140835 0.00000351 0.00194639 0.00015322 0.9484571  0.00128929\n",
      "  0.02062852 0.00385907 0.00229273 0.01996197]\n",
      " [0.00017702 0.00543663 0.97506523 0.01479353 0.00000611 0.00025576\n",
      "  0.00233539 0.00000618 0.00190973 0.00001426]\n",
      " [0.00029022 0.00006543 0.24034612 0.00460106 0.01304508 0.00334244\n",
      "  0.7226418  0.00033381 0.01271221 0.00262165]\n",
      " [0.00019316 0.0012323  0.79552346 0.0014582  0.00000976 0.00011154\n",
      "  0.20028211 0.0000038  0.00111851 0.00006727]\n",
      " [0.00010571 0.00001851 0.0006365  0.98840255 0.00001743 0.0036743\n",
      "  0.00001124 0.00010381 0.00666238 0.00036758]\n",
      " [0.00232477 0.00193941 0.16087581 0.38961318 0.09098981 0.01372179\n",
      "  0.10820653 0.02243216 0.10288855 0.10700793]\n",
      " [0.04610305 0.00020204 0.07610139 0.00604026 0.00244415 0.34660828\n",
      "  0.01438209 0.00038316 0.45360523 0.05413031]\n",
      " [0.00030248 0.00129275 0.00060829 0.00557989 0.11230003 0.00230103\n",
      "  0.0040177  0.74395186 0.01418217 0.1154638 ]] (13.101 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 3.98617\n",
      "INFO:tensorflow:probabilities = [[0.01580167 0.00025578 0.02263702 0.2167138  0.00471506 0.21411793\n",
      "  0.01762385 0.01615277 0.4322559  0.05972616]\n",
      " [0.00009191 0.873472   0.00883945 0.01159524 0.00096049 0.03052453\n",
      "  0.00922301 0.00249464 0.02826008 0.03453869]\n",
      " [0.9966036  0.00000006 0.00044599 0.00007507 0.00001007 0.00263542\n",
      "  0.00012555 0.00004764 0.00002813 0.00002833]\n",
      " [0.00098561 0.04251114 0.00788504 0.12665117 0.0889004  0.15287568\n",
      "  0.00739741 0.04734766 0.07214217 0.45330378]\n",
      " [0.00017572 0.00000055 0.9980837  0.00119844 0.000011   0.00008977\n",
      "  0.00029083 0.00000053 0.0001477  0.00000194]\n",
      " [0.00042538 0.01248239 0.17226143 0.2764458  0.0561024  0.00477411\n",
      "  0.00905717 0.18167603 0.04008613 0.24668913]\n",
      " [0.03707893 0.00001856 0.01229485 0.03907872 0.02150324 0.10249109\n",
      "  0.0078315  0.00204591 0.6820233  0.09563387]\n",
      " [0.05724308 0.00943317 0.0060477  0.02423262 0.23397933 0.43220553\n",
      "  0.00990771 0.01085204 0.12852058 0.08757823]\n",
      " [0.00978283 0.00014116 0.00404067 0.04513955 0.00005513 0.9103543\n",
      "  0.0128868  0.00003195 0.0173783  0.00018933]\n",
      " [0.00146941 0.00463252 0.02830304 0.16381855 0.00344376 0.14656702\n",
      "  0.0239174  0.00104561 0.6131313  0.01367152]\n",
      " [0.04466349 0.00043322 0.00073789 0.00463483 0.0052405  0.75535583\n",
      "  0.00196291 0.00701501 0.0320236  0.14793275]\n",
      " [0.00531267 0.00063992 0.00469926 0.16324972 0.0374161  0.072589\n",
      "  0.00093863 0.33870763 0.12091303 0.25553405]\n",
      " [0.00045397 0.00056103 0.00305859 0.9232055  0.00058967 0.00951335\n",
      "  0.00008484 0.02441097 0.03457965 0.00354243]\n",
      " [0.02155862 0.00011815 0.13852277 0.17306912 0.00070092 0.03391939\n",
      "  0.01342423 0.00058968 0.6141478  0.00394926]\n",
      " [0.00155549 0.00003851 0.00340008 0.9782913  0.00000501 0.0151019\n",
      "  0.00022304 0.00001042 0.00133689 0.00003728]\n",
      " [0.02705449 0.00008138 0.01184115 0.00023685 0.71929616 0.02188251\n",
      "  0.02683409 0.02814107 0.00401338 0.16061893]\n",
      " [0.00005016 0.9141561  0.00241471 0.00940949 0.00103187 0.00838632\n",
      "  0.00141183 0.01091404 0.0401717  0.01205378]\n",
      " [0.0000472  0.97167015 0.00303821 0.00395044 0.00028095 0.00263877\n",
      "  0.00234271 0.00160924 0.01257971 0.00184269]\n",
      " [0.0009884  0.04087611 0.00338371 0.0393376  0.02632577 0.02277696\n",
      "  0.00041138 0.60921556 0.08152974 0.17515473]\n",
      " [0.19592035 0.00000012 0.00555071 0.7849496  0.00000018 0.00815216\n",
      "  0.00000134 0.00246065 0.00296011 0.00000485]\n",
      " [0.00414965 0.85471976 0.01619215 0.01338058 0.00514173 0.00917017\n",
      "  0.02452175 0.01758658 0.04246313 0.01267448]\n",
      " [0.00128858 0.00249988 0.11786664 0.01260936 0.00325563 0.00450095\n",
      "  0.85415363 0.00000888 0.00281239 0.00100408]\n",
      " [0.0091575  0.0125321  0.01281202 0.00387052 0.02208872 0.01284949\n",
      "  0.8932944  0.00011647 0.02994908 0.00332973]\n",
      " [0.0029146  0.0007347  0.00081714 0.02656417 0.10943445 0.02173844\n",
      "  0.00075414 0.28353867 0.02981124 0.5236925 ]\n",
      " [0.9512977  0.00000026 0.00036772 0.00670066 0.00000497 0.03805614\n",
      "  0.00033215 0.00002085 0.00282895 0.00039048]\n",
      " [0.9415362  0.00001379 0.02125557 0.00934838 0.00006205 0.0172546\n",
      "  0.00498259 0.00045378 0.00477466 0.00031839]\n",
      " [0.04072318 0.00000868 0.0033261  0.0001152  0.12044677 0.00237351\n",
      "  0.00276941 0.04491776 0.01499711 0.7703223 ]\n",
      " [0.00112737 0.00323926 0.09368169 0.03118693 0.13453701 0.02148825\n",
      "  0.01934601 0.04792879 0.1092588  0.53820586]\n",
      " [0.00951781 0.00246142 0.00203855 0.46780264 0.00036734 0.33581102\n",
      "  0.0015133  0.055234   0.09624008 0.02901386]\n",
      " [0.002456   0.00119322 0.00062346 0.0009337  0.11947263 0.13295008\n",
      "  0.00348605 0.13496472 0.19966961 0.4042505 ]\n",
      " [0.00069366 0.00000358 0.9925868  0.00202289 0.00026558 0.00007938\n",
      "  0.00324284 0.00000491 0.00010367 0.00099662]\n",
      " [0.00009066 0.00000948 0.00565559 0.93854296 0.0006996  0.00932026\n",
      "  0.00012994 0.0015446  0.04081701 0.00318995]\n",
      " [0.02740868 0.00008958 0.00014318 0.00711058 0.0498904  0.03658353\n",
      "  0.00020832 0.22209235 0.00794087 0.64853245]\n",
      " [0.0005667  0.00903757 0.00025222 0.01853174 0.1130669  0.06129398\n",
      "  0.00290434 0.06026161 0.06616496 0.66792005]\n",
      " [0.72855705 0.00001754 0.006721   0.08244165 0.00003376 0.17142951\n",
      "  0.00072249 0.00303657 0.00544782 0.0015926 ]\n",
      " [0.00584443 0.7611788  0.04396148 0.01431575 0.00394177 0.02221285\n",
      "  0.00532861 0.00276781 0.13827842 0.00217016]\n",
      " [0.00188596 0.00409705 0.00628475 0.0363594  0.4069009  0.01207017\n",
      "  0.0070777  0.08047786 0.04489759 0.39994863]\n",
      " [0.00135614 0.00098628 0.3166279  0.10699368 0.10070878 0.01384271\n",
      "  0.01919114 0.02131953 0.39085612 0.02811768]\n",
      " [0.00012449 0.00051645 0.00003542 0.00029687 0.04628588 0.00197273\n",
      "  0.00030271 0.09482203 0.00548503 0.8501584 ]\n",
      " [0.00012315 0.00039097 0.00513458 0.0159827  0.0380832  0.00267508\n",
      "  0.00193151 0.1031221  0.03871484 0.7938419 ]\n",
      " [0.0057733  0.00002536 0.01039208 0.00027542 0.00109268 0.00083827\n",
      "  0.98027736 0.00004863 0.00051696 0.00075994]\n",
      " [0.00137935 0.89962524 0.03378777 0.00504618 0.00674132 0.00236009\n",
      "  0.00952399 0.00889805 0.02326741 0.00937058]\n",
      " [0.00285869 0.00000041 0.00592321 0.00001456 0.00003452 0.00010129\n",
      "  0.9909629  0.00000001 0.00010182 0.00000256]\n",
      " [0.00188505 0.00229273 0.00103369 0.00591117 0.20031963 0.01535958\n",
      "  0.00478915 0.15957671 0.03130039 0.5775319 ]\n",
      " [0.00081207 0.01326647 0.00282144 0.00646134 0.00101205 0.04735382\n",
      "  0.00283903 0.00700313 0.89704686 0.02138389]\n",
      " [0.01206277 0.00021097 0.00245878 0.94451565 0.00005003 0.00594047\n",
      "  0.00016058 0.00145184 0.03134922 0.00179969]\n",
      " [0.00159611 0.77903634 0.00372871 0.04061337 0.01281828 0.01184908\n",
      "  0.00622122 0.01256229 0.08873502 0.04283955]\n",
      " [0.00029368 0.00012068 0.01761125 0.016247   0.00660075 0.09328502\n",
      "  0.00161398 0.00036631 0.860393   0.00346831]\n",
      " [0.04029064 0.00228778 0.21769246 0.02068543 0.10043611 0.07143791\n",
      "  0.35194993 0.00444535 0.17799923 0.01277521]\n",
      " [0.00580903 0.03269905 0.0369541  0.28043962 0.0451473  0.04941812\n",
      "  0.0073008  0.1047924  0.28762245 0.14981711]\n",
      " [0.00319216 0.336935   0.09714402 0.03539942 0.01191716 0.04417087\n",
      "  0.3634723  0.00570446 0.07303829 0.02902635]\n",
      " [0.00395101 0.01851883 0.00950996 0.3273402  0.03020262 0.11531352\n",
      "  0.00590385 0.01466419 0.45003775 0.02455821]\n",
      " [0.00271359 0.00016317 0.9744152  0.00656223 0.00027139 0.0069383\n",
      "  0.00298736 0.00001945 0.0058521  0.00007719]\n",
      " [0.00019589 0.00253834 0.2986472  0.05624227 0.00178489 0.00678764\n",
      "  0.00083248 0.58396184 0.0120476  0.03696185]\n",
      " [0.00071505 0.00004467 0.00009033 0.00392315 0.00198465 0.0046627\n",
      "  0.0000029  0.97463393 0.00186908 0.01207347]\n",
      " [0.00029267 0.00001528 0.00745395 0.00033952 0.02440639 0.0006014\n",
      "  0.9662163  0.00000732 0.00038073 0.00028644]\n",
      " [0.00069453 0.00003582 0.01547324 0.00039814 0.00242495 0.00128694\n",
      "  0.97471017 0.00002415 0.0040313  0.00092081]\n",
      " [0.9712613  0.00000036 0.00255949 0.00037375 0.00009847 0.01918111\n",
      "  0.00428145 0.00075077 0.00120938 0.00028406]\n",
      " [0.00048664 0.00123695 0.00059564 0.00522246 0.00207493 0.10683121\n",
      "  0.000076   0.0869756  0.633128   0.16337255]\n",
      " [0.00560111 0.00902091 0.0013668  0.0219584  0.00583224 0.70016104\n",
      "  0.00757178 0.00691661 0.1523064  0.0892647 ]\n",
      " [0.0000057  0.00000048 0.00000203 0.00126913 0.00003528 0.00006202\n",
      "  0.00000002 0.9928768  0.00007349 0.00567501]\n",
      " [0.05084862 0.00144212 0.00011364 0.0040833  0.00168208 0.7601843\n",
      "  0.00062372 0.00192022 0.17743905 0.0016629 ]\n",
      " [0.00090215 0.57584405 0.03625973 0.02137662 0.01838708 0.1675693\n",
      "  0.07043184 0.01051999 0.07603551 0.02267361]\n",
      " [0.0001848  0.00000544 0.00152181 0.96766895 0.00000039 0.00545117\n",
      "  0.0000022  0.00017277 0.02497421 0.00001826]\n",
      " [0.00001966 0.00184907 0.00100038 0.00797751 0.12841661 0.01075739\n",
      "  0.00338985 0.43538883 0.02275036 0.3884503 ]\n",
      " [0.00050613 0.0023979  0.01434312 0.9097102  0.00044265 0.00657614\n",
      "  0.00018561 0.04128685 0.01845784 0.00609347]\n",
      " [0.02149249 0.00015978 0.00970112 0.00375832 0.0042062  0.00328987\n",
      "  0.95345557 0.00004275 0.00304843 0.00084557]\n",
      " [0.1919002  0.00022474 0.07433012 0.20353472 0.1278778  0.08056352\n",
      "  0.27705672 0.00295039 0.03226392 0.00929797]\n",
      " [0.00219271 0.00178114 0.3472076  0.3157792  0.0016343  0.01920388\n",
      "  0.00441359 0.00268233 0.29813516 0.00697007]\n",
      " [0.00583299 0.00003245 0.07714593 0.4311026  0.00171781 0.06760953\n",
      "  0.0809095  0.00001662 0.33155522 0.00407743]\n",
      " [0.00085344 0.00037554 0.0009117  0.0025447  0.58646274 0.00323484\n",
      "  0.01987281 0.00617239 0.00746173 0.3721101 ]\n",
      " [0.02181742 0.14120248 0.04405712 0.07387031 0.17331736 0.16408403\n",
      "  0.17429848 0.02270068 0.06975764 0.11489441]\n",
      " [0.00036718 0.0001115  0.00150421 0.00169202 0.79948556 0.00047679\n",
      "  0.0074775  0.00578666 0.01103562 0.17206287]\n",
      " [0.00437101 0.6446667  0.03865537 0.03693451 0.02501338 0.00821332\n",
      "  0.00860291 0.01397659 0.21259326 0.006973  ]\n",
      " [0.0013656  0.00096299 0.13177171 0.00508518 0.57734835 0.00069615\n",
      "  0.18208927 0.00235523 0.00231566 0.09600981]\n",
      " [0.03020177 0.14643744 0.16166468 0.04561674 0.11901947 0.10162552\n",
      "  0.0213366  0.02744859 0.33172914 0.01492002]\n",
      " [0.03567614 0.00286191 0.04912224 0.08808115 0.13716468 0.07439761\n",
      "  0.03636146 0.09528899 0.1287982  0.35224763]\n",
      " [0.00211494 0.00011985 0.01540682 0.01845026 0.00003281 0.87492806\n",
      "  0.00130017 0.00009042 0.08746513 0.00009161]\n",
      " [0.00147328 0.00880165 0.00032779 0.01754035 0.02392685 0.01429695\n",
      "  0.0002758  0.72153604 0.06284808 0.14897323]\n",
      " [0.02161207 0.0004267  0.02061662 0.00285099 0.58312297 0.01371802\n",
      "  0.25664875 0.00308377 0.00355017 0.09436989]\n",
      " [0.0073797  0.09018503 0.00880484 0.03097863 0.18054606 0.09679471\n",
      "  0.02919532 0.1097829  0.06983669 0.37649608]\n",
      " [0.00542471 0.00958487 0.01533885 0.15516949 0.02563655 0.01487826\n",
      "  0.00058011 0.7133055  0.01747424 0.04260747]\n",
      " [0.0005778  0.00470787 0.00116384 0.00289989 0.36047843 0.00300422\n",
      "  0.0018235  0.08715007 0.00973772 0.5284567 ]\n",
      " [0.00709849 0.00000089 0.01195048 0.02828581 0.00014752 0.8860859\n",
      "  0.00246098 0.00056438 0.06318307 0.00022251]\n",
      " [0.00037481 0.00031687 0.94608825 0.00084169 0.00171054 0.00028167\n",
      "  0.04541627 0.0000037  0.00467616 0.00028998]\n",
      " [0.0000243  0.00000015 0.9998964  0.00006993 0.00000004 0.00000197\n",
      "  0.00000157 0.00000012 0.00000535 0.00000011]\n",
      " [0.9799284  0.00000153 0.00027574 0.00139848 0.00000453 0.01514288\n",
      "  0.00003176 0.00273349 0.00033498 0.0001481 ]\n",
      " [0.11906388 0.00014717 0.04029856 0.33681008 0.00516194 0.05662784\n",
      "  0.00765717 0.00075087 0.3655339  0.06794853]\n",
      " [0.9968845  0.00000228 0.00008675 0.00014499 0.00001837 0.00075968\n",
      "  0.00145357 0.00000918 0.00060376 0.00003675]\n",
      " [0.98417467 0.00000025 0.00054359 0.00013051 0.00000205 0.01493818\n",
      "  0.00001893 0.00008822 0.00005632 0.00004737]\n",
      " [0.00008272 0.00000841 0.00002206 0.00034208 0.7310727  0.00853437\n",
      "  0.00125454 0.00178446 0.00965189 0.24724667]\n",
      " [0.00051325 0.00037771 0.00073798 0.96123385 0.00007427 0.00513795\n",
      "  0.00001068 0.02021227 0.00410305 0.00759906]\n",
      " [0.00195052 0.00027656 0.0008532  0.97504276 0.00000875 0.00728062\n",
      "  0.00021562 0.00021379 0.01401183 0.00014631]\n",
      " [0.00219795 0.86413705 0.01357883 0.02509457 0.00411706 0.01327569\n",
      "  0.00994976 0.00935447 0.04036582 0.01792888]\n",
      " [0.00252385 0.00836358 0.197226   0.21343614 0.03762386 0.001518\n",
      "  0.01248173 0.45923632 0.01076642 0.0568241 ]\n",
      " [0.00032741 0.00239595 0.00708175 0.8005225  0.00074424 0.02506483\n",
      "  0.00628871 0.00356886 0.14235134 0.01165431]\n",
      " [0.00039237 0.00032445 0.0179847  0.00062459 0.03519464 0.0023294\n",
      "  0.9380944  0.00010022 0.00078778 0.00416752]\n",
      " [0.00158199 0.02685531 0.03242633 0.015335   0.09742279 0.00520483\n",
      "  0.53073025 0.00073695 0.08841597 0.20129058]\n",
      " [0.62187093 0.00141067 0.06023009 0.03215205 0.00157025 0.11539949\n",
      "  0.12347894 0.00292396 0.03333626 0.00762738]\n",
      " [0.01549724 0.00017317 0.01075856 0.9483559  0.00020896 0.01872739\n",
      "  0.00023686 0.00396865 0.00150283 0.00057061]] (11.985 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 0.66745144, step = 2501 (25.082 sec)\n",
      "INFO:tensorflow:probabilities = [[0.1386251  0.0099451  0.02766737 0.51814795 0.00027677 0.2216949\n",
      "  0.06121909 0.00317539 0.01846198 0.00078632]\n",
      " [0.13112633 0.00148502 0.45168856 0.02170525 0.15933503 0.01822015\n",
      "  0.09697725 0.04565945 0.030011   0.04379197]\n",
      " [0.24935713 0.0067366  0.43810278 0.23942143 0.00111839 0.02441775\n",
      "  0.0061004  0.00245316 0.03121227 0.00108016]\n",
      " [0.03840858 0.06721578 0.04971067 0.01920216 0.02062313 0.5674744\n",
      "  0.02869924 0.01319025 0.17430882 0.02116696]\n",
      " [0.00008021 0.00007978 0.00005388 0.00629989 0.00099662 0.00141917\n",
      "  0.00000877 0.9701811  0.00181164 0.01906885]\n",
      " [0.0001437  0.00096326 0.97816354 0.01401396 0.00000389 0.00010105\n",
      "  0.00619485 0.0000615  0.00033741 0.00001692]\n",
      " [0.6008887  0.00000076 0.0000901  0.00206849 0.00002458 0.3934594\n",
      "  0.00033085 0.00002389 0.00291713 0.00019597]\n",
      " [0.00576641 0.00005775 0.00147586 0.00122168 0.7876394  0.00295739\n",
      "  0.00511337 0.004706   0.00877054 0.18229167]\n",
      " [0.01533662 0.22957957 0.17919633 0.08855883 0.00584004 0.01559272\n",
      "  0.0068823  0.03617436 0.32353863 0.09930058]\n",
      " [0.98613733 0.00000002 0.00178691 0.00022687 0.00003254 0.0071497\n",
      "  0.00180979 0.00060845 0.00209849 0.00014988]\n",
      " [0.00682376 0.00181454 0.00677249 0.01217701 0.33846036 0.0480706\n",
      "  0.04549197 0.01821487 0.03703965 0.48513472]\n",
      " [0.00629343 0.09180769 0.19629331 0.05593383 0.00042054 0.15058772\n",
      "  0.02118041 0.0054258  0.46991464 0.00214262]\n",
      " [0.000599   0.00075372 0.00150065 0.04629329 0.23165227 0.03500535\n",
      "  0.00084312 0.32464492 0.09636999 0.26233768]\n",
      " [0.00008365 0.00001884 0.00036291 0.00003146 0.9880421  0.00145894\n",
      "  0.00639011 0.00123747 0.0004671  0.00190743]\n",
      " [0.0030797  0.09791742 0.5092174  0.00378593 0.01137323 0.00268661\n",
      "  0.35725287 0.00124956 0.0095124  0.00392491]\n",
      " [0.983966   0.00000012 0.00002846 0.00003696 0.00001118 0.01555523\n",
      "  0.00015463 0.00010123 0.00009323 0.00005306]\n",
      " [0.19844688 0.00004578 0.71416694 0.0639969  0.00027703 0.0029418\n",
      "  0.00686379 0.00231656 0.0067212  0.00422314]\n",
      " [0.00169922 0.2387778  0.04597249 0.03511144 0.02146139 0.05333046\n",
      "  0.40525898 0.00181538 0.18469489 0.01187794]\n",
      " [0.00034891 0.00002149 0.00172222 0.0000295  0.00112044 0.00010498\n",
      "  0.99562186 0.00000102 0.00097911 0.00005047]\n",
      " [0.00575805 0.00024871 0.05323436 0.00071674 0.01987759 0.00045417\n",
      "  0.9171561  0.00000277 0.00203401 0.00051744]\n",
      " [0.00057834 0.00000681 0.00117066 0.00611582 0.00002457 0.00414231\n",
      "  0.00003605 0.00021164 0.9869197  0.00079413]\n",
      " [0.00016987 0.00418382 0.1353151  0.08121018 0.00351036 0.08460324\n",
      "  0.04726111 0.00128548 0.63119704 0.0112637 ]\n",
      " [0.00070962 0.91547966 0.00831331 0.01233345 0.00350058 0.00171337\n",
      "  0.00220586 0.01552888 0.03503542 0.00518002]\n",
      " [0.00006763 0.00021539 0.00287628 0.00180644 0.81534183 0.00119731\n",
      "  0.00158691 0.00953579 0.00149866 0.16587366]\n",
      " [0.01501421 0.00215074 0.00557429 0.00276215 0.00877399 0.05366658\n",
      "  0.00076023 0.00767495 0.87773883 0.02588395]\n",
      " [0.00017674 0.0023339  0.00023635 0.0172766  0.00779489 0.00923172\n",
      "  0.00044504 0.7478768  0.0119496  0.20267834]\n",
      " [0.00056594 0.00003486 0.00550371 0.00008446 0.00048031 0.0019842\n",
      "  0.989412   0.00000134 0.00176878 0.00016451]\n",
      " [0.00159762 0.94087297 0.00802815 0.00758416 0.00217094 0.00292638\n",
      "  0.00194265 0.00457491 0.0275012  0.00280096]\n",
      " [0.00487746 0.00024285 0.02181783 0.03725964 0.00668781 0.39329383\n",
      "  0.01987533 0.00122659 0.50434566 0.01037304]\n",
      " [0.19316442 0.00205316 0.0123772  0.06861843 0.0005623  0.40715247\n",
      "  0.01301531 0.04427223 0.24886934 0.00991513]\n",
      " [0.8448263  0.0000019  0.12274198 0.00108086 0.00249969 0.00190567\n",
      "  0.02571572 0.00011644 0.00085925 0.00025228]\n",
      " [0.02927085 0.00031279 0.00411308 0.00095292 0.05973422 0.8358641\n",
      "  0.00202522 0.00609967 0.04339767 0.01822947]\n",
      " [0.01274803 0.0020064  0.01438642 0.5057117  0.00498589 0.21610427\n",
      "  0.02301732 0.00803786 0.18726967 0.02573237]\n",
      " [0.01486633 0.00439275 0.47407788 0.27172056 0.00096103 0.07570527\n",
      "  0.00411627 0.00245022 0.15084124 0.00086839]\n",
      " [0.0002412  0.0004465  0.01257541 0.72929835 0.00099149 0.14928617\n",
      "  0.00061477 0.03931076 0.06048036 0.0067551 ]\n",
      " [0.00026503 0.00000394 0.00011305 0.00003327 0.95611405 0.00053192\n",
      "  0.0011378  0.00185162 0.0001179  0.03983146]\n",
      " [0.03710677 0.00000331 0.00130508 0.00153079 0.02208235 0.01225254\n",
      "  0.00210389 0.03131636 0.86897856 0.0233204 ]\n",
      " [0.07408936 0.00000063 0.0000662  0.8452777  0.00000291 0.0466179\n",
      "  0.00000132 0.02635312 0.00726245 0.00032835]\n",
      " [0.0015183  0.01021259 0.00277993 0.0020213  0.34538493 0.01697719\n",
      "  0.01562573 0.01730477 0.10185768 0.4863176 ]\n",
      " [0.01447761 0.03441821 0.01244865 0.0062441  0.2378066  0.03502338\n",
      "  0.6200257  0.00012055 0.03177352 0.00766175]\n",
      " [0.00280688 0.01568436 0.00755407 0.0386564  0.22128905 0.05055883\n",
      "  0.01805696 0.03613551 0.14071362 0.46854433]\n",
      " [0.00462417 0.0010388  0.0013153  0.00058778 0.41456056 0.0111753\n",
      "  0.01195009 0.01098275 0.11479422 0.42897105]\n",
      " [0.07506171 0.00003194 0.57075435 0.27972072 0.00021682 0.02272397\n",
      "  0.02125794 0.00057971 0.02905195 0.00060091]\n",
      " [0.20486793 0.00088526 0.01586345 0.00621908 0.01428047 0.47573227\n",
      "  0.07645708 0.00009432 0.20286705 0.00273305]\n",
      " [0.00799831 0.10744814 0.03352388 0.04327451 0.00149949 0.01503\n",
      "  0.00124133 0.61871797 0.0904188  0.08084767]\n",
      " [0.4483917  0.00009646 0.35090873 0.1585323  0.00012112 0.01939193\n",
      "  0.00169417 0.0021844  0.01779103 0.00088829]\n",
      " [0.00202786 0.00434262 0.01649436 0.00122848 0.03226461 0.00588514\n",
      "  0.8989918  0.00138415 0.02447053 0.01291038]\n",
      " [0.0895347  0.00000154 0.06974377 0.00306495 0.21135522 0.02348733\n",
      "  0.48865134 0.0021767  0.03067576 0.08130872]\n",
      " [0.9361603  0.00001768 0.00890351 0.00219513 0.00314289 0.02174651\n",
      "  0.00595957 0.01497957 0.00361873 0.00327615]\n",
      " [0.06507624 0.05440392 0.035501   0.01017245 0.02965368 0.42411518\n",
      "  0.03072792 0.07286689 0.24653548 0.03094723]\n",
      " [0.00033463 0.04212706 0.00368415 0.03896416 0.06158359 0.01422222\n",
      "  0.00452108 0.03929907 0.11414066 0.6811234 ]\n",
      " [0.01282326 0.00019927 0.00116428 0.00419286 0.00151185 0.9289662\n",
      "  0.00278342 0.00012901 0.04496494 0.00326487]\n",
      " [0.00159501 0.9150335  0.01742952 0.00486819 0.00188171 0.00498063\n",
      "  0.00783122 0.00841681 0.03130453 0.00665892]\n",
      " [0.00018806 0.9388621  0.00480809 0.00582905 0.00505855 0.00354088\n",
      "  0.00563348 0.01093696 0.01186662 0.01327634]\n",
      " [0.27869523 0.00000095 0.01744719 0.63463473 0.00001241 0.05765609\n",
      "  0.00219602 0.00044469 0.00878855 0.0001241 ]\n",
      " [0.00066825 0.00119759 0.1594472  0.00137539 0.2598863  0.00038787\n",
      "  0.5612305  0.0006353  0.00471206 0.0104595 ]\n",
      " [0.0015418  0.0000089  0.00039399 0.00205781 0.60360235 0.00256553\n",
      "  0.00535131 0.0483878  0.01000415 0.32608643]\n",
      " [0.93441546 0.         0.0001553  0.00007166 0.00000228 0.06486091\n",
      "  0.00009372 0.00022787 0.00008412 0.00008875]\n",
      " [0.98660916 0.         0.01017915 0.00032637 0.00000429 0.00083305\n",
      "  0.00096693 0.000028   0.00099344 0.00005954]\n",
      " [0.00015288 0.00023725 0.00075745 0.00688282 0.1096692  0.00783984\n",
      "  0.00009918 0.1355933  0.01910549 0.71966267]\n",
      " [0.8204893  0.00053351 0.01244133 0.00498944 0.00269951 0.01697309\n",
      "  0.11919323 0.00288497 0.01524146 0.00455408]\n",
      " [0.99640393 0.0000001  0.00003346 0.00010489 0.00000251 0.00318326\n",
      "  0.00020081 0.00000535 0.00005457 0.00001106]\n",
      " [0.00395899 0.29264456 0.01575462 0.01137631 0.02048842 0.04270464\n",
      "  0.07158335 0.0036466  0.52695644 0.01088604]\n",
      " [0.0006051  0.00000717 0.00491827 0.0000086  0.00661017 0.00005644\n",
      "  0.9875924  0.00000011 0.00009131 0.00011035]\n",
      " [0.0002697  0.15116408 0.03187921 0.11886369 0.03032692 0.3544068\n",
      "  0.10117275 0.00202502 0.13692431 0.07296747]\n",
      " [0.00137566 0.00018785 0.00291857 0.00003911 0.00458807 0.00082166\n",
      "  0.9882405  0.00000405 0.0017192  0.00010548]\n",
      " [0.01422505 0.00000035 0.00002027 0.0002245  0.00002063 0.97946405\n",
      "  0.00010525 0.0002836  0.00563596 0.00002038]\n",
      " [0.00531383 0.00241928 0.00253696 0.00488121 0.62758577 0.01571746\n",
      "  0.01921947 0.01967568 0.01321002 0.28944036]\n",
      " [0.04827543 0.58485097 0.06948426 0.0149293  0.00530055 0.0078425\n",
      "  0.03713441 0.00513172 0.21618524 0.01086563]\n",
      " [0.00266387 0.2115899  0.03293481 0.0496881  0.00648506 0.01927148\n",
      "  0.00241964 0.43948743 0.12653445 0.10892539]\n",
      " [0.09852305 0.00166298 0.00164238 0.01664004 0.00078864 0.525802\n",
      "  0.00093366 0.00466166 0.34629193 0.00305359]\n",
      " [0.00012356 0.00001158 0.00005959 0.00030085 0.90489995 0.00018851\n",
      "  0.00133008 0.00328106 0.00119276 0.08861202]\n",
      " [0.9915803  0.00000032 0.00063858 0.00116585 0.00000651 0.0047912\n",
      "  0.00005479 0.00147324 0.00013179 0.00015728]\n",
      " [0.36578554 0.00000068 0.00006475 0.00448376 0.02129256 0.04171184\n",
      "  0.00259676 0.3941691  0.00636419 0.16353077]\n",
      " [0.00127077 0.003754   0.00743358 0.02763022 0.05906015 0.05798358\n",
      "  0.0125139  0.00761361 0.71963626 0.10310396]\n",
      " [0.09445928 0.00001539 0.00021237 0.00033364 0.00387508 0.6974682\n",
      "  0.00087687 0.0455341  0.14797853 0.0092465 ]\n",
      " [0.00225617 0.00003406 0.00382909 0.00179644 0.00052306 0.00192979\n",
      "  0.97480905 0.00001009 0.01437173 0.00044054]\n",
      " [0.00134557 0.00459246 0.00142358 0.02723123 0.12007176 0.3275111\n",
      "  0.03212735 0.02750433 0.38575548 0.07243716]\n",
      " [0.00018118 0.18256684 0.02847408 0.34252006 0.01529497 0.01328432\n",
      "  0.00107998 0.16255899 0.0697125  0.18432713]\n",
      " [0.09010893 0.00011148 0.4707644  0.08859476 0.00239344 0.00522256\n",
      "  0.3299546  0.00274552 0.0094272  0.00067724]\n",
      " [0.04446962 0.00030424 0.00271106 0.0818857  0.00118449 0.8336577\n",
      "  0.00188367 0.0035528  0.02947542 0.00087522]\n",
      " [0.00241665 0.0169145  0.01277991 0.8674613  0.00022012 0.03294647\n",
      "  0.00103135 0.00078072 0.0642357  0.00121332]\n",
      " [0.05190472 0.00002855 0.00115759 0.01150244 0.04849222 0.00713493\n",
      "  0.00003588 0.38779175 0.01180983 0.48014206]\n",
      " [0.6523509  0.00325277 0.1029269  0.04862599 0.00041372 0.05923286\n",
      "  0.06959028 0.00203546 0.04988942 0.01168178]\n",
      " [0.00022131 0.9392464  0.00459024 0.00523128 0.00392417 0.00060964\n",
      "  0.01067479 0.01383171 0.01006163 0.01160861]\n",
      " [0.00312116 0.00000276 0.02909445 0.00024601 0.03002811 0.0015198\n",
      "  0.9274943  0.00005052 0.00660137 0.00184158]\n",
      " [0.99178207 0.00000014 0.00241967 0.00153576 0.00001355 0.0004988\n",
      "  0.00004732 0.00343008 0.00024525 0.00002737]\n",
      " [0.00203921 0.00018176 0.00045394 0.00008196 0.8899008  0.01359387\n",
      "  0.00910274 0.00791774 0.00471431 0.07201372]\n",
      " [0.00098273 0.04628915 0.08568633 0.00294836 0.07967964 0.00676409\n",
      "  0.74065036 0.00311166 0.02204491 0.01184279]\n",
      " [0.00135785 0.00713299 0.02896934 0.03974447 0.00053976 0.00147974\n",
      "  0.00015349 0.8035533  0.07070758 0.04636147]\n",
      " [0.00014201 0.00102537 0.27388403 0.7057425  0.00003638 0.00327168\n",
      "  0.00180219 0.00123796 0.01252078 0.00033709]\n",
      " [0.0680111  0.02103884 0.13108392 0.03991972 0.30846322 0.01379121\n",
      "  0.3099894  0.00352026 0.02247062 0.08171173]\n",
      " [0.00009745 0.000044   0.9843332  0.00115475 0.0000349  0.00005278\n",
      "  0.01262333 0.00000318 0.00158625 0.00007012]\n",
      " [0.00054478 0.00004437 0.00020959 0.00047626 0.9451317  0.00111263\n",
      "  0.00173098 0.0021096  0.00124453 0.04739571]\n",
      " [0.00053447 0.0000698  0.981042   0.00810078 0.0005266  0.00129431\n",
      "  0.00730042 0.00000073 0.00101664 0.00011428]\n",
      " [0.0008302  0.06131108 0.00879255 0.1043573  0.00542614 0.05620286\n",
      "  0.00485185 0.01450197 0.7051517  0.03857436]\n",
      " [0.00290124 0.01470827 0.0059861  0.7012787  0.00017007 0.08563887\n",
      "  0.00018894 0.00617786 0.17946523 0.00348462]\n",
      " [0.00130785 0.00441125 0.00404947 0.00218177 0.12153699 0.00702159\n",
      "  0.01033104 0.03463725 0.03545164 0.77907115]\n",
      " [0.14654236 0.00990327 0.05552839 0.11459    0.04513752 0.14466402\n",
      "  0.11527929 0.06255601 0.08962494 0.21617423]\n",
      " [0.00070333 0.00003277 0.00005606 0.0110576  0.47667843 0.003158\n",
      "  0.00068661 0.13450783 0.00227056 0.37084883]] (11.958 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 4.23189\n",
      "INFO:tensorflow:probabilities = [[0.00670476 0.40222627 0.01107991 0.11737256 0.00508764 0.04776266\n",
      "  0.00199599 0.11716118 0.26537892 0.02523006]\n",
      " [0.00007007 0.00004668 0.00000594 0.00034582 0.02055337 0.00466076\n",
      "  0.00004718 0.07576674 0.00496082 0.8935426 ]\n",
      " [0.04044801 0.00314125 0.7811748  0.0173593  0.05494982 0.01161646\n",
      "  0.0600561  0.00635083 0.0050773  0.01982609]\n",
      " [0.0023666  0.04420074 0.00610151 0.01387036 0.17530458 0.02020107\n",
      "  0.032567   0.02973655 0.04003489 0.6356167 ]\n",
      " [0.0000828  0.96542025 0.0025952  0.00988282 0.00054267 0.00298319\n",
      "  0.00057542 0.00255572 0.00515456 0.01020743]\n",
      " [0.09019184 0.00083623 0.00777798 0.1267486  0.00125295 0.73308057\n",
      "  0.00661322 0.00145946 0.0313609  0.00067822]\n",
      " [0.00048047 0.0457853  0.01821127 0.00195591 0.0093916  0.00381072\n",
      "  0.90298134 0.00017396 0.01528706 0.00192239]\n",
      " [0.0865536  0.01985037 0.04155943 0.02922436 0.00671994 0.6378923\n",
      "  0.0342618  0.00312795 0.13427119 0.0065391 ]\n",
      " [0.00009822 0.04552536 0.00170333 0.79674757 0.00211029 0.02400974\n",
      "  0.00101105 0.01872249 0.06824074 0.04183125]\n",
      " [0.003949   0.00000158 0.0062994  0.00016491 0.46147418 0.00102039\n",
      "  0.49423802 0.00011519 0.00128697 0.0314504 ]\n",
      " [0.00317558 0.00014924 0.00034167 0.00297226 0.30448538 0.0072845\n",
      "  0.00718725 0.00986983 0.00335618 0.6611781 ]\n",
      " [0.00855055 0.00014254 0.01405344 0.01621476 0.03583457 0.00262215\n",
      "  0.00421282 0.2258159  0.10675183 0.5858015 ]\n",
      " [0.00095694 0.00004915 0.01389989 0.00019029 0.00164864 0.00066989\n",
      "  0.98093504 0.00000078 0.00160829 0.00004103]\n",
      " [0.00007051 0.0019894  0.00149974 0.02737908 0.00033243 0.0046912\n",
      "  0.00007327 0.9333826  0.0031227  0.02745906]\n",
      " [0.94043374 0.00002161 0.00855769 0.00041319 0.00086653 0.01350636\n",
      "  0.0350379  0.00002748 0.00095203 0.00018342]\n",
      " [0.03076645 0.00002574 0.23654537 0.03070791 0.03036911 0.02222134\n",
      "  0.60211074 0.00490042 0.04045117 0.00190168]\n",
      " [0.00093803 0.7882493  0.01755801 0.06514078 0.00771065 0.04065213\n",
      "  0.00981324 0.0177987  0.02252971 0.02960944]\n",
      " [0.01658367 0.00002445 0.00003405 0.00157628 0.00739491 0.00625004\n",
      "  0.00001953 0.89079493 0.00682852 0.07049361]\n",
      " [0.00089418 0.00000125 0.00002175 0.00072357 0.00006285 0.00095258\n",
      "  0.00000031 0.98289627 0.00080666 0.01364049]\n",
      " [0.05512786 0.00059628 0.76744485 0.05094607 0.00004831 0.01722862\n",
      "  0.00498831 0.00001077 0.10357828 0.00003076]\n",
      " [0.00098883 0.71230143 0.0257354  0.01951815 0.06188564 0.01218158\n",
      "  0.05739592 0.00793418 0.03829226 0.0637666 ]\n",
      " [0.00054543 0.00000234 0.9985964  0.00025137 0.00002428 0.00025607\n",
      "  0.00017925 0.00001787 0.00012112 0.00000589]\n",
      " [0.00005051 0.00002078 0.00019847 0.00270221 0.00005952 0.00032927\n",
      "  0.00000336 0.99054575 0.00013972 0.00595035]\n",
      " [0.00316987 0.00081535 0.01350626 0.00148123 0.02030802 0.0095124\n",
      "  0.932196   0.00044952 0.00903099 0.00953031]\n",
      " [0.00135146 0.00005476 0.95875746 0.00239024 0.00040641 0.00025815\n",
      "  0.03362175 0.00057625 0.00227678 0.00030662]\n",
      " [0.00123871 0.00235634 0.00054741 0.00765241 0.39540845 0.05459206\n",
      "  0.00226411 0.04015459 0.01467911 0.48110685]\n",
      " [0.00827548 0.01309305 0.01481446 0.58146447 0.00285299 0.20155965\n",
      "  0.01721613 0.01850776 0.13786454 0.00435142]\n",
      " [0.06987335 0.00005387 0.02378885 0.37476662 0.04009172 0.36113533\n",
      "  0.00292532 0.03670437 0.06452912 0.02613162]\n",
      " [0.00462799 0.00019387 0.00152099 0.08784153 0.01812604 0.82614803\n",
      "  0.01411733 0.00406602 0.02201847 0.02133976]\n",
      " [0.00058437 0.91534793 0.00356509 0.03204956 0.00450975 0.00843607\n",
      "  0.01331082 0.00531501 0.00969298 0.00718852]\n",
      " [0.00305612 0.00095549 0.01394203 0.00147889 0.00422646 0.02986336\n",
      "  0.9198198  0.00001101 0.02591312 0.00073388]\n",
      " [0.57265836 0.00026217 0.03881804 0.06613531 0.00556706 0.10450309\n",
      "  0.02176695 0.01288052 0.11953224 0.05787624]\n",
      " [0.00037862 0.00020312 0.00116574 0.0005822  0.88771486 0.00297091\n",
      "  0.01395605 0.03590061 0.00085143 0.05627641]\n",
      " [0.00005627 0.00000236 0.00000748 0.00010533 0.00003895 0.00011194\n",
      "  0.00000039 0.99875474 0.00030446 0.00061803]\n",
      " [0.00262716 0.00024847 0.9814657  0.00136788 0.00040854 0.00105673\n",
      "  0.00996045 0.00003385 0.00269974 0.0001315 ]\n",
      " [0.00015689 0.97235155 0.00158323 0.0011375  0.00105265 0.00545615\n",
      "  0.00678419 0.00066453 0.00796454 0.00284879]\n",
      " [0.00423158 0.0006535  0.00049404 0.00181549 0.01462935 0.6989452\n",
      "  0.0042947  0.00326117 0.13814783 0.1335271 ]\n",
      " [0.00873376 0.00000135 0.01721754 0.00006415 0.00143324 0.00023224\n",
      "  0.97047114 0.00000883 0.00151084 0.00032701]\n",
      " [0.00011787 0.0000034  0.00000203 0.00010652 0.00021133 0.00008893\n",
      "  0.00000001 0.9892637  0.00019071 0.0100155 ]\n",
      " [0.00021669 0.00000611 0.0000063  0.00217421 0.00085348 0.00147233\n",
      "  0.00000393 0.932348   0.00068378 0.06223521]\n",
      " [0.03500263 0.00001141 0.01992207 0.02100712 0.00988842 0.44072527\n",
      "  0.0044661  0.01410142 0.39401737 0.06085826]\n",
      " [0.23261927 0.00000169 0.00436705 0.00042571 0.00096279 0.00977858\n",
      "  0.7510707  0.00000946 0.0006846  0.00008014]\n",
      " [0.9577237  0.00000861 0.0040143  0.00208209 0.00007649 0.02784841\n",
      "  0.00082723 0.00045351 0.0067641  0.00020157]\n",
      " [0.0033437  0.01199157 0.01779896 0.00522544 0.00264153 0.05127708\n",
      "  0.00056975 0.00139403 0.8975739  0.00818407]\n",
      " [0.00076223 0.00029172 0.0019269  0.00211112 0.72109526 0.00216934\n",
      "  0.04181501 0.00159734 0.00339219 0.22483884]\n",
      " [0.00040609 0.00000992 0.00003361 0.00040852 0.22057112 0.0012793\n",
      "  0.00015352 0.30345285 0.00982971 0.4638553 ]\n",
      " [0.0303367  0.09353644 0.08824856 0.3099621  0.00515132 0.04922597\n",
      "  0.01128417 0.05058692 0.31940785 0.04226008]\n",
      " [0.00036221 0.00000114 0.00150956 0.00009454 0.5733755  0.00058316\n",
      "  0.00074318 0.00199446 0.00131551 0.42002073]\n",
      " [0.01495135 0.12791859 0.0083448  0.04742428 0.00385762 0.2033348\n",
      "  0.00456651 0.07166351 0.45205966 0.06587889]\n",
      " [0.03402613 0.00992154 0.07570758 0.8285103  0.0006162  0.02363401\n",
      "  0.01674061 0.00147439 0.00901562 0.00035345]\n",
      " [0.7500036  0.00133536 0.01561627 0.00528391 0.00117708 0.11777933\n",
      "  0.07890332 0.00233856 0.02259687 0.00496568]\n",
      " [0.0023965  0.2092959  0.02575856 0.04516814 0.00509193 0.00508563\n",
      "  0.00097272 0.59365404 0.04180063 0.07077604]\n",
      " [0.02522881 0.00115547 0.06176664 0.74955845 0.00055518 0.07034086\n",
      "  0.00125551 0.00252249 0.0855174  0.00209922]\n",
      " [0.05531013 0.00037097 0.03073401 0.4874141  0.00729324 0.12296786\n",
      "  0.02112692 0.00194298 0.25595763 0.01688216]\n",
      " [0.04703727 0.03407861 0.01112564 0.02372053 0.05637902 0.4396705\n",
      "  0.06284322 0.01063936 0.23441115 0.08009464]\n",
      " [0.01703567 0.00004978 0.00084889 0.00006693 0.75429684 0.13923226\n",
      "  0.04949417 0.00132136 0.01329455 0.0243596 ]\n",
      " [0.76003146 0.00000111 0.01867904 0.00884206 0.0002437  0.03480718\n",
      "  0.00109681 0.169194   0.00385217 0.00325245]\n",
      " [0.0030555  0.00024706 0.01461508 0.00835766 0.8333184  0.00249502\n",
      "  0.00625152 0.00474163 0.01419749 0.11272063]\n",
      " [0.00879133 0.0000091  0.0050697  0.00355716 0.16539265 0.00374952\n",
      "  0.00532946 0.01956196 0.06066658 0.72787255]\n",
      " [0.00337639 0.8648241  0.00857499 0.00552861 0.00182357 0.0090795\n",
      "  0.00038368 0.01023171 0.09467879 0.0014987 ]\n",
      " [0.21139379 0.00001625 0.00006254 0.00599635 0.00420692 0.11167837\n",
      "  0.00063698 0.6376205  0.01347491 0.01491342]\n",
      " [0.00025719 0.00308316 0.9226234  0.01286334 0.00676842 0.00136215\n",
      "  0.04572796 0.00001513 0.0069279  0.00037137]\n",
      " [0.00068296 0.00933991 0.06198176 0.28041795 0.15325065 0.13559096\n",
      "  0.26094964 0.02028776 0.02415138 0.05334693]\n",
      " [0.16669102 0.00004326 0.00033346 0.00558123 0.00096712 0.6680307\n",
      "  0.00002462 0.09604823 0.03023082 0.03204964]\n",
      " [0.00292381 0.00015839 0.00117645 0.00621485 0.12457244 0.00470452\n",
      "  0.00208906 0.03029636 0.00313526 0.82472885]\n",
      " [0.00017088 0.97266746 0.00290025 0.00194068 0.00046561 0.00111815\n",
      "  0.00123102 0.00244346 0.01503237 0.00203004]\n",
      " [0.01569779 0.00231858 0.03002832 0.16296281 0.00089928 0.12175446\n",
      "  0.52097356 0.00016737 0.14327519 0.00192265]\n",
      " [0.00058034 0.00211834 0.00143728 0.00047156 0.9352957  0.00338275\n",
      "  0.01560255 0.00487845 0.00498854 0.03124461]\n",
      " [0.03553071 0.06807619 0.02742271 0.08113755 0.00910466 0.12153561\n",
      "  0.02444413 0.12131981 0.44283184 0.06859684]\n",
      " [0.00380674 0.00000113 0.04024036 0.00005902 0.00197867 0.00293405\n",
      "  0.9490637  0.00000322 0.00181033 0.00010282]\n",
      " [0.00892719 0.00339884 0.3474831  0.05971372 0.00002061 0.01123054\n",
      "  0.00170112 0.00294591 0.5629277  0.00165134]\n",
      " [0.00124019 0.0500167  0.00820636 0.05844143 0.00308326 0.0042203\n",
      "  0.0005202  0.707213   0.05949176 0.10756679]\n",
      " [0.00028688 0.00493445 0.00317185 0.01225614 0.00061172 0.03967906\n",
      "  0.00082915 0.00107936 0.93342775 0.00372366]\n",
      " [0.8816263  0.0000195  0.00034847 0.01408903 0.00006806 0.0758002\n",
      "  0.00031918 0.00133681 0.02557006 0.00082225]\n",
      " [0.00453786 0.00001608 0.00055505 0.00656045 0.0469406  0.00295957\n",
      "  0.00130988 0.22173761 0.01584028 0.69954264]\n",
      " [0.00006495 0.00001024 0.00007675 0.00047907 0.61298233 0.00031743\n",
      "  0.00009563 0.01368252 0.00280227 0.36948884]\n",
      " [0.00091838 0.00002652 0.90452087 0.00227121 0.01498202 0.0014991\n",
      "  0.04775218 0.00027819 0.00883398 0.01891751]\n",
      " [0.88201237 0.000009   0.00086103 0.02179169 0.00018265 0.07966176\n",
      "  0.00041437 0.00052231 0.01283396 0.00171079]\n",
      " [0.00092453 0.00001101 0.00022282 0.00016975 0.9825837  0.00088924\n",
      "  0.00524073 0.00030217 0.00067259 0.00898329]\n",
      " [0.00106999 0.65345126 0.02749404 0.03486885 0.01044731 0.03183047\n",
      "  0.0380176  0.01278945 0.17264956 0.01738152]\n",
      " [0.00001998 0.00001493 0.9884644  0.00427253 0.00000364 0.00002334\n",
      "  0.00692429 0.00000015 0.00027669 0.00000007]\n",
      " [0.00100133 0.01745359 0.03619672 0.00236481 0.7075166  0.00632601\n",
      "  0.14870647 0.00109346 0.01840444 0.06093645]\n",
      " [0.00012195 0.0000333  0.0000641  0.00190624 0.02970998 0.00094586\n",
      "  0.00002022 0.07407146 0.00197043 0.89115644]\n",
      " [0.00102523 0.00006325 0.00406925 0.00015792 0.00257866 0.00258327\n",
      "  0.9866065  0.00000247 0.002546   0.00036744]\n",
      " [0.01097724 0.00002346 0.95927656 0.01384472 0.0000643  0.00676674\n",
      "  0.00544902 0.0005414  0.00284551 0.00021127]\n",
      " [0.00510724 0.0000124  0.006043   0.00713934 0.09905437 0.00226255\n",
      "  0.00055437 0.08868755 0.00312929 0.7880099 ]\n",
      " [0.00960818 0.00011493 0.44117838 0.00658342 0.06460913 0.00421712\n",
      "  0.4316953  0.00721895 0.02579553 0.00897901]\n",
      " [0.00130361 0.91822463 0.0104081  0.00942813 0.0018587  0.00127683\n",
      "  0.00140951 0.02686107 0.02399191 0.0052377 ]\n",
      " [0.0115441  0.20318376 0.06849985 0.32027307 0.01079816 0.05532801\n",
      "  0.00909177 0.21953465 0.07860082 0.02314582]\n",
      " [0.00222856 0.00000455 0.9915388  0.00300648 0.00006018 0.00077145\n",
      "  0.00086885 0.00002457 0.00096534 0.0005312 ]\n",
      " [0.00345589 0.39556137 0.01722409 0.00234259 0.01879977 0.21413465\n",
      "  0.01942291 0.0002316  0.32657334 0.00225375]\n",
      " [0.00048754 0.00013324 0.00139973 0.003648   0.12832384 0.0007046\n",
      "  0.00128166 0.05966204 0.00579454 0.79856473]\n",
      " [0.00007426 0.0000192  0.96768236 0.0314201  0.00000147 0.00017489\n",
      "  0.00007461 0.00027887 0.00020869 0.00006565]\n",
      " [0.7434161  0.00008225 0.00498923 0.01393067 0.00020836 0.22567034\n",
      "  0.00612241 0.0011732  0.00341903 0.00098848]\n",
      " [0.00005599 0.00034308 0.00203379 0.98902774 0.0000667  0.00105736\n",
      "  0.0000249  0.0018711  0.00471386 0.00080545]\n",
      " [0.00019437 0.01101938 0.9468019  0.01294793 0.00008878 0.00027476\n",
      "  0.00807009 0.0001004  0.0201948  0.00030741]\n",
      " [0.00236901 0.0032231  0.03352118 0.14652063 0.00194118 0.02678117\n",
      "  0.00445165 0.00143865 0.7754252  0.00432822]\n",
      " [0.00157132 0.01261406 0.00345673 0.06403297 0.01172985 0.03122181\n",
      "  0.00054019 0.56254435 0.05870372 0.253585  ]\n",
      " [0.9887256  0.00000005 0.00060254 0.00089114 0.0000034  0.00773081\n",
      "  0.00005149 0.0010868  0.00080406 0.00010407]\n",
      " [0.00224251 0.02264662 0.8523965  0.01641188 0.0055762  0.00779671\n",
      "  0.02224792 0.00006231 0.06429221 0.0063271 ]] (11.672 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 0.56558007, step = 2601 (23.631 sec)\n",
      "INFO:tensorflow:probabilities = [[0.25772494 0.00000166 0.03928426 0.00091097 0.00790907 0.35096726\n",
      "  0.31462047 0.00534803 0.01056714 0.0126661 ]\n",
      " [0.0081457  0.00035689 0.00748806 0.9280735  0.00001571 0.04479552\n",
      "  0.00003885 0.00027336 0.0098339  0.00097841]\n",
      " [0.00943501 0.00000119 0.00002602 0.00113684 0.00231293 0.01148977\n",
      "  0.00002789 0.85800093 0.00061094 0.11695845]\n",
      " [0.00004213 0.00001774 0.00002133 0.00812203 0.00003174 0.00100689\n",
      "  0.00000089 0.9818547  0.00021825 0.00868426]\n",
      " [0.00670561 0.00088981 0.03131697 0.05545034 0.00624548 0.04728498\n",
      "  0.00475473 0.1321252  0.68286246 0.03236447]\n",
      " [0.00308589 0.0000996  0.00074475 0.00252436 0.49773568 0.00062971\n",
      "  0.00039345 0.14809832 0.00096331 0.34572494]\n",
      " [0.00640808 0.02894797 0.03248623 0.03304021 0.02050213 0.02358777\n",
      "  0.00820413 0.0033532  0.771238   0.07223222]\n",
      " [0.28197575 0.00039629 0.00044879 0.0058693  0.07942934 0.03465578\n",
      "  0.00174299 0.40018666 0.00559619 0.18969898]\n",
      " [0.00433214 0.00004105 0.8858599  0.00075745 0.00065858 0.00012422\n",
      "  0.10590491 0.00000467 0.00214891 0.00016825]\n",
      " [0.00018941 0.95232695 0.00295563 0.00412971 0.00185793 0.00134464\n",
      "  0.00227447 0.00231293 0.02985774 0.00275051]\n",
      " [0.00371522 0.00017974 0.00043912 0.00082611 0.02147457 0.83558464\n",
      "  0.00097661 0.00305165 0.07190307 0.06184928]\n",
      " [0.09409361 0.00054018 0.86991936 0.00432848 0.00052452 0.00224359\n",
      "  0.0258159  0.00015243 0.00215907 0.00022287]\n",
      " [0.01358341 0.00039546 0.00324597 0.10004342 0.00732623 0.11457919\n",
      "  0.00170205 0.4154834  0.04513749 0.2985034 ]\n",
      " [0.01221648 0.00052828 0.00152945 0.08759605 0.01346248 0.78391737\n",
      "  0.00272037 0.01440282 0.06506044 0.01856633]\n",
      " [0.0014879  0.00680563 0.5531298  0.38773277 0.00226403 0.01077053\n",
      "  0.00272818 0.00895018 0.00876325 0.01736769]\n",
      " [0.07045017 0.0010431  0.01495445 0.6265142  0.00007524 0.17348075\n",
      "  0.00120677 0.00062729 0.11130504 0.00034295]\n",
      " [0.00146861 0.00196751 0.8988112  0.04589691 0.00090104 0.00423795\n",
      "  0.00892707 0.00813273 0.02302277 0.00663417]\n",
      " [0.0452043  0.00050039 0.00130791 0.7689838  0.00007463 0.15905392\n",
      "  0.00004876 0.00267132 0.02120277 0.00095222]\n",
      " [0.00066863 0.953959   0.00300204 0.00801966 0.00338825 0.00229419\n",
      "  0.00311181 0.00757628 0.01014324 0.00783686]\n",
      " [0.01398681 0.00007559 0.2638957  0.6988636  0.00021073 0.00649747\n",
      "  0.0012099  0.00534459 0.00888028 0.00103531]\n",
      " [0.00023614 0.97122777 0.00645472 0.00336202 0.00085567 0.00128978\n",
      "  0.0010863  0.00287068 0.01112203 0.00149477]\n",
      " [0.09601556 0.00027582 0.17562003 0.60680014 0.00261605 0.06142968\n",
      "  0.02473992 0.01303105 0.01432321 0.00514852]\n",
      " [0.00005585 0.00000125 0.00005211 0.9978828  0.00000005 0.00088317\n",
      "  0.00000124 0.00054284 0.00057752 0.00000328]\n",
      " [0.02184622 0.00538746 0.03423852 0.0070571  0.0029327  0.17615484\n",
      "  0.0088709  0.00267947 0.73725945 0.00357335]\n",
      " [0.0095933  0.02839684 0.01758024 0.05136697 0.03764597 0.13991202\n",
      "  0.3780386  0.00300718 0.28834483 0.04611408]\n",
      " [0.00080564 0.00068175 0.00016249 0.00185613 0.00303438 0.00395404\n",
      "  0.00003779 0.919004   0.00437055 0.06609322]\n",
      " [0.9917856  0.00000002 0.0000295  0.00080373 0.00000006 0.00638683\n",
      "  0.00036266 0.00005654 0.00056069 0.00001458]\n",
      " [0.06925242 0.00067114 0.02085861 0.02094685 0.00841475 0.09972595\n",
      "  0.00087871 0.06624199 0.69293    0.0200796 ]\n",
      " [0.00137204 0.00025926 0.03717182 0.00166249 0.66310364 0.01419661\n",
      "  0.02958221 0.0462008  0.06655554 0.13989565]\n",
      " [0.0705938  0.00005079 0.00040901 0.00246317 0.01300469 0.04383816\n",
      "  0.00071218 0.62857276 0.00929012 0.23106529]\n",
      " [0.01500724 0.03895757 0.00767727 0.70548266 0.00015282 0.11865165\n",
      "  0.00192642 0.00344583 0.10566813 0.00303035]\n",
      " [0.00405828 0.00003156 0.00013756 0.00111204 0.00530007 0.00890746\n",
      "  0.00001643 0.7111308  0.00695721 0.26234856]\n",
      " [0.9412146  0.00000085 0.00074098 0.00510777 0.00074586 0.0500294\n",
      "  0.00017601 0.00034727 0.0010963  0.00054087]\n",
      " [0.00009029 0.00014295 0.00978711 0.0003117  0.00995802 0.00077032\n",
      "  0.9721062  0.00001056 0.00638655 0.00043623]\n",
      " [0.01040186 0.03682842 0.01161453 0.695648   0.00181603 0.07076933\n",
      "  0.00337462 0.0368352  0.11788578 0.01482615]\n",
      " [0.00152718 0.0000595  0.00006839 0.00062708 0.32147267 0.0343256\n",
      "  0.00047388 0.11299579 0.2723634  0.2560866 ]\n",
      " [0.02145083 0.01808124 0.00620523 0.4565333  0.01054449 0.27599716\n",
      "  0.01787935 0.01450275 0.06734648 0.11145914]\n",
      " [0.62280965 0.00000063 0.18843946 0.00531496 0.00319031 0.00367935\n",
      "  0.00216683 0.05257525 0.00818316 0.11364037]\n",
      " [0.18517698 0.00018251 0.00038341 0.7214094  0.00006216 0.08010967\n",
      "  0.00006556 0.00498558 0.00721237 0.00041233]\n",
      " [0.36263898 0.00075891 0.19125207 0.03675539 0.10837419 0.1667\n",
      "  0.01586671 0.00029764 0.10967193 0.00768418]\n",
      " [0.00314388 0.00004729 0.8664657  0.04927231 0.00088059 0.00142671\n",
      "  0.05960353 0.00017641 0.01830994 0.00067368]\n",
      " [0.7238128  0.00037447 0.05624258 0.12012424 0.00442537 0.04718043\n",
      "  0.00252064 0.00118355 0.04313098 0.00100487]\n",
      " [0.00355575 0.00011097 0.00246785 0.0818214  0.00001124 0.01616927\n",
      "  0.00003603 0.00008802 0.8956836  0.00005584]\n",
      " [0.6762401  0.00007399 0.01268324 0.00229607 0.00067665 0.27092227\n",
      "  0.00832248 0.00006866 0.02721835 0.00149817]\n",
      " [0.00336172 0.00341609 0.00308947 0.00498925 0.46901044 0.02997987\n",
      "  0.02350785 0.00412538 0.01485938 0.44366053]\n",
      " [0.00177377 0.00066897 0.8532677  0.00554163 0.05397842 0.00313539\n",
      "  0.05944176 0.00549828 0.00350145 0.0131927 ]\n",
      " [0.0026891  0.00000064 0.0001578  0.00004831 0.94836015 0.03202285\n",
      "  0.00773643 0.00006034 0.00086044 0.00806384]\n",
      " [0.00407491 0.00104855 0.01088727 0.00694466 0.66757333 0.00940742\n",
      "  0.0513553  0.0110538  0.06638052 0.17127419]\n",
      " [0.04591312 0.00240045 0.15110227 0.05679487 0.09348168 0.08425575\n",
      "  0.4034633  0.01595389 0.11560316 0.03103147]\n",
      " [0.9465237  0.00000084 0.00021266 0.00023113 0.00000446 0.05114873\n",
      "  0.00143617 0.00000585 0.00043116 0.00000534]\n",
      " [0.05494262 0.00185876 0.01430033 0.15768333 0.00108887 0.65154576\n",
      "  0.00106204 0.01037257 0.10124127 0.00590445]\n",
      " [0.0035147  0.00387299 0.01331507 0.59867483 0.00026986 0.00976394\n",
      "  0.00122368 0.00270426 0.36527953 0.00138118]\n",
      " [0.12169856 0.00001223 0.00456152 0.00172581 0.14084122 0.01584179\n",
      "  0.00247839 0.0689078  0.01584613 0.6280865 ]\n",
      " [0.0228606  0.00030553 0.00085738 0.17835788 0.00065212 0.65173656\n",
      "  0.00494656 0.00153698 0.13332555 0.00542078]\n",
      " [0.02892731 0.00131234 0.5403525  0.3195219  0.00001377 0.01145049\n",
      "  0.00025254 0.00006924 0.09803046 0.00006936]\n",
      " [0.0031949  0.00003528 0.00241158 0.5749603  0.0000173  0.04710054\n",
      "  0.00041857 0.02569225 0.34347168 0.00269757]\n",
      " [0.00071792 0.02739999 0.00426877 0.01555848 0.66023254 0.01242564\n",
      "  0.03201208 0.02134268 0.00790906 0.21813284]\n",
      " [0.6978985  0.00000441 0.01796083 0.00130299 0.00030869 0.27759412\n",
      "  0.00159356 0.0023945  0.00060609 0.00033635]\n",
      " [0.00237909 0.00443901 0.00345492 0.00995591 0.38630986 0.02961565\n",
      "  0.01184683 0.0122251  0.01891017 0.5208635 ]\n",
      " [0.0030136  0.01188376 0.00473309 0.00181023 0.49739915 0.00525031\n",
      "  0.02759583 0.0595061  0.02377327 0.36503467]\n",
      " [0.00222527 0.00001319 0.03629477 0.00022701 0.00038436 0.00019397\n",
      "  0.9590273  0.00000379 0.00153896 0.00009145]\n",
      " [0.00064342 0.01337439 0.01529607 0.00138415 0.01757001 0.00347442\n",
      "  0.9356673  0.00033054 0.00697873 0.00528094]\n",
      " [0.00052304 0.00002149 0.00023713 0.00504149 0.72511595 0.02955365\n",
      "  0.00056946 0.01643156 0.03865144 0.18385473]\n",
      " [0.00348397 0.05772413 0.02225104 0.02710254 0.00260832 0.00381175\n",
      "  0.00028495 0.7541287  0.03172986 0.0968748 ]\n",
      " [0.00008052 0.00082514 0.0377181  0.00116398 0.09481221 0.00104427\n",
      "  0.8561233  0.0008899  0.00271089 0.00463167]\n",
      " [0.0009649  0.00000258 0.0155665  0.00041269 0.8347173  0.00216508\n",
      "  0.08022365 0.00044659 0.00164786 0.06385296]\n",
      " [0.00127195 0.00000886 0.00014843 0.0000959  0.8945986  0.00283791\n",
      "  0.02501369 0.00052306 0.00280883 0.07269286]\n",
      " [0.07218426 0.00026435 0.05976932 0.54398453 0.00194428 0.13614446\n",
      "  0.0572787  0.00749978 0.09273847 0.02819185]\n",
      " [0.00910717 0.0040836  0.01769583 0.02178821 0.18540116 0.02523185\n",
      "  0.01503078 0.039159   0.02795318 0.6545493 ]\n",
      " [0.00182207 0.9521258  0.00842825 0.00876893 0.00508833 0.00116012\n",
      "  0.00473227 0.00792453 0.00714228 0.00280762]\n",
      " [0.00024701 0.9617815  0.01133454 0.00285926 0.00119535 0.00131766\n",
      "  0.00388541 0.00272583 0.01329425 0.00135917]\n",
      " [0.00089758 0.61065435 0.00744237 0.04571492 0.0048656  0.0085239\n",
      "  0.00207129 0.16901396 0.12002977 0.03078628]\n",
      " [0.00085751 0.8904403  0.00908888 0.0412373  0.00391412 0.00355025\n",
      "  0.00675057 0.01655083 0.01691878 0.0106916 ]\n",
      " [0.00255539 0.00002396 0.00023279 0.00012833 0.93543565 0.00717789\n",
      "  0.00343723 0.00022998 0.00835495 0.04242384]\n",
      " [0.00521687 0.00853953 0.01318752 0.00917164 0.00363562 0.0402704\n",
      "  0.8945982  0.00009744 0.02283044 0.00245229]\n",
      " [0.04947592 0.00001681 0.4261973  0.02379476 0.04635263 0.01140431\n",
      "  0.43160525 0.0000995  0.00971526 0.00133836]\n",
      " [0.14657274 0.00002089 0.00045126 0.00119463 0.1472043  0.08835547\n",
      "  0.00093925 0.22280493 0.00791521 0.38454142]\n",
      " [0.00013811 0.0060217  0.0004081  0.01171328 0.00382939 0.22452301\n",
      "  0.00111027 0.03632969 0.6453581  0.07056844]\n",
      " [0.00216276 0.00000023 0.00021447 0.00008948 0.02313234 0.00021168\n",
      "  0.00016972 0.00208389 0.00263424 0.9693012 ]\n",
      " [0.05116233 0.00002559 0.15193366 0.00271546 0.05649872 0.00920826\n",
      "  0.01534127 0.0535903  0.01919724 0.6403271 ]\n",
      " [0.00024531 0.00089251 0.00688544 0.00302908 0.68987036 0.00271537\n",
      "  0.00416196 0.02668543 0.01175517 0.2537594 ]\n",
      " [0.00636617 0.00228464 0.01847288 0.7389043  0.00048444 0.02829959\n",
      "  0.00013869 0.03239934 0.1493085  0.02334132]\n",
      " [0.921646   0.00000132 0.00795999 0.03225701 0.00003099 0.03582623\n",
      "  0.00013874 0.00054115 0.00147939 0.00011923]\n",
      " [0.00168717 0.0000245  0.00039572 0.00070574 0.13137124 0.00145035\n",
      "  0.01067575 0.75178826 0.00956447 0.09233692]\n",
      " [0.00029402 0.00000584 0.00190122 0.00000581 0.00025206 0.00014235\n",
      "  0.9970299  0.00000128 0.00029519 0.00007225]\n",
      " [0.01242683 0.0006474  0.0676804  0.00480542 0.00113318 0.01109743\n",
      "  0.86057484 0.0000372  0.04086331 0.00073403]\n",
      " [0.00065659 0.00059615 0.00046274 0.00016939 0.873785   0.00421672\n",
      "  0.00314602 0.01173665 0.01180297 0.09342767]\n",
      " [0.00302975 0.00000085 0.00001316 0.00118467 0.00081827 0.01040612\n",
      "  0.0000036  0.81491756 0.00065112 0.16897501]\n",
      " [0.00000625 0.00012679 0.98660094 0.01166693 0.00000318 0.00007725\n",
      "  0.00132006 0.0000182  0.00017944 0.00000088]\n",
      " [0.0038996  0.00014838 0.46595198 0.3551932  0.00016885 0.0063356\n",
      "  0.00144955 0.07915929 0.08035048 0.00734312]\n",
      " [0.00039965 0.00004323 0.00051768 0.00014546 0.9777323  0.00017204\n",
      "  0.0070829  0.00058453 0.00077847 0.01254377]\n",
      " [0.00087678 0.01881932 0.08017415 0.4723246  0.0015623  0.06236418\n",
      "  0.0004699  0.20600976 0.14044811 0.01695093]\n",
      " [0.00042096 0.00070648 0.00168223 0.00984578 0.00186378 0.00303063\n",
      "  0.00005821 0.9092862  0.03379414 0.03931167]\n",
      " [0.00012593 0.00001413 0.00078319 0.00012292 0.9394425  0.00017092\n",
      "  0.04989408 0.00008926 0.00095813 0.00839891]\n",
      " [0.00027885 0.00940319 0.01124385 0.00104707 0.00274143 0.00620458\n",
      "  0.9605521  0.00001051 0.00740569 0.00111263]\n",
      " [0.00668652 0.00345182 0.01530454 0.78725195 0.00024667 0.01604715\n",
      "  0.00020244 0.09796403 0.03079292 0.04205203]\n",
      " [0.95996344 0.00000284 0.00060829 0.00261022 0.00000422 0.03400649\n",
      "  0.00084277 0.00031694 0.00118285 0.00046172]\n",
      " [0.0421111  0.04246923 0.17696713 0.33531666 0.00937334 0.10843739\n",
      "  0.05385453 0.00387406 0.21852793 0.00906859]\n",
      " [0.00216594 0.00263012 0.95600575 0.00475667 0.00458527 0.00180011\n",
      "  0.0097372  0.00078103 0.00282048 0.01471751]\n",
      " [0.00027432 0.00446233 0.00004163 0.00732574 0.00143503 0.00191468\n",
      "  0.00002783 0.7135277  0.01286136 0.25812948]] (12.825 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 4.12275\n",
      "INFO:tensorflow:probabilities = [[0.0008764  0.0013419  0.91095895 0.00240759 0.00368121 0.00418706\n",
      "  0.07294644 0.00016854 0.002098   0.00133386]\n",
      " [0.00068829 0.00344751 0.9814185  0.00616817 0.00066225 0.00019268\n",
      "  0.00188586 0.00015926 0.00368716 0.00169036]\n",
      " [0.00746998 0.00008525 0.00126145 0.00055752 0.92221755 0.02405263\n",
      "  0.00709771 0.00283787 0.00266285 0.03175704]\n",
      " [0.05247673 0.0005594  0.0224339  0.00802572 0.0015136  0.01725884\n",
      "  0.87182295 0.00004807 0.02552301 0.00033778]\n",
      " [0.01663228 0.00983073 0.08179335 0.0273636  0.2656093  0.03710731\n",
      "  0.1019247  0.02385806 0.15450965 0.28137103]\n",
      " [0.00197278 0.04343972 0.00145448 0.02945481 0.05033586 0.03687352\n",
      "  0.0014325  0.32442886 0.00730763 0.50329983]\n",
      " [0.01661149 0.17439048 0.017046   0.12324933 0.00462385 0.484552\n",
      "  0.00306755 0.00537877 0.1613201  0.00976033]\n",
      " [0.00172074 0.00000626 0.98150384 0.0103339  0.00002004 0.00086709\n",
      "  0.00266541 0.00002929 0.00283926 0.00001429]\n",
      " [0.9278551  0.00001316 0.0016383  0.0010957  0.00012714 0.05174746\n",
      "  0.00565904 0.00026594 0.01095339 0.00064469]\n",
      " [0.00249495 0.00367108 0.02179863 0.92805076 0.00012604 0.00620202\n",
      "  0.00020265 0.00287145 0.03250758 0.00207481]\n",
      " [0.0000271  0.00000004 0.00000084 0.0019525  0.0007575  0.0005682\n",
      "  0.00000002 0.9570283  0.00003308 0.03963232]\n",
      " [0.00005121 0.00022471 0.96325696 0.00481215 0.00002751 0.00025095\n",
      "  0.00059783 0.00103771 0.02959274 0.00014829]\n",
      " [0.06071643 0.07261349 0.0171825  0.03380397 0.0175855  0.56183165\n",
      "  0.01915713 0.04556198 0.14266911 0.02887828]\n",
      " [0.00542228 0.00015492 0.89679426 0.00720634 0.01608091 0.00139732\n",
      "  0.04999692 0.00003018 0.01763088 0.00528601]\n",
      " [0.00023231 0.00014936 0.00387218 0.00122215 0.26425314 0.00048327\n",
      "  0.00366765 0.05141647 0.00721808 0.6674854 ]\n",
      " [0.05759329 0.01237173 0.03050792 0.8486794  0.00048517 0.02204748\n",
      "  0.00188593 0.01710792 0.00635983 0.00296136]\n",
      " [0.00012743 0.00019354 0.00333875 0.0049603  0.91716254 0.00074134\n",
      "  0.00674483 0.00401777 0.00356965 0.0591437 ]\n",
      " [0.00133862 0.00686038 0.00429255 0.00107937 0.08135609 0.00389982\n",
      "  0.00255654 0.0336131  0.03831227 0.82669127]\n",
      " [0.00002783 0.98938924 0.00124874 0.00041874 0.00015144 0.00035861\n",
      "  0.00061466 0.00084656 0.00554016 0.00140405]\n",
      " [0.06224522 0.00893365 0.5557629  0.04506353 0.15195422 0.01636663\n",
      "  0.08777015 0.00049061 0.03550474 0.0359083 ]\n",
      " [0.80796635 0.00061405 0.00610637 0.01582033 0.00029609 0.08849163\n",
      "  0.05671708 0.00015657 0.02286495 0.00096657]\n",
      " [0.00131334 0.00048317 0.04428776 0.29093698 0.00678768 0.05694242\n",
      "  0.02436851 0.01481992 0.45353064 0.10652953]\n",
      " [0.00192551 0.00003081 0.00005683 0.00719057 0.00013942 0.00456624\n",
      "  0.00001338 0.89035314 0.00292189 0.09280219]\n",
      " [0.00076565 0.00033803 0.00033173 0.01400937 0.0007414  0.00554194\n",
      "  0.00000917 0.9044721  0.00502257 0.06876799]\n",
      " [0.0051356  0.00016309 0.01053763 0.8234648  0.00005403 0.13100266\n",
      "  0.00019245 0.01799222 0.008969   0.00248848]\n",
      " [0.00576138 0.43567225 0.06758104 0.00721744 0.02400304 0.0559378\n",
      "  0.30202153 0.00064882 0.0953208  0.00583595]\n",
      " [0.8170911  0.00032819 0.00380633 0.024216   0.00066286 0.10811722\n",
      "  0.01635697 0.00114963 0.02492426 0.0033474 ]\n",
      " [0.00335464 0.00011347 0.00002453 0.00185222 0.00037527 0.91808844\n",
      "  0.0000248  0.00601747 0.06850654 0.00164252]\n",
      " [0.00001003 0.00000021 0.0000291  0.00001627 0.59165496 0.00101561\n",
      "  0.00005244 0.00068803 0.00739172 0.3991417 ]\n",
      " [0.94023013 0.00000678 0.00057773 0.00044864 0.00011274 0.04258232\n",
      "  0.01160674 0.00008951 0.00377263 0.00057278]\n",
      " [0.01334611 0.00038406 0.00330554 0.01057473 0.01140432 0.5801531\n",
      "  0.04228835 0.00016137 0.30913833 0.02924416]\n",
      " [0.00187918 0.02294748 0.03011149 0.00368898 0.00892557 0.0059012\n",
      "  0.90493506 0.00005717 0.02116854 0.00038537]\n",
      " [0.00185591 0.00190092 0.00125714 0.00133065 0.06844581 0.006506\n",
      "  0.0031114  0.0292686  0.0327908  0.8535328 ]\n",
      " [0.00076076 0.00001027 0.00002149 0.00052368 0.0000322  0.00162154\n",
      "  0.0000015  0.9940737  0.0001838  0.00277111]\n",
      " [0.00015939 0.0094845  0.00635849 0.00835154 0.32515442 0.00731862\n",
      "  0.00438942 0.02901775 0.0880328  0.52173305]\n",
      " [0.0366073  0.0771988  0.10344316 0.01315445 0.15415344 0.3873386\n",
      "  0.10350499 0.00714709 0.0676058  0.04984629]\n",
      " [0.13917056 0.0022617  0.08434401 0.02222265 0.0013967  0.1909423\n",
      "  0.11713409 0.00065108 0.33536533 0.10651167]\n",
      " [0.00954713 0.00266431 0.00503982 0.6577839  0.00088315 0.23520012\n",
      "  0.00052564 0.01733056 0.04903484 0.02199052]\n",
      " [0.07739961 0.00041177 0.02038252 0.04050308 0.00710765 0.5080251\n",
      "  0.10528544 0.00866807 0.22714823 0.00506858]\n",
      " [0.05719503 0.01109851 0.00162838 0.00602415 0.00316196 0.38551533\n",
      "  0.00897504 0.06788551 0.44684336 0.0116727 ]\n",
      " [0.00613934 0.0069499  0.00751989 0.00373922 0.01739216 0.01516357\n",
      "  0.92089295 0.00021382 0.01972304 0.00226616]\n",
      " [0.01177396 0.00007433 0.03953129 0.00074608 0.00087453 0.0109899\n",
      "  0.91387415 0.00001676 0.01980615 0.00231281]\n",
      " [0.812593   0.00000598 0.11589602 0.02832498 0.00010272 0.03100076\n",
      "  0.00110526 0.00339882 0.0069031  0.00066925]\n",
      " [0.00016555 0.9452379  0.00427091 0.00196386 0.000913   0.00025522\n",
      "  0.00199016 0.0018463  0.02655574 0.0168013 ]\n",
      " [0.00052623 0.00046268 0.00010232 0.00768855 0.00263625 0.00610558\n",
      "  0.00001058 0.95634645 0.00209919 0.02402219]\n",
      " [0.00082934 0.00000125 0.99716944 0.00010535 0.00001601 0.00001768\n",
      "  0.00180702 0.00000038 0.00004528 0.00000838]\n",
      " [0.00557617 0.00086073 0.00221183 0.00547031 0.00515816 0.01019079\n",
      "  0.00008703 0.57013994 0.01507691 0.38522822]\n",
      " [0.00332595 0.64723206 0.06718653 0.03801148 0.00483826 0.05973689\n",
      "  0.03675995 0.01035731 0.1193953  0.01315632]\n",
      " [0.00012626 0.00087781 0.00130995 0.00003151 0.00478628 0.00018983\n",
      "  0.99028647 0.00000126 0.0020246  0.00036596]\n",
      " [0.0405283  0.00006699 0.09038017 0.01219314 0.10650125 0.00144879\n",
      "  0.7097941  0.00155522 0.01598005 0.02155207]\n",
      " [0.00379921 0.00079873 0.03332663 0.00123159 0.015122   0.01503048\n",
      "  0.92418295 0.00001062 0.00460538 0.00189241]\n",
      " [0.00887838 0.1525832  0.6587475  0.03674462 0.00120503 0.01161205\n",
      "  0.06325417 0.00082569 0.06510829 0.00104103]\n",
      " [0.00069564 0.01341483 0.68554866 0.06206166 0.01607727 0.00107334\n",
      "  0.00857805 0.18233402 0.01136277 0.0188536 ]\n",
      " [0.00048744 0.000591   0.00366703 0.8971094  0.00016095 0.03563759\n",
      "  0.00007355 0.00546724 0.04315976 0.01364597]\n",
      " [0.00319053 0.70544285 0.01655538 0.05732577 0.00428306 0.02498888\n",
      "  0.00766625 0.09198438 0.03927987 0.04928314]\n",
      " [0.06837153 0.00592527 0.00361676 0.15780461 0.00395509 0.62395597\n",
      "  0.00371619 0.0145613  0.05871788 0.0593755 ]\n",
      " [0.00527473 0.924432   0.00853106 0.00929907 0.00980386 0.0022569\n",
      "  0.0062884  0.01710482 0.00950412 0.00750495]\n",
      " [0.00291947 0.00088425 0.00440198 0.01375729 0.02604466 0.0711724\n",
      "  0.7395291  0.00044399 0.13376702 0.00707987]\n",
      " [0.09969476 0.14058597 0.03020183 0.01877199 0.03099872 0.19446145\n",
      "  0.13300472 0.04367703 0.27069464 0.03790882]\n",
      " [0.09178626 0.00006755 0.37478468 0.01124582 0.12369304 0.01026641\n",
      "  0.315132   0.0025061  0.02305697 0.04746122]\n",
      " [0.02453354 0.00036416 0.00681471 0.14957988 0.0007294  0.40171993\n",
      "  0.00042293 0.05133291 0.33101133 0.03349131]\n",
      " [0.00576055 0.00078071 0.01566248 0.3353851  0.00034629 0.25534227\n",
      "  0.0429209  0.00033124 0.3416678  0.00180266]\n",
      " [0.01097501 0.00026241 0.00198452 0.00496661 0.38001296 0.04104782\n",
      "  0.00988056 0.0410982  0.020935   0.48883688]\n",
      " [0.00021266 0.00150998 0.0015524  0.01505373 0.00171516 0.0084246\n",
      "  0.00031833 0.01169271 0.92658395 0.03293653]\n",
      " [0.5933284  0.00000042 0.00551375 0.10970318 0.00000464 0.16554295\n",
      "  0.00008691 0.01213497 0.11352639 0.00015826]\n",
      " [0.00342449 0.00879493 0.01282344 0.10755794 0.0013539  0.03705198\n",
      "  0.0012439  0.02698541 0.76054037 0.04022364]\n",
      " [0.01525618 0.20522965 0.03697411 0.10377156 0.04199694 0.12899216\n",
      "  0.19918185 0.01562534 0.2192954  0.03367675]\n",
      " [0.00116826 0.00071403 0.00051642 0.02758271 0.00028764 0.02248723\n",
      "  0.00001797 0.00076232 0.9415982  0.00486526]\n",
      " [0.0364267  0.00001074 0.000317   0.00759096 0.00001959 0.30104348\n",
      "  0.00003813 0.00029965 0.65356886 0.00068491]\n",
      " [0.00064327 0.9033942  0.01245292 0.02433114 0.00621877 0.01111312\n",
      "  0.0158053  0.0051204  0.01352421 0.00739655]\n",
      " [0.04593301 0.00175443 0.8595816  0.03881482 0.00016726 0.00199141\n",
      "  0.04930868 0.00000438 0.00232619 0.00011818]\n",
      " [0.00034827 0.02604896 0.00141025 0.02058428 0.00149731 0.00109897\n",
      "  0.00008551 0.52241766 0.25537318 0.17113563]\n",
      " [0.00338927 0.00095265 0.00051535 0.34243083 0.02383233 0.35295084\n",
      "  0.02397795 0.00177299 0.12389712 0.1262807 ]\n",
      " [0.00145745 0.02132174 0.05860642 0.00066879 0.01038249 0.00242471\n",
      "  0.8883671  0.00017212 0.01428608 0.00231309]\n",
      " [0.00052298 0.0080256  0.7184421  0.15543605 0.00302131 0.01354506\n",
      "  0.00459247 0.03333815 0.06178094 0.00129539]\n",
      " [0.03598544 0.01794952 0.1061338  0.00201503 0.02529418 0.6996138\n",
      "  0.04171501 0.00294551 0.05775846 0.01058916]\n",
      " [0.00074872 0.00000002 0.00098959 0.00000951 0.00077576 0.00002315\n",
      "  0.9972053  0.00000022 0.00023506 0.00001265]\n",
      " [0.00461957 0.04577899 0.02540081 0.00324045 0.73803586 0.00829872\n",
      "  0.10970304 0.00519103 0.01666657 0.04306506]\n",
      " [0.00165243 0.004673   0.00959064 0.8598442  0.00106815 0.07498854\n",
      "  0.00162812 0.00593525 0.02549168 0.01512798]\n",
      " [0.00760679 0.00061498 0.00119731 0.00227951 0.13696456 0.04872826\n",
      "  0.00248081 0.05905022 0.11783881 0.62323874]\n",
      " [0.00070717 0.00056685 0.02599315 0.9613361  0.00005591 0.0079514\n",
      "  0.00040319 0.00041441 0.00204135 0.00053047]\n",
      " [0.08485808 0.02962175 0.03056847 0.26371282 0.00717119 0.43965313\n",
      "  0.04222449 0.00337868 0.09472556 0.00408575]\n",
      " [0.00238571 0.23133205 0.00535019 0.05253848 0.03447204 0.01481256\n",
      "  0.00379438 0.22916484 0.25664204 0.1695077 ]\n",
      " [0.00211161 0.00045845 0.00022429 0.0034805  0.1304732  0.00559728\n",
      "  0.00038615 0.06536746 0.01442417 0.7774769 ]\n",
      " [0.00076738 0.00282837 0.00062705 0.00611699 0.06735338 0.00806754\n",
      "  0.00248198 0.06216031 0.00791895 0.8416781 ]\n",
      " [0.00090312 0.9175902  0.01601029 0.01500347 0.0027917  0.00196756\n",
      "  0.00825971 0.01427238 0.01419669 0.00900487]\n",
      " [0.00233627 0.00101945 0.00007435 0.00417417 0.0009058  0.9235394\n",
      "  0.00012683 0.00176261 0.06148452 0.00457666]\n",
      " [0.00020872 0.00036496 0.04854285 0.00210767 0.00169729 0.00051785\n",
      "  0.92851776 0.00000579 0.01589184 0.00214537]\n",
      " [0.00126109 0.04614932 0.00795154 0.00165374 0.00024614 0.00489315\n",
      "  0.00099547 0.01082345 0.92134416 0.00468196]\n",
      " [0.00020737 0.00001219 0.00154859 0.00024505 0.00294536 0.00146508\n",
      "  0.98433    0.00000098 0.00909767 0.00014778]\n",
      " [0.00056587 0.01213144 0.05149067 0.7907111  0.02204259 0.00928557\n",
      "  0.02284001 0.00332698 0.07424991 0.01335589]\n",
      " [0.00020302 0.00102246 0.00065735 0.0005233  0.9274517  0.00108924\n",
      "  0.01159276 0.00017817 0.00341484 0.05386718]\n",
      " [0.00044962 0.00029689 0.00459752 0.9558567  0.0000822  0.0174114\n",
      "  0.00023736 0.00471262 0.01539796 0.00095778]\n",
      " [0.00428269 0.00922662 0.8750726  0.05070228 0.00008092 0.01051593\n",
      "  0.00649057 0.00109745 0.04247952 0.00005131]\n",
      " [0.03494573 0.06474122 0.6832245  0.10675927 0.00591807 0.02336593\n",
      "  0.00430438 0.02218317 0.03398751 0.02057014]\n",
      " [0.9747029  0.00000006 0.00026132 0.00463209 0.00000031 0.01325732\n",
      "  0.00001517 0.00041395 0.00668864 0.00002813]\n",
      " [0.9967109  0.00000015 0.00006304 0.00022123 0.00000167 0.00285469\n",
      "  0.00004521 0.00000902 0.00007807 0.0000159 ]\n",
      " [0.10519864 0.00015003 0.00896955 0.25022417 0.00049381 0.44082472\n",
      "  0.0679891  0.00013603 0.12566343 0.00035048]\n",
      " [0.00001541 0.9790907  0.00111202 0.00395265 0.0004015  0.00058086\n",
      "  0.00126015 0.00164224 0.00954354 0.00240095]\n",
      " [0.0010675  0.00012987 0.00006497 0.00188734 0.19196528 0.00837752\n",
      "  0.00062182 0.21205945 0.02085664 0.56296957]] (11.432 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 0.5045726, step = 2701 (24.260 sec)\n",
      "INFO:tensorflow:probabilities = [[0.05661188 0.00000086 0.0100356  0.0004341  0.68622714 0.01249698\n",
      "  0.0569484  0.006748   0.00070834 0.16978875]\n",
      " [0.1230543  0.00004572 0.0156891  0.37037167 0.00058608 0.40438643\n",
      "  0.0059214  0.00572514 0.07356003 0.00066022]\n",
      " [0.0486988  0.00004888 0.03517354 0.00135926 0.00274232 0.04697784\n",
      "  0.85078466 0.00000384 0.01303476 0.00117613]\n",
      " [0.00045757 0.00003148 0.00015633 0.0007737  0.0088252  0.00228049\n",
      "  0.00089018 0.95543474 0.00206731 0.02908295]\n",
      " [0.00005722 0.00160994 0.01179815 0.00024862 0.00925711 0.00017354\n",
      "  0.97444826 0.00002525 0.00134088 0.00104108]\n",
      " [0.00516264 0.0000536  0.00014066 0.00963664 0.00018254 0.06174419\n",
      "  0.00055139 0.06146828 0.8571695  0.00389047]\n",
      " [0.00003523 0.00000046 0.00000911 0.00000367 0.98796475 0.00063528\n",
      "  0.00008902 0.00084914 0.0017648  0.00864839]\n",
      " [0.00058281 0.00000646 0.00000927 0.00117517 0.6927749  0.01079986\n",
      "  0.0002144  0.18063894 0.0304512  0.08334708]\n",
      " [0.00102545 0.00052262 0.00308682 0.00050146 0.00251498 0.00993136\n",
      "  0.9728483  0.00000395 0.00918533 0.00037964]\n",
      " [0.00005219 0.9870027  0.00151942 0.00369351 0.00061824 0.00094718\n",
      "  0.00091935 0.0022782  0.00250674 0.00046241]\n",
      " [0.00355398 0.00003527 0.00732932 0.00118726 0.28470257 0.00317062\n",
      "  0.6354214  0.0023521  0.00768486 0.05456261]\n",
      " [0.9274342  0.00003165 0.00525653 0.00278253 0.00018495 0.03060226\n",
      "  0.0194701  0.00005746 0.01403587 0.00014448]\n",
      " [0.00376032 0.00001836 0.9693513  0.02516186 0.0000229  0.00014722\n",
      "  0.00024138 0.00012434 0.0010574  0.00011483]\n",
      " [0.0006395  0.9060779  0.01227039 0.01572363 0.00076185 0.00527608\n",
      "  0.00505341 0.00179818 0.04831393 0.00408504]\n",
      " [0.4965392  0.00040534 0.0665214  0.00646517 0.00170818 0.20548216\n",
      "  0.01299893 0.00411984 0.20373876 0.00202103]\n",
      " [0.0037247  0.70045197 0.02483782 0.009471   0.01100358 0.02642036\n",
      "  0.00564963 0.03001152 0.1824798  0.00594951]\n",
      " [0.9168458  0.00000001 0.07224771 0.00078954 0.00000216 0.00856624\n",
      "  0.00035409 0.00036053 0.00067401 0.00015981]\n",
      " [0.00297455 0.15980305 0.00898798 0.06748345 0.00241615 0.03229876\n",
      "  0.00249901 0.05866644 0.6265929  0.0382777 ]\n",
      " [0.00040249 0.000013   0.00005623 0.01516317 0.1146487  0.02660092\n",
      "  0.00020848 0.12412217 0.02560474 0.69318014]\n",
      " [0.00149439 0.85438836 0.04712315 0.01553425 0.01391443 0.00252048\n",
      "  0.00405871 0.00923617 0.04781419 0.00391593]\n",
      " [0.00320304 0.00013663 0.0167291  0.9546464  0.00000505 0.00723247\n",
      "  0.00004768 0.00361583 0.01409883 0.00028492]\n",
      " [0.36779687 0.00000059 0.03891559 0.00106361 0.04417666 0.0013878\n",
      "  0.5324648  0.00024136 0.00746228 0.00649039]\n",
      " [0.00074906 0.00001256 0.00225893 0.9916958  0.00001361 0.00036807\n",
      "  0.00002845 0.00377305 0.00096944 0.00013115]\n",
      " [0.00147364 0.85157055 0.0518819  0.00932988 0.00430094 0.00686544\n",
      "  0.00359266 0.00376296 0.06333239 0.00388955]\n",
      " [0.00006944 0.00085697 0.9620645  0.01897415 0.00069388 0.00039636\n",
      "  0.01374529 0.00046733 0.00213677 0.00059537]\n",
      " [0.00072608 0.00367734 0.0583367  0.00351056 0.02267801 0.00495814\n",
      "  0.8808517  0.00038358 0.02206546 0.00281232]\n",
      " [0.00008431 0.0072068  0.96053207 0.01839092 0.00005424 0.00021885\n",
      "  0.00047712 0.00654669 0.00553462 0.00095446]\n",
      " [0.00697953 0.00000675 0.02653793 0.00055202 0.9550313  0.00002545\n",
      "  0.00579717 0.00029978 0.00068733 0.00408277]\n",
      " [0.00027642 0.00000149 0.00007964 0.00007586 0.98468935 0.00170186\n",
      "  0.0004105  0.002233   0.00369588 0.00683611]\n",
      " [0.0006455  0.00008789 0.00013643 0.00221521 0.04289041 0.00403502\n",
      "  0.00043183 0.10404515 0.00509603 0.8404165 ]\n",
      " [0.00062312 0.02227644 0.00015208 0.03717033 0.01805338 0.05481768\n",
      "  0.00072283 0.03017173 0.03982239 0.79619   ]\n",
      " [0.00047419 0.04629027 0.02886216 0.00257782 0.00797095 0.00310074\n",
      "  0.87044895 0.00003649 0.0389987  0.00123965]\n",
      " [0.00002345 0.00003554 0.00002038 0.00047651 0.00235971 0.0028466\n",
      "  0.00001591 0.3891812  0.01071797 0.5943228 ]\n",
      " [0.00021772 0.00003074 0.00001965 0.00824373 0.00014248 0.00909147\n",
      "  0.00000206 0.94307876 0.00101356 0.03815972]\n",
      " [0.02912468 0.00027039 0.10116312 0.08077291 0.4008018  0.0108321\n",
      "  0.31259102 0.00204427 0.00872818 0.05367148]\n",
      " [0.01470593 0.01229354 0.05649259 0.01881035 0.01620079 0.04916126\n",
      "  0.7157101  0.00004177 0.1036526  0.01293099]\n",
      " [0.81339884 0.00002145 0.01761296 0.08469512 0.00003651 0.07459997\n",
      "  0.00422403 0.00072734 0.00417351 0.00051033]\n",
      " [0.02627097 0.00001502 0.00054955 0.00139509 0.00119292 0.9554428\n",
      "  0.00160703 0.00097347 0.0101779  0.00237537]\n",
      " [0.0025663  0.00071727 0.0040067  0.82928884 0.00060392 0.03664703\n",
      "  0.00030031 0.00191312 0.11274136 0.01121515]\n",
      " [0.00007205 0.000108   0.01740963 0.59839976 0.00058635 0.00498998\n",
      "  0.00002073 0.025866   0.3350375  0.01750998]\n",
      " [0.04601391 0.00198362 0.23831072 0.24261229 0.00810307 0.08494376\n",
      "  0.17622459 0.00134623 0.18558162 0.01488013]\n",
      " [0.00359862 0.00224394 0.74967617 0.00531145 0.11874606 0.00180736\n",
      "  0.03668178 0.00037997 0.00542894 0.07612571]\n",
      " [0.00003367 0.0001345  0.00001724 0.00025809 0.00007791 0.00015305\n",
      "  0.00000137 0.9803044  0.00264411 0.01637564]\n",
      " [0.00644021 0.01908755 0.28930414 0.02346511 0.01074731 0.0053665\n",
      "  0.08577134 0.00103043 0.54988796 0.00889942]\n",
      " [0.00007659 0.00711758 0.00001265 0.00527914 0.30383638 0.01328811\n",
      "  0.00104768 0.01901017 0.008751   0.6415807 ]\n",
      " [0.0230803  0.00511552 0.00260711 0.2628632  0.00527957 0.5384393\n",
      "  0.00759221 0.03175946 0.07212377 0.0511397 ]\n",
      " [0.0000089  0.00000959 0.99709404 0.00073511 0.00000669 0.00000859\n",
      "  0.00026361 0.00003178 0.00181785 0.00002385]\n",
      " [0.00018936 0.00000309 0.00000134 0.00031543 0.00178135 0.00242618\n",
      "  0.00000289 0.773628   0.00015627 0.22149599]\n",
      " [0.9971041  0.00000001 0.00001056 0.0004459  0.0000014  0.00201077\n",
      "  0.00000115 0.00001496 0.00040879 0.00000225]\n",
      " [0.00189031 0.00015276 0.01547876 0.9804372  0.00000118 0.00069809\n",
      "  0.000051   0.00059777 0.0006872  0.00000561]\n",
      " [0.02892156 0.00013613 0.19965063 0.46821713 0.00004582 0.04420048\n",
      "  0.00082627 0.00011391 0.2577075  0.00018065]\n",
      " [0.00017206 0.9426453  0.00263916 0.00412992 0.00081686 0.00709713\n",
      "  0.01045995 0.00092639 0.02576704 0.00534634]\n",
      " [0.00255352 0.6264474  0.01485145 0.0070544  0.00275724 0.01711445\n",
      "  0.0034015  0.00133068 0.3234227  0.00106663]\n",
      " [0.00173624 0.00005933 0.00068163 0.00164209 0.04607023 0.00704794\n",
      "  0.00026989 0.84977686 0.00529636 0.08741946]\n",
      " [0.00024807 0.00303632 0.04267572 0.024869   0.12400649 0.04793129\n",
      "  0.01217975 0.01775406 0.0660423  0.6612571 ]\n",
      " [0.8743701  0.00009079 0.00688029 0.0011211  0.01024969 0.03081089\n",
      "  0.0090992  0.01386486 0.00432591 0.04918716]\n",
      " [0.00077902 0.00012393 0.00001997 0.00082301 0.06692328 0.00714464\n",
      "  0.00037143 0.16605829 0.00175809 0.7559983 ]\n",
      " [0.0005973  0.94386303 0.00571021 0.00482474 0.00036746 0.00200991\n",
      "  0.00252828 0.00256657 0.03349569 0.00403673]\n",
      " [0.43044075 0.0000489  0.00902557 0.01992904 0.00704399 0.5010217\n",
      "  0.00164248 0.00768819 0.01993347 0.00322598]\n",
      " [0.00067761 0.00051582 0.00119347 0.02024475 0.00024727 0.00081128\n",
      "  0.00001188 0.961754   0.00241892 0.01212507]\n",
      " [0.00553374 0.6575324  0.06901219 0.01561034 0.0187434  0.00391594\n",
      "  0.00212919 0.03938995 0.18542251 0.00271031]\n",
      " [0.00033292 0.00014524 0.9632502  0.00820192 0.00018213 0.00032688\n",
      "  0.00050778 0.00060421 0.02545337 0.00099538]\n",
      " [0.00094444 0.08545765 0.01648977 0.04172084 0.02766402 0.00433575\n",
      "  0.00951405 0.19551092 0.08867989 0.5296827 ]\n",
      " [0.51220447 0.00000311 0.00171886 0.22819787 0.00002883 0.24276796\n",
      "  0.00081396 0.0010696  0.01296734 0.00022795]\n",
      " [0.00002811 0.00000202 0.00000045 0.00015288 0.00000266 0.00019238\n",
      "  0.00000004 0.9977977  0.00077515 0.00104865]\n",
      " [0.00112211 0.00001369 0.00021199 0.00015173 0.75758517 0.00265096\n",
      "  0.00426968 0.00015663 0.00341476 0.23042329]\n",
      " [0.0128189  0.00110668 0.00019654 0.00064343 0.03497425 0.0581316\n",
      "  0.00025363 0.03715971 0.05957575 0.79513955]\n",
      " [0.00177503 0.00016965 0.00287724 0.00067185 0.00073267 0.00312229\n",
      "  0.9886097  0.00000356 0.00200215 0.00003599]\n",
      " [0.00064835 0.8823621  0.00628157 0.01564858 0.00570668 0.02067447\n",
      "  0.02351253 0.00520808 0.03477114 0.00518645]\n",
      " [0.04944951 0.08188019 0.04324957 0.07001537 0.0418929  0.01285041\n",
      "  0.3733339  0.02022117 0.22561274 0.08149432]\n",
      " [0.00031654 0.9714164  0.00375162 0.00597118 0.00113679 0.00103256\n",
      "  0.00201862 0.0018603  0.00984063 0.00265532]\n",
      " [0.01358534 0.00093685 0.81899995 0.0045421  0.00070732 0.01694709\n",
      "  0.02683953 0.00017331 0.11650195 0.00076637]\n",
      " [0.05369231 0.00001337 0.9265537  0.00790331 0.00000603 0.00374886\n",
      "  0.00026901 0.00002207 0.007757   0.00003427]\n",
      " [0.16510281 0.00001587 0.00392973 0.1492094  0.00265636 0.46574885\n",
      "  0.00470817 0.00159155 0.17330047 0.03373684]\n",
      " [0.00002065 0.02921657 0.00828366 0.00063726 0.11370151 0.00014884\n",
      "  0.8424294  0.00007347 0.00235732 0.00313127]\n",
      " [0.00347701 0.00016376 0.00108722 0.00344962 0.02551336 0.01098908\n",
      "  0.0003272  0.05853577 0.6327798  0.2636772 ]\n",
      " [0.00016125 0.001208   0.00023736 0.00243527 0.00007325 0.00182604\n",
      "  0.00001396 0.9801327  0.01060818 0.00330386]\n",
      " [0.00088067 0.00002387 0.00052512 0.00577543 0.00008742 0.02811443\n",
      "  0.00005815 0.00091838 0.9542036  0.00941297]\n",
      " [0.00061741 0.00002241 0.00002024 0.00041513 0.00003848 0.00041231\n",
      "  0.00000619 0.9521182  0.00066868 0.04568097]\n",
      " [0.0066313  0.00393879 0.04802437 0.00974217 0.33401495 0.01480737\n",
      "  0.03422929 0.03735876 0.05529249 0.4559606 ]\n",
      " [0.90946007 0.00000964 0.00394234 0.05384024 0.00001318 0.02799906\n",
      "  0.00032862 0.00303685 0.00106975 0.00030009]\n",
      " [0.00237799 0.00003394 0.00888181 0.00337596 0.07054894 0.6670371\n",
      "  0.00430071 0.00041885 0.22385058 0.01917414]\n",
      " [0.8918757  0.00000079 0.00011878 0.00174378 0.00010149 0.10440202\n",
      "  0.00010901 0.00068447 0.00078497 0.00017905]\n",
      " [0.00087358 0.0000135  0.00100923 0.0060506  0.00004583 0.00032589\n",
      "  0.00000167 0.937403   0.00411787 0.05015882]\n",
      " [0.00217778 0.00444918 0.00536885 0.973484   0.00010042 0.00462324\n",
      "  0.00104769 0.0008772  0.00695617 0.00091549]\n",
      " [0.00165702 0.00123421 0.00106455 0.00400347 0.08084828 0.00873767\n",
      "  0.00274041 0.06832074 0.02103539 0.8103582 ]\n",
      " [0.00014867 0.00058089 0.00015356 0.01780211 0.04830218 0.01244516\n",
      "  0.00038114 0.039312   0.01280287 0.8680714 ]\n",
      " [0.00001448 0.00016559 0.6172767  0.00038544 0.0003239  0.00017321\n",
      "  0.38070884 0.00000009 0.00094213 0.0000096 ]\n",
      " [0.00815677 0.2043552  0.20445447 0.06568024 0.03812554 0.03248692\n",
      "  0.09945045 0.0010096  0.33120045 0.01508027]\n",
      " [0.07198972 0.00034667 0.00154869 0.49181706 0.00008776 0.29108587\n",
      "  0.00202098 0.12640923 0.00879941 0.0058946 ]\n",
      " [0.00185032 0.00008634 0.00919452 0.00074829 0.00651932 0.00542703\n",
      "  0.956238   0.00009066 0.01843574 0.00140989]\n",
      " [0.01481883 0.0001186  0.18275373 0.7677026  0.00205917 0.00448968\n",
      "  0.0227685  0.00030699 0.00369304 0.001289  ]\n",
      " [0.12669908 0.0000013  0.01552087 0.0039815  0.0098524  0.07974529\n",
      "  0.02952461 0.00021379 0.7326232  0.00183788]\n",
      " [0.00007526 0.00000427 0.9977805  0.00162964 0.00005554 0.00009123\n",
      "  0.00007154 0.00000006 0.00027746 0.00001448]\n",
      " [0.00539744 0.00006181 0.00023923 0.00095768 0.14033972 0.00224657\n",
      "  0.00049008 0.10347538 0.02936127 0.7174308 ]\n",
      " [0.12951441 0.00000042 0.00012725 0.00420203 0.00031657 0.85029453\n",
      "  0.00074942 0.00237707 0.01024186 0.00217656]\n",
      " [0.00105001 0.33650744 0.01699046 0.06381643 0.00673547 0.04380823\n",
      "  0.00631103 0.02382965 0.34847406 0.15247722]\n",
      " [0.00854811 0.00027012 0.017543   0.00974739 0.687176   0.00708193\n",
      "  0.00817956 0.11721602 0.02185349 0.12238439]\n",
      " [0.0067503  0.00014036 0.00058406 0.0190389  0.00927186 0.00734659\n",
      "  0.00010629 0.7909065  0.00260416 0.16325095]\n",
      " [0.00223796 0.00000137 0.00098233 0.00156765 0.50538623 0.00109284\n",
      "  0.00177542 0.00578775 0.00306111 0.47810736]] (11.154 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 4.59007\n",
      "INFO:tensorflow:probabilities = [[0.00046773 0.00068326 0.00091049 0.94649273 0.00005539 0.02461447\n",
      "  0.00005491 0.00043703 0.02349131 0.00279261]\n",
      " [0.0000882  0.00000033 0.00000353 0.00012031 0.92940235 0.00021628\n",
      "  0.00003173 0.00218375 0.00119074 0.06676293]\n",
      " [0.00102155 0.00359955 0.00888954 0.00051585 0.03780339 0.00517497\n",
      "  0.9309435  0.00004889 0.00843611 0.00356655]\n",
      " [0.00036288 0.00003807 0.00033985 0.00127773 0.00008777 0.00013869\n",
      "  0.00001298 0.9811612  0.00932004 0.0072608 ]\n",
      " [0.00007914 0.00039784 0.9821875  0.01369701 0.0000026  0.00061454\n",
      "  0.00067784 0.00019258 0.00211391 0.00003702]\n",
      " [0.0010314  0.00111019 0.01208392 0.00035299 0.00485959 0.00237017\n",
      "  0.9756851  0.00000943 0.00205934 0.00043791]\n",
      " [0.00045201 0.9549277  0.00891044 0.00382142 0.00085037 0.00168936\n",
      "  0.00370364 0.00116427 0.02073245 0.00374837]\n",
      " [0.00154966 0.00075132 0.00011096 0.16054451 0.00229685 0.4283335\n",
      "  0.00027433 0.00853542 0.28164804 0.11595543]\n",
      " [0.03345919 0.00033262 0.00070816 0.3996405  0.00040998 0.49793327\n",
      "  0.0007248  0.00267398 0.05316099 0.01095645]\n",
      " [0.00342482 0.6454509  0.01167547 0.02288372 0.00765    0.10812685\n",
      "  0.02882704 0.06359482 0.08331962 0.02504675]\n",
      " [0.03741285 0.00009796 0.07826719 0.49292666 0.02147112 0.03257195\n",
      "  0.21406353 0.00051087 0.11735346 0.00532444]\n",
      " [0.002673   0.00000256 0.00000123 0.0001139  0.00508281 0.00603627\n",
      "  0.00000586 0.7130416  0.00081989 0.27222285]\n",
      " [0.00477504 0.00126431 0.0417446  0.00081076 0.01959285 0.00257253\n",
      "  0.9080033  0.00025353 0.01461249 0.00637063]\n",
      " [0.00025977 0.00021195 0.00031222 0.0054324  0.02245572 0.00535361\n",
      "  0.00041008 0.0123379  0.00943212 0.9437942 ]\n",
      " [0.9761054  0.00000008 0.00687192 0.00095602 0.00001181 0.00978589\n",
      "  0.00585893 0.00001913 0.00035241 0.00003826]\n",
      " [0.00156866 0.00876964 0.00480366 0.37770775 0.01937939 0.10370047\n",
      "  0.00149171 0.05059154 0.27365273 0.1583344 ]\n",
      " [0.00001903 0.00001315 0.00002147 0.00003305 0.99288493 0.00001909\n",
      "  0.00007973 0.00319881 0.00008902 0.0036416 ]\n",
      " [0.01533307 0.00165367 0.12076359 0.80025923 0.0000253  0.03507682\n",
      "  0.00003789 0.00140298 0.02434588 0.00110159]\n",
      " [0.07452082 0.00001665 0.00013604 0.10969767 0.00023845 0.7634509\n",
      "  0.00003124 0.0123398  0.0380616  0.00150674]\n",
      " [0.00043432 0.9616637  0.00555757 0.00366248 0.00315041 0.00158968\n",
      "  0.01066326 0.00262646 0.00756014 0.00309182]\n",
      " [0.00444759 0.00719371 0.05398441 0.0966153  0.02747585 0.15303554\n",
      "  0.0146587  0.0453358  0.43818623 0.15906687]\n",
      " [0.00222631 0.00240324 0.9180118  0.00458383 0.00345607 0.00977666\n",
      "  0.00867465 0.0002215  0.01254824 0.03809778]\n",
      " [0.00123528 0.00000816 0.00392752 0.00009362 0.91344833 0.0003056\n",
      "  0.05096183 0.00156648 0.00668522 0.02176812]\n",
      " [0.00003323 0.00000734 0.00015041 0.00030151 0.93333346 0.00036608\n",
      "  0.00175556 0.00256566 0.00237382 0.05911286]\n",
      " [0.39362594 0.00006614 0.00378946 0.0186844  0.00070083 0.4874137\n",
      "  0.00378143 0.00615506 0.07330709 0.01247605]\n",
      " [0.00025279 0.841166   0.0044234  0.00414389 0.0005292  0.00283732\n",
      "  0.00030151 0.00735111 0.13375312 0.00524168]\n",
      " [0.02244705 0.00825486 0.00654432 0.00706335 0.34061518 0.32638428\n",
      "  0.055528   0.05536982 0.06012696 0.11766615]\n",
      " [0.11648567 0.00026225 0.01870852 0.0032333  0.00208924 0.7933153\n",
      "  0.03350942 0.00464357 0.02349547 0.00425722]\n",
      " [0.02979304 0.00026729 0.01687803 0.7175186  0.00047259 0.04017076\n",
      "  0.01109889 0.00017421 0.18157713 0.00204934]\n",
      " [0.07003719 0.00000911 0.00160898 0.00295152 0.000965   0.00459656\n",
      "  0.00047895 0.87160635 0.00467574 0.04307051]\n",
      " [0.15433396 0.0001089  0.03719082 0.00597341 0.002937   0.624006\n",
      "  0.11384603 0.00104639 0.05885259 0.00170494]\n",
      " [0.00034817 0.00041993 0.0062351  0.00068635 0.00357178 0.00276579\n",
      "  0.975513   0.00001675 0.00949522 0.00094792]\n",
      " [0.00068184 0.00025575 0.00062882 0.00132807 0.00033828 0.00157923\n",
      "  0.00002163 0.9525109  0.02962364 0.01303181]\n",
      " [0.00150094 0.00000097 0.00433552 0.07341846 0.00000097 0.91857404\n",
      "  0.00001054 0.00001858 0.00213615 0.00000386]\n",
      " [0.03307944 0.3704547  0.11786576 0.0699845  0.06053534 0.03219958\n",
      "  0.15781362 0.00651932 0.12799415 0.02355365]\n",
      " [0.9351861  0.00000254 0.0085448  0.00006681 0.00188388 0.02656092\n",
      "  0.00339869 0.00004305 0.0238123  0.00050096]\n",
      " [0.00124829 0.00381633 0.00075856 0.00495175 0.01905913 0.00672623\n",
      "  0.00021481 0.84638244 0.01069328 0.10614908]\n",
      " [0.00000631 0.00001268 0.00052642 0.9955029  0.00000333 0.00035004\n",
      "  0.00000056 0.00205708 0.00125346 0.00028717]\n",
      " [0.05406833 0.00047999 0.06614663 0.00695806 0.0018909  0.18238118\n",
      "  0.04228942 0.00541038 0.6317978  0.0085773 ]\n",
      " [0.00103595 0.000005   0.00953326 0.9468616  0.0002105  0.01267696\n",
      "  0.00096383 0.00078334 0.02719819 0.00073127]\n",
      " [0.00010039 0.96764886 0.00169547 0.00237299 0.00164585 0.00415445\n",
      "  0.00477414 0.00115421 0.00910516 0.0073486 ]\n",
      " [0.00030172 0.00003765 0.00089373 0.00044349 0.6775072  0.00573638\n",
      "  0.2781526  0.00025528 0.00606758 0.03060433]\n",
      " [0.00109209 0.00474831 0.02760273 0.47259235 0.00733946 0.02587615\n",
      "  0.00864535 0.01866992 0.4136269  0.0198067 ]\n",
      " [0.00333028 0.0427543  0.03237863 0.03560432 0.00912017 0.02980736\n",
      "  0.09325863 0.01691559 0.7020099  0.0348208 ]\n",
      " [0.00011914 0.9621955  0.01066202 0.0038554  0.00724169 0.00061502\n",
      "  0.00044241 0.00242044 0.00998314 0.00246516]\n",
      " [0.00159146 0.00000601 0.00001687 0.00028356 0.00013918 0.9789397\n",
      "  0.00002564 0.00007946 0.01853198 0.00038607]\n",
      " [0.00244229 0.00803651 0.00189901 0.05936807 0.00518446 0.03911091\n",
      "  0.00043144 0.46943033 0.02608258 0.38801444]\n",
      " [0.00045221 0.0006742  0.01098199 0.75554687 0.00000402 0.00156648\n",
      "  0.00000242 0.21032505 0.01510475 0.00534199]\n",
      " [0.45585907 0.00901512 0.09994913 0.14527245 0.00000575 0.14392537\n",
      "  0.00544974 0.00033499 0.1392923  0.0008961 ]\n",
      " [0.00141047 0.00177747 0.00069888 0.00190197 0.2548143  0.00270859\n",
      "  0.05364287 0.00194425 0.00149091 0.6796103 ]\n",
      " [0.00005486 0.0000017  0.00534557 0.00000781 0.00316542 0.00001877\n",
      "  0.9911203  0.00000274 0.00004628 0.00023657]\n",
      " [0.0024004  0.00000495 0.00001738 0.00004562 0.15823886 0.03772547\n",
      "  0.00009205 0.01130724 0.64602315 0.14414491]\n",
      " [0.06453062 0.013069   0.04962305 0.10235077 0.00421265 0.3665266\n",
      "  0.11746197 0.00156196 0.25751382 0.02314953]\n",
      " [0.99306595 0.00000033 0.00128263 0.00072585 0.00000121 0.00376099\n",
      "  0.00037563 0.00047391 0.00029406 0.00001936]\n",
      " [0.00327904 0.00000949 0.06109931 0.00035022 0.00127637 0.00062153\n",
      "  0.9322937  0.00000018 0.00106112 0.00000898]\n",
      " [0.02605994 0.00000921 0.63721734 0.00844897 0.0017441  0.00302869\n",
      "  0.3120149  0.00070747 0.00772759 0.0030418 ]\n",
      " [0.01909134 0.00003686 0.48576686 0.00243422 0.00037583 0.00410661\n",
      "  0.48088625 0.00007612 0.00680934 0.00041657]\n",
      " [0.00002669 0.00004692 0.00008884 0.00015104 0.8235238  0.00040667\n",
      "  0.00097738 0.00038081 0.00186014 0.17253776]\n",
      " [0.00158892 0.9617731  0.0027614  0.00414811 0.00060107 0.00453347\n",
      "  0.00196098 0.00283974 0.01721869 0.00257435]\n",
      " [0.00059428 0.95178646 0.00995974 0.00280536 0.00172191 0.00272115\n",
      "  0.00843608 0.00234317 0.01609069 0.00354103]\n",
      " [0.00228347 0.0002265  0.00102417 0.02189459 0.00045663 0.08434749\n",
      "  0.00005505 0.00146223 0.8787744  0.00947552]\n",
      " [0.00029803 0.00248333 0.00024968 0.00116091 0.6208761  0.00667614\n",
      "  0.00161354 0.1386829  0.02508647 0.20287302]\n",
      " [0.00089878 0.93813014 0.01255781 0.00773049 0.00138387 0.0029889\n",
      "  0.00076748 0.01433199 0.0179895  0.00322105]\n",
      " [0.92128694 0.00006646 0.00085213 0.00347282 0.00008982 0.05822779\n",
      "  0.00177183 0.00130684 0.00802904 0.00489638]\n",
      " [0.00007452 0.8780773  0.01276755 0.0018334  0.00058267 0.00743354\n",
      "  0.00889908 0.00067873 0.08534386 0.00430942]\n",
      " [0.01015408 0.00048576 0.00740883 0.921592   0.00101819 0.01720721\n",
      "  0.00073547 0.01840389 0.01122824 0.01176638]\n",
      " [0.00001009 0.00000006 0.00000045 0.00012709 0.00002161 0.00016754\n",
      "  0.00000004 0.98283    0.00000617 0.01683694]\n",
      " [0.6968532  0.00000789 0.07523205 0.03064716 0.00303203 0.06933749\n",
      "  0.01358659 0.01859953 0.08847642 0.00422767]\n",
      " [0.03151728 0.26116183 0.01907079 0.03980315 0.00284006 0.08725587\n",
      "  0.00275859 0.01798925 0.52911735 0.0084859 ]\n",
      " [0.00009468 0.00099101 0.00002742 0.00148618 0.00015479 0.0011826\n",
      "  0.00000251 0.9724798  0.00540504 0.01817598]\n",
      " [0.01189727 0.00112202 0.00627442 0.21159317 0.00215568 0.6789105\n",
      "  0.04058309 0.01601522 0.02306554 0.00838316]\n",
      " [0.0077371  0.00000154 0.00142304 0.9725864  0.0000011  0.01677599\n",
      "  0.00103976 0.00001962 0.00037289 0.00004257]\n",
      " [0.04575808 0.0001386  0.64906424 0.00436326 0.00052816 0.01555594\n",
      "  0.01381498 0.00432217 0.26433927 0.00211543]\n",
      " [0.00039596 0.00002637 0.0003892  0.00117738 0.09218092 0.00037409\n",
      "  0.00013472 0.39446875 0.00224569 0.508607  ]\n",
      " [0.03185101 0.00046896 0.3758549  0.01591091 0.38879046 0.00969444\n",
      "  0.0616253  0.03913539 0.01813964 0.05852894]\n",
      " [0.0226809  0.00640174 0.06569292 0.17331308 0.00113581 0.3551347\n",
      "  0.08815364 0.0015053  0.28202835 0.00395365]\n",
      " [0.00118505 0.05782288 0.07135768 0.12503296 0.04919792 0.05716529\n",
      "  0.02483285 0.09446754 0.4781472  0.04079061]\n",
      " [0.00162401 0.87991416 0.0425946  0.01847677 0.0110911  0.00414251\n",
      "  0.00192869 0.00355643 0.03627697 0.00039497]\n",
      " [0.00115436 0.81753445 0.01270201 0.01152309 0.0206812  0.00334908\n",
      "  0.00164911 0.03175553 0.09496086 0.00469039]\n",
      " [0.01750729 0.00093158 0.00908655 0.00567408 0.02403523 0.14118783\n",
      "  0.01166964 0.00800301 0.7582368  0.02366809]\n",
      " [0.0001062  0.9861502  0.00127229 0.00144394 0.00082732 0.00072279\n",
      "  0.00325837 0.00207635 0.00330996 0.00083257]\n",
      " [0.01003514 0.03254778 0.1302336  0.6724669  0.00055445 0.09098867\n",
      "  0.01114554 0.00783369 0.04324728 0.00094709]\n",
      " [0.0073523  0.00000395 0.07814282 0.000088   0.01074776 0.0009052\n",
      "  0.88161564 0.00004551 0.01673069 0.00436813]\n",
      " [0.0001575  0.00001814 0.00130143 0.00002125 0.00031616 0.00014708\n",
      "  0.99775887 0.00000302 0.00020589 0.00007059]\n",
      " [0.0016423  0.00000133 0.00000556 0.00029624 0.00009107 0.00070108\n",
      "  0.00000736 0.9916643  0.00025313 0.00533769]\n",
      " [0.03734877 0.00036237 0.01310827 0.00376429 0.21103707 0.17654811\n",
      "  0.07209879 0.04791509 0.05480853 0.38300872]\n",
      " [0.00021444 0.8740025  0.01504791 0.04200848 0.00214908 0.01225274\n",
      "  0.01386135 0.0043877  0.02741876 0.00865697]\n",
      " [0.00082206 0.00043277 0.00050131 0.00019504 0.9523809  0.00510807\n",
      "  0.01017716 0.00651615 0.01133676 0.01252969]\n",
      " [0.00423846 0.00016101 0.03934089 0.00086172 0.0037481  0.00645532\n",
      "  0.9381315  0.00000316 0.006863   0.00019682]\n",
      " [0.02171619 0.00092726 0.00709355 0.90788543 0.00025312 0.02455106\n",
      "  0.00055099 0.00056374 0.03194535 0.0045132 ]\n",
      " [0.00010417 0.8323945  0.0209006  0.03785169 0.00777543 0.02569011\n",
      "  0.01297929 0.00653386 0.0486018  0.00716852]\n",
      " [0.0031532  0.0001886  0.0374373  0.6465081  0.00015402 0.02155104\n",
      "  0.00093946 0.00130982 0.2831652  0.00559332]\n",
      " [0.01177805 0.5085506  0.09515201 0.08799897 0.02510059 0.07227301\n",
      "  0.01135878 0.02807902 0.15584984 0.0038591 ]\n",
      " [0.01229312 0.37574616 0.07779077 0.0292201  0.01833326 0.08735943\n",
      "  0.00539435 0.01036213 0.37944937 0.00405127]\n",
      " [0.5620264  0.00005933 0.00790414 0.18982184 0.00012296 0.05995059\n",
      "  0.00092213 0.0186881  0.15527512 0.00522943]\n",
      " [0.09618417 0.00074844 0.00053899 0.00348465 0.01748868 0.5214999\n",
      "  0.0029185  0.02130071 0.21737126 0.11846475]\n",
      " [0.00125665 0.02948688 0.54451203 0.34654203 0.00015954 0.00899904\n",
      "  0.00123726 0.01060866 0.05304373 0.00415411]\n",
      " [0.00049003 0.00829429 0.3403752  0.17670968 0.00860374 0.01916788\n",
      "  0.00119703 0.0068124  0.37784868 0.06050107]\n",
      " [0.00001609 0.00000036 0.00847722 0.000009   0.00329257 0.00001733\n",
      "  0.98803806 0.00000598 0.00003195 0.00011141]\n",
      " [0.00058387 0.0000044  0.9947084  0.00054686 0.00011926 0.00049874\n",
      "  0.00320704 0.0000058  0.00024303 0.00008243]] (10.634 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 0.48235938, step = 2801 (21.784 sec)\n",
      "INFO:tensorflow:probabilities = [[0.00005081 0.00021901 0.00001188 0.00220531 0.06882589 0.00102565\n",
      "  0.000079   0.18549201 0.00630983 0.7357806 ]\n",
      " [0.8350719  0.00018031 0.00133589 0.00095157 0.00442764 0.12525506\n",
      "  0.00071036 0.0004983  0.02802916 0.0035398 ]\n",
      " [0.00657391 0.00003211 0.15578328 0.00012107 0.17897245 0.001334\n",
      "  0.5724615  0.00551737 0.01655105 0.06265331]\n",
      " [0.00071748 0.8640095  0.00849161 0.03134924 0.0223195  0.0103492\n",
      "  0.03937935 0.00279832 0.01434966 0.00623607]\n",
      " [0.9924608  0.00000012 0.00009971 0.00002798 0.00000588 0.00659124\n",
      "  0.00075315 0.00000417 0.00004907 0.00000784]\n",
      " [0.00152817 0.17128383 0.00628545 0.05475912 0.04240528 0.05264293\n",
      "  0.0016773  0.18317017 0.23956673 0.24668099]\n",
      " [0.00042312 0.02125092 0.00745537 0.03550528 0.00244019 0.06497797\n",
      "  0.0031964  0.00861947 0.83186185 0.02426945]\n",
      " [0.10499819 0.04589373 0.0148628  0.02485292 0.01414318 0.6823871\n",
      "  0.01427687 0.00969454 0.07445952 0.01443115]\n",
      " [0.00019539 0.00000165 0.00000053 0.00021765 0.00041126 0.00162098\n",
      "  0.00000033 0.99344987 0.00003584 0.00406649]\n",
      " [0.99525285 0.00000033 0.00012006 0.00042176 0.00000031 0.00376225\n",
      "  0.00041382 0.0000009  0.00001985 0.00000765]\n",
      " [0.00526045 0.09573423 0.02360719 0.08023059 0.00070128 0.00425649\n",
      "  0.00037556 0.70380574 0.06830496 0.0177235 ]\n",
      " [0.00002358 0.00005887 0.00003956 0.00008171 0.8975787  0.0005118\n",
      "  0.00188189 0.00138714 0.00071344 0.09772326]\n",
      " [0.46978113 0.00000326 0.02598803 0.2940637  0.00814527 0.15930563\n",
      "  0.001837   0.0000561  0.02988745 0.0109325 ]\n",
      " [0.9967145  0.00000001 0.00050654 0.00004564 0.00000022 0.00262793\n",
      "  0.0000932  0.00000457 0.00000695 0.00000062]\n",
      " [0.00008452 0.0000434  0.00925456 0.96645254 0.00026918 0.00230781\n",
      "  0.00059796 0.0014059  0.01796913 0.00161516]\n",
      " [0.00076757 0.92333925 0.00270484 0.00618913 0.00160006 0.01437367\n",
      "  0.0021354  0.0146435  0.02086461 0.01338191]\n",
      " [0.00239555 0.00001036 0.00117464 0.72757524 0.00002002 0.02467246\n",
      "  0.00001163 0.23862496 0.0011291  0.00438599]\n",
      " [0.00563667 0.00043723 0.8943358  0.03199045 0.00020891 0.00216987\n",
      "  0.00085426 0.00009635 0.06364229 0.00062807]\n",
      " [0.01003297 0.00001501 0.00014753 0.00044782 0.0000829  0.98512137\n",
      "  0.00050799 0.00027509 0.00327767 0.00009159]\n",
      " [0.04373229 0.00000515 0.04091918 0.00244063 0.08324198 0.01443765\n",
      "  0.80518115 0.00311667 0.00508827 0.00183714]\n",
      " [0.04458401 0.00000359 0.924386   0.02579822 0.00000291 0.00047861\n",
      "  0.00020675 0.00405068 0.00042068 0.00006866]\n",
      " [0.00000083 0.00000024 0.00000089 0.00065403 0.00001678 0.00004821\n",
      "  0.00000001 0.9874462  0.00039703 0.01143576]\n",
      " [0.00131964 0.00003493 0.03813227 0.00079682 0.00443744 0.00162654\n",
      "  0.9512263  0.00004045 0.0007188  0.00166684]\n",
      " [0.00670729 0.02117786 0.0732806  0.02003276 0.00539219 0.00626858\n",
      "  0.41730434 0.00009171 0.44418925 0.00555549]\n",
      " [0.0003247  0.8972733  0.00156788 0.01733369 0.00084808 0.00189319\n",
      "  0.00044635 0.05125323 0.01268925 0.01637031]\n",
      " [0.9990971  0.00000005 0.00005335 0.00007737 0.00000014 0.00066196\n",
      "  0.00001185 0.00000134 0.00009401 0.00000282]\n",
      " [0.04285282 0.02748309 0.01490037 0.00342324 0.00730284 0.65193963\n",
      "  0.08196605 0.00098773 0.16627452 0.00286981]\n",
      " [0.00337544 0.00010402 0.00036474 0.0005113  0.18642645 0.00296469\n",
      "  0.00401561 0.03429026 0.00536194 0.76258546]\n",
      " [0.16610436 0.00210192 0.09040426 0.00767977 0.17992316 0.02091386\n",
      "  0.24465121 0.00052513 0.03580678 0.2518895 ]\n",
      " [0.00007708 0.971808   0.00978878 0.00222783 0.00313076 0.00014828\n",
      "  0.00169575 0.00356986 0.00252379 0.00502979]\n",
      " [0.01610079 0.00161485 0.01638868 0.14446989 0.00063217 0.6675844\n",
      "  0.02786325 0.00062524 0.12217002 0.00255067]\n",
      " [0.0096578  0.07843493 0.01834632 0.78717613 0.00002328 0.05931323\n",
      "  0.00005854 0.01331578 0.03306101 0.00061295]\n",
      " [0.00076311 0.00000098 0.00001302 0.00247071 0.00080655 0.9585274\n",
      "  0.000265   0.00003388 0.03579556 0.00132389]\n",
      " [0.05669189 0.00002129 0.06935164 0.07698867 0.00408623 0.03379326\n",
      "  0.00681478 0.00165077 0.7443512  0.00625031]\n",
      " [0.00022724 0.0000007  0.00008755 0.00097491 0.9259126  0.00100502\n",
      "  0.00001965 0.00794743 0.00015843 0.0636666 ]\n",
      " [0.00014391 0.9842316  0.0013738  0.00114172 0.00070913 0.00030105\n",
      "  0.00047338 0.00529102 0.00416024 0.00217403]\n",
      " [0.2547028  0.00033332 0.02577251 0.17127055 0.00008057 0.5014444\n",
      "  0.0326982  0.0002966  0.01271367 0.0006873 ]\n",
      " [0.0102624  0.00062324 0.3016074  0.31760353 0.00020642 0.00421152\n",
      "  0.00016044 0.35751718 0.0044304  0.00337761]\n",
      " [0.00053011 0.07222287 0.00115048 0.03090204 0.00529458 0.00530472\n",
      "  0.0002179  0.66626847 0.03166346 0.18644534]\n",
      " [0.00426902 0.00007793 0.00211664 0.0001504  0.02968758 0.00327542\n",
      "  0.95293784 0.00009506 0.0042227  0.00316738]\n",
      " [0.00205691 0.27516812 0.09727667 0.08130367 0.03772639 0.01958054\n",
      "  0.01227443 0.2432007  0.14266357 0.08874889]\n",
      " [0.00018965 0.00018382 0.80802715 0.01172749 0.00007453 0.00112775\n",
      "  0.00041737 0.16271695 0.01485173 0.00068355]\n",
      " [0.00121187 0.00086264 0.00091167 0.00607733 0.06806063 0.00823661\n",
      "  0.00088167 0.14354774 0.01403977 0.7561701 ]\n",
      " [0.00123852 0.00004082 0.00337398 0.9317873  0.0000463  0.02749329\n",
      "  0.0000517  0.00042918 0.03255006 0.00298891]\n",
      " [0.00001849 0.00001426 0.00224048 0.99356526 0.00000229 0.00109158\n",
      "  0.00000084 0.00022991 0.00281004 0.00002694]\n",
      " [0.00472059 0.00098344 0.00022911 0.003636   0.19889946 0.625201\n",
      "  0.00099433 0.01967788 0.05785015 0.08780805]\n",
      " [0.01726236 0.01844977 0.13998273 0.07528319 0.00099034 0.00825832\n",
      "  0.00015282 0.5464987  0.16276996 0.0303518 ]\n",
      " [0.00031657 0.00017163 0.00129188 0.9770561  0.00037812 0.01830861\n",
      "  0.0004133  0.00025933 0.00167695 0.00012753]\n",
      " [0.0068475  0.06559011 0.01714754 0.0417504  0.28822803 0.15863717\n",
      "  0.15076497 0.00446    0.13548912 0.13108525]\n",
      " [0.0202183  0.0002703  0.0017014  0.00110757 0.0020433  0.39332905\n",
      "  0.00123097 0.0030215  0.5314365  0.04564118]\n",
      " [0.00062257 0.00076296 0.0014029  0.00044269 0.3377485  0.01109481\n",
      "  0.00183024 0.01554373 0.11300374 0.51754797]\n",
      " [0.00185075 0.00190789 0.00384505 0.01388453 0.04035212 0.03371641\n",
      "  0.0006634  0.01231168 0.88045055 0.01101762]\n",
      " [0.00146093 0.00007772 0.00029978 0.00066373 0.17854755 0.00089388\n",
      "  0.00087325 0.04583404 0.00341461 0.7679345 ]\n",
      " [0.00963146 0.00820406 0.07739406 0.02717718 0.00293082 0.07302952\n",
      "  0.01444733 0.00014669 0.7853933  0.00164556]\n",
      " [0.01815653 0.00003645 0.02343082 0.00010448 0.0010116  0.0025126\n",
      "  0.9494771  0.00002831 0.00509674 0.00014534]\n",
      " [0.00038622 0.00410842 0.00062389 0.00132876 0.3355187  0.00171736\n",
      "  0.00371595 0.09072647 0.0168464  0.5450278 ]\n",
      " [0.00185065 0.00002618 0.00027531 0.00216043 0.00007429 0.97930557\n",
      "  0.00007676 0.00044828 0.01495159 0.00083099]\n",
      " [0.00032962 0.00002796 0.0001686  0.00089587 0.1476937  0.0048603\n",
      "  0.00041793 0.00343655 0.04654658 0.7956228 ]\n",
      " [0.00042888 0.00000267 0.00086602 0.00008551 0.9510541  0.00271775\n",
      "  0.00877711 0.00004043 0.00051758 0.03551002]\n",
      " [0.0054695  0.30472687 0.02916987 0.02402994 0.00164116 0.00316579\n",
      "  0.00081828 0.4701307  0.12354957 0.03729834]\n",
      " [0.00038233 0.00002584 0.06873273 0.00093207 0.14158964 0.00021581\n",
      "  0.7834296  0.00039751 0.00113868 0.00315579]\n",
      " [0.00313412 0.00004521 0.00090543 0.8716719  0.00000723 0.11761928\n",
      "  0.00003297 0.00106422 0.00538025 0.00013938]\n",
      " [0.0045218  0.00000356 0.9767734  0.00007505 0.00061145 0.00003722\n",
      "  0.01668447 0.00000038 0.00019981 0.00109277]\n",
      " [0.9076864  0.         0.00001646 0.0004183  0.00001031 0.09059537\n",
      "  0.00000241 0.00006171 0.00103833 0.00017083]\n",
      " [0.02852004 0.00032903 0.00912462 0.00082609 0.5394728  0.0248857\n",
      "  0.00282705 0.03883054 0.04689893 0.30828503]\n",
      " [0.00663115 0.00000841 0.13559721 0.00022597 0.1377792  0.00078853\n",
      "  0.71332467 0.00222399 0.00136884 0.00205205]\n",
      " [0.00339059 0.19054776 0.03194999 0.04040462 0.13182674 0.03102707\n",
      "  0.03460092 0.03674093 0.1189943  0.38051713]\n",
      " [0.0000247  0.01168638 0.909763   0.02807033 0.00092985 0.00442062\n",
      "  0.00280885 0.00465542 0.03733277 0.00030816]\n",
      " [0.00044038 0.00909744 0.0002635  0.00805782 0.02544266 0.03095124\n",
      "  0.00058835 0.08914395 0.02700479 0.80900985]\n",
      " [0.02596233 0.00052893 0.10320458 0.01671241 0.05205584 0.02074672\n",
      "  0.6109199  0.1037479  0.01125652 0.05486483]\n",
      " [0.02876738 0.00121404 0.01784729 0.00850013 0.07018872 0.01230429\n",
      "  0.02389004 0.00083941 0.7879376  0.04851107]\n",
      " [0.00260938 0.00516786 0.02726861 0.30769092 0.00457361 0.48969084\n",
      "  0.01616154 0.00168195 0.13346641 0.01168884]\n",
      " [0.0076547  0.49093327 0.03120663 0.10480139 0.01057267 0.08893565\n",
      "  0.08735292 0.01369583 0.11767256 0.04717444]\n",
      " [0.01358497 0.00377685 0.0459222  0.0033154  0.49446222 0.01091767\n",
      "  0.23134191 0.00062036 0.03043269 0.16562572]\n",
      " [0.00029848 0.01949773 0.02014137 0.4132623  0.0076249  0.29235005\n",
      "  0.0009329  0.0041778  0.10826902 0.13344553]\n",
      " [0.00786647 0.00093425 0.03127364 0.0017617  0.0029302  0.01074076\n",
      "  0.93275726 0.00004883 0.01107428 0.00061261]\n",
      " [0.00163162 0.0014053  0.00330005 0.01323032 0.08919855 0.00544173\n",
      "  0.00451079 0.02388344 0.02306872 0.8343295 ]\n",
      " [0.00022679 0.97284514 0.00220661 0.00418012 0.00219735 0.00357736\n",
      "  0.00475378 0.00099295 0.00706394 0.00195591]\n",
      " [0.01361512 0.00023574 0.81583816 0.00155874 0.00236258 0.00401024\n",
      "  0.15795147 0.00002584 0.00436734 0.00003481]\n",
      " [0.00015364 0.00002958 0.0003373  0.00074169 0.40864563 0.01109774\n",
      "  0.00322686 0.02600179 0.00399798 0.5457678 ]\n",
      " [0.00145609 0.82175    0.01315756 0.03496489 0.01185755 0.00453913\n",
      "  0.00622335 0.0477864  0.0163142  0.041951  ]\n",
      " [0.00203389 0.02673162 0.00612893 0.42246833 0.00098018 0.13017008\n",
      "  0.00164962 0.1353669  0.07043756 0.20403284]\n",
      " [0.00235597 0.00033057 0.00016083 0.00359588 0.00218586 0.05278192\n",
      "  0.00006667 0.00343845 0.91784024 0.01724361]\n",
      " [0.00074143 0.00000069 0.9543025  0.0000131  0.0015715  0.00027631\n",
      "  0.04000672 0.00000107 0.00254725 0.0005396 ]\n",
      " [0.00063903 0.00000947 0.00002398 0.00090308 0.00020859 0.9867823\n",
      "  0.00001223 0.00218416 0.00715027 0.00208691]\n",
      " [0.02413369 0.00000519 0.00143525 0.00182708 0.00010355 0.9428789\n",
      "  0.00056502 0.0023856  0.02397691 0.00268877]\n",
      " [0.891764   0.00001167 0.00135802 0.00251524 0.00012951 0.06230031\n",
      "  0.02465682 0.00031985 0.01337314 0.00357135]\n",
      " [0.00556968 0.00003905 0.0000461  0.00211381 0.00085479 0.97614753\n",
      "  0.0003303  0.00024845 0.00920632 0.00544404]\n",
      " [0.0408836  0.00000613 0.00924827 0.00073148 0.01461038 0.00054112\n",
      "  0.92715746 0.00507005 0.0012668  0.00048468]\n",
      " [0.98255044 0.00000003 0.00049798 0.00062285 0.00000018 0.01615262\n",
      "  0.00000175 0.00001934 0.00012855 0.00002607]\n",
      " [0.00027904 0.9157388  0.00922283 0.00978724 0.00230369 0.00259447\n",
      "  0.00209439 0.03347117 0.01061017 0.01389804]\n",
      " [0.00181841 0.9006088  0.02069469 0.01412228 0.00672976 0.00270584\n",
      "  0.00986305 0.01298586 0.02258681 0.00788466]\n",
      " [0.00039761 0.9611958  0.01178734 0.00403604 0.00353031 0.0015171\n",
      "  0.00181597 0.00179058 0.01033495 0.00359429]\n",
      " [0.9641597  0.00000001 0.00002531 0.00002979 0.0000106  0.03485462\n",
      "  0.00075246 0.00001146 0.0001475  0.00000856]\n",
      " [0.03079432 0.00720537 0.00394738 0.18151404 0.00228503 0.51880085\n",
      "  0.0132655  0.00281483 0.21605773 0.02331497]\n",
      " [0.00078718 0.00308947 0.00721574 0.00021058 0.00426085 0.001445\n",
      "  0.9794653  0.00001389 0.00269831 0.00081354]\n",
      " [0.4174775  0.00001347 0.00638902 0.00030144 0.00013857 0.03547147\n",
      "  0.52611864 0.00001086 0.01351466 0.00056432]\n",
      " [0.988269   0.00000109 0.00046473 0.0048072  0.00000121 0.00493933\n",
      "  0.00017002 0.00087933 0.00035919 0.00010898]\n",
      " [0.00102929 0.0013547  0.00219448 0.9786034  0.00021653 0.01178833\n",
      "  0.00035766 0.00043595 0.00317166 0.00084793]\n",
      " [0.00023729 0.00001421 0.00907493 0.97158784 0.00004626 0.00482705\n",
      "  0.00001214 0.00250146 0.00494883 0.00675   ]] (11.377 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 4.43846\n",
      "INFO:tensorflow:probabilities = [[0.00039898 0.62438166 0.01804277 0.0699511  0.04400597 0.08349848\n",
      "  0.03425917 0.01303431 0.07670254 0.03572502]\n",
      " [0.00007476 0.00001153 0.00011944 0.00330373 0.7676061  0.00331314\n",
      "  0.0000793  0.01242374 0.00173567 0.21133259]\n",
      " [0.00110394 0.0001608  0.00813267 0.00042062 0.00732212 0.00121311\n",
      "  0.97788805 0.00009288 0.00230798 0.00135788]\n",
      " [0.03331016 0.00048403 0.0720266  0.09171737 0.00243658 0.21661822\n",
      "  0.5623484  0.00006406 0.02036174 0.0006328 ]\n",
      " [0.00305265 0.0005327  0.0094782  0.93404824 0.0001895  0.02257663\n",
      "  0.00052541 0.00204631 0.02714265 0.00040756]\n",
      " [0.00076789 0.57863414 0.00489285 0.00538025 0.02199809 0.03571605\n",
      "  0.07833245 0.00118449 0.250537   0.02255676]\n",
      " [0.00008327 0.00017725 0.00361802 0.00000992 0.00051882 0.00036366\n",
      "  0.9928311  0.00000009 0.00239028 0.00000744]\n",
      " [0.9865752  0.         0.0000992  0.0002866  0.00000015 0.01290041\n",
      "  0.00007131 0.00000002 0.00006638 0.00000099]\n",
      " [0.00009203 0.00011327 0.9919992  0.00591023 0.00000218 0.00023985\n",
      "  0.00082321 0.0000279  0.00078836 0.00000396]\n",
      " [0.00004089 0.00019429 0.00747003 0.02066535 0.01915864 0.27102306\n",
      "  0.00630721 0.00195584 0.5957676  0.07741699]\n",
      " [0.00031282 0.00076408 0.00054744 0.00729819 0.01153959 0.00905237\n",
      "  0.00006768 0.5854607  0.10653479 0.2784222 ]\n",
      " [0.00002391 0.00000214 0.00017931 0.00022279 0.98767674 0.00008862\n",
      "  0.00088837 0.00036152 0.00053621 0.01002049]\n",
      " [0.0007086  0.07360738 0.00185869 0.15004277 0.01562103 0.08438852\n",
      "  0.00153914 0.06024755 0.44954246 0.16244386]\n",
      " [0.00000112 0.00010561 0.00000091 0.00030967 0.00001535 0.00114348\n",
      "  0.00000001 0.9940101  0.00089012 0.00352369]\n",
      " [0.01468454 0.00045546 0.00200977 0.00253682 0.00369379 0.7044642\n",
      "  0.17583695 0.00000608 0.09539726 0.00091522]\n",
      " [0.00035765 0.6544482  0.00685023 0.10457186 0.0106148  0.08462666\n",
      "  0.02391553 0.00798809 0.06977767 0.03684935]\n",
      " [0.00096179 0.00000083 0.99767846 0.00084063 0.00000027 0.00007144\n",
      "  0.0000109  0.00001748 0.00041517 0.000003  ]\n",
      " [0.00062361 0.00002774 0.00000683 0.00073589 0.00047522 0.02872976\n",
      "  0.00000304 0.9202163  0.00089404 0.04828751]\n",
      " [0.96690637 0.00000013 0.00270758 0.00004619 0.00047728 0.00099163\n",
      "  0.02765886 0.00002156 0.00065038 0.00053988]\n",
      " [0.8906356  0.0000002  0.00168082 0.00084063 0.00264993 0.06463066\n",
      "  0.00845269 0.00053642 0.02974535 0.0008277 ]\n",
      " [0.03702213 0.00001364 0.0126605  0.00130557 0.72729236 0.03817647\n",
      "  0.05319787 0.00511182 0.01244236 0.11277726]\n",
      " [0.10372504 0.00000649 0.8171996  0.06828204 0.00006517 0.00107982\n",
      "  0.00572193 0.00091461 0.00127749 0.00172775]\n",
      " [0.00298831 0.00048851 0.00186756 0.20033324 0.00015227 0.00612077\n",
      "  0.00001123 0.62972397 0.14959344 0.00872085]\n",
      " [0.00392192 0.01282076 0.02602585 0.0055043  0.0924107  0.0089386\n",
      "  0.8146527  0.0018305  0.02693921 0.00695554]\n",
      " [0.00012502 0.00005407 0.00031145 0.00019763 0.9633833  0.00138517\n",
      "  0.00747997 0.00360889 0.00320618 0.02024846]\n",
      " [0.00028409 0.00023324 0.00290324 0.00026143 0.9312156  0.01385637\n",
      "  0.0036757  0.00579695 0.01477855 0.02699482]\n",
      " [0.00021459 0.00000415 0.00031616 0.0000275  0.8892861  0.00226225\n",
      "  0.0025289  0.00015404 0.00431313 0.10089312]\n",
      " [0.06579931 0.00022958 0.01145963 0.08092562 0.0005213  0.30987012\n",
      "  0.00264139 0.00165755 0.51925623 0.00763932]\n",
      " [0.00107291 0.00026489 0.00209644 0.02068325 0.1845685  0.21246287\n",
      "  0.00608552 0.00400451 0.53688747 0.03187371]\n",
      " [0.00000524 0.00087952 0.9686215  0.00055943 0.00003631 0.00015755\n",
      "  0.02576389 0.00000439 0.00386764 0.00010474]\n",
      " [0.00013159 0.0004706  0.02515427 0.00886609 0.7375031  0.0021293\n",
      "  0.20834747 0.00053889 0.00924078 0.00761789]\n",
      " [0.00002773 0.00001046 0.00283389 0.00009601 0.9600898  0.00027531\n",
      "  0.00085049 0.00013248 0.0009493  0.03473451]\n",
      " [0.12186301 0.00079247 0.01398315 0.02760948 0.05643106 0.6525483\n",
      "  0.00784351 0.00363861 0.06340604 0.0518844 ]\n",
      " [0.00718381 0.00009776 0.9312747  0.021874   0.00000651 0.00482612\n",
      "  0.00251619 0.00002318 0.03211402 0.00008358]\n",
      " [0.00439387 0.00189695 0.00055751 0.03861988 0.00037037 0.89379793\n",
      "  0.00037998 0.00372432 0.05084529 0.00541393]\n",
      " [0.00000821 0.0003286  0.9945963  0.00030361 0.00001323 0.00005783\n",
      "  0.0040697  0.00000573 0.00058938 0.00002724]\n",
      " [0.04318546 0.00001879 0.12929615 0.00094433 0.00394845 0.00257227\n",
      "  0.80408394 0.00036018 0.0127755  0.00281494]\n",
      " [0.00025888 0.00024505 0.00002391 0.0015429  0.00171326 0.00239936\n",
      "  0.00000399 0.87919927 0.00101628 0.11359712]\n",
      " [0.00039783 0.0004684  0.00005065 0.0003681  0.0009976  0.50360715\n",
      "  0.00051463 0.00121887 0.48678443 0.00559236]\n",
      " [0.8980462  0.00000016 0.00563437 0.01675334 0.00000015 0.07188094\n",
      "  0.00000126 0.00219607 0.00545922 0.00002853]\n",
      " [0.0071565  0.01777088 0.00627444 0.06881498 0.2972793  0.04271249\n",
      "  0.01424691 0.07261089 0.11333002 0.35980353]\n",
      " [0.00011337 0.00090788 0.00007395 0.01779069 0.00247242 0.00429568\n",
      "  0.00001001 0.8725839  0.01319501 0.08855698]\n",
      " [0.00003375 0.9676926  0.00217661 0.00188051 0.00073085 0.00268044\n",
      "  0.00193584 0.00248103 0.01824451 0.00214376]\n",
      " [0.99233186 0.00000001 0.00017966 0.00020538 0.00000004 0.00680297\n",
      "  0.00002187 0.0001002  0.00032237 0.00003568]\n",
      " [0.00080273 0.00991194 0.00163988 0.01981304 0.26002428 0.02005064\n",
      "  0.00996016 0.03202531 0.0300875  0.6156845 ]\n",
      " [0.9621276  0.00000789 0.00089367 0.00346053 0.00002621 0.02705045\n",
      "  0.00297622 0.00013989 0.00301567 0.00030169]\n",
      " [0.14693344 0.00000733 0.07233636 0.05886885 0.00002558 0.4436225\n",
      "  0.01507415 0.00003246 0.26285055 0.00024872]\n",
      " [0.00049655 0.01302984 0.01112782 0.02457583 0.24038781 0.02584849\n",
      "  0.00660957 0.07992918 0.05842569 0.53956926]\n",
      " [0.00159135 0.00097161 0.05856188 0.5443173  0.0015915  0.09831871\n",
      "  0.00652505 0.00203848 0.26394525 0.02213892]\n",
      " [0.00007331 0.99165595 0.00154583 0.00075123 0.00010921 0.00033902\n",
      "  0.00024158 0.00033174 0.00449755 0.00045448]\n",
      " [0.04854828 0.00000057 0.00308701 0.00263223 0.00088094 0.7292851\n",
      "  0.00111544 0.00001153 0.21259029 0.00184865]\n",
      " [0.00020285 0.00296538 0.00020244 0.00268593 0.16708073 0.01181258\n",
      "  0.00175905 0.00423296 0.00930463 0.7997535 ]\n",
      " [0.00053577 0.00301371 0.00059127 0.0021068  0.4479006  0.00282069\n",
      "  0.00087739 0.02801665 0.01647537 0.49766186]\n",
      " [0.00031841 0.00001344 0.00002676 0.00182459 0.00041525 0.00410218\n",
      "  0.00000101 0.8932715  0.00053031 0.09949661]\n",
      " [0.00062312 0.00114601 0.00067954 0.01400758 0.00022332 0.00663887\n",
      "  0.00000536 0.92621213 0.01083468 0.03962939]\n",
      " [0.9247601  0.00000094 0.00986151 0.00065819 0.00005469 0.05758099\n",
      "  0.00556246 0.00004376 0.0013944  0.00008284]\n",
      " [0.00114722 0.00041878 0.91796637 0.00042159 0.00521761 0.00034737\n",
      "  0.073248   0.00000309 0.00116655 0.00006345]\n",
      " [0.00052604 0.00000176 0.09104615 0.00010152 0.07750474 0.00008615\n",
      "  0.82939583 0.00009259 0.0005742  0.00067119]\n",
      " [0.00943372 0.00000082 0.07309391 0.00020483 0.00084022 0.00128274\n",
      "  0.91489196 0.00002345 0.00021232 0.00001599]\n",
      " [0.00194782 0.0000397  0.00081539 0.00011851 0.8072378  0.05392716\n",
      "  0.02332451 0.00088118 0.00278986 0.10891801]\n",
      " [0.00039697 0.9195455  0.004318   0.02223298 0.00495249 0.00516303\n",
      "  0.00491742 0.01998944 0.01076422 0.00772006]\n",
      " [0.18102488 0.00003002 0.05125822 0.43665624 0.00008586 0.29014933\n",
      "  0.00250071 0.00015367 0.03796012 0.00018094]\n",
      " [0.00061946 0.00088693 0.01463451 0.9491027  0.00001066 0.00478218\n",
      "  0.00017128 0.00006472 0.0296166  0.00011103]\n",
      " [0.00119817 0.00024539 0.00052882 0.01283027 0.04414858 0.10757614\n",
      "  0.00030969 0.36129016 0.04149995 0.4303729 ]\n",
      " [0.00006245 0.9938844  0.00042062 0.00113988 0.00025485 0.00032815\n",
      "  0.00009944 0.00079938 0.00287276 0.00013799]\n",
      " [0.09163319 0.00023262 0.01286604 0.5745529  0.00001007 0.297672\n",
      "  0.000212   0.00276405 0.01941229 0.00064485]\n",
      " [0.00319209 0.00000216 0.0003532  0.12105946 0.0000002  0.8727003\n",
      "  0.00000139 0.00080177 0.00179381 0.00009569]\n",
      " [0.00001693 0.00005577 0.99614394 0.00086301 0.00002542 0.00030624\n",
      "  0.00122519 0.0000017  0.00134947 0.00001243]\n",
      " [0.00002569 0.98954403 0.00171834 0.00118558 0.00196539 0.00020123\n",
      "  0.00015756 0.00151426 0.00311494 0.0005729 ]\n",
      " [0.00092602 0.0243236  0.8898185  0.03683209 0.0007318  0.00166887\n",
      "  0.00491752 0.00797412 0.03202195 0.00078555]\n",
      " [0.00012978 0.00001174 0.00038924 0.00002431 0.9822916  0.00024113\n",
      "  0.00600582 0.00006178 0.00062902 0.01021556]\n",
      " [0.00051109 0.00242655 0.00278338 0.0126067  0.19211839 0.02863845\n",
      "  0.00177534 0.02143194 0.01890692 0.7188012 ]\n",
      " [0.00198156 0.00596176 0.02636701 0.36581123 0.00998061 0.22926165\n",
      "  0.16603383 0.0008348  0.19187193 0.00189563]\n",
      " [0.00662162 0.0001839  0.92598355 0.0407608  0.00000067 0.00924017\n",
      "  0.00080317 0.00014147 0.01625218 0.00001236]\n",
      " [0.00294603 0.03313936 0.0008586  0.01135092 0.00119689 0.03123268\n",
      "  0.00235623 0.00612874 0.9061651  0.00462542]\n",
      " [0.99623895 0.         0.00187436 0.00002808 0.00000049 0.00173175\n",
      "  0.00002343 0.00006904 0.00001599 0.00001796]\n",
      " [0.00069805 0.91913897 0.00336717 0.01486622 0.00873671 0.00136244\n",
      "  0.00103264 0.0350764  0.01093792 0.0047835 ]\n",
      " [0.00097286 0.00001186 0.9939594  0.00163297 0.00024604 0.00117602\n",
      "  0.00111306 0.00000775 0.0007263  0.00015371]\n",
      " [0.03677863 0.0003523  0.03684482 0.07466885 0.00127204 0.6468593\n",
      "  0.09533243 0.0004579  0.10665178 0.00078188]\n",
      " [0.00006034 0.00000012 0.9988176  0.00067413 0.00000211 0.00000995\n",
      "  0.00041921 0.00000017 0.00001522 0.00000091]\n",
      " [0.9825789  0.00000002 0.00197215 0.00068332 0.00002006 0.00652696\n",
      "  0.00084812 0.00119764 0.00536997 0.00080287]\n",
      " [0.92974055 0.00012311 0.00043459 0.00125717 0.00002082 0.06032868\n",
      "  0.00158968 0.00009125 0.00604781 0.00036629]\n",
      " [0.00244022 0.00081401 0.00098523 0.0117915  0.00125604 0.06347606\n",
      "  0.0015506  0.00081165 0.91491264 0.001962  ]\n",
      " [0.00059544 0.15824279 0.00049992 0.0352999  0.03428924 0.02625993\n",
      "  0.00090894 0.3013813  0.03973294 0.4027896 ]\n",
      " [0.00403684 0.00013183 0.03380726 0.7888367  0.00008309 0.04021537\n",
      "  0.00028039 0.00006486 0.1319518  0.00059181]\n",
      " [0.00301632 0.00027658 0.02464274 0.00027124 0.03048028 0.00151897\n",
      "  0.9336309  0.00025626 0.00262777 0.00327909]\n",
      " [0.00120528 0.01280285 0.03177556 0.01996721 0.00240448 0.00788323\n",
      "  0.01170984 0.00110152 0.9092999  0.00185014]\n",
      " [0.00000457 0.00002699 0.00012133 0.00244621 0.906029   0.00053565\n",
      "  0.00089279 0.00092027 0.00757062 0.08145268]\n",
      " [0.90138006 0.00000693 0.00833036 0.00020373 0.00671008 0.00668869\n",
      "  0.0548965  0.00538508 0.00369407 0.01270441]\n",
      " [0.00352108 0.00073174 0.9231644  0.00522138 0.00000591 0.00544829\n",
      "  0.05857361 0.0000022  0.00331252 0.0000187 ]\n",
      " [0.00106046 0.9155015  0.01264289 0.00746427 0.00589998 0.00309378\n",
      "  0.00609423 0.0283675  0.01168477 0.00819059]\n",
      " [0.03268359 0.03441866 0.27473712 0.40080917 0.00818037 0.0043105\n",
      "  0.00975189 0.00232141 0.21158218 0.02120515]\n",
      " [0.00241615 0.84939665 0.01358071 0.03987066 0.00571998 0.00390122\n",
      "  0.01290031 0.04384967 0.01511106 0.01325362]\n",
      " [0.00778373 0.00018201 0.0016814  0.81394655 0.00027367 0.12536712\n",
      "  0.00012051 0.00536141 0.04112809 0.00415556]\n",
      " [0.00086782 0.90552884 0.01011157 0.02644027 0.00537908 0.00125508\n",
      "  0.00566564 0.01641232 0.02160432 0.00673517]\n",
      " [0.00028229 0.01200319 0.00319889 0.03148164 0.05786724 0.0090499\n",
      "  0.00274235 0.02269486 0.62783873 0.23284091]\n",
      " [0.01097224 0.00097754 0.00092364 0.41870764 0.00221676 0.37686077\n",
      "  0.00123214 0.01252439 0.15613016 0.01945471]\n",
      " [0.00068263 0.9570409  0.00682756 0.00486191 0.00697107 0.00162985\n",
      "  0.00450704 0.00319016 0.0117646  0.00252446]\n",
      " [0.00003548 0.00002752 0.01913286 0.00028714 0.12382939 0.00001173\n",
      "  0.85406476 0.00077579 0.00077468 0.00106059]\n",
      " [0.00088748 0.00000493 0.00009858 0.00060669 0.21882866 0.00145073\n",
      "  0.00030396 0.01670617 0.00793126 0.7531816 ]] (11.152 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 0.43436643, step = 2901 (22.528 sec)\n",
      "INFO:tensorflow:probabilities = [[0.00204623 0.00103372 0.00059692 0.00517038 0.0039657  0.00232349\n",
      "  0.00005967 0.9065462  0.00778645 0.07047126]\n",
      " [0.00772249 0.01167855 0.02539529 0.00201349 0.11807176 0.01368168\n",
      "  0.47877663 0.00412062 0.2583574  0.08018207]\n",
      " [0.00342582 0.00085224 0.01403912 0.8589278  0.00010482 0.10541889\n",
      "  0.00404269 0.00005257 0.01304036 0.00009579]\n",
      " [0.9728363  0.00000064 0.00002634 0.00083699 0.00002333 0.02406974\n",
      "  0.00038781 0.00075454 0.0004798  0.0005847 ]\n",
      " [0.00050412 0.00019074 0.00015753 0.00040106 0.00014427 0.07517642\n",
      "  0.00013151 0.00163651 0.90070117 0.02095677]\n",
      " [0.00021232 0.9829748  0.00033869 0.00330041 0.00103528 0.00009261\n",
      "  0.000031   0.00794456 0.00269127 0.00137906]\n",
      " [0.00073532 0.9014783  0.00865249 0.01628326 0.00613273 0.00708768\n",
      "  0.00490894 0.01342582 0.03051748 0.01077801]\n",
      " [0.00478682 0.00012535 0.01700157 0.91432625 0.000046   0.04027334\n",
      "  0.00066196 0.00027056 0.02224617 0.00026198]\n",
      " [0.09047495 0.00033737 0.00163137 0.01317517 0.00191984 0.7570639\n",
      "  0.00638275 0.00084259 0.12699239 0.00117969]\n",
      " [0.0011208  0.00972018 0.0074151  0.00034128 0.02401586 0.00324965\n",
      "  0.9480382  0.00000685 0.00553406 0.00055794]\n",
      " [0.00045237 0.00087352 0.00204425 0.00215378 0.30096105 0.0094583\n",
      "  0.00594397 0.00864744 0.0395724  0.62989295]\n",
      " [0.00762295 0.00120688 0.00035417 0.01715437 0.01993145 0.82700706\n",
      "  0.00379019 0.00831847 0.08243188 0.0321826 ]\n",
      " [0.8721356  0.00000879 0.03232943 0.00049177 0.00372647 0.02958293\n",
      "  0.02734758 0.00124882 0.01080285 0.02232574]\n",
      " [0.00003873 0.00001573 0.00521977 0.01010404 0.91525126 0.00024118\n",
      "  0.00033618 0.03112606 0.00199681 0.03567038]\n",
      " [0.00044394 0.94857347 0.00819173 0.00512313 0.00201458 0.00164777\n",
      "  0.00091595 0.01729103 0.0087132  0.00708519]\n",
      " [0.00037682 0.00989709 0.01189127 0.03444529 0.2109656  0.02045193\n",
      "  0.00570748 0.05433291 0.0704312  0.58150035]\n",
      " [0.00140473 0.00017676 0.9296016  0.05702657 0.00001946 0.00025565\n",
      "  0.00112629 0.000007   0.01036724 0.00001465]\n",
      " [0.00308219 0.00058515 0.00103646 0.00108599 0.4163155  0.0327484\n",
      "  0.05282491 0.3125469  0.05632875 0.12344576]\n",
      " [0.00005688 0.00530747 0.00533379 0.01281318 0.0038109  0.02680822\n",
      "  0.00125422 0.04649207 0.6305509  0.26757234]\n",
      " [0.04349251 0.00000165 0.00481547 0.01050712 0.00134922 0.55758166\n",
      "  0.00708988 0.0001755  0.37359294 0.00139396]\n",
      " [0.03392133 0.00001247 0.00029825 0.01673231 0.01053491 0.84974146\n",
      "  0.00552954 0.01277864 0.02778929 0.04266172]\n",
      " [0.00008337 0.00003624 0.00008935 0.00274587 0.00009747 0.00021588\n",
      "  0.00000112 0.98112154 0.00038685 0.0152222 ]\n",
      " [0.28956392 0.02186276 0.01626004 0.00720319 0.06820112 0.34365088\n",
      "  0.01511554 0.00425818 0.22560146 0.00828279]\n",
      " [0.07131703 0.00031128 0.8757192  0.04095708 0.00003768 0.00099605\n",
      "  0.00187973 0.00129972 0.00697131 0.00051105]\n",
      " [0.00240407 0.00065164 0.8541977  0.07855731 0.00789848 0.00160442\n",
      "  0.0486726  0.0009384  0.00288558 0.00218982]\n",
      " [0.00199283 0.00000279 0.00051888 0.00253873 0.00002365 0.9901704\n",
      "  0.00025165 0.00002397 0.00446457 0.00001256]\n",
      " [0.01949486 0.00519256 0.00270263 0.3849873  0.00005335 0.50716406\n",
      "  0.00051851 0.00313384 0.06433187 0.01242107]\n",
      " [0.00020641 0.00098595 0.00108793 0.02944785 0.00536662 0.00163696\n",
      "  0.00005288 0.6919054  0.07567275 0.19363724]\n",
      " [0.00003614 0.0000003  0.00000011 0.00010842 0.00003464 0.00011836\n",
      "  0.00000001 0.9938838  0.00005938 0.00575884]\n",
      " [0.00179984 0.01091777 0.00509292 0.00052791 0.11743096 0.07506095\n",
      "  0.7249958  0.00001134 0.06239172 0.00177085]\n",
      " [0.8611823  0.00000011 0.12426762 0.01101965 0.00000132 0.0023557\n",
      "  0.00002258 0.00059342 0.00045535 0.00010206]\n",
      " [0.00365502 0.17411524 0.14936475 0.00652383 0.2638202  0.02488618\n",
      "  0.3232795  0.00094019 0.04383152 0.00958364]\n",
      " [0.00178052 0.75136805 0.11027547 0.01000173 0.0004662  0.00580397\n",
      "  0.00324534 0.0125736  0.10277898 0.00170615]\n",
      " [0.00007646 0.00005295 0.00002524 0.0013905  0.00004756 0.00031792\n",
      "  0.000002   0.96750236 0.00123821 0.02934683]\n",
      " [0.02390845 0.00116903 0.20400251 0.02680825 0.32135448 0.02767708\n",
      "  0.27582258 0.0083743  0.01414197 0.0967414 ]\n",
      " [0.00467572 0.00029838 0.00020105 0.0029117  0.00595721 0.9269473\n",
      "  0.00131659 0.00481527 0.03173437 0.02114232]\n",
      " [0.00175206 0.00000491 0.00001065 0.00285694 0.000377   0.9637975\n",
      "  0.0000573  0.00050065 0.02480546 0.0058376 ]\n",
      " [0.00169251 0.00000751 0.00032575 0.99681085 0.00000013 0.0009966\n",
      "  0.00005965 0.00001818 0.00008569 0.0000031 ]\n",
      " [0.0006963  0.00602761 0.0000751  0.01961871 0.2614973  0.02784247\n",
      "  0.00169079 0.05320656 0.0037527  0.6255925 ]\n",
      " [0.00002778 0.00007163 0.9938585  0.00426368 0.00000394 0.00008172\n",
      "  0.00008969 0.00007327 0.00151412 0.00001581]\n",
      " [0.00391875 0.00032704 0.9613167  0.01888721 0.00001049 0.00033407\n",
      "  0.00869006 0.00001241 0.00649966 0.00000381]\n",
      " [0.00003973 0.00002383 0.0000048  0.00055018 0.00008298 0.00162943\n",
      "  0.00000091 0.9813555  0.00106886 0.01524374]\n",
      " [0.8436951  0.00016303 0.00326589 0.01319324 0.00136842 0.01301351\n",
      "  0.08798141 0.00025567 0.02638163 0.01068208]\n",
      " [0.41756243 0.00000014 0.00424099 0.00004655 0.00001951 0.5429878\n",
      "  0.02730295 0.00000089 0.00781642 0.00002225]\n",
      " [0.00010357 0.00002364 0.00042278 0.00348386 0.05399323 0.00016936\n",
      "  0.0001395  0.0939524  0.00271683 0.84499484]\n",
      " [0.00009531 0.9644426  0.00283664 0.00420554 0.0008814  0.00317323\n",
      "  0.00159498 0.00164517 0.01932424 0.00180091]\n",
      " [0.00403783 0.00010241 0.0000251  0.00027178 0.00019782 0.92564994\n",
      "  0.00024809 0.00024377 0.06756958 0.00165377]\n",
      " [0.00302673 0.00034511 0.0082043  0.01099892 0.16896127 0.00494727\n",
      "  0.00390971 0.03366873 0.02016164 0.74577636]\n",
      " [0.00025972 0.00002913 0.6780243  0.00015358 0.00003038 0.00043638\n",
      "  0.32018527 0.         0.00088074 0.00000046]\n",
      " [0.0649643  0.00000663 0.0007861  0.44034892 0.00328465 0.05548497\n",
      "  0.03833668 0.03496808 0.34070522 0.02111438]\n",
      " [0.00530212 0.04807049 0.11292359 0.0049641  0.57401776 0.09276932\n",
      "  0.06479618 0.00475569 0.07340703 0.01899368]\n",
      " [0.02666822 0.00000186 0.01646454 0.00159954 0.00016889 0.8895766\n",
      "  0.00153749 0.00039288 0.06281881 0.0007712 ]\n",
      " [0.00164848 0.00259812 0.9321597  0.00786821 0.00024721 0.00068678\n",
      "  0.05224435 0.00000168 0.00252858 0.00001679]\n",
      " [0.00022294 0.0000002  0.01805723 0.00007654 0.03180075 0.00025028\n",
      "  0.9486887  0.00003098 0.00074694 0.00012538]\n",
      " [0.00506208 0.00005399 0.00138649 0.00168259 0.00010327 0.0047065\n",
      "  0.00000701 0.9787362  0.00735153 0.00091035]\n",
      " [0.00475488 0.00004837 0.00355157 0.9788695  0.00000411 0.0050763\n",
      "  0.00001346 0.00640153 0.00114933 0.0001312 ]\n",
      " [0.06996004 0.00030587 0.12032525 0.0315615  0.04021303 0.03438408\n",
      "  0.0174978  0.001042   0.6641145  0.02059595]\n",
      " [0.00000864 0.00004797 0.00002597 0.00015113 0.01876448 0.00074371\n",
      "  0.00002553 0.01680807 0.01388786 0.9495366 ]\n",
      " [0.00082479 0.00061745 0.03407277 0.37957558 0.12204603 0.02288865\n",
      "  0.00328121 0.0293029  0.12639952 0.2809911 ]\n",
      " [0.00647356 0.10393471 0.00597574 0.06157212 0.0070387  0.01752539\n",
      "  0.00139381 0.63514644 0.05227762 0.10866197]\n",
      " [0.00114323 0.00175226 0.00308854 0.02743335 0.00022081 0.00030441\n",
      "  0.00006574 0.9186626  0.02836606 0.01896299]\n",
      " [0.04550798 0.00470054 0.0034532  0.00143653 0.045663   0.46895918\n",
      "  0.0187168  0.10213524 0.18644722 0.1229803 ]\n",
      " [0.00007898 0.9785573  0.00184713 0.00125356 0.00561245 0.00017093\n",
      "  0.00077395 0.00322344 0.00764166 0.00084054]\n",
      " [0.00006269 0.00118573 0.00041661 0.02045214 0.03939132 0.00051174\n",
      "  0.00013107 0.6976643  0.00897833 0.23120604]\n",
      " [0.00028189 0.00238779 0.01558743 0.47331664 0.0116472  0.01832306\n",
      "  0.0003147  0.119346   0.25235236 0.10644294]\n",
      " [0.00174003 0.9128892  0.01847679 0.01227042 0.00208009 0.00424826\n",
      "  0.00655231 0.00629241 0.02889396 0.00655648]\n",
      " [0.00248477 0.09459393 0.14893621 0.05591439 0.00126064 0.02098575\n",
      "  0.10542139 0.00078151 0.5646389  0.00498249]\n",
      " [0.00000407 0.00001855 0.00000408 0.00008559 0.00002546 0.00000769\n",
      "  0.00000003 0.9954205  0.00069575 0.0037383 ]\n",
      " [0.9827095  0.0000003  0.00089429 0.00044988 0.00001037 0.01176739\n",
      "  0.00146757 0.00035398 0.00147358 0.00087295]\n",
      " [0.02893461 0.07640027 0.13622837 0.01891812 0.49227238 0.05861664\n",
      "  0.02836833 0.0214159  0.10653371 0.03231167]\n",
      " [0.00597929 0.00836602 0.01347201 0.0146949  0.02025366 0.05972732\n",
      "  0.00910741 0.04314208 0.6815198  0.1437375 ]\n",
      " [0.00268923 0.02299066 0.0038121  0.04028279 0.10665163 0.01763341\n",
      "  0.00533139 0.23028596 0.06689195 0.50343084]\n",
      " [0.00085772 0.00108017 0.00704764 0.02551031 0.08881512 0.0743951\n",
      "  0.00204139 0.19079208 0.32311732 0.28634322]\n",
      " [0.00004662 0.00044294 0.00088018 0.0039419  0.0001549  0.00018958\n",
      "  0.00000496 0.98822486 0.00045692 0.00565714]\n",
      " [0.00075712 0.00079538 0.01184163 0.0011895  0.9130088  0.00110616\n",
      "  0.01400201 0.00419269 0.00555489 0.04755166]\n",
      " [0.0048231  0.01271084 0.04255022 0.90911406 0.00009143 0.00251632\n",
      "  0.02557681 0.00035522 0.00167691 0.00058505]\n",
      " [0.0000014  0.00004297 0.99940646 0.00021866 0.00000065 0.00000444\n",
      "  0.00026091 0.00000012 0.00006441 0.00000017]\n",
      " [0.00035049 0.9089641  0.01091677 0.01081447 0.0024045  0.01106676\n",
      "  0.01640625 0.00292464 0.03202014 0.00413189]\n",
      " [0.00052911 0.00005396 0.00069117 0.00050799 0.29542416 0.00039997\n",
      "  0.677377   0.00002115 0.00046565 0.02452979]\n",
      " [0.00454423 0.01727632 0.01290946 0.73673147 0.01427129 0.03951554\n",
      "  0.00146131 0.04557136 0.09472214 0.03299687]\n",
      " [0.00016663 0.00140423 0.00038101 0.00145364 0.85898423 0.00118125\n",
      "  0.01039286 0.00024685 0.00352129 0.12226798]\n",
      " [0.01047532 0.05893348 0.02232307 0.02420752 0.01178369 0.00681166\n",
      "  0.01287832 0.00648461 0.8380803  0.00802205]\n",
      " [0.05533566 0.00006709 0.00580996 0.0148567  0.01529199 0.5038898\n",
      "  0.05854387 0.00291152 0.3357867  0.00750671]\n",
      " [0.00114584 0.00109562 0.0094624  0.90101177 0.00010253 0.02590925\n",
      "  0.00255617 0.00092618 0.0316073  0.02618284]\n",
      " [0.00863382 0.00002092 0.00411421 0.13573126 0.00346275 0.42604893\n",
      "  0.00200286 0.0012717  0.41167644 0.00703703]\n",
      " [0.00057163 0.00026812 0.00056767 0.9739196  0.00004288 0.00819295\n",
      "  0.00003731 0.00030201 0.0151473  0.0009507 ]\n",
      " [0.00072297 0.00118242 0.00096214 0.9032651  0.00047695 0.06137439\n",
      "  0.00079937 0.00482659 0.02323011 0.00315986]\n",
      " [0.9647355  0.00000021 0.00058679 0.00008874 0.00000533 0.03064917\n",
      "  0.00251522 0.0000196  0.00137212 0.00002741]\n",
      " [0.02041037 0.00632395 0.00486321 0.00816164 0.00730358 0.03181775\n",
      "  0.00503981 0.00360708 0.90484    0.00763258]\n",
      " [0.01721247 0.00647791 0.00602992 0.02567047 0.00229867 0.01414286\n",
      "  0.00006346 0.62410253 0.2232343  0.0807675 ]\n",
      " [0.00687797 0.07312077 0.01701196 0.32180443 0.00277839 0.0379623\n",
      "  0.00779496 0.00429305 0.49265373 0.03570251]\n",
      " [0.97844416 0.00000014 0.00024007 0.00205525 0.00003224 0.01431124\n",
      "  0.0005865  0.00080121 0.00207757 0.00145174]\n",
      " [0.00600153 0.00001579 0.00017078 0.00019662 0.00002541 0.9919338\n",
      "  0.00067517 0.00000992 0.00095465 0.00001628]\n",
      " [0.00000642 0.00000203 0.00024713 0.9983827  0.00000434 0.00010604\n",
      "  0.00000031 0.00038719 0.00085384 0.00001006]\n",
      " [0.00173138 0.00003223 0.00842392 0.00022696 0.00114534 0.00197206\n",
      "  0.9856947  0.00000018 0.00068388 0.00008927]\n",
      " [0.00144545 0.87321246 0.01194369 0.00833328 0.00966691 0.01388793\n",
      "  0.01391855 0.01254962 0.03858968 0.01645248]\n",
      " [0.00610737 0.01744261 0.19156489 0.02731451 0.00077421 0.03866163\n",
      "  0.68613344 0.00022426 0.02997772 0.0017993 ]\n",
      " [0.06007165 0.01897332 0.15690582 0.00665187 0.21000682 0.09179115\n",
      "  0.16743489 0.001308   0.28418404 0.00267248]\n",
      " [0.00020697 0.05346842 0.6080285  0.13039778 0.00003477 0.01402826\n",
      "  0.00549783 0.00207428 0.18462671 0.00163641]\n",
      " [0.00036591 0.00001067 0.00438247 0.9861433  0.00001559 0.00287574\n",
      "  0.00016149 0.00001114 0.00603071 0.0000029 ]] (10.959 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 4.43277\n",
      "INFO:tensorflow:probabilities = [[0.00052131 0.00009447 0.00101847 0.00010903 0.9606195  0.00120734\n",
      "  0.00571943 0.00203334 0.01214647 0.01653066]\n",
      " [0.9581053  0.         0.0000559  0.00043209 0.00000023 0.03879468\n",
      "  0.00004782 0.0000191  0.00253587 0.00000899]\n",
      " [0.0045174  0.0010435  0.01138232 0.00425228 0.53205854 0.00561748\n",
      "  0.21326679 0.00282306 0.05026504 0.17477359]\n",
      " [0.9946794  0.00000002 0.00031101 0.00066976 0.00000148 0.00404182\n",
      "  0.00003303 0.00009879 0.00010339 0.00006134]\n",
      " [0.00001636 0.00000404 0.00011822 0.00004562 0.93827015 0.00004017\n",
      "  0.00018577 0.00020768 0.00085216 0.06025977]\n",
      " [0.00001465 0.00005422 0.00000076 0.00096607 0.00405081 0.00022668\n",
      "  0.00000469 0.9743522  0.00094407 0.0193859 ]\n",
      " [0.00481699 0.13030185 0.00546758 0.07836981 0.00021658 0.23664588\n",
      "  0.00483276 0.01432399 0.49853304 0.02649153]\n",
      " [0.00147876 0.92814016 0.00968318 0.00864908 0.0045957  0.00586506\n",
      "  0.00824485 0.00965568 0.01225101 0.01143654]\n",
      " [0.93335384 0.00000001 0.00046531 0.0002443  0.00000033 0.06511316\n",
      "  0.00001065 0.00000545 0.0008068  0.00000013]\n",
      " [0.00009811 0.00000506 0.9846511  0.01396342 0.00000184 0.0000216\n",
      "  0.0005306  0.00028293 0.00043483 0.00001052]\n",
      " [0.00064241 0.90790594 0.0078431  0.01044683 0.00860784 0.00872777\n",
      "  0.00644547 0.00777831 0.02604008 0.0155622 ]\n",
      " [0.08355159 0.00011506 0.5393589  0.18955627 0.00002587 0.00107756\n",
      "  0.00058721 0.11653516 0.06758271 0.0016096 ]\n",
      " [0.03294515 0.04599941 0.00815059 0.19071162 0.01489878 0.08111785\n",
      "  0.00530322 0.28969178 0.29391292 0.03726865]\n",
      " [0.00008221 0.00000033 0.00000002 0.00001751 0.00002701 0.00037713\n",
      "  0.00000018 0.93645453 0.00005205 0.06298905]\n",
      " [0.00165887 0.00300974 0.00038437 0.00344033 0.18030396 0.01065672\n",
      "  0.00927062 0.03503087 0.13551283 0.6207316 ]\n",
      " [0.00203072 0.01023057 0.00271827 0.0529919  0.01673733 0.00934323\n",
      "  0.00047981 0.41227156 0.17317234 0.32002428]\n",
      " [0.00004858 0.0000034  0.00001019 0.00001116 0.98426646 0.00002535\n",
      "  0.00662082 0.00010006 0.00111545 0.00779844]\n",
      " [0.00011942 0.00000813 0.00000097 0.00107456 0.2113449  0.00405908\n",
      "  0.00004336 0.01337036 0.00629228 0.76368695]\n",
      " [0.04116424 0.06408764 0.0350041  0.01265874 0.2199803  0.27140367\n",
      "  0.21008344 0.03514708 0.07466581 0.03580497]\n",
      " [0.00001226 0.9869982  0.00133079 0.00452803 0.00048728 0.00081051\n",
      "  0.00102763 0.00105629 0.00303336 0.0007156 ]\n",
      " [0.00005073 0.00040435 0.00004149 0.00363191 0.02098271 0.01041953\n",
      "  0.00021837 0.01362402 0.00870255 0.9419244 ]\n",
      " [0.00087809 0.7681432  0.00642352 0.11430789 0.02367033 0.00105353\n",
      "  0.00477974 0.00497473 0.07292898 0.00284006]\n",
      " [0.00012713 0.03869492 0.00095262 0.01481986 0.07811078 0.01263564\n",
      "  0.00111552 0.04813893 0.04047815 0.7649264 ]\n",
      " [0.00262674 0.00003153 0.03455656 0.00101072 0.00169931 0.00630757\n",
      "  0.95078814 0.00000752 0.00265771 0.0003143 ]\n",
      " [0.04097694 0.00095871 0.02639022 0.02665227 0.01313936 0.06929328\n",
      "  0.45424703 0.00032731 0.33898556 0.02902926]\n",
      " [0.00549957 0.000393   0.00770372 0.0011229  0.00017796 0.00509055\n",
      "  0.97183436 0.00000409 0.00810368 0.00007018]\n",
      " [0.01190853 0.08724733 0.02667627 0.282224   0.02200311 0.02526184\n",
      "  0.23161928 0.00139406 0.2968239  0.01484167]\n",
      " [0.00251099 0.00041157 0.00157187 0.68438786 0.00079808 0.20628698\n",
      "  0.00102394 0.0088151  0.07098611 0.02320734]\n",
      " [0.00112143 0.00021009 0.00595197 0.5753411  0.00169159 0.22806568\n",
      "  0.00029522 0.02102333 0.10163394 0.06466561]\n",
      " [0.09021337 0.00000338 0.00032163 0.0008049  0.000133   0.6552712\n",
      "  0.00008542 0.00405022 0.24495573 0.00416107]\n",
      " [0.02864025 0.00001702 0.93119293 0.00350021 0.00011515 0.00011553\n",
      "  0.03569275 0.00005895 0.00014153 0.0005257 ]\n",
      " [0.04165291 0.01126838 0.13651489 0.02736812 0.00294098 0.12572996\n",
      "  0.5882066  0.00020519 0.06511004 0.00100303]\n",
      " [0.01075612 0.00000879 0.00008945 0.01837275 0.00010772 0.9663885\n",
      "  0.00048771 0.00033069 0.0021624  0.00129599]\n",
      " [0.00124781 0.27818474 0.0123976  0.11913161 0.00078855 0.02429644\n",
      "  0.00630357 0.00238597 0.54540175 0.00986206]\n",
      " [0.00188951 0.00068276 0.03535806 0.00574217 0.00653008 0.00146664\n",
      "  0.9421059  0.00007406 0.0046499  0.001501  ]\n",
      " [0.00030411 0.3181783  0.01731697 0.07800581 0.13543324 0.00811046\n",
      "  0.02850218 0.01887409 0.28071246 0.11456244]\n",
      " [0.23435198 0.00334221 0.17291093 0.09690453 0.00032587 0.3012021\n",
      "  0.01400889 0.0000454  0.17652689 0.0003812 ]\n",
      " [0.0005449  0.00039959 0.00020862 0.02934929 0.14466529 0.00529987\n",
      "  0.00067378 0.06041471 0.00928902 0.749155  ]\n",
      " [0.5083234  0.00241632 0.02815713 0.00890267 0.0373803  0.2973773\n",
      "  0.06510504 0.01713806 0.01971669 0.01548315]\n",
      " [0.00099198 0.00005175 0.00010907 0.00186397 0.00106885 0.00114945\n",
      "  0.00001092 0.9708198  0.00146641 0.02246784]\n",
      " [0.9633908  0.00000062 0.00109064 0.00093865 0.00000406 0.03171463\n",
      "  0.00203513 0.00003705 0.00074269 0.00004574]\n",
      " [0.00074915 0.00040659 0.8996653  0.00455735 0.01816092 0.0013236\n",
      "  0.05220498 0.00013229 0.02014954 0.0026503 ]\n",
      " [0.00716007 0.15603678 0.0065778  0.33842734 0.00080126 0.04124228\n",
      "  0.01327076 0.00072322 0.42953047 0.00623012]\n",
      " [0.01039115 0.00003375 0.01684299 0.68163025 0.00000323 0.2724248\n",
      "  0.00012476 0.01604969 0.00248063 0.00001885]\n",
      " [0.02811614 0.00204264 0.00323144 0.00185551 0.00069043 0.6620312\n",
      "  0.01864849 0.00011936 0.26912358 0.0141413 ]\n",
      " [0.00962184 0.00015268 0.0003665  0.01156098 0.00157263 0.84391737\n",
      "  0.00071021 0.00727932 0.09267808 0.03214025]\n",
      " [0.00072437 0.00412083 0.04597042 0.00204274 0.25053728 0.00625589\n",
      "  0.56996197 0.01361843 0.03476726 0.07200088]\n",
      " [0.09493846 0.00031367 0.02586896 0.10900738 0.00523748 0.25863415\n",
      "  0.00036329 0.00798292 0.44168553 0.05596814]\n",
      " [0.00124303 0.00008786 0.13271192 0.00020942 0.00819094 0.00159488\n",
      "  0.8509352  0.00001182 0.0047386  0.00027623]\n",
      " [0.00187673 0.00010367 0.02782883 0.8116912  0.02776763 0.02375833\n",
      "  0.00194606 0.0004127  0.05460759 0.05000724]\n",
      " [0.00010315 0.98327833 0.00172928 0.00093114 0.00104799 0.00069721\n",
      "  0.00079789 0.00168177 0.00838411 0.00134898]\n",
      " [0.00005261 0.00066911 0.00004542 0.00378347 0.04789447 0.00722506\n",
      "  0.00032844 0.00780576 0.00920908 0.9229866 ]\n",
      " [0.02029074 0.03238768 0.0018749  0.00721875 0.00368217 0.66992915\n",
      "  0.00752472 0.03463    0.20514923 0.01731271]\n",
      " [0.00001397 0.00000021 0.00002793 0.00008716 0.79212767 0.00251259\n",
      "  0.0004643  0.00027838 0.00245373 0.20203406]\n",
      " [0.00132643 0.0048599  0.00172253 0.05502221 0.00330308 0.00341369\n",
      "  0.00039921 0.8405343  0.01590745 0.07351113]\n",
      " [0.0601026  0.00551645 0.00576435 0.17203766 0.00941459 0.5519871\n",
      "  0.04530409 0.0009752  0.11554413 0.03335376]\n",
      " [0.22313723 0.00736075 0.00554133 0.00160804 0.04906586 0.306025\n",
      "  0.06525026 0.04719413 0.23125443 0.06356294]\n",
      " [0.00022708 0.0144456  0.00060799 0.00382666 0.35415775 0.02516436\n",
      "  0.01132248 0.00684278 0.02980015 0.5536052 ]\n",
      " [0.02122478 0.0313499  0.13700843 0.2291882  0.02666445 0.17899945\n",
      "  0.2480856  0.01752612 0.0918785  0.01807453]\n",
      " [0.01893709 0.30485633 0.00707895 0.2362616  0.00101354 0.02291289\n",
      "  0.00065019 0.01266941 0.38137883 0.0142412 ]\n",
      " [0.00095664 0.00038014 0.00047627 0.01473379 0.30406567 0.00209017\n",
      "  0.00024215 0.41632771 0.00372028 0.25700712]\n",
      " [0.00026369 0.00025738 0.00479397 0.00186643 0.878336   0.00021984\n",
      "  0.01776721 0.00096933 0.00260121 0.09292484]\n",
      " [0.00057136 0.00079361 0.00054624 0.8480762  0.00054211 0.11413884\n",
      "  0.00019115 0.00465389 0.02168707 0.00879955]\n",
      " [0.00988583 0.00006789 0.00097554 0.00902115 0.0003314  0.17040455\n",
      "  0.01170686 0.00003005 0.79380226 0.00377448]\n",
      " [0.00005965 0.00001865 0.9741512  0.00020178 0.0000003  0.00000809\n",
      "  0.0255028  0.00000014 0.00005623 0.00000103]\n",
      " [0.00004184 0.00035126 0.00024283 0.00583919 0.04808412 0.00967529\n",
      "  0.00148224 0.00405478 0.01306441 0.917164  ]\n",
      " [0.00067136 0.01536329 0.00287832 0.0185142  0.47579032 0.02722751\n",
      "  0.00441036 0.00928565 0.02400481 0.42185423]\n",
      " [0.99928194 0.         0.00000063 0.00000631 0.         0.00070076\n",
      "  0.00000251 0.00000003 0.0000078  0.00000015]\n",
      " [0.03342371 0.00578859 0.00027272 0.01704194 0.15852605 0.48299396\n",
      "  0.02956832 0.01405344 0.2029086  0.05542268]\n",
      " [0.00017419 0.02194092 0.00052236 0.00657903 0.00235058 0.00343717\n",
      "  0.00004653 0.18367247 0.67452055 0.10675621]\n",
      " [0.00245734 0.03054465 0.07016084 0.01783601 0.00890039 0.17325766\n",
      "  0.5099296  0.00037219 0.16924155 0.01729972]\n",
      " [0.00028668 0.00106143 0.8380041  0.0068588  0.00194316 0.00151416\n",
      "  0.145937   0.00004434 0.00320781 0.00114249]\n",
      " [0.43834966 0.00018462 0.39290938 0.02844853 0.00489122 0.03010007\n",
      "  0.09844621 0.00014451 0.00640426 0.00012161]\n",
      " [0.00035324 0.00000065 0.00000455 0.00013895 0.0319181  0.00113765\n",
      "  0.00001855 0.04371175 0.00040491 0.92231166]\n",
      " [0.5315034  0.00000126 0.00352738 0.00155446 0.00011837 0.21780437\n",
      "  0.24383152 0.00000207 0.0005891  0.00106802]\n",
      " [0.03746154 0.00220824 0.01893106 0.11794508 0.02088685 0.18999605\n",
      "  0.02207308 0.00052236 0.55017185 0.03980391]\n",
      " [0.00012976 0.00000102 0.00024915 0.00003368 0.9915707  0.0000686\n",
      "  0.00197499 0.00035408 0.00032076 0.0052973 ]\n",
      " [0.00016787 0.00034307 0.00065364 0.00024865 0.8867324  0.00078258\n",
      "  0.02241411 0.00052174 0.00154428 0.08659166]\n",
      " [0.00009766 0.00002421 0.00143073 0.8525957  0.00008187 0.09613649\n",
      "  0.00000882 0.00089749 0.02746304 0.02126397]\n",
      " [0.00005438 0.00396414 0.00012877 0.00078618 0.03268807 0.00100406\n",
      "  0.00117222 0.0408772  0.00904658 0.91027844]\n",
      " [0.01982644 0.00712087 0.00870665 0.00653846 0.00375008 0.7739192\n",
      "  0.00636945 0.02440638 0.13275602 0.01660652]\n",
      " [0.00023284 0.00280524 0.00279891 0.01345961 0.0000664  0.00155628\n",
      "  0.00001405 0.87399936 0.06682563 0.03824183]\n",
      " [0.0001899  0.04140829 0.02239145 0.38313782 0.00537329 0.37969482\n",
      "  0.0120752  0.00429472 0.13589717 0.01553734]\n",
      " [0.00258227 0.01167073 0.02480866 0.6271471  0.00483127 0.04548275\n",
      "  0.0057013  0.01017132 0.25509492 0.01250964]\n",
      " [0.00211337 0.8743964  0.03699286 0.00914783 0.0063736  0.00483202\n",
      "  0.0140438  0.02079837 0.0252077  0.00609393]\n",
      " [0.00016724 0.90241724 0.00293206 0.05452119 0.00261965 0.00527334\n",
      "  0.00194317 0.01156859 0.00876313 0.00979428]\n",
      " [0.0155358  0.00000988 0.00762937 0.00567642 0.00285323 0.7487333\n",
      "  0.09239218 0.00011252 0.12586457 0.00119272]\n",
      " [0.00041264 0.00000931 0.16608053 0.00072538 0.2924508  0.00029981\n",
      "  0.5334495  0.00142448 0.00147983 0.00366778]\n",
      " [0.00470182 0.00001519 0.00774746 0.9245586  0.00009813 0.05660786\n",
      "  0.00118182 0.00008226 0.00472097 0.00028587]\n",
      " [0.0008544  0.36289665 0.01690891 0.13961095 0.0668703  0.01879005\n",
      "  0.00473153 0.05567393 0.13559513 0.1980682 ]\n",
      " [0.01248875 0.00037827 0.16118208 0.05213588 0.08926634 0.00937535\n",
      "  0.6012514  0.00051023 0.04448074 0.02893096]\n",
      " [0.9884263  0.00000051 0.00373238 0.00022949 0.0000436  0.00212619\n",
      "  0.0030079  0.00016775 0.00019376 0.00207206]\n",
      " [0.00130176 0.0000006  0.0000107  0.002012   0.00069302 0.00079387\n",
      "  0.00000049 0.91653746 0.00039327 0.07825685]\n",
      " [0.00000728 0.99645644 0.00047498 0.00069199 0.00008513 0.00024155\n",
      "  0.00027929 0.00056172 0.00051861 0.00068307]\n",
      " [0.00001886 0.00000842 0.00000378 0.00007472 0.02631194 0.00013497\n",
      "  0.00003174 0.00282344 0.0012906  0.9693015 ]\n",
      " [0.00123888 0.000002   0.00560096 0.00008274 0.00039192 0.00204618\n",
      "  0.98283273 0.0000028  0.00755021 0.00025153]\n",
      " [0.00049057 0.0020265  0.00082394 0.0059341  0.8195358  0.00283549\n",
      "  0.0026311  0.0151827  0.00663796 0.14390178]\n",
      " [0.00165431 0.01846423 0.01391048 0.00425895 0.02241056 0.00834101\n",
      "  0.00234626 0.69917434 0.03204248 0.1973973 ]\n",
      " [0.01374508 0.00002438 0.00308464 0.00206727 0.00103701 0.2884836\n",
      "  0.00324649 0.00333766 0.68020284 0.00477106]\n",
      " [0.00063649 0.03973959 0.00364507 0.02143411 0.00021752 0.02643384\n",
      "  0.0004308  0.00570257 0.896772   0.004988  ]] (11.599 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 0.56460756, step = 3001 (22.559 sec)\n",
      "INFO:tensorflow:probabilities = [[0.94637465 0.00000027 0.00033106 0.00273414 0.00001488 0.04339489\n",
      "  0.00171807 0.00141905 0.00334    0.00067306]\n",
      " [0.00025159 0.00000069 0.00088327 0.00015583 0.02013982 0.00017546\n",
      "  0.97614837 0.00009176 0.00073473 0.00141843]\n",
      " [0.00330831 0.00004859 0.00000343 0.00045291 0.00007134 0.00658721\n",
      "  0.00000398 0.9285344  0.00126091 0.05972889]\n",
      " [0.00305172 0.12598918 0.00624441 0.25161105 0.00003394 0.01320629\n",
      "  0.00002442 0.44490457 0.10959921 0.04533513]\n",
      " [0.94069856 0.00009585 0.00441523 0.00087421 0.00602334 0.0095575\n",
      "  0.02227165 0.00725821 0.00220601 0.00659917]\n",
      " [0.00563126 0.00000047 0.00740374 0.9833778  0.0000001  0.00304099\n",
      "  0.00000243 0.00030725 0.00019889 0.00003689]\n",
      " [0.9946497  0.00000019 0.00000795 0.00013031 0.00000004 0.00508881\n",
      "  0.00001012 0.00002057 0.00008046 0.00001188]\n",
      " [0.00061136 0.00037478 0.00053043 0.00103403 0.00000752 0.02368653\n",
      "  0.00015647 0.00011852 0.973408   0.0000724 ]\n",
      " [0.99542975 0.00000002 0.00080671 0.00022674 0.00000077 0.00232132\n",
      "  0.00000603 0.00068306 0.00050046 0.00002525]\n",
      " [0.00988804 0.00000305 0.00093644 0.00532191 0.00114963 0.97156096\n",
      "  0.00051018 0.00002483 0.00988237 0.00072261]\n",
      " [0.01150987 0.0001072  0.00946668 0.00232826 0.21721773 0.00162884\n",
      "  0.00284159 0.04366633 0.00323184 0.7080016 ]\n",
      " [0.00016867 0.01241411 0.7398244  0.02481343 0.00048062 0.00061848\n",
      "  0.00040586 0.00461724 0.21370669 0.00295034]\n",
      " [0.03378129 0.00004749 0.08127312 0.7678427  0.00430756 0.05225965\n",
      "  0.00121545 0.00101916 0.05442494 0.0038286 ]\n",
      " [0.00064025 0.00859412 0.00201705 0.00049236 0.8833874  0.00172553\n",
      "  0.01750106 0.00395606 0.03423372 0.04745243]\n",
      " [0.00014963 0.00000083 0.00037399 0.00017498 0.984807   0.00171241\n",
      "  0.00169396 0.0007202  0.00134468 0.00902224]\n",
      " [0.00406036 0.00000295 0.00130432 0.00011385 0.001127   0.02680586\n",
      "  0.94089705 0.00001189 0.02502204 0.00065472]\n",
      " [0.00188948 0.00001362 0.00167412 0.22719426 0.00007753 0.0877883\n",
      "  0.00000456 0.66044796 0.00650445 0.01440567]\n",
      " [0.00156253 0.00003082 0.01560247 0.00175151 0.41027185 0.00090219\n",
      "  0.00487127 0.01260131 0.0217975  0.53060853]\n",
      " [0.00063854 0.7253712  0.06918433 0.02165405 0.0184039  0.04411578\n",
      "  0.05035679 0.00385532 0.04993276 0.0164874 ]\n",
      " [0.00054931 0.00006017 0.00004796 0.0014522  0.00000144 0.00062385\n",
      "  0.00000016 0.24104221 0.7553405  0.00088214]\n",
      " [0.01539948 0.1917464  0.03508287 0.02138089 0.00448275 0.56773746\n",
      "  0.00098522 0.02772911 0.12796721 0.00748858]\n",
      " [0.00404836 0.0002172  0.01013746 0.0006482  0.00176839 0.00415513\n",
      "  0.96891844 0.00001224 0.00938709 0.00070743]\n",
      " [0.99923444 0.         0.00002931 0.00025938 0.0000001  0.00029703\n",
      "  0.00000024 0.00006297 0.00009983 0.00001655]\n",
      " [0.89011854 0.00000005 0.06969664 0.00361559 0.00001544 0.00340522\n",
      "  0.03085786 0.00022573 0.00202643 0.00003871]\n",
      " [0.17037009 0.00039876 0.00519705 0.0756397  0.01413557 0.4907901\n",
      "  0.00969711 0.00841973 0.18412367 0.04122819]\n",
      " [0.00052137 0.06021862 0.00644621 0.04658514 0.00325287 0.00281341\n",
      "  0.00037835 0.79824007 0.02013068 0.06141335]\n",
      " [0.0071568  0.00000943 0.00770392 0.04299289 0.00066388 0.83370763\n",
      "  0.00033123 0.00426576 0.09458068 0.00858774]\n",
      " [0.0023391  0.00336592 0.00373645 0.83257484 0.00190328 0.05420457\n",
      "  0.00049438 0.00244016 0.04056421 0.05837705]\n",
      " [0.98799974 0.0000059  0.00038098 0.00010909 0.00003267 0.01021335\n",
      "  0.00110172 0.00001326 0.00013404 0.00000928]\n",
      " [0.04358794 0.00001236 0.00032966 0.00004326 0.4387977  0.04350055\n",
      "  0.06030311 0.00104988 0.00481865 0.40755698]\n",
      " [0.00033318 0.00009089 0.00004413 0.00024829 0.0983935  0.00644303\n",
      "  0.00179296 0.00740669 0.00578985 0.87945753]\n",
      " [0.69378334 0.00002632 0.03504076 0.02848719 0.00049756 0.1194431\n",
      "  0.06857322 0.00053959 0.04971604 0.00389286]\n",
      " [0.00289593 0.00208519 0.00032133 0.0074536  0.00079843 0.00930788\n",
      "  0.00021758 0.84328884 0.03429646 0.09933469]\n",
      " [0.00934605 0.00007502 0.00023566 0.00821471 0.12683505 0.01450644\n",
      "  0.00310268 0.1291006  0.03269896 0.67588484]\n",
      " [0.02082467 0.00000227 0.00033548 0.00047042 0.00018542 0.00556198\n",
      "  0.00008263 0.0003618  0.970719   0.00145632]\n",
      " [0.00090758 0.00000573 0.00000763 0.00031895 0.17025486 0.00710623\n",
      "  0.00005634 0.00990618 0.00089766 0.8105389 ]\n",
      " [0.00123984 0.00018281 0.0003497  0.9666696  0.0000257  0.02096071\n",
      "  0.00002566 0.00060477 0.00924124 0.00069994]\n",
      " [0.00019874 0.00018961 0.00692672 0.00942908 0.02211303 0.15170395\n",
      "  0.00114696 0.00130894 0.8004089  0.00657409]\n",
      " [0.9971336  0.00000001 0.00012582 0.00059035 0.00000133 0.00164171\n",
      "  0.00002817 0.00003427 0.00043812 0.00000673]\n",
      " [0.00092005 0.97247577 0.0040046  0.00323977 0.00185363 0.00236833\n",
      "  0.00314311 0.00083707 0.0109532  0.00020448]\n",
      " [0.00182433 0.0002945  0.00033072 0.03837672 0.00198562 0.7809967\n",
      "  0.01896284 0.00113276 0.09036283 0.065733  ]\n",
      " [0.0000823  0.00000024 0.00285912 0.00010068 0.95014083 0.00036046\n",
      "  0.00317945 0.00098188 0.00109244 0.0412026 ]\n",
      " [0.02973449 0.00108734 0.00047525 0.00042325 0.06057037 0.8134901\n",
      "  0.00398484 0.00045142 0.06345804 0.02632495]\n",
      " [0.00509305 0.0000739  0.00371004 0.00026136 0.03100712 0.09386781\n",
      "  0.00210332 0.00117514 0.8409331  0.0217752 ]\n",
      " [0.00001238 0.0000319  0.04644845 0.0076512  0.91217583 0.00041594\n",
      "  0.00066297 0.00198433 0.00059499 0.03002199]\n",
      " [0.00193336 0.00066543 0.00460512 0.93107677 0.00016938 0.05360975\n",
      "  0.00323721 0.00030442 0.00371918 0.00067936]\n",
      " [0.00784974 0.00276118 0.00123942 0.0160763  0.21420334 0.01674093\n",
      "  0.00544876 0.17809491 0.0330601  0.5245254 ]\n",
      " [0.00006624 0.00010638 0.00001197 0.00321016 0.00805266 0.00555454\n",
      "  0.0001425  0.03896938 0.01439639 0.9294898 ]\n",
      " [0.00077946 0.00085259 0.00237888 0.64229083 0.00428378 0.08650146\n",
      "  0.00040336 0.10367956 0.11155827 0.04727177]\n",
      " [0.00777449 0.00008024 0.9779099  0.00930815 0.00002601 0.00020613\n",
      "  0.00341976 0.00003825 0.00122882 0.0000083 ]\n",
      " [0.00001145 0.00000113 0.00001174 0.0054194  0.00015995 0.00019445\n",
      "  0.00000012 0.98498905 0.00019077 0.00902196]\n",
      " [0.00109994 0.00017718 0.00450762 0.00014079 0.8748419  0.0042142\n",
      "  0.0200159  0.00388791 0.00246731 0.08864729]\n",
      " [0.00009055 0.86743724 0.00414514 0.01941288 0.00552622 0.01065351\n",
      "  0.01361836 0.00284929 0.06280152 0.01346525]\n",
      " [0.00012337 0.00763531 0.00035113 0.00175679 0.9390587  0.00251504\n",
      "  0.0078411  0.00062103 0.00365679 0.03644067]\n",
      " [0.00094966 0.8959684  0.01735957 0.00736305 0.00816789 0.0035328\n",
      "  0.02491331 0.00435124 0.02297977 0.01441435]\n",
      " [0.00025629 0.01085252 0.96509457 0.01561649 0.00031647 0.00022292\n",
      "  0.00621314 0.00037544 0.00073737 0.00031469]\n",
      " [0.00128561 0.90300506 0.01374725 0.01693287 0.0060531  0.00263635\n",
      "  0.0068776  0.02249207 0.01714358 0.00982642]\n",
      " [0.00020719 0.00001823 0.01122961 0.0002979  0.9322166  0.00205024\n",
      "  0.01812443 0.00003775 0.03465045 0.00116758]\n",
      " [0.03738587 0.00023999 0.05730053 0.85569054 0.00000138 0.00788374\n",
      "  0.00040073 0.00080095 0.0395974  0.00069888]\n",
      " [0.00266268 0.00001052 0.00002131 0.0008076  0.00106206 0.00751009\n",
      "  0.00001298 0.9801998  0.00173548 0.00597757]\n",
      " [0.00041256 0.00000258 0.00000081 0.00009393 0.05412698 0.00123936\n",
      "  0.00002679 0.33462483 0.00272932 0.60674286]\n",
      " [0.01592203 0.00002197 0.00004363 0.00019334 0.00007798 0.97396344\n",
      "  0.00019466 0.00002885 0.00943497 0.00011899]\n",
      " [0.08339343 0.00000984 0.05360154 0.09738348 0.00005318 0.7319157\n",
      "  0.01180367 0.00008563 0.0217333  0.00002025]\n",
      " [0.01745281 0.0015539  0.00563252 0.70328116 0.00002799 0.14520046\n",
      "  0.00102694 0.00371742 0.12088896 0.00121791]\n",
      " [0.00107587 0.00000444 0.00000358 0.00022217 0.00009333 0.00261127\n",
      "  0.00000016 0.98510647 0.00006686 0.01081593]\n",
      " [0.57213086 0.0001819  0.00099931 0.00413444 0.03636055 0.11252146\n",
      "  0.05111826 0.0370344  0.02155678 0.1639621 ]\n",
      " [0.00086783 0.00008626 0.00515576 0.01169139 0.07563476 0.00466148\n",
      "  0.00051654 0.12680295 0.00419477 0.77038825]\n",
      " [0.70172113 0.00000075 0.00054194 0.00133017 0.00000112 0.2960962\n",
      "  0.00004031 0.0000645  0.00019317 0.00001067]\n",
      " [0.00010518 0.00044296 0.00088856 0.01689701 0.00006982 0.03792677\n",
      "  0.00012237 0.00091965 0.9375743  0.00505336]\n",
      " [0.04739121 0.00001199 0.00013123 0.00496309 0.00896746 0.90556824\n",
      "  0.00096154 0.00085289 0.0206099  0.01054245]\n",
      " [0.0322395  0.00087525 0.7406331  0.00305517 0.10807646 0.00164762\n",
      "  0.03508289 0.0004175  0.00998263 0.06798992]\n",
      " [0.00029412 0.0024681  0.01596664 0.5082322  0.00317288 0.00426035\n",
      "  0.00008776 0.2668758  0.01215329 0.18648888]\n",
      " [0.12070272 0.00008535 0.00013321 0.00480278 0.01865254 0.5660248\n",
      "  0.00047986 0.04356597 0.05430374 0.19124906]\n",
      " [0.0001509  0.00078437 0.01273924 0.00032164 0.9442088  0.00057879\n",
      "  0.03350416 0.00003467 0.00080908 0.00686832]\n",
      " [0.00245916 0.7752738  0.01771673 0.04354229 0.00469352 0.00607918\n",
      "  0.00352181 0.0966844  0.01805527 0.03197384]\n",
      " [0.01501674 0.00005388 0.02004746 0.00075628 0.00267688 0.00140963\n",
      "  0.95726424 0.00000777 0.00188112 0.00088606]\n",
      " [0.00134931 0.86329293 0.01303031 0.0600887  0.00456032 0.00749732\n",
      "  0.01689749 0.00810605 0.01473813 0.0104395 ]\n",
      " [0.0005473  0.91855633 0.02764807 0.00573037 0.00312073 0.00100852\n",
      "  0.0016825  0.00093995 0.03917587 0.00159038]\n",
      " [0.00113794 0.00299598 0.00447679 0.02266839 0.10385318 0.00247946\n",
      "  0.00180612 0.3761159  0.02666616 0.4578001 ]\n",
      " [0.00022967 0.9041238  0.00956269 0.01595363 0.00542091 0.00099622\n",
      "  0.00310808 0.02916466 0.01002393 0.02141653]\n",
      " [0.0002495  0.9168916  0.01882431 0.00845834 0.00289517 0.00775133\n",
      "  0.01477456 0.0022393  0.02038555 0.00753021]\n",
      " [0.00010931 0.00000955 0.9983041  0.00084019 0.00000189 0.0001067\n",
      "  0.00005473 0.00000064 0.00057022 0.00000258]\n",
      " [0.00082518 0.00778808 0.00236929 0.00305803 0.8623952  0.00290806\n",
      "  0.02542253 0.00041837 0.02440808 0.07040712]\n",
      " [0.96446776 0.00000001 0.00003663 0.00002421 0.0000016  0.03507388\n",
      "  0.00001842 0.00000277 0.00037263 0.00000212]\n",
      " [0.86461073 0.00000056 0.00183443 0.00165698 0.00031847 0.11226105\n",
      "  0.00555956 0.00260564 0.00845599 0.00269662]\n",
      " [0.00007712 0.00006231 0.00054287 0.9853666  0.00009866 0.00291861\n",
      "  0.00000452 0.00104003 0.00953738 0.00035178]\n",
      " [0.41223717 0.00000476 0.0049811  0.02980817 0.00029633 0.4587123\n",
      "  0.00369825 0.00420653 0.04480006 0.04125528]\n",
      " [0.00344696 0.0000001  0.0000134  0.00109432 0.00000893 0.94295937\n",
      "  0.00003555 0.00000281 0.05235229 0.00008637]\n",
      " [0.00104335 0.00000496 0.00302592 0.000019   0.00031176 0.00022942\n",
      "  0.99523795 0.00000019 0.00012248 0.00000497]\n",
      " [0.00538131 0.01234115 0.01827939 0.24119355 0.01294607 0.024642\n",
      "  0.00725894 0.24263978 0.17852823 0.25678962]\n",
      " [0.00104776 0.6935033  0.07259732 0.01868095 0.00596226 0.00074518\n",
      "  0.00044201 0.01063835 0.1910736  0.00530921]\n",
      " [0.32353988 0.00015571 0.02691858 0.01094338 0.01179387 0.21313578\n",
      "  0.28526276 0.00287274 0.12358054 0.00179679]\n",
      " [0.00013004 0.00003999 0.00023932 0.00140908 0.00001531 0.00047636\n",
      "  0.0000032  0.99465346 0.00198829 0.0010448 ]\n",
      " [0.0006082  0.00360833 0.04557955 0.00089349 0.80923355 0.00046638\n",
      "  0.07862403 0.00935772 0.00231324 0.04931547]\n",
      " [0.00024448 0.00001289 0.00058992 0.00465296 0.00003672 0.07394662\n",
      "  0.00000483 0.00120787 0.91833556 0.00096818]\n",
      " [0.00101228 0.00000039 0.00000116 0.00051766 0.00000767 0.99642205\n",
      "  0.000001   0.00033832 0.00088725 0.00081228]\n",
      " [0.00033905 0.9253328  0.01304087 0.00577713 0.0013882  0.01216391\n",
      "  0.00638872 0.0069776  0.01867187 0.00991977]\n",
      " [0.0000013  0.00000026 0.00000006 0.00002303 0.00000629 0.00000547\n",
      "  0.         0.9986091  0.00001707 0.0013374 ]\n",
      " [0.0416855  0.00144815 0.02199306 0.01285916 0.00398299 0.05694152\n",
      "  0.8041947  0.00014235 0.05479889 0.00195355]\n",
      " [0.00138236 0.00488501 0.75230354 0.04168185 0.0030683  0.00388993\n",
      "  0.022959   0.00119943 0.1519497  0.0166809 ]] (11.025 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 4.54516\n",
      "INFO:tensorflow:probabilities = [[0.9346504  0.0000098  0.02514206 0.00126798 0.00128417 0.00440582\n",
      "  0.01335263 0.01138343 0.00337189 0.00513178]\n",
      " [0.00000548 0.00000187 0.00001491 0.00033504 0.5922626  0.0008509\n",
      "  0.00008055 0.0089552  0.00045859 0.3970348 ]\n",
      " [0.00159901 0.00188837 0.02745168 0.0012541  0.04811419 0.00302502\n",
      "  0.87814486 0.00066718 0.02156596 0.01628962]\n",
      " [0.01610657 0.01785717 0.01262101 0.19753106 0.0018187  0.0840171\n",
      "  0.0027772  0.00897325 0.56178147 0.09651646]\n",
      " [0.0000336  0.00000009 0.00000026 0.00001503 0.00011316 0.00022906\n",
      "  0.00000001 0.99619687 0.00020285 0.00320914]\n",
      " [0.3081636  0.00005074 0.00149287 0.14963211 0.00052194 0.39273524\n",
      "  0.0004503  0.02146721 0.07044145 0.05504448]\n",
      " [0.00043653 0.10933081 0.00095698 0.02853605 0.30666104 0.01186757\n",
      "  0.00830266 0.06713772 0.07552299 0.39124766]\n",
      " [0.00109371 0.0057226  0.00443114 0.01368574 0.00085914 0.5821057\n",
      "  0.06392819 0.00016933 0.3264448  0.00155975]\n",
      " [0.00019271 0.00000029 0.00196877 0.00000116 0.00070629 0.00009013\n",
      "  0.996843   0.00000002 0.00018948 0.00000818]\n",
      " [0.00017464 0.9508027  0.00362223 0.01859274 0.00147671 0.00147436\n",
      "  0.00292495 0.00501955 0.01034956 0.00556255]\n",
      " [0.00101769 0.00208289 0.00142276 0.3887049  0.00004095 0.089601\n",
      "  0.00003628 0.00238088 0.5108521  0.0038606 ]\n",
      " [0.08421136 0.00001897 0.00103557 0.0716144  0.00002233 0.8078222\n",
      "  0.00123807 0.00891007 0.02488075 0.00024637]\n",
      " [0.00000768 0.00000049 0.9960372  0.0001754  0.00000111 0.0000074\n",
      "  0.00372458 0.00000006 0.00004459 0.0000015 ]\n",
      " [0.0002176  0.00000805 0.9975204  0.0015431  0.00002754 0.00000305\n",
      "  0.0005404  0.00001162 0.00010208 0.00002599]\n",
      " [0.00159352 0.00281196 0.00109439 0.31878933 0.07189316 0.24899237\n",
      "  0.00822144 0.15110715 0.04709774 0.14839898]\n",
      " [0.01303056 0.04516153 0.01059307 0.04493692 0.06681737 0.07552983\n",
      "  0.00507911 0.05781825 0.03710276 0.6439306 ]\n",
      " [0.00053639 0.00000102 0.00081959 0.9509331  0.00000813 0.0044646\n",
      "  0.00000074 0.02187585 0.01978451 0.0015761 ]\n",
      " [0.00006999 0.02861837 0.00087027 0.02271194 0.11928686 0.02080371\n",
      "  0.00171727 0.11879705 0.05904197 0.6280826 ]\n",
      " [0.00038348 0.86418605 0.02744662 0.01872566 0.00495459 0.00521368\n",
      "  0.00193854 0.02006136 0.02655037 0.03053965]\n",
      " [0.00000485 0.9954347  0.00018934 0.00066849 0.00037638 0.00044992\n",
      "  0.00019003 0.00098557 0.00119655 0.00050421]\n",
      " [0.00749297 0.00326758 0.21853103 0.01550008 0.00176611 0.00801624\n",
      "  0.03568655 0.0000335  0.7089588  0.00074716]\n",
      " [0.00014017 0.00002022 0.00002758 0.00021908 0.17828639 0.0007619\n",
      "  0.00064257 0.06310574 0.00499229 0.75180405]\n",
      " [0.00014375 0.00012716 0.0004282  0.09937829 0.04608302 0.00492252\n",
      "  0.00009285 0.20688549 0.00342216 0.6385166 ]\n",
      " [0.00001106 0.00010453 0.9931768  0.0029422  0.00004079 0.00001072\n",
      "  0.00350655 0.00000245 0.00020043 0.00000421]\n",
      " [0.00045909 0.9477278  0.00948769 0.0042854  0.00290107 0.00160102\n",
      "  0.01186409 0.00568948 0.0130366  0.00294787]\n",
      " [0.00139599 0.00078945 0.00792986 0.02726612 0.00523139 0.2190217\n",
      "  0.00396328 0.00199725 0.6735013  0.05890362]\n",
      " [0.00107656 0.00005027 0.0003347  0.00130174 0.40646386 0.00211996\n",
      "  0.00591317 0.01806017 0.01181071 0.55286884]\n",
      " [0.9868389  0.00000001 0.00001469 0.00021407 0.00000015 0.0127989\n",
      "  0.00000019 0.00009213 0.00003625 0.00000467]\n",
      " [0.0600158  0.00977253 0.01621356 0.05014331 0.03400797 0.18442948\n",
      "  0.0257369  0.04037973 0.482679   0.09662165]\n",
      " [0.01192025 0.00018612 0.00297357 0.4785648  0.00023982 0.46617085\n",
      "  0.00013385 0.00113213 0.03616031 0.00251833]\n",
      " [0.9867116  0.00000061 0.00168151 0.00055736 0.00001947 0.0059323\n",
      "  0.00427518 0.00003833 0.00076532 0.00001819]\n",
      " [0.0003136  0.00092681 0.02710519 0.00043249 0.01210546 0.0012618\n",
      "  0.95528567 0.00003238 0.00227037 0.00026624]\n",
      " [0.00043838 0.0000015  0.00032232 0.99476904 0.00000167 0.00175976\n",
      "  0.00000292 0.00134272 0.00135325 0.00000825]\n",
      " [0.00020891 0.00025722 0.01442242 0.00763882 0.0002715  0.00461437\n",
      "  0.00129713 0.00010215 0.97105926 0.00012823]\n",
      " [0.00014865 0.0014005  0.02028772 0.00113507 0.00248184 0.00196373\n",
      "  0.96008354 0.00001234 0.01220655 0.00028009]\n",
      " [0.00131099 0.00024822 0.03772679 0.00134916 0.00902357 0.0024232\n",
      "  0.9327948  0.00057549 0.01219832 0.00234949]\n",
      " [0.98214227 0.00000001 0.00113906 0.00078032 0.0000001  0.01316762\n",
      "  0.00009478 0.00003043 0.00263505 0.00001032]\n",
      " [0.0038467  0.0000948  0.00012162 0.00419814 0.00756966 0.03037547\n",
      "  0.00039969 0.6951574  0.02873905 0.22949752]\n",
      " [0.00018965 0.00027093 0.00008558 0.02582054 0.08460735 0.00204102\n",
      "  0.00008954 0.09573554 0.01113991 0.78002   ]\n",
      " [0.01658949 0.00066561 0.00173056 0.00152267 0.11316758 0.00747171\n",
      "  0.00795662 0.07409526 0.07177618 0.70502436]\n",
      " [0.03281079 0.03146964 0.25579193 0.00778666 0.2663151  0.00365874\n",
      "  0.21872196 0.00474169 0.04777347 0.13093   ]\n",
      " [0.00126913 0.00325682 0.20451023 0.00199031 0.07967685 0.00147413\n",
      "  0.6225599  0.0008923  0.06243452 0.02193586]\n",
      " [0.02592074 0.17711018 0.0539061  0.366633   0.00137469 0.1148819\n",
      "  0.02420258 0.00128521 0.2314204  0.00326507]\n",
      " [0.00060625 0.00040696 0.00331129 0.00855531 0.02674968 0.01799452\n",
      "  0.0104029  0.0071011  0.530394   0.39447802]\n",
      " [0.9915352  0.00000001 0.00001186 0.00001622 0.00000138 0.00838125\n",
      "  0.00002406 0.00000058 0.00002711 0.00000241]\n",
      " [0.00213161 0.3657334  0.01015608 0.00368654 0.00481745 0.01332588\n",
      "  0.01484777 0.00300746 0.5639017  0.01839204]\n",
      " [0.00002651 0.00004045 0.02670941 0.968919   0.00005643 0.00098209\n",
      "  0.00017956 0.00015665 0.00285351 0.00007619]\n",
      " [0.00415019 0.0000591  0.00009707 0.00021686 0.00523237 0.00181762\n",
      "  0.00014072 0.92713416 0.0025838  0.05856816]\n",
      " [0.02386898 0.00014874 0.01602263 0.0021447  0.0123803  0.02113902\n",
      "  0.26360473 0.03003899 0.4873831  0.14326884]\n",
      " [0.00277374 0.00002613 0.01188888 0.09290061 0.00035472 0.13433394\n",
      "  0.00012518 0.02373304 0.7320792  0.00178464]\n",
      " [0.10787597 0.000383   0.00306641 0.00544879 0.0041644  0.6320588\n",
      "  0.09542304 0.00013988 0.1500859  0.00135384]\n",
      " [0.9979931  0.00000011 0.00028531 0.0003137  0.0000019  0.00083032\n",
      "  0.00013101 0.00011146 0.00027411 0.00005899]\n",
      " [0.04980126 0.00000807 0.09383199 0.10895672 0.00009642 0.7252635\n",
      "  0.00212973 0.00065031 0.01831988 0.00094207]\n",
      " [0.00005403 0.6219998  0.00269935 0.01950595 0.01854524 0.08736053\n",
      "  0.01115278 0.02399832 0.13591278 0.07877117]\n",
      " [0.00050834 0.00000418 0.00081842 0.00002077 0.10642935 0.00095474\n",
      "  0.88953644 0.0000053  0.00067787 0.00104451]\n",
      " [0.00200603 0.00166031 0.00024737 0.00843584 0.30014673 0.00743958\n",
      "  0.00055318 0.05384252 0.00881764 0.6168508 ]\n",
      " [0.00028315 0.00000005 0.00287135 0.00000266 0.00013808 0.00030013\n",
      "  0.99632    0.0000002  0.00003901 0.00004536]\n",
      " [0.03166607 0.00287202 0.04960911 0.00770477 0.0428121  0.12943968\n",
      "  0.12413276 0.0708027  0.47687474 0.06408612]\n",
      " [0.00035147 0.00216771 0.00139356 0.00545009 0.5160905  0.00271386\n",
      "  0.00076984 0.20417167 0.01178141 0.25510997]\n",
      " [0.01906878 0.00189748 0.0062402  0.40772867 0.00263563 0.37777242\n",
      "  0.02307997 0.00761287 0.14681181 0.00715204]\n",
      " [0.00112753 0.0000202  0.00180541 0.01444075 0.02635704 0.03170316\n",
      "  0.00030457 0.07840733 0.58047473 0.26535928]\n",
      " [0.0103259  0.0000231  0.01197888 0.00408474 0.00080045 0.13602392\n",
      "  0.00036429 0.00012818 0.83533335 0.00093717]\n",
      " [0.00039255 0.0000037  0.00002086 0.0008928  0.02034967 0.00078876\n",
      "  0.0000109  0.23413305 0.00295235 0.7404553 ]\n",
      " [0.00093119 0.00012332 0.00097086 0.00879256 0.16221072 0.00185006\n",
      "  0.0003954  0.05699588 0.0359231  0.7318069 ]\n",
      " [0.00134201 0.5522786  0.02570054 0.06901836 0.02516302 0.11523876\n",
      "  0.07340498 0.01221936 0.09820489 0.02742945]\n",
      " [0.03882175 0.00032916 0.00004312 0.01282739 0.00545074 0.06498167\n",
      "  0.00013228 0.30223754 0.01278244 0.5623939 ]\n",
      " [0.00094091 0.00000006 0.00015543 0.00000042 0.99105376 0.0000337\n",
      "  0.00379821 0.00017502 0.00108225 0.00276031]\n",
      " [0.01844511 0.03149717 0.00061801 0.01230582 0.00007343 0.86910677\n",
      "  0.00020626 0.00695976 0.06014438 0.00064334]\n",
      " [0.00379397 0.00007316 0.01320863 0.00180035 0.23871452 0.02044419\n",
      "  0.00173007 0.02290232 0.00197993 0.6953529 ]\n",
      " [0.9826894  0.00000037 0.00007697 0.00157126 0.00004339 0.00933909\n",
      "  0.0000959  0.00293576 0.00240212 0.00084583]\n",
      " [0.00112479 0.00204637 0.03793491 0.05327765 0.10231675 0.01189352\n",
      "  0.00345339 0.15782163 0.07366981 0.5564612 ]\n",
      " [0.0243382  0.00000094 0.00044838 0.04787267 0.00012454 0.38707474\n",
      "  0.00169142 0.5154673  0.00205252 0.0209293 ]\n",
      " [0.546607   0.00037748 0.09936961 0.07106625 0.00132181 0.06040446\n",
      "  0.02923883 0.00865222 0.17076546 0.01219689]\n",
      " [0.0012059  0.00249965 0.00227785 0.00055673 0.0009612  0.00070301\n",
      "  0.97685975 0.00000949 0.014766   0.00016056]\n",
      " [0.00584229 0.00004167 0.00451281 0.03063484 0.00088367 0.8840365\n",
      "  0.00159126 0.00014584 0.0715779  0.00073317]\n",
      " [0.00000115 0.00000007 0.00000031 0.00022179 0.00000184 0.00009464\n",
      "  0.         0.99825996 0.00001712 0.00140312]\n",
      " [0.00061876 0.00001815 0.00249114 0.00443971 0.0058215  0.02584866\n",
      "  0.00005082 0.2733816  0.55828667 0.12904297]\n",
      " [0.00034162 0.7340925  0.0268957  0.13815069 0.0031508  0.01156279\n",
      "  0.00660998 0.02384447 0.03076169 0.02458988]\n",
      " [0.4156956  0.00001026 0.00126499 0.03127461 0.00001823 0.5099797\n",
      "  0.00104484 0.00236147 0.03787916 0.0004711 ]\n",
      " [0.00345329 0.38043973 0.03125413 0.03515411 0.00079224 0.00539966\n",
      "  0.00161037 0.00686839 0.5157775  0.0192505 ]\n",
      " [0.00015969 0.00124354 0.00132196 0.9735103  0.00008412 0.00471317\n",
      "  0.00001422 0.00751338 0.00743603 0.00400348]\n",
      " [0.01232528 0.00213349 0.16435884 0.114577   0.00006551 0.04274815\n",
      "  0.00017279 0.00333521 0.65926677 0.001017  ]\n",
      " [0.9884575  0.00000006 0.00078129 0.00037783 0.0000019  0.01000917\n",
      "  0.00004294 0.00001149 0.00031318 0.00000477]\n",
      " [0.00078355 0.00000518 0.9694463  0.00008051 0.00000157 0.00039157\n",
      "  0.02924434 0.00000001 0.00004554 0.00000144]\n",
      " [0.00050048 0.00001182 0.01249037 0.00003202 0.00841266 0.00008084\n",
      "  0.977698   0.00000077 0.00040143 0.00037151]\n",
      " [0.95675904 0.00000178 0.00275488 0.00020945 0.00064789 0.02816591\n",
      "  0.0016054  0.00566774 0.00046722 0.0037207 ]\n",
      " [0.14285907 0.00000897 0.01526968 0.03483575 0.00052131 0.5726585\n",
      "  0.11625107 0.00478396 0.1125715  0.00024018]\n",
      " [0.01722514 0.00887445 0.04384746 0.03159649 0.02377656 0.05142509\n",
      "  0.0458272  0.00827342 0.7031686  0.06598563]\n",
      " [0.00300643 0.00151797 0.04869187 0.00164881 0.17259663 0.00620736\n",
      "  0.6617785  0.00353498 0.07663832 0.02437907]\n",
      " [0.06621816 0.00479093 0.1929534  0.04206414 0.12061157 0.06645345\n",
      "  0.12186337 0.00450948 0.2046219  0.17591359]\n",
      " [0.00254682 0.00001988 0.00000803 0.00071968 0.00031964 0.02672378\n",
      "  0.00001124 0.93919754 0.00514292 0.02531049]\n",
      " [0.00033293 0.00007743 0.00010397 0.00011487 0.00058359 0.15122722\n",
      "  0.00002147 0.00129839 0.8448157  0.00142449]\n",
      " [0.00012179 0.00010339 0.00109403 0.86723053 0.00006966 0.00137916\n",
      "  0.0000183  0.00034233 0.12936345 0.00027751]\n",
      " [0.00000716 0.00000018 0.00000064 0.00008486 0.9845516  0.000018\n",
      "  0.00009104 0.00462116 0.00014599 0.01047938]\n",
      " [0.00231076 0.00002599 0.00002895 0.00098644 0.01064658 0.00342381\n",
      "  0.00001442 0.67467004 0.00423515 0.30365786]\n",
      " [0.00038424 0.00012535 0.00153219 0.00395859 0.14203674 0.00171846\n",
      "  0.00076094 0.01522398 0.00734768 0.82691187]\n",
      " [0.05579569 0.12449756 0.03329206 0.25832754 0.01162526 0.17506188\n",
      "  0.02267266 0.06608166 0.12871638 0.12392931]\n",
      " [0.03000363 0.00031424 0.00496394 0.11123182 0.00205056 0.42752454\n",
      "  0.01716211 0.00007998 0.38912243 0.01754675]\n",
      " [0.00144713 0.00010961 0.0105754  0.11753759 0.00782064 0.14929047\n",
      "  0.00032879 0.00458394 0.69110364 0.01720287]\n",
      " [0.00008613 0.00123401 0.9862481  0.00403863 0.00000879 0.00012725\n",
      "  0.00619508 0.00002565 0.0020209  0.0000154 ]] (10.976 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 0.63113487, step = 3101 (22.001 sec)\n",
      "INFO:tensorflow:probabilities = [[0.00035034 0.01188173 0.00049801 0.00753358 0.02395723 0.01866799\n",
      "  0.00056183 0.7517192  0.08553984 0.09929027]\n",
      " [0.09430425 0.00000229 0.01140099 0.03885823 0.00147789 0.05123738\n",
      "  0.00762112 0.00085306 0.7901883  0.00405654]\n",
      " [0.00323378 0.00001928 0.00136838 0.00292647 0.10664836 0.00130313\n",
      "  0.00062894 0.0469317  0.00504033 0.83189964]\n",
      " [0.00123293 0.89675045 0.01515601 0.0269293  0.00255354 0.00089368\n",
      "  0.00047662 0.02848542 0.01947587 0.00804637]\n",
      " [0.00062001 0.41427165 0.01860045 0.22853202 0.05270275 0.07211388\n",
      "  0.08678222 0.0099626  0.08985867 0.02655576]\n",
      " [0.9991474  0.00000001 0.0000259  0.00040362 0.         0.00039083\n",
      "  0.00002624 0.00000012 0.00000559 0.00000036]\n",
      " [0.98290956 0.0000295  0.00145297 0.0006282  0.00001031 0.01038397\n",
      "  0.00071918 0.00009488 0.00208268 0.00168868]\n",
      " [0.00801412 0.00005495 0.00954686 0.3074829  0.00048055 0.07012859\n",
      "  0.00027385 0.00014719 0.6031178  0.00075321]\n",
      " [0.00057892 0.00000747 0.00185783 0.00003267 0.0007603  0.00039874\n",
      "  0.99612445 0.00000031 0.00016834 0.00007084]\n",
      " [0.00089127 0.02804539 0.0324751  0.00142585 0.01698257 0.01129511\n",
      "  0.04495793 0.00912779 0.80865544 0.04614357]\n",
      " [0.00009207 0.0000113  0.00002135 0.00008341 0.9853322  0.0002861\n",
      "  0.00056095 0.00181003 0.00107892 0.01072362]\n",
      " [0.00002066 0.00000656 0.00001153 0.00012028 0.9319075  0.00005947\n",
      "  0.00048465 0.00226035 0.00012025 0.06500872]\n",
      " [0.00678704 0.00013615 0.00018321 0.00579546 0.00122313 0.52713627\n",
      "  0.00459047 0.00036438 0.44342548 0.01035837]\n",
      " [0.00328402 0.90807855 0.00524019 0.01337199 0.00356105 0.0127486\n",
      "  0.00670732 0.01525414 0.02354369 0.00821041]\n",
      " [0.04016834 0.00033459 0.05209954 0.19666632 0.00509492 0.20217362\n",
      "  0.04959488 0.00126598 0.4109781  0.04162374]\n",
      " [0.00103032 0.685438   0.01880371 0.15800764 0.01005696 0.03008417\n",
      "  0.02285545 0.01194415 0.0259037  0.03587589]\n",
      " [0.00237132 0.00004734 0.0003032  0.98895067 0.00000024 0.00534915\n",
      "  0.00000122 0.00038721 0.00249523 0.0000946 ]\n",
      " [0.00000349 0.00033614 0.99562967 0.00054752 0.00017252 0.0000648\n",
      "  0.00241582 0.0000041  0.00080342 0.00002239]\n",
      " [0.15726422 0.00007615 0.01045154 0.6948537  0.00002733 0.0786816\n",
      "  0.00016039 0.05038106 0.00680261 0.0013015 ]\n",
      " [0.0002408  0.9803318  0.00082956 0.00259233 0.00065048 0.00173862\n",
      "  0.00200558 0.0038466  0.00480857 0.00295557]\n",
      " [0.95628744 0.00000005 0.00040832 0.00180839 0.00000342 0.03644142\n",
      "  0.00041865 0.0007317  0.00263634 0.00126439]\n",
      " [0.00012582 0.00002565 0.00002641 0.0021882  0.29684618 0.00074986\n",
      "  0.00013405 0.06384127 0.00136718 0.6346954 ]\n",
      " [0.00129923 0.00004625 0.02440181 0.00032466 0.12880442 0.0048352\n",
      "  0.8296466  0.00055621 0.00729111 0.00279449]\n",
      " [0.96445084 0.00002161 0.01024755 0.00256012 0.00015656 0.00728259\n",
      "  0.01032976 0.00030154 0.00445211 0.00019734]\n",
      " [0.00010487 0.00002374 0.00013252 0.00023557 0.957843   0.00033056\n",
      "  0.00087746 0.00093461 0.0021535  0.03736409]\n",
      " [0.00067081 0.00818099 0.00440452 0.4458745  0.02981212 0.10849486\n",
      "  0.00154297 0.04440176 0.34208578 0.01453179]\n",
      " [0.0129657  0.00086337 0.00169449 0.3841788  0.00017648 0.5535064\n",
      "  0.00672074 0.00244802 0.03228559 0.00516044]\n",
      " [0.0036427  0.78554183 0.0151024  0.03549252 0.0149566  0.05216358\n",
      "  0.01432779 0.01446094 0.04116749 0.02314407]\n",
      " [0.00041077 0.4639955  0.06187695 0.25763467 0.03749795 0.04443387\n",
      "  0.04569184 0.01169474 0.03668041 0.04008338]\n",
      " [0.00280912 0.26746774 0.01636421 0.0229781  0.01020206 0.01586285\n",
      "  0.01293531 0.00602507 0.62381667 0.0215389 ]\n",
      " [0.00023033 0.9603911  0.00241391 0.00691494 0.00282639 0.00051639\n",
      "  0.00303182 0.00456261 0.01145498 0.00765772]\n",
      " [0.9496509  0.00001412 0.00374846 0.0025371  0.00377021 0.03244896\n",
      "  0.0038668  0.00080534 0.00156783 0.00159026]\n",
      " [0.00021328 0.02810588 0.00022025 0.00574508 0.00124969 0.00089467\n",
      "  0.00001762 0.9190467  0.00780231 0.03670455]\n",
      " [0.01842197 0.03308549 0.01052608 0.02164879 0.21679209 0.1683368\n",
      "  0.00746671 0.06492468 0.39480868 0.06398869]\n",
      " [0.00034393 0.00001801 0.00005154 0.00080223 0.02824686 0.00087075\n",
      "  0.00007672 0.05846306 0.01532842 0.89579844]\n",
      " [0.00117315 0.25974888 0.00228258 0.02544729 0.00877687 0.03746581\n",
      "  0.01069258 0.00729316 0.63593847 0.01118128]\n",
      " [0.00051273 0.16643125 0.00036451 0.03202248 0.01260543 0.00723141\n",
      "  0.0004555  0.54517245 0.02291223 0.21229199]\n",
      " [0.00813188 0.0010847  0.00100451 0.9362806  0.00017687 0.04050996\n",
      "  0.00054141 0.00143883 0.00905052 0.00178065]\n",
      " [0.99904054 0.         0.0000017  0.00001825 0.         0.00093084\n",
      "  0.00000468 0.00000009 0.00000331 0.00000064]\n",
      " [0.01184274 0.0000011  0.00001836 0.00078056 0.00323271 0.02538802\n",
      "  0.00005043 0.8763517  0.00100208 0.08133221]\n",
      " [0.05120948 0.0007302  0.7157292  0.01705964 0.05063406 0.02442167\n",
      "  0.07426504 0.02426579 0.00708332 0.0346016 ]\n",
      " [0.00021357 0.0000898  0.00005647 0.00006099 0.96988934 0.00280756\n",
      "  0.00437626 0.00157589 0.00377293 0.0171572 ]\n",
      " [0.78267205 0.00006432 0.00403606 0.00431733 0.00013049 0.19442676\n",
      "  0.01127925 0.00019569 0.00278291 0.0000952 ]\n",
      " [0.00182522 0.00000948 0.01808398 0.10378941 0.00600223 0.01697822\n",
      "  0.01397323 0.00112829 0.81883794 0.01937196]\n",
      " [0.00977034 0.00000458 0.00397178 0.00019294 0.0016902  0.0024504\n",
      "  0.97207123 0.00001865 0.00951326 0.00031658]\n",
      " [0.00902512 0.00334268 0.05453612 0.03109612 0.31110555 0.0247907\n",
      "  0.48262647 0.02414149 0.02030221 0.03903352]\n",
      " [0.00002006 0.00000105 0.00000338 0.00013319 0.24954656 0.0009859\n",
      "  0.00001521 0.16694024 0.01449308 0.5678613 ]\n",
      " [0.00104028 0.9521516  0.00402728 0.00722101 0.00219901 0.00072157\n",
      "  0.00062255 0.00169497 0.02759883 0.00272293]\n",
      " [0.00019273 0.00019052 0.00003846 0.00053948 0.13263537 0.01260982\n",
      "  0.00023937 0.02744694 0.09279229 0.73331505]\n",
      " [0.05819922 0.00079894 0.03237775 0.0104826  0.22449121 0.5387589\n",
      "  0.06705306 0.00495247 0.01624455 0.04664132]\n",
      " [0.9925494  0.         0.0000343  0.00603055 0.00000017 0.00124293\n",
      "  0.00000311 0.00005805 0.00007736 0.00000408]\n",
      " [0.00060314 0.00000019 0.00000038 0.00092163 0.00000672 0.959511\n",
      "  0.00000303 0.00034756 0.03803095 0.00057535]\n",
      " [0.64474654 0.00000354 0.07382672 0.0023226  0.00020432 0.02485412\n",
      "  0.00024341 0.23454519 0.01548298 0.00377069]\n",
      " [0.91937166 0.00000342 0.01991564 0.00137802 0.00101433 0.00544477\n",
      "  0.00406455 0.01598178 0.01605454 0.01677144]\n",
      " [0.9995334  0.00000001 0.00001235 0.00002852 0.00000027 0.0004052\n",
      "  0.00000442 0.00000428 0.0000045  0.00000698]\n",
      " [0.86672854 0.00010977 0.01844162 0.02110456 0.00040445 0.03230933\n",
      "  0.01977946 0.00172473 0.03367711 0.00572038]\n",
      " [0.00206285 0.00013652 0.00011154 0.00228325 0.09669438 0.00639277\n",
      "  0.00043768 0.03883654 0.00720093 0.84584355]\n",
      " [0.00628469 0.21220307 0.01424994 0.02521402 0.02945381 0.03544076\n",
      "  0.00672154 0.02155721 0.6263901  0.02248487]\n",
      " [0.00456211 0.04130512 0.08111317 0.41056803 0.08865616 0.05044155\n",
      "  0.15229787 0.02195487 0.05319438 0.09590673]\n",
      " [0.00014738 0.01530237 0.00542605 0.00065801 0.15735129 0.0005129\n",
      "  0.811529   0.00016613 0.00496949 0.00393744]\n",
      " [0.00093394 0.9430429  0.00485586 0.01017226 0.00236373 0.00265815\n",
      "  0.00651954 0.01022682 0.0129186  0.00630825]\n",
      " [0.00002326 0.00001257 0.00030633 0.00035136 0.97612303 0.00032054\n",
      "  0.00749011 0.00042768 0.00069658 0.01424856]\n",
      " [0.02961382 0.00043525 0.03549086 0.91908383 0.00000222 0.01380177\n",
      "  0.00021667 0.0003662  0.00095584 0.0000335 ]\n",
      " [0.00019509 0.00168533 0.9631203  0.00511747 0.00033013 0.00064131\n",
      "  0.02807075 0.0000469  0.00068513 0.00010779]\n",
      " [0.01803989 0.00041279 0.00137111 0.02506774 0.00201313 0.8668556\n",
      "  0.0049762  0.00140068 0.07258797 0.00727484]\n",
      " [0.00162141 0.01094278 0.00945916 0.00443448 0.16745783 0.00453577\n",
      "  0.0041229  0.01256037 0.09149007 0.6933753 ]\n",
      " [0.00031212 0.00050295 0.93646395 0.00374634 0.00821587 0.00667758\n",
      "  0.03267895 0.00008598 0.00593035 0.00538589]\n",
      " [0.0031223  0.00101109 0.00304697 0.00020484 0.6276439  0.00350325\n",
      "  0.3349538  0.00334412 0.00584484 0.0173248 ]\n",
      " [0.00012406 0.00000778 0.00548541 0.97656345 0.00001415 0.00153278\n",
      "  0.00000695 0.00341653 0.01192228 0.00092658]\n",
      " [0.01559837 0.13896392 0.27283314 0.17403494 0.07368701 0.07712547\n",
      "  0.01357608 0.00611613 0.2204628  0.00760222]\n",
      " [0.00651319 0.50285465 0.04250884 0.03861365 0.01760539 0.07673091\n",
      "  0.00163321 0.00520465 0.3074607  0.00087476]\n",
      " [0.00593381 0.00033245 0.00307502 0.00221101 0.22090663 0.00350823\n",
      "  0.00397302 0.01986241 0.02464196 0.7155554 ]\n",
      " [0.02835791 0.00035592 0.02419552 0.00208944 0.02227389 0.0108521\n",
      "  0.8970522  0.00015152 0.01419586 0.00047557]\n",
      " [0.00096    0.0011607  0.00324062 0.9767075  0.00000041 0.00495897\n",
      "  0.00007627 0.00027084 0.0122751  0.00034937]\n",
      " [0.00184764 0.00088102 0.005956   0.801167   0.00009579 0.10530523\n",
      "  0.00024865 0.00285371 0.07383882 0.00780604]\n",
      " [0.0123412  0.04073242 0.05577479 0.07090063 0.00214051 0.0485365\n",
      "  0.00854934 0.00081837 0.7389991  0.02120719]\n",
      " [0.01083791 0.00002633 0.00141928 0.950188   0.00000845 0.01570075\n",
      "  0.00004185 0.00286641 0.01882069 0.00009036]\n",
      " [0.00036427 0.00002103 0.9451369  0.04407179 0.00018767 0.00029596\n",
      "  0.00236756 0.00018513 0.00581899 0.00155068]\n",
      " [0.9995402  0.         0.00002595 0.00001667 0.00000011 0.00024765\n",
      "  0.00007682 0.00000033 0.00009132 0.000001  ]\n",
      " [0.00002352 0.00001014 0.00155606 0.99486345 0.00000057 0.00183015\n",
      "  0.00000567 0.00000811 0.00169101 0.00001135]\n",
      " [0.00024392 0.97450066 0.00218176 0.00263027 0.00092637 0.00032099\n",
      "  0.00016705 0.01011111 0.00660136 0.00231647]\n",
      " [0.00091414 0.00000023 0.00092682 0.00033113 0.9092391  0.00117523\n",
      "  0.0109567  0.01822167 0.00232787 0.055907  ]\n",
      " [0.00021149 0.00000607 0.98705006 0.0018908  0.00022011 0.00004238\n",
      "  0.01037638 0.00000188 0.00013414 0.00006674]\n",
      " [0.00143153 0.00000872 0.00065418 0.00049529 0.00054332 0.966564\n",
      "  0.00058402 0.00012798 0.02901882 0.00057213]\n",
      " [0.0004413  0.00000064 0.05288281 0.0004332  0.00112225 0.00078077\n",
      "  0.9389915  0.00000086 0.00510415 0.0002425 ]\n",
      " [0.00652833 0.00012031 0.00528946 0.00178729 0.6461139  0.00463733\n",
      "  0.01041243 0.00341195 0.01035896 0.31134018]\n",
      " [0.01989939 0.00016161 0.02180061 0.7950314  0.00028378 0.02974618\n",
      "  0.00167579 0.00130544 0.12590897 0.00418679]\n",
      " [0.00015094 0.00000938 0.00000421 0.00111199 0.04122322 0.01706793\n",
      "  0.0000412  0.46894267 0.00251803 0.46893036]\n",
      " [0.00138987 0.00008519 0.8734462  0.08344021 0.01594039 0.00317001\n",
      "  0.00849937 0.00272396 0.00335969 0.00794511]\n",
      " [0.9712214  0.0000074  0.00397354 0.00196504 0.00026529 0.00972208\n",
      "  0.00150046 0.00777923 0.0021504  0.00141532]\n",
      " [0.00130251 0.00068347 0.00121743 0.03838541 0.00053983 0.15342674\n",
      "  0.00146788 0.00071069 0.7949974  0.00726862]\n",
      " [0.01442064 0.00004019 0.0123761  0.00070688 0.01559601 0.58066106\n",
      "  0.01903001 0.00209071 0.19919455 0.15588383]\n",
      " [0.99745685 0.00000002 0.00000946 0.00011259 0.00000006 0.0023691\n",
      "  0.00000544 0.0000049  0.00003629 0.00000518]\n",
      " [0.00546458 0.00507868 0.02728936 0.06177062 0.00316544 0.03512603\n",
      "  0.0021202  0.00172086 0.856987   0.00127725]\n",
      " [0.0009493  0.00701302 0.00068409 0.01213688 0.03708251 0.15733172\n",
      "  0.00049839 0.5360761  0.07542831 0.17279963]\n",
      " [0.9984946  0.         0.00007632 0.0000083  0.00000016 0.00123819\n",
      "  0.00011399 0.0000085  0.00005276 0.0000072 ]\n",
      " [0.13000323 0.00001564 0.00033934 0.19391857 0.00018521 0.6393509\n",
      "  0.00009035 0.0068661  0.02731205 0.00191857]\n",
      " [0.00171986 0.00175076 0.01279083 0.08809652 0.00138754 0.04728585\n",
      "  0.00490737 0.0019919  0.8344489  0.00562053]\n",
      " [0.00168487 0.00069221 0.0022863  0.7323311  0.00095142 0.1059351\n",
      "  0.0020667  0.00209834 0.1412569  0.01069711]\n",
      " [0.00127124 0.00060643 0.11735508 0.8603734  0.0000774  0.00499549\n",
      "  0.00223546 0.00080859 0.01176851 0.00050818]] (10.954 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 4.5809\n",
      "INFO:tensorflow:probabilities = [[0.0002459  0.00002596 0.00003855 0.00012808 0.9005831  0.00199397\n",
      "  0.00114409 0.00086014 0.00506323 0.08991709]\n",
      " [0.00476682 0.00366352 0.42297637 0.01461456 0.00149723 0.02385441\n",
      "  0.20313013 0.00548273 0.3005096  0.01950459]\n",
      " [0.00062208 0.00000949 0.00001623 0.00003582 0.9638956  0.00014063\n",
      "  0.00118579 0.0006856  0.00033454 0.03307417]\n",
      " [0.00139062 0.00000029 0.21635179 0.00017518 0.1334984  0.00033049\n",
      "  0.6330579  0.00111211 0.01157969 0.00250344]\n",
      " [0.00026597 0.98772484 0.00090136 0.00157362 0.00016616 0.0004722\n",
      "  0.00192352 0.00126544 0.00524722 0.00045967]\n",
      " [0.00073427 0.00144183 0.20566586 0.40143946 0.00267897 0.23794325\n",
      "  0.03035739 0.00413992 0.11316756 0.00243147]\n",
      " [0.00001445 0.0000024  0.00000535 0.0004943  0.00003232 0.00015879\n",
      "  0.00000013 0.9969169  0.00003738 0.00233798]\n",
      " [0.00889814 0.0000845  0.00103017 0.05575955 0.01489919 0.04638788\n",
      "  0.0005683  0.5819208  0.0304444  0.260007  ]\n",
      " [0.03559508 0.01103766 0.00467598 0.4027664  0.00308744 0.41531903\n",
      "  0.00027799 0.00440244 0.11958073 0.00325721]\n",
      " [0.02567398 0.00017112 0.00755076 0.06990291 0.00405753 0.01317016\n",
      "  0.00716561 0.00013592 0.868983   0.00318906]\n",
      " [0.00554893 0.00071605 0.00090755 0.00821779 0.00043304 0.5142937\n",
      "  0.00028536 0.00097539 0.46249962 0.00612257]\n",
      " [0.00019042 0.00059688 0.0419643  0.09456924 0.01767022 0.05947853\n",
      "  0.00169867 0.02529747 0.7411028  0.01743142]\n",
      " [0.02601336 0.00250323 0.01438777 0.1691398  0.00366998 0.33027712\n",
      "  0.00266421 0.00235699 0.42946145 0.01952596]\n",
      " [0.99768806 0.00000001 0.00000601 0.00020785 0.00000002 0.00158192\n",
      "  0.00000052 0.00043673 0.00007428 0.00000451]\n",
      " [0.00306026 0.01034519 0.01719291 0.02266405 0.00149856 0.05123238\n",
      "  0.14140901 0.00191602 0.74688506 0.00379657]\n",
      " [0.00039622 0.00056884 0.0000428  0.00084506 0.06093261 0.00479666\n",
      "  0.00005316 0.10277424 0.00732634 0.8222641 ]\n",
      " [0.00016463 0.98256797 0.00147041 0.00312598 0.00110668 0.00033695\n",
      "  0.00158019 0.00455532 0.00421398 0.00087782]\n",
      " [0.00019952 0.00010771 0.00601519 0.9014478  0.0000762  0.0020211\n",
      "  0.00007343 0.00156459 0.08763978 0.00085461]\n",
      " [0.09927336 0.00000031 0.01487234 0.00104087 0.05408482 0.25683063\n",
      "  0.5171733  0.00001717 0.05586563 0.00084157]\n",
      " [0.13119051 0.00000036 0.00908512 0.00027551 0.00012303 0.00712184\n",
      "  0.8517725  0.00000899 0.00036604 0.00005602]\n",
      " [0.00885664 0.00001325 0.00001248 0.00256692 0.04359195 0.07783348\n",
      "  0.00004169 0.6862747  0.00058515 0.18022372]\n",
      " [0.00086523 0.9158386  0.02975433 0.00175588 0.00435398 0.00169599\n",
      "  0.01502633 0.00616379 0.02085831 0.00368773]\n",
      " [0.00190261 0.00000291 0.00004075 0.00002527 0.95409375 0.00258291\n",
      "  0.00426683 0.0025301  0.00313742 0.03141741]\n",
      " [0.00182398 0.00001355 0.00013965 0.01831607 0.00031163 0.89999753\n",
      "  0.00010039 0.00056921 0.07271972 0.00600821]\n",
      " [0.00137665 0.0302484  0.0100158  0.04590278 0.00045623 0.00418471\n",
      "  0.00008058 0.6950254  0.16622174 0.04648775]\n",
      " [0.00076855 0.00277985 0.0026488  0.00668107 0.819355   0.00298503\n",
      "  0.0079865  0.0058461  0.00438334 0.14656572]\n",
      " [0.00026985 0.00005539 0.765863   0.00066948 0.00004439 0.00009133\n",
      "  0.23250902 0.00000017 0.00049479 0.00000252]\n",
      " [0.00053224 0.93249744 0.00438116 0.0123813  0.00698646 0.00409296\n",
      "  0.00718925 0.00974443 0.01797979 0.004215  ]\n",
      " [0.03887214 0.08015585 0.00969456 0.0013284  0.0138126  0.07618794\n",
      "  0.21578841 0.00044893 0.55638564 0.00732557]\n",
      " [0.00012773 0.8922107  0.00282056 0.04818055 0.00152872 0.02041478\n",
      "  0.00307832 0.00541339 0.0178255  0.00839974]\n",
      " [0.00012559 0.00020571 0.0029402  0.01800009 0.00016526 0.01914263\n",
      "  0.00058983 0.00248855 0.95453846 0.00180365]\n",
      " [0.00002125 0.00000256 0.00077242 0.9982324  0.00000131 0.00029164\n",
      "  0.00000037 0.00017358 0.0004593  0.00004509]\n",
      " [0.00085887 0.00005047 0.97492224 0.00174045 0.00026851 0.00036049\n",
      "  0.01170727 0.00004101 0.00977366 0.00027713]\n",
      " [0.96630514 0.00000003 0.00004052 0.00003818 0.00000415 0.03316684\n",
      "  0.0001631  0.00000785 0.00025109 0.0000232 ]\n",
      " [0.02791705 0.00967312 0.0019019  0.02392306 0.0083634  0.39355907\n",
      "  0.39726722 0.00020974 0.11341914 0.02376634]\n",
      " [0.8828846  0.0000029  0.03138495 0.00195654 0.00027482 0.00732777\n",
      "  0.02482651 0.05027235 0.00043142 0.00063805]\n",
      " [0.9445699  0.00000006 0.00672401 0.00373715 0.00000252 0.04173934\n",
      "  0.00220678 0.00001185 0.00089019 0.00011822]\n",
      " [0.9217262  0.0000013  0.00041276 0.00012292 0.00002153 0.06670384\n",
      "  0.00919323 0.00006225 0.00157388 0.00018195]\n",
      " [0.01196199 0.00007216 0.33589953 0.0042106  0.00203888 0.00412874\n",
      "  0.6311781  0.00008049 0.01031163 0.00011785]\n",
      " [0.00074138 0.7919575  0.0006943  0.00697037 0.0043723  0.02193884\n",
      "  0.0004976  0.01359314 0.14058664 0.0186479 ]\n",
      " [0.9937576  0.         0.00007266 0.00015701 0.00000008 0.00586309\n",
      "  0.00001551 0.00005318 0.00007721 0.00000368]\n",
      " [0.07658527 0.00000215 0.8747287  0.00675783 0.00218075 0.01498742\n",
      "  0.01706338 0.00021479 0.00453301 0.00294678]\n",
      " [0.00208784 0.8490461  0.01147211 0.03013711 0.00837552 0.00613169\n",
      "  0.00765632 0.03235248 0.02804015 0.02470057]\n",
      " [0.00005812 0.000001   0.00004597 0.98924047 0.00000094 0.00054217\n",
      "  0.00000017 0.00884138 0.00106205 0.00020764]\n",
      " [0.00014927 0.00046112 0.00151458 0.0026606  0.00044557 0.00012581\n",
      "  0.00002256 0.93122095 0.00296508 0.06043438]\n",
      " [0.0003928  0.0001599  0.00040486 0.01670353 0.03326058 0.00309285\n",
      "  0.00029696 0.44483235 0.02944781 0.47140837]\n",
      " [0.02706618 0.00033396 0.00034173 0.00083658 0.00490984 0.9347285\n",
      "  0.00134594 0.00077839 0.02344791 0.00621089]\n",
      " [0.0054533  0.00018836 0.9251512  0.02488383 0.00494643 0.00553164\n",
      "  0.02078541 0.00002419 0.01236149 0.00067419]\n",
      " [0.14590584 0.00020447 0.1328108  0.00421734 0.00907796 0.02390776\n",
      "  0.6799919  0.00007263 0.00120566 0.00260565]\n",
      " [0.5545616  0.00000176 0.00446242 0.00094151 0.0001781  0.03446941\n",
      "  0.402005   0.00004524 0.0028289  0.00050601]\n",
      " [0.00590359 0.00000018 0.0124807  0.00001283 0.00053117 0.00017262\n",
      "  0.98073786 0.00000162 0.00003402 0.0001253 ]\n",
      " [0.01677431 0.00000034 0.0000889  0.0000343  0.88880235 0.00428401\n",
      "  0.01773478 0.00163084 0.00052844 0.07012168]\n",
      " [0.01733988 0.00000813 0.00466609 0.00005566 0.00030385 0.00148738\n",
      "  0.97513676 0.00006152 0.00054371 0.00039715]\n",
      " [0.00027313 0.00004082 0.00000159 0.0021551  0.00029134 0.0068842\n",
      "  0.00000082 0.7212162  0.00408599 0.26505077]\n",
      " [0.00008813 0.00003758 0.00005348 0.00003134 0.9220125  0.00152664\n",
      "  0.00364842 0.00682818 0.01207289 0.0537008 ]\n",
      " [0.00003917 0.00000068 0.9995413  0.00020988 0.00000102 0.00004526\n",
      "  0.00011426 0.00000021 0.00004561 0.00000267]\n",
      " [0.00055286 0.0117402  0.0004729  0.00859968 0.22640496 0.0068593\n",
      "  0.00191509 0.01306347 0.01128998 0.71910155]\n",
      " [0.0023425  0.10030931 0.00069452 0.20347713 0.01713168 0.16134503\n",
      "  0.00043397 0.10763717 0.16896713 0.23766164]\n",
      " [0.00854872 0.01108898 0.30987337 0.47843218 0.00058362 0.00166081\n",
      "  0.00781158 0.00090278 0.17943683 0.00166104]\n",
      " [0.00010788 0.00118307 0.04947409 0.15406774 0.00012157 0.00515053\n",
      "  0.00001277 0.69375986 0.08470362 0.01141883]\n",
      " [0.00005011 0.00000132 0.00000037 0.00026136 0.00005906 0.00449986\n",
      "  0.00000019 0.97207963 0.00022312 0.0228249 ]\n",
      " [0.01046215 0.00099789 0.63499326 0.03247252 0.01771728 0.0320511\n",
      "  0.01319185 0.09994244 0.07356985 0.08460164]\n",
      " [0.0005185  0.85301816 0.00574158 0.04644642 0.01281147 0.02073273\n",
      "  0.01902212 0.00703973 0.02024989 0.01441941]\n",
      " [0.00024829 0.00008501 0.00007663 0.00024847 0.10162709 0.00035695\n",
      "  0.0000135  0.00534506 0.00110649 0.8908925 ]\n",
      " [0.0822424  0.00000107 0.8772477  0.00066903 0.00087422 0.00140128\n",
      "  0.03541809 0.00000084 0.00065027 0.00149505]\n",
      " [0.00197155 0.10229868 0.03616998 0.09336741 0.00188119 0.00801781\n",
      "  0.00301965 0.19580132 0.52991045 0.02756194]\n",
      " [0.05130406 0.00000357 0.04074739 0.88440657 0.00001258 0.00514014\n",
      "  0.00000126 0.01444909 0.00386316 0.00007217]\n",
      " [0.00025178 0.0000038  0.00000809 0.00129984 0.00001705 0.01153663\n",
      "  0.00000011 0.98051924 0.00030307 0.0060603 ]\n",
      " [0.00058915 0.00561005 0.001035   0.00443314 0.24680093 0.00668515\n",
      "  0.00138708 0.3222636  0.05937836 0.3518176 ]\n",
      " [0.01180923 0.00012161 0.00271056 0.9294123  0.00027725 0.03975097\n",
      "  0.00030774 0.00117956 0.00855075 0.00587997]\n",
      " [0.00057548 0.00000029 0.00176633 0.00003169 0.00001907 0.00001886\n",
      "  0.99738556 0.00000008 0.00019952 0.00000307]\n",
      " [0.63068473 0.00150833 0.01456889 0.02408744 0.00052353 0.1042159\n",
      "  0.10725591 0.00191617 0.09705782 0.0181813 ]\n",
      " [0.00111108 0.01635659 0.00167912 0.02297176 0.01364576 0.0275016\n",
      "  0.00065272 0.03177416 0.8746237  0.00968345]\n",
      " [0.00134433 0.0072299  0.00912809 0.00574633 0.00374962 0.00931416\n",
      "  0.9469931  0.00000683 0.01614838 0.0003391 ]\n",
      " [0.00624653 0.00000242 0.00000292 0.0032063  0.00008012 0.91928387\n",
      "  0.00000298 0.04982932 0.01014059 0.0112051 ]\n",
      " [0.00019284 0.00422015 0.01678308 0.02366544 0.00059687 0.00094762\n",
      "  0.00020358 0.8938982  0.01053989 0.0489523 ]\n",
      " [0.7189211  0.00000073 0.00067849 0.00651266 0.00000702 0.25660878\n",
      "  0.00012302 0.0039478  0.01154544 0.00165487]\n",
      " [0.00037789 0.0007133  0.00019763 0.00427672 0.4762034  0.01596366\n",
      "  0.00284902 0.07889309 0.05541791 0.3651074 ]\n",
      " [0.02593661 0.00017095 0.00115169 0.05408105 0.0007679  0.8942239\n",
      "  0.00313285 0.00271523 0.01729752 0.0005223 ]\n",
      " [0.9859973  0.         0.00056451 0.00005672 0.00000683 0.00273997\n",
      "  0.00291806 0.00756567 0.00012169 0.00002913]\n",
      " [0.00017261 0.00014441 0.92881393 0.03559436 0.00000148 0.00749693\n",
      "  0.00082435 0.00020176 0.0267472  0.00000314]\n",
      " [0.01170838 0.00012047 0.00004661 0.00063149 0.06010964 0.2881171\n",
      "  0.00009349 0.0795127  0.08291999 0.4767401 ]\n",
      " [0.00018716 0.00010361 0.00022496 0.00003365 0.97463006 0.00113345\n",
      "  0.00817456 0.00054844 0.00390036 0.01106386]\n",
      " [0.00146921 0.00001146 0.00000903 0.00040393 0.0026665  0.00152416\n",
      "  0.00000468 0.846372   0.00033495 0.14720404]\n",
      " [0.12581216 0.00006936 0.00288507 0.3746789  0.00000766 0.47939762\n",
      "  0.00018374 0.01171761 0.00470629 0.00054159]\n",
      " [0.00022927 0.95362085 0.00977442 0.00427305 0.00602431 0.00094739\n",
      "  0.01708429 0.00132387 0.00369586 0.0030267 ]\n",
      " [0.03659425 0.0001037  0.84165645 0.00846081 0.00003383 0.00461688\n",
      "  0.00193533 0.07317825 0.02527446 0.00814601]\n",
      " [0.00931217 0.00547774 0.0007114  0.40894464 0.00009627 0.19819185\n",
      "  0.00000208 0.09827673 0.27564147 0.00334559]\n",
      " [0.00003598 0.00005771 0.00008959 0.00025867 0.7616077  0.00049016\n",
      "  0.0001927  0.00462849 0.00177174 0.23086715]\n",
      " [0.02290428 0.01959838 0.07443161 0.05870364 0.00068123 0.10416138\n",
      "  0.00263681 0.01399441 0.68600786 0.01688029]\n",
      " [0.10293102 0.00147475 0.5733601  0.01691188 0.00427058 0.01943638\n",
      "  0.01946768 0.00061504 0.25800714 0.00352556]\n",
      " [0.00020601 0.97447973 0.00210898 0.0046504  0.00116984 0.00049415\n",
      "  0.00188177 0.00783883 0.00551745 0.00165287]\n",
      " [0.00889176 0.00000089 0.00004402 0.00064744 0.00024163 0.00644669\n",
      "  0.00000166 0.9619747  0.00014207 0.02160913]\n",
      " [0.00119813 0.8957084  0.0196494  0.02609341 0.00451186 0.00376314\n",
      "  0.00064927 0.0225117  0.02321926 0.00269533]\n",
      " [0.00415424 0.00016847 0.06517934 0.09999257 0.0038979  0.16368668\n",
      "  0.00450542 0.01140239 0.6256519  0.021361  ]\n",
      " [0.00008427 0.000005   0.0213628  0.00004191 0.00373472 0.00080026\n",
      "  0.9734849  0.00003144 0.0003218  0.00013292]\n",
      " [0.01299862 0.00302806 0.16279043 0.00754394 0.5041672  0.00170561\n",
      "  0.01680926 0.05080932 0.02668776 0.21345976]\n",
      " [0.00004541 0.00001093 0.96919596 0.02740178 0.00006623 0.00007075\n",
      "  0.00200771 0.00027417 0.00088738 0.00003975]\n",
      " [0.00066025 0.00002012 0.00016011 0.00266792 0.20415999 0.00105436\n",
      "  0.00005859 0.26539475 0.00598661 0.51983726]\n",
      " [0.00013077 0.00000131 0.00000241 0.00002376 0.00056221 0.00022683\n",
      "  0.00000091 0.94418    0.00004676 0.05482511]] (10.876 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 0.44094223, step = 3201 (21.831 sec)\n",
      "INFO:tensorflow:probabilities = [[0.00000081 0.00000024 0.0000013  0.00003635 0.00000539 0.00000558\n",
      "  0.00000002 0.99970955 0.00007088 0.00016979]\n",
      " [0.974083   0.         0.00029777 0.00002691 0.00000526 0.02526479\n",
      "  0.0001491  0.00010424 0.00005733 0.00001164]\n",
      " [0.00001824 0.00001735 0.00001166 0.00098227 0.02843067 0.00030413\n",
      "  0.00014434 0.00874957 0.00668576 0.954656  ]\n",
      " [0.00096514 0.02252669 0.0016229  0.01053241 0.07825765 0.00310942\n",
      "  0.00143243 0.22628707 0.03893626 0.61633   ]\n",
      " [0.00013087 0.00020086 0.00025543 0.00045511 0.0696958  0.00184883\n",
      "  0.00012724 0.02089919 0.00324639 0.90314025]\n",
      " [0.02173598 0.00005437 0.00243339 0.00039626 0.00673468 0.03441647\n",
      "  0.91356033 0.00004712 0.01857903 0.00204227]\n",
      " [0.00090143 0.00044797 0.03009128 0.93219984 0.00017564 0.00391654\n",
      "  0.00044873 0.01055084 0.01889358 0.00237407]\n",
      " [0.01046657 0.00009816 0.01729259 0.01154994 0.24648464 0.05667976\n",
      "  0.24294017 0.00567963 0.01262226 0.39618626]\n",
      " [0.00701954 0.01544228 0.02573381 0.01129633 0.5680371  0.02453935\n",
      "  0.0697438  0.00752708 0.03373467 0.23692608]\n",
      " [0.00016698 0.00006841 0.00000047 0.00073262 0.01302085 0.00228113\n",
      "  0.00000986 0.36132026 0.00021975 0.6221796 ]\n",
      " [0.0002974  0.00268889 0.00273904 0.00421518 0.00042739 0.00130049\n",
      "  0.00007852 0.00308739 0.97021914 0.01494652]\n",
      " [0.00193367 0.00294112 0.00107125 0.02371005 0.01398522 0.11531116\n",
      "  0.01403307 0.00385769 0.77438253 0.04877428]\n",
      " [0.0079868  0.00045509 0.00217914 0.6356647  0.00006845 0.25053653\n",
      "  0.00001349 0.0724639  0.02428113 0.00635074]\n",
      " [0.00045444 0.08261292 0.01856348 0.00241124 0.00524068 0.01125293\n",
      "  0.8476404  0.00001401 0.03139276 0.00041711]\n",
      " [0.00126192 0.00000179 0.00341741 0.00007412 0.00128342 0.00098863\n",
      "  0.9897396  0.00000887 0.00238562 0.00083873]\n",
      " [0.02520503 0.00044858 0.01598872 0.7901883  0.00057981 0.0918844\n",
      "  0.01992547 0.00035183 0.05221605 0.00321189]\n",
      " [0.0002817  0.00019965 0.6379894  0.00408863 0.2689618  0.00022174\n",
      "  0.07700747 0.00004651 0.00084176 0.01036137]\n",
      " [0.01268091 0.00000601 0.00081258 0.00379775 0.00006114 0.91917634\n",
      "  0.00440111 0.00001041 0.05895311 0.00010054]\n",
      " [0.00290779 0.00000009 0.00157883 0.00000819 0.00017632 0.00016946\n",
      "  0.99509996 0.0000004  0.00004362 0.00001527]\n",
      " [0.00112742 0.01633467 0.00419686 0.01718798 0.07811603 0.01445339\n",
      "  0.0023967  0.02103601 0.65153366 0.19361731]\n",
      " [0.00072156 0.00000109 0.0340895  0.93919605 0.00000299 0.00348504\n",
      "  0.00000146 0.00076876 0.02156216 0.00017157]\n",
      " [0.00071606 0.00011669 0.00046895 0.00175114 0.7294807  0.02006448\n",
      "  0.00121022 0.00282669 0.04371721 0.19964786]\n",
      " [0.9985323  0.         0.00000994 0.00008843 0.00000001 0.00133476\n",
      "  0.00000022 0.00000347 0.00003087 0.00000003]\n",
      " [0.01731741 0.0021178  0.8373189  0.03397428 0.00117293 0.00960497\n",
      "  0.0236124  0.00221277 0.06414582 0.00852284]\n",
      " [0.03240713 0.00155862 0.17536111 0.12302893 0.00100881 0.03139972\n",
      "  0.01667101 0.00020141 0.61688226 0.00148099]\n",
      " [0.02020884 0.06285987 0.01141574 0.05516068 0.03701728 0.63075787\n",
      "  0.02918351 0.04080949 0.09468796 0.01789877]\n",
      " [0.00001195 0.00121269 0.00000237 0.00225671 0.00688551 0.0025936\n",
      "  0.00000401 0.02681477 0.00140547 0.9588129 ]\n",
      " [0.00001394 0.00000019 0.00000073 0.00007891 0.03657038 0.00040141\n",
      "  0.00000052 0.0111435  0.0031288  0.9486616 ]\n",
      " [0.1979021  0.03994043 0.2286461  0.3372224  0.00002168 0.04367336\n",
      "  0.05554325 0.00066889 0.09536623 0.0010155 ]\n",
      " [0.00121118 0.09205914 0.01394012 0.1286261  0.00326107 0.2600316\n",
      "  0.02197191 0.0035924  0.4133132  0.06199323]\n",
      " [0.00013629 0.00000246 0.00001307 0.00185119 0.00000538 0.00018214\n",
      "  0.00000035 0.9968454  0.00016064 0.00080292]\n",
      " [0.00140422 0.00068425 0.00019983 0.01018551 0.03223569 0.05153215\n",
      "  0.00096896 0.15344694 0.5969886  0.15235388]\n",
      " [0.0002166  0.00000031 0.0002216  0.00034016 0.04680365 0.00053156\n",
      "  0.000168   0.07162248 0.00149218 0.87860346]\n",
      " [0.00034765 0.00020207 0.00736884 0.00871627 0.58773756 0.00222811\n",
      "  0.00323728 0.00897756 0.00787603 0.37330863]\n",
      " [0.01236355 0.49141327 0.08642123 0.01443016 0.07449915 0.0410115\n",
      "  0.2266361  0.00123993 0.04521631 0.00676885]\n",
      " [0.00296422 0.00001167 0.00681009 0.09864678 0.00013221 0.27330235\n",
      "  0.00021129 0.0080322  0.6074193  0.0024699 ]\n",
      " [0.00076097 0.10994665 0.00923738 0.06031268 0.05907068 0.01121855\n",
      "  0.00169916 0.21603996 0.32043493 0.21127898]\n",
      " [0.00024859 0.00007803 0.98900056 0.00879232 0.00001319 0.00015038\n",
      "  0.00062377 0.00001383 0.00107683 0.00000241]\n",
      " [0.00012264 0.95394987 0.00239024 0.00371879 0.00152192 0.00018309\n",
      "  0.00023971 0.01687779 0.01771989 0.003276  ]\n",
      " [0.8989313  0.00000204 0.00117286 0.01026071 0.00000297 0.083308\n",
      "  0.00049542 0.00065892 0.00487085 0.00029684]\n",
      " [0.9663085  0.00009278 0.00151491 0.02094405 0.00004556 0.00647572\n",
      "  0.00190763 0.0000932  0.0022516  0.00036631]\n",
      " [0.99814236 0.         0.00004614 0.00000302 0.00000001 0.00178953\n",
      "  0.00000967 0.00000224 0.00000618 0.00000084]\n",
      " [0.00152638 0.00000503 0.00000051 0.00045598 0.00304263 0.00122864\n",
      "  0.00000615 0.38914827 0.00020577 0.6043806 ]\n",
      " [0.000049   0.00011384 0.00346601 0.96232224 0.00003534 0.0061617\n",
      "  0.00008709 0.00066684 0.02692531 0.00017266]\n",
      " [0.9379897  0.0000021  0.0005342  0.00071992 0.00022767 0.0391978\n",
      "  0.00143799 0.0031583  0.01377711 0.00295528]\n",
      " [0.0015405  0.7728368  0.01493776 0.05159742 0.00654974 0.01780727\n",
      "  0.00513536 0.06041327 0.04554427 0.02363749]\n",
      " [0.03831154 0.00088093 0.00015071 0.00037493 0.00064036 0.7052337\n",
      "  0.00061523 0.02090815 0.15610872 0.07677577]\n",
      " [0.00011601 0.92009217 0.01843544 0.00986103 0.00113662 0.00083678\n",
      "  0.01081448 0.00194547 0.03440503 0.00235707]\n",
      " [0.00263128 0.00000639 0.00356901 0.00004314 0.00457304 0.00004836\n",
      "  0.9883386  0.00000481 0.00028303 0.00050243]\n",
      " [0.00244259 0.00056553 0.00867397 0.89196897 0.00016853 0.08318534\n",
      "  0.00004178 0.00399736 0.00543417 0.00352175]\n",
      " [0.01060383 0.00000997 0.0251747  0.9401072  0.00000689 0.0135209\n",
      "  0.00008252 0.00004141 0.01035052 0.00010213]\n",
      " [0.00419906 0.00013256 0.02493121 0.00129293 0.74333864 0.00323426\n",
      "  0.02347338 0.05940101 0.01336637 0.12663051]\n",
      " [0.01357622 0.0002231  0.00006702 0.00092099 0.00033647 0.22725427\n",
      "  0.00011845 0.00073293 0.7555749  0.00119572]\n",
      " [0.00089656 0.00027413 0.06494059 0.8818745  0.00216681 0.01084381\n",
      "  0.00344589 0.00047986 0.03343413 0.00164366]\n",
      " [0.00003386 0.0018117  0.00112477 0.98379576 0.00005925 0.00218649\n",
      "  0.00006715 0.0021051  0.00769809 0.00111778]\n",
      " [0.02851298 0.0025876  0.7007581  0.14984725 0.00002886 0.02043397\n",
      "  0.00127447 0.00002897 0.09641072 0.00011699]\n",
      " [0.00155044 0.00003719 0.0000641  0.00234108 0.00316217 0.00249165\n",
      "  0.00000434 0.71844226 0.00099846 0.27090827]\n",
      " [0.00034072 0.00009237 0.07752951 0.5740099  0.0006008  0.1838369\n",
      "  0.02553798 0.00578137 0.1311     0.00117044]\n",
      " [0.00294455 0.00000461 0.01053375 0.00339229 0.00004544 0.01818632\n",
      "  0.00086796 0.00011661 0.9634048  0.00050369]\n",
      " [0.00014795 0.00001324 0.00439    0.00004402 0.00017262 0.00120808\n",
      "  0.9930636  0.00000052 0.00095198 0.00000791]\n",
      " [0.00517451 0.00006521 0.00093981 0.02492744 0.00029    0.0393634\n",
      "  0.00037296 0.00031322 0.92171484 0.00683863]\n",
      " [0.02699403 0.00054401 0.00174367 0.00268841 0.01660661 0.01120133\n",
      "  0.00085011 0.5029685  0.01989744 0.41650593]\n",
      " [0.0002134  0.9482197  0.03513659 0.0009654  0.00139367 0.00012986\n",
      "  0.002167   0.00133982 0.00963327 0.00080106]\n",
      " [0.00018761 0.0000628  0.0001188  0.00007175 0.9321298  0.0040923\n",
      "  0.00176303 0.00041365 0.01593863 0.04522165]\n",
      " [0.00004577 0.00001719 0.0021795  0.99180365 0.00000833 0.00369156\n",
      "  0.00000638 0.00009507 0.00133051 0.00082205]\n",
      " [0.00934712 0.00177413 0.00887711 0.4293501  0.0042404  0.07462098\n",
      "  0.00477443 0.00581112 0.4252703  0.0359343 ]\n",
      " [0.2044469  0.00164264 0.37005824 0.03380083 0.00120574 0.24464191\n",
      "  0.03225843 0.00470774 0.09969411 0.00754345]\n",
      " [0.01053684 0.00020718 0.0025491  0.11404687 0.00236292 0.07286542\n",
      "  0.00101047 0.00088327 0.77136564 0.02417226]\n",
      " [0.2650942  0.00005288 0.59551615 0.01766546 0.00000483 0.03243402\n",
      "  0.08050355 0.00000008 0.00872337 0.00000544]\n",
      " [0.00002285 0.00005181 0.0001801  0.00085898 0.96796376 0.00006807\n",
      "  0.00025898 0.01224783 0.00044295 0.01790469]\n",
      " [0.00053917 0.01715381 0.02100266 0.00098424 0.00172149 0.00160089\n",
      "  0.93660843 0.00000613 0.01956544 0.00081775]\n",
      " [0.00006811 0.96433926 0.00255921 0.00191608 0.00021041 0.0012048\n",
      "  0.00548875 0.00068273 0.02160646 0.00192409]\n",
      " [0.01085375 0.00000328 0.0069155  0.00553345 0.00262957 0.9266966\n",
      "  0.00957347 0.00019192 0.0322565  0.0053459 ]\n",
      " [0.00335425 0.07705545 0.01290008 0.06916434 0.04243377 0.06234784\n",
      "  0.48123375 0.00103646 0.23824008 0.01223392]\n",
      " [0.00021988 0.000132   0.06089224 0.00016861 0.00050509 0.0045959\n",
      "  0.9269387  0.00000004 0.00654035 0.00000714]\n",
      " [0.97319263 0.00000079 0.00594033 0.00070314 0.00001391 0.00833548\n",
      "  0.01099366 0.0000766  0.00066468 0.00007876]\n",
      " [0.17399283 0.00330443 0.08867788 0.01405432 0.06068274 0.01210664\n",
      "  0.52228725 0.00895076 0.06397955 0.0519636 ]\n",
      " [0.00565095 0.00021784 0.30933017 0.05048084 0.00001368 0.00437668\n",
      "  0.0001724  0.00103081 0.628378   0.00034861]\n",
      " [0.00130456 0.00002539 0.00002559 0.00116695 0.0038337  0.00963583\n",
      "  0.0000149  0.73120403 0.00062523 0.25216377]\n",
      " [0.00050469 0.00110748 0.00854311 0.00661766 0.00751607 0.0739273\n",
      "  0.00160838 0.00802145 0.83717537 0.05497856]\n",
      " [0.00273673 0.00018635 0.5052962  0.00479552 0.39160693 0.00239584\n",
      "  0.0139819  0.00015846 0.00270117 0.07614097]\n",
      " [0.00010589 0.9777917  0.00566164 0.00110428 0.0003505  0.00041256\n",
      "  0.00218723 0.00209902 0.00876272 0.00152439]\n",
      " [0.9932019  0.00000005 0.00001114 0.00004088 0.00002056 0.00592147\n",
      "  0.00000592 0.00003575 0.00071247 0.0000498 ]\n",
      " [0.0004859  0.9222346  0.01171231 0.0186056  0.00509157 0.00169209\n",
      "  0.00200796 0.00755942 0.01449928 0.01611121]\n",
      " [0.00066429 0.01256078 0.03207314 0.03250675 0.01137946 0.02131232\n",
      "  0.02016669 0.00249062 0.83215296 0.03469295]\n",
      " [0.09785946 0.00022476 0.02461217 0.19846648 0.0038021  0.11870441\n",
      "  0.00377427 0.01205823 0.4860388  0.05445926]\n",
      " [0.00072609 0.00004507 0.00000105 0.00108279 0.00057399 0.9621189\n",
      "  0.00002625 0.00279319 0.02695042 0.00568212]\n",
      " [0.00006588 0.94078505 0.00661926 0.00496006 0.00049854 0.0008821\n",
      "  0.00042082 0.00807637 0.03529659 0.0023954 ]\n",
      " [0.00735284 0.00007674 0.9405315  0.04501453 0.00032761 0.00082237\n",
      "  0.00239247 0.0000914  0.00318057 0.00020995]\n",
      " [0.00002371 0.00003039 0.00265249 0.9961415  0.00000045 0.00090404\n",
      "  0.00005722 0.00000478 0.00016661 0.00001885]\n",
      " [0.00677551 0.00000041 0.99087673 0.00104715 0.00000503 0.00003161\n",
      "  0.00027467 0.00000278 0.00098498 0.00000096]\n",
      " [0.7804643  0.00002207 0.05747905 0.10093156 0.0000162  0.04555151\n",
      "  0.00022308 0.00693124 0.00634495 0.00203602]\n",
      " [0.00002492 0.00002308 0.01329328 0.00003197 0.00013864 0.00011079\n",
      "  0.98603594 0.00000007 0.00033329 0.00000804]\n",
      " [0.00009519 0.04404672 0.7086061  0.11753049 0.00793386 0.01730722\n",
      "  0.01013203 0.05766679 0.02829999 0.00838169]\n",
      " [0.00137226 0.00003118 0.01331964 0.0020792  0.0362923  0.00580894\n",
      "  0.92410976 0.00012525 0.01626493 0.00059649]\n",
      " [0.00000838 0.00000223 0.00000434 0.00046327 0.004435   0.00018235\n",
      "  0.00001668 0.02110213 0.00147284 0.97231275]\n",
      " [0.00307325 0.8586966  0.01473725 0.02266083 0.00587234 0.01602167\n",
      "  0.01484325 0.02006045 0.01913131 0.02490282]\n",
      " [0.00007444 0.00207611 0.16225696 0.12021582 0.00741342 0.29354563\n",
      "  0.01030235 0.01439164 0.3339463  0.05577734]\n",
      " [0.00029407 0.9240071  0.03573497 0.00992411 0.00030705 0.00047793\n",
      "  0.00111179 0.00792116 0.01553814 0.00468364]\n",
      " [0.0158901  0.00010841 0.00408266 0.8632179  0.00010078 0.08223072\n",
      "  0.00112349 0.01645805 0.0151519  0.00163588]] (12.928 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:global_step/sec: 3.95693\n",
      "INFO:tensorflow:probabilities = [[0.0000129  0.00000188 0.00000212 0.00006549 0.00000458 0.00011481\n",
      "  0.00000001 0.99453753 0.00023856 0.00502212]\n",
      " [0.02057956 0.0094313  0.00576905 0.2081181  0.00106829 0.4433009\n",
      "  0.00061444 0.23171929 0.01535501 0.06404402]\n",
      " [0.00000996 0.9852378  0.00049003 0.00437064 0.00022906 0.00095014\n",
      "  0.00094023 0.0005298  0.00680187 0.00044052]\n",
      " [0.00057015 0.0006185  0.01377614 0.04601733 0.01928382 0.0015558\n",
      "  0.00040467 0.8685313  0.00501497 0.04422734]\n",
      " [0.00011098 0.00790656 0.00258963 0.00067324 0.9325526  0.0007364\n",
      "  0.02672163 0.00018896 0.00238148 0.02613848]\n",
      " [0.9919143  0.00000002 0.0000389  0.00002164 0.00000755 0.00541391\n",
      "  0.00077893 0.00000564 0.00178739 0.00003175]\n",
      " [0.04354763 0.00004752 0.00202731 0.02859005 0.03352894 0.6447706\n",
      "  0.02953479 0.00753462 0.17244369 0.03797482]\n",
      " [0.00496248 0.01484363 0.02198162 0.6892699  0.00104265 0.15809925\n",
      "  0.02210712 0.00853262 0.07258871 0.00657206]\n",
      " [0.00025458 0.9682939  0.00112428 0.00338276 0.00103387 0.00028237\n",
      "  0.00094798 0.00215527 0.02136838 0.00115658]\n",
      " [0.00223563 0.1702607  0.01632967 0.02550781 0.02815325 0.05792269\n",
      "  0.64266026 0.00018273 0.03800416 0.01874315]\n",
      " [0.00003017 0.00027099 0.00072123 0.9943145  0.00000464 0.00206898\n",
      "  0.00000762 0.00167358 0.00055173 0.00035672]\n",
      " [0.9773542  0.00000012 0.0000218  0.00022484 0.00000087 0.02153543\n",
      "  0.00001703 0.00032237 0.00050819 0.00001498]\n",
      " [0.00001569 0.00000131 0.00000035 0.0005933  0.00000059 0.00008319\n",
      "  0.00000001 0.99307764 0.00006774 0.00616022]\n",
      " [0.02051016 0.00002708 0.00049509 0.00103659 0.39917836 0.02645512\n",
      "  0.00219173 0.00161277 0.02051459 0.52797854]\n",
      " [0.00073498 0.00014091 0.00003696 0.00033914 0.9315877  0.00090144\n",
      "  0.00704453 0.00364168 0.00221967 0.05335308]\n",
      " [0.00028041 0.00147291 0.00069044 0.0027399  0.6818626  0.00090886\n",
      "  0.0006738  0.00508437 0.00259675 0.30369   ]\n",
      " [0.00036969 0.00000001 0.00031073 0.00000241 0.00009115 0.00001182\n",
      "  0.9986745  0.         0.00053786 0.00000177]\n",
      " [0.89921033 0.00021263 0.0052368  0.0021071  0.00010248 0.05202808\n",
      "  0.00341484 0.0014041  0.02190115 0.01438234]\n",
      " [0.9135144  0.00000028 0.00071571 0.00902715 0.00000357 0.0628757\n",
      "  0.00095252 0.00032626 0.01235423 0.00023025]\n",
      " [0.0077609  0.00224254 0.0032386  0.00260999 0.03334932 0.04422699\n",
      "  0.00500467 0.05868004 0.64567286 0.19721416]\n",
      " [0.14434928 0.00008644 0.09260269 0.09721706 0.00013605 0.43093193\n",
      "  0.00126581 0.00021858 0.23273952 0.00045259]\n",
      " [0.03287189 0.00185942 0.01437238 0.01169447 0.0004728  0.01662372\n",
      "  0.0000733  0.01728604 0.8971474  0.00759862]\n",
      " [0.00247113 0.00036622 0.00075835 0.03036941 0.00486018 0.04465273\n",
      "  0.00081645 0.00199239 0.9057713  0.00794188]\n",
      " [0.00026318 0.00000106 0.9984736  0.00040859 0.00000898 0.00000836\n",
      "  0.00028586 0.00000007 0.00053584 0.00001438]\n",
      " [0.00183634 0.00121704 0.00204514 0.881436   0.00167546 0.01585229\n",
      "  0.00026766 0.06703207 0.00898462 0.01965352]\n",
      " [0.01787801 0.00004601 0.00557511 0.3828764  0.00003125 0.1725226\n",
      "  0.00108686 0.00073542 0.4167441  0.00250429]\n",
      " [0.24917823 0.00032885 0.01870884 0.20319527 0.01438628 0.11191339\n",
      "  0.00476702 0.1421     0.13411462 0.12130747]\n",
      " [0.00355168 0.11564009 0.01033178 0.06040688 0.00412671 0.01962257\n",
      "  0.00173062 0.02762311 0.7142765  0.04269012]\n",
      " [0.99375904 0.00000002 0.00017008 0.00040401 0.00000343 0.00501849\n",
      "  0.00006525 0.00004883 0.00040381 0.00012698]\n",
      " [0.01906251 0.00025776 0.00699001 0.01133242 0.21071608 0.1619061\n",
      "  0.00481718 0.01350301 0.19722646 0.37418854]\n",
      " [0.00012713 0.00878988 0.01389449 0.00014238 0.01191505 0.00022782\n",
      "  0.960899   0.00002559 0.00287417 0.00110457]\n",
      " [0.02123738 0.00000075 0.00002148 0.00120322 0.00631747 0.8857782\n",
      "  0.00020876 0.00241077 0.02728233 0.05553963]\n",
      " [0.06530053 0.00000729 0.00013514 0.00019943 0.0002901  0.02950405\n",
      "  0.00037328 0.00560894 0.882794   0.01578722]\n",
      " [0.08472689 0.02159693 0.1533952  0.2987681  0.00027465 0.4212751\n",
      "  0.00366617 0.00011119 0.01608017 0.00010554]\n",
      " [0.00075307 0.00000005 0.9849326  0.01375074 0.00000016 0.0001021\n",
      "  0.00001358 0.00014175 0.00030428 0.00000169]\n",
      " [0.12238915 0.00109234 0.0015283  0.00364849 0.05621544 0.17391832\n",
      "  0.0080169  0.13279681 0.18300118 0.3173931 ]\n",
      " [0.0207061  0.00916126 0.01833202 0.0089003  0.28480798 0.37146884\n",
      "  0.12820026 0.02535464 0.10728877 0.02577982]\n",
      " [0.96198994 0.0000129  0.00225039 0.00008294 0.00475965 0.01004449\n",
      "  0.01028474 0.00295661 0.00123607 0.00638215]\n",
      " [0.00002984 0.99274045 0.00086053 0.00083767 0.00010486 0.00004895\n",
      "  0.00027916 0.00044378 0.00440676 0.00024806]\n",
      " [0.0001103  0.02576303 0.00006309 0.03378961 0.0051013  0.002451\n",
      "  0.00011655 0.12176138 0.03934203 0.77150166]\n",
      " [0.00117608 0.0004643  0.00023855 0.00704829 0.4272814  0.00201595\n",
      "  0.00091497 0.00395144 0.00186695 0.555042  ]\n",
      " [0.00406546 0.00049586 0.00415909 0.00218498 0.00298271 0.00719701\n",
      "  0.975653   0.00000738 0.00294596 0.00030865]\n",
      " [0.00008218 0.93359274 0.00211672 0.00763368 0.00715939 0.02152688\n",
      "  0.00278419 0.00135382 0.02072159 0.00302893]\n",
      " [0.00055733 0.00000388 0.00057222 0.00004877 0.98727113 0.00029218\n",
      "  0.00296306 0.00017971 0.00034689 0.00776486]\n",
      " [0.0006333  0.9413768  0.01510154 0.0050839  0.00261802 0.00083379\n",
      "  0.00328748 0.00206946 0.02687909 0.00211652]\n",
      " [0.00027129 0.00000038 0.00000911 0.00038917 0.00000552 0.0027994\n",
      "  0.00000057 0.00000861 0.9964594  0.00005654]\n",
      " [0.00035199 0.00001834 0.0003567  0.91192794 0.00015107 0.08023959\n",
      "  0.00002367 0.00108884 0.00536189 0.00047984]\n",
      " [0.00187015 0.00281422 0.00071299 0.00080616 0.01284417 0.9360942\n",
      "  0.01310272 0.00002125 0.0315702  0.00016395]\n",
      " [0.00020993 0.9744262  0.00270651 0.00506747 0.00072371 0.00132929\n",
      "  0.00221769 0.00370223 0.00772277 0.00189395]\n",
      " [0.00016321 0.00062378 0.00134454 0.9872535  0.00001636 0.00444115\n",
      "  0.00000661 0.00226152 0.00154975 0.00233971]\n",
      " [0.00067894 0.01313058 0.00052457 0.01349958 0.24970835 0.03283351\n",
      "  0.00068556 0.07059234 0.10879491 0.50955164]\n",
      " [0.00000115 0.00000002 0.00002624 0.00002414 0.9960141  0.00002057\n",
      "  0.00001529 0.00007923 0.00018818 0.00363115]\n",
      " [0.8693834  0.00019584 0.00851493 0.01641911 0.00007751 0.02705355\n",
      "  0.04536187 0.00013902 0.03184735 0.00100746]\n",
      " [0.00007211 0.00008762 0.00001349 0.00107497 0.00384058 0.00259552\n",
      "  0.00000771 0.60582185 0.01064198 0.37584418]\n",
      " [0.00699324 0.02896342 0.00478176 0.01339169 0.00583517 0.0867771\n",
      "  0.48222074 0.00011155 0.36874595 0.00217934]\n",
      " [0.00084709 0.0002655  0.01112918 0.93784606 0.00000045 0.04767403\n",
      "  0.00004385 0.00083122 0.00113915 0.0002235 ]\n",
      " [0.00066019 0.00000201 0.00185258 0.00081568 0.05354    0.00012144\n",
      "  0.00136801 0.09487116 0.0023724  0.8443965 ]\n",
      " [0.00240848 0.00002725 0.01074103 0.98107713 0.00000021 0.00364249\n",
      "  0.0000098  0.00049451 0.00159647 0.00000258]\n",
      " [0.48998293 0.00087809 0.20995137 0.03625248 0.00001593 0.10533365\n",
      "  0.00077454 0.02839219 0.12514046 0.00327823]\n",
      " [0.01203178 0.02249006 0.050801   0.39780235 0.02156186 0.07752805\n",
      "  0.09291496 0.00364077 0.2572389  0.06399026]\n",
      " [0.00134703 0.02180128 0.01238339 0.91614044 0.0001281  0.0268357\n",
      "  0.00057936 0.00381517 0.01592397 0.0010456 ]\n",
      " [0.00021545 0.00541782 0.00007355 0.00232188 0.34494007 0.01453182\n",
      "  0.00435714 0.11637422 0.02053159 0.49123645]\n",
      " [0.00007822 0.00125193 0.00045335 0.0007449  0.81768346 0.00138132\n",
      "  0.00141178 0.0244165  0.01926688 0.13331166]\n",
      " [0.00507717 0.01413309 0.542844   0.37658352 0.00020496 0.00376641\n",
      "  0.00198141 0.04327946 0.00982157 0.00230838]\n",
      " [0.00002271 0.00012945 0.00002696 0.00008664 0.57980514 0.00037974\n",
      "  0.0001394  0.00066308 0.0028269  0.41592   ]\n",
      " [0.00757186 0.00000051 0.9841541  0.00795418 0.00000136 0.00003056\n",
      "  0.00019123 0.0000058  0.00008552 0.00000485]\n",
      " [0.93647826 0.00000086 0.02333277 0.00202444 0.00003808 0.01366167\n",
      "  0.00789823 0.00027608 0.01587576 0.00041382]\n",
      " [0.00036534 0.0025873  0.05027718 0.00087594 0.01188385 0.00030286\n",
      "  0.9303013  0.00004397 0.00222825 0.00113409]\n",
      " [0.00154321 0.00791408 0.01233031 0.1996278  0.0017614  0.02066194\n",
      "  0.00067291 0.04271063 0.695313   0.01746473]\n",
      " [0.9487815  0.00002115 0.00784243 0.00166083 0.00279475 0.00470624\n",
      "  0.00227184 0.00701641 0.01461295 0.01029187]\n",
      " [0.00055574 0.00064697 0.01517269 0.00079593 0.01723923 0.00760763\n",
      "  0.9435198  0.00002679 0.01130535 0.00312987]\n",
      " [0.00336384 0.9250341  0.01244366 0.01157596 0.00264348 0.00568699\n",
      "  0.00661611 0.00680496 0.01888881 0.00694201]\n",
      " [0.00006139 0.00004004 0.00006349 0.00006742 0.92152315 0.00016998\n",
      "  0.02499702 0.00041337 0.00064017 0.05202404]\n",
      " [0.00141936 0.00000001 0.00867143 0.00013373 0.07237174 0.00014525\n",
      "  0.9147555  0.00049692 0.00194753 0.00005845]\n",
      " [0.00044958 0.01535575 0.00664055 0.03000033 0.00057659 0.00897089\n",
      "  0.00030449 0.00586229 0.9184512  0.01338827]\n",
      " [0.03372306 0.00012565 0.07575759 0.05109091 0.00003273 0.00199432\n",
      "  0.00007091 0.8244596  0.01080549 0.00193976]\n",
      " [0.00551446 0.09452434 0.00874974 0.00169203 0.00422666 0.69924605\n",
      "  0.13906102 0.00017652 0.04657497 0.00023417]\n",
      " [0.8503436  0.0000014  0.09490371 0.00208338 0.00002313 0.02779743\n",
      "  0.00784275 0.00010192 0.01673691 0.00016576]\n",
      " [0.00998023 0.06763076 0.02251292 0.0354462  0.00027453 0.00768329\n",
      "  0.00161561 0.00090293 0.8504649  0.0034886 ]\n",
      " [0.00007266 0.9883067  0.00061271 0.00027563 0.00013608 0.00046713\n",
      "  0.00624069 0.00004287 0.00373759 0.00010779]\n",
      " [0.01447748 0.0016412  0.0127268  0.00056132 0.01588042 0.8908735\n",
      "  0.04358816 0.0000319  0.01890514 0.00131416]\n",
      " [0.00070152 0.00000378 0.00001763 0.000071   0.03445775 0.00013584\n",
      "  0.00010237 0.03705139 0.00321367 0.92424506]\n",
      " [0.00209277 0.02898394 0.45211107 0.16876483 0.00215811 0.0186821\n",
      "  0.0340985  0.00196056 0.2818833  0.00926482]\n",
      " [0.00490359 0.00335625 0.00059104 0.5910454  0.00078972 0.24189195\n",
      "  0.00032417 0.00057216 0.15435627 0.0021695 ]\n",
      " [0.86329216 0.0000018  0.02216994 0.01494186 0.00000514 0.09159192\n",
      "  0.00073225 0.00014656 0.00680021 0.00031835]\n",
      " [0.00210201 0.00001347 0.00004074 0.00197066 0.0000034  0.00015081\n",
      "  0.00000025 0.9921108  0.00262086 0.00098707]\n",
      " [0.99995506 0.         0.00000473 0.00000016 0.         0.00003876\n",
      "  0.00000025 0.00000002 0.00000109 0.00000004]\n",
      " [0.00193237 0.9481116  0.01018714 0.00631402 0.00111289 0.00359353\n",
      "  0.0049569  0.00132394 0.02040397 0.00206352]\n",
      " [0.01838175 0.00000086 0.00088665 0.00005399 0.8863673  0.04903989\n",
      "  0.01411982 0.00661484 0.02110485 0.00343006]\n",
      " [0.9453447  0.00000011 0.0007239  0.00003135 0.00010908 0.04486784\n",
      "  0.00860792 0.00014773 0.00006366 0.00010372]\n",
      " [0.00778175 0.001199   0.00082601 0.06346183 0.00060606 0.9056478\n",
      "  0.0001996  0.0139173  0.00202362 0.00433696]\n",
      " [0.00065818 0.01575909 0.00011173 0.00941556 0.00373544 0.00570763\n",
      "  0.00003609 0.9075516  0.00458092 0.05244375]\n",
      " [0.0000974  0.0000779  0.00014977 0.00015252 0.96652156 0.00019271\n",
      "  0.00175255 0.00052749 0.00373841 0.02678968]\n",
      " [0.0014507  0.00002739 0.01382056 0.00008058 0.0035309  0.00013653\n",
      "  0.97728777 0.00000257 0.00351044 0.0001526 ]\n",
      " [0.01502939 0.00000939 0.00005051 0.00114558 0.00003229 0.21687634\n",
      "  0.00000189 0.03110833 0.7326718  0.00307453]\n",
      " [0.00005236 0.00000183 0.00040938 0.9988366  0.00000049 0.00027039\n",
      "  0.00001424 0.00040117 0.00001132 0.00000223]\n",
      " [0.11892482 0.00132136 0.02151672 0.00311526 0.02993223 0.1617641\n",
      "  0.00500804 0.03254578 0.5586639  0.06720788]\n",
      " [0.0370801  0.00620692 0.00539038 0.8264048  0.00083689 0.05965102\n",
      "  0.03781106 0.00278382 0.01882196 0.00501298]\n",
      " [0.08472652 0.030596   0.43343168 0.10717564 0.00161907 0.00572812\n",
      "  0.18041486 0.0034796  0.12802324 0.02480533]\n",
      " [0.00119348 0.00017203 0.00326859 0.00020579 0.0001976  0.00180277\n",
      "  0.9918142  0.00000127 0.00129408 0.00005012]] (12.344 sec)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:loss = 0.56320393, step = 3301 (25.272 sec)\n",
      "INFO:tensorflow:probabilities = [[0.00005039 0.9053238  0.00573726 0.00453957 0.00444296 0.0002696\n",
      "  0.00058902 0.02039433 0.05028981 0.0083632 ]\n",
      " [0.0000974  0.00000648 0.0003601  0.99378234 0.00000284 0.00166438\n",
      "  0.00000034 0.00174802 0.00230214 0.00003604]\n",
      " [0.00053011 0.9307449  0.02451098 0.01448558 0.00673172 0.00039559\n",
      "  0.00186907 0.01051989 0.00952958 0.00068243]\n",
      " [0.00158994 0.8594858  0.01404297 0.03015665 0.00556491 0.00876208\n",
      "  0.00266279 0.02613255 0.04680726 0.00479498]\n",
      " [0.00146696 0.00000643 0.01141668 0.8854568  0.00115167 0.072011\n",
      "  0.00087195 0.00055142 0.02252598 0.0045411 ]\n",
      " [0.05406664 0.00012971 0.01765738 0.00080643 0.00109394 0.03479124\n",
      "  0.00836317 0.00192347 0.87697446 0.00419359]\n",
      " [0.00020941 0.00000017 0.00016728 0.00122503 0.0000055  0.00015245\n",
      "  0.00000023 0.9950517  0.00074404 0.00244431]\n",
      " [0.00212542 0.00001319 0.00002735 0.00065291 0.00025351 0.88460153\n",
      "  0.00002596 0.00375615 0.1068232  0.00172087]\n",
      " [0.02277932 0.00172598 0.34812027 0.04415439 0.24321006 0.01148741\n",
      "  0.11825603 0.01820735 0.0258859  0.16617326]\n",
      " [0.00000922 0.00000001 0.0002159  0.0000245  0.99053264 0.00001313\n",
      "  0.00023869 0.00008369 0.00006208 0.00882018]\n",
      " [0.98002654 0.00000003 0.00009043 0.00340114 0.00000975 0.00896701\n",
      "  0.00024429 0.00710345 0.00008326 0.00007424]\n",
      " [0.00007349 0.00004394 0.9894733  0.00397674 0.00000393 0.00025547\n",
      "  0.00024052 0.0003553  0.00530267 0.00027475]\n",
      " [0.09307791 0.00176771 0.00689752 0.08064112 0.00911452 0.02551335\n",
      "  0.02136053 0.04131078 0.4781368  0.24217972]\n",
      " [0.00079868 0.00112473 0.04527608 0.19839895 0.0011363  0.01806043\n",
      "  0.01509236 0.00120478 0.7150535  0.00385415]\n",
      " [0.01892259 0.00070019 0.07043409 0.00420506 0.00037856 0.02095934\n",
      "  0.02682846 0.00007819 0.8549545  0.00253909]\n",
      " [0.00241873 0.00007282 0.00854698 0.00044437 0.01428565 0.0076729\n",
      "  0.9396584  0.0000245  0.02502391 0.00185166]\n",
      " [0.00018842 0.66278917 0.02255582 0.04467702 0.00875906 0.02700239\n",
      "  0.01234277 0.00311249 0.20527615 0.01329672]\n",
      " [0.9978956  0.00000007 0.00001295 0.00012801 0.00000012 0.00159229\n",
      "  0.00000369 0.00028877 0.00002459 0.0000539 ]\n",
      " [0.00103836 0.00000343 0.02116463 0.00015675 0.95209247 0.00006582\n",
      "  0.01349169 0.00030054 0.00603078 0.00565558]\n",
      " [0.98953176 0.00000191 0.00017363 0.000096   0.0000227  0.00893771\n",
      "  0.00035057 0.00000199 0.00076718 0.00011655]\n",
      " [0.00414256 0.00108191 0.01619669 0.58889604 0.00016347 0.31577408\n",
      "  0.00516159 0.0011729  0.06547203 0.00193873]\n",
      " [0.00017252 0.00000009 0.04290096 0.00001334 0.00016308 0.00016758\n",
      "  0.9564255  0.00000001 0.00014655 0.00001045]\n",
      " [0.00099051 0.00003978 0.00143158 0.00005114 0.00885747 0.00202387\n",
      "  0.98316807 0.00000169 0.0022189  0.00121705]\n",
      " [0.97551346 0.00001661 0.00094017 0.00046384 0.00000078 0.02265399\n",
      "  0.0001423  0.00004458 0.00014266 0.0000814 ]\n",
      " [0.00001132 0.99463356 0.00026332 0.00168753 0.00008314 0.00015164\n",
      "  0.00008255 0.00064414 0.00163326 0.00080963]\n",
      " [0.00022056 0.00051642 0.00287608 0.92810047 0.00009019 0.03775325\n",
      "  0.00004603 0.00078608 0.02396248 0.00564852]\n",
      " [0.00660644 0.00003819 0.00001843 0.0273132  0.00066002 0.9188129\n",
      "  0.00000661 0.00258513 0.02968639 0.01427275]\n",
      " [0.01315533 0.00001017 0.02016383 0.00019385 0.00042512 0.00128019\n",
      "  0.9632359  0.00000485 0.00141165 0.00011904]\n",
      " [0.01424966 0.00244031 0.02569087 0.00080016 0.26330754 0.15266757\n",
      "  0.04931347 0.00283611 0.27509877 0.21359548]\n",
      " [0.9544231  0.00001069 0.02520998 0.01450606 0.00000365 0.00124203\n",
      "  0.00109678 0.00070961 0.00059656 0.00220158]\n",
      " [0.32169327 0.00071381 0.49577406 0.01220217 0.0005182  0.00829094\n",
      "  0.15456872 0.00025863 0.00549371 0.00048653]\n",
      " [0.00081786 0.9450826  0.00410157 0.00555565 0.00359838 0.00536341\n",
      "  0.01076575 0.00446504 0.01295649 0.00729335]\n",
      " [0.00914641 0.0412761  0.00315073 0.00128459 0.00036114 0.48709852\n",
      "  0.03369846 0.00011068 0.42326513 0.00060828]\n",
      " [0.00194731 0.70351255 0.0369969  0.03335068 0.01341411 0.03935552\n",
      "  0.04967224 0.01699426 0.05313664 0.05161985]\n",
      " [0.14370368 0.0013769  0.00101504 0.01325015 0.05420344 0.30015874\n",
      "  0.00443261 0.13377796 0.24215232 0.10592917]\n",
      " [0.00011362 0.00129752 0.00062356 0.0064565  0.00011816 0.00655147\n",
      "  0.00003077 0.00025195 0.97998613 0.0045702 ]\n",
      " [0.00584496 0.0000816  0.01660043 0.00512986 0.04192833 0.00102315\n",
      "  0.000288   0.0395376  0.00512676 0.8844393 ]\n",
      " [0.00008404 0.00000279 0.00448209 0.00001138 0.00005112 0.00006204\n",
      "  0.995083   0.00000001 0.00019676 0.0000268 ]\n",
      " [0.0014655  0.07489652 0.02354721 0.82116246 0.00015032 0.00914176\n",
      "  0.01527288 0.00118426 0.05082588 0.00235306]\n",
      " [0.0000471  0.00003282 0.00000629 0.00027976 0.00283875 0.00066443\n",
      "  0.00001719 0.08255428 0.0014637  0.9120957 ]\n",
      " [0.0009769  0.00015166 0.00004057 0.00813501 0.01049123 0.00103098\n",
      "  0.00019572 0.22371355 0.00963466 0.7456297 ]\n",
      " [0.00007688 0.00000647 0.05471976 0.00025047 0.00419137 0.0001585\n",
      "  0.9399105  0.00000051 0.00041852 0.00026706]\n",
      " [0.00212458 0.00014838 0.00039386 0.00073353 0.4948205  0.00746428\n",
      "  0.00137985 0.05496679 0.00577998 0.43218815]\n",
      " [0.00032372 0.00098385 0.02729315 0.9404439  0.00000509 0.01823606\n",
      "  0.00013695 0.00273736 0.00967549 0.00016433]\n",
      " [0.01859581 0.09284201 0.14706458 0.03521973 0.00096286 0.08647076\n",
      "  0.5058409  0.00008073 0.11273274 0.00018988]\n",
      " [0.001375   0.27843165 0.00139234 0.01450618 0.2645303  0.02550799\n",
      "  0.00817939 0.06675548 0.10543296 0.23388867]\n",
      " [0.00737693 0.00030698 0.03784147 0.00906741 0.13858457 0.0010356\n",
      "  0.00798289 0.08839492 0.00582578 0.7035835 ]\n",
      " [0.09083305 0.00003218 0.00452232 0.75428545 0.00014049 0.11519202\n",
      "  0.00763179 0.00012617 0.02659076 0.00064575]\n",
      " [0.00205579 0.7487615  0.03399897 0.02843074 0.02230308 0.05786852\n",
      "  0.01006019 0.01797141 0.07257928 0.00597064]\n",
      " [0.00119299 0.00004982 0.0003344  0.00513871 0.48684067 0.00251435\n",
      "  0.00044449 0.00489054 0.00595692 0.49263716]\n",
      " [0.9923981  0.00000014 0.00007035 0.00003648 0.00000539 0.00619321\n",
      "  0.00061467 0.00001013 0.00066915 0.00000235]\n",
      " [0.0007023  0.00000056 0.00004193 0.00088621 0.00033036 0.05409219\n",
      "  0.0000294  0.00044623 0.9386073  0.00486361]\n",
      " [0.0004473  0.00558257 0.00482128 0.16530995 0.00197122 0.0417836\n",
      "  0.00029262 0.03115083 0.6876155  0.06102513]\n",
      " [0.00000554 0.9948021  0.00076869 0.00138724 0.00029625 0.00004858\n",
      "  0.00058296 0.00088597 0.0004806  0.00074193]\n",
      " [0.00011845 0.9702461  0.00308638 0.00302989 0.00123753 0.00588115\n",
      "  0.0028515  0.00044463 0.00925079 0.00385354]\n",
      " [0.00006118 0.00000045 0.00069733 0.00057337 0.00607493 0.00002665\n",
      "  0.0000113  0.01552097 0.00019035 0.9768435 ]\n",
      " [0.00198097 0.07210303 0.0051888  0.01493699 0.00270243 0.00990005\n",
      "  0.00376943 0.00360912 0.8782435  0.00756569]\n",
      " [0.00026094 0.00061254 0.00514113 0.00403049 0.04632211 0.00325168\n",
      "  0.00106106 0.01789349 0.00361814 0.91780835]\n",
      " [0.00326807 0.00011885 0.00851473 0.97197086 0.00005648 0.00416509\n",
      "  0.00001825 0.00036537 0.0109882  0.00053424]\n",
      " [0.00101509 0.00016922 0.00048067 0.00079226 0.20008901 0.00173553\n",
      "  0.00057938 0.02603877 0.01197061 0.75712943]\n",
      " [0.01406353 0.00555317 0.00534662 0.00289017 0.00053376 0.01559418\n",
      "  0.00133061 0.00630222 0.9470156  0.00137014]\n",
      " [0.00033659 0.97629255 0.00044362 0.01026102 0.00124455 0.00117629\n",
      "  0.00171779 0.00154869 0.00521018 0.00176873]\n",
      " [0.00000447 0.00018482 0.985532   0.00771607 0.00001856 0.00016978\n",
      "  0.00478575 0.00001286 0.00157226 0.00000353]\n",
      " [0.97905684 0.00000196 0.00023509 0.00282891 0.00002285 0.01042853\n",
      "  0.00003752 0.00104561 0.00602625 0.00031649]\n",
      " [0.01416647 0.21023963 0.304403   0.13129954 0.07032347 0.0714563\n",
      "  0.01060002 0.0189432  0.16303162 0.00553687]\n",
      " [0.03780442 0.00016828 0.01711531 0.7933749  0.00476667 0.07037146\n",
      "  0.00009679 0.00936717 0.04493999 0.02199506]\n",
      " [0.01421459 0.01175675 0.00272572 0.0116548  0.00267414 0.80493504\n",
      "  0.01643637 0.00034059 0.13411564 0.00114648]\n",
      " [0.00182152 0.00475438 0.00271914 0.0194245  0.00153924 0.0424613\n",
      "  0.00613698 0.00034514 0.82185686 0.09894095]\n",
      " [0.00002712 0.00000404 0.0000027  0.00020157 0.00002104 0.00009684\n",
      "  0.00000014 0.99598205 0.00029516 0.00336937]\n",
      " [0.00020541 0.00000845 0.00000239 0.00013984 0.00077397 0.00081934\n",
      "  0.00000404 0.94689244 0.00119565 0.04995853]\n",
      " [0.00033088 0.00006605 0.20189847 0.0000312  0.20671919 0.00020266\n",
      "  0.58138    0.00096342 0.0002749  0.00813316]\n",
      " [0.00011487 0.00003972 0.00014614 0.0027764  0.02120251 0.00041813\n",
      "  0.00009127 0.4573285  0.00537463 0.5125078 ]\n",
      " [0.00008697 0.00009318 0.04153655 0.00021479 0.00815713 0.00084678\n",
      "  0.94705075 0.00001181 0.00147475 0.0005272 ]\n",
      " [0.0000225  0.00002731 0.97071666 0.00069732 0.00477213 0.00002377\n",
      "  0.02336534 0.00001144 0.00005082 0.00031295]\n",
      " [0.00019636 0.00088397 0.00039999 0.00164523 0.8278994  0.00364006\n",
      "  0.00346027 0.00716984 0.01179591 0.14290893]\n",
      " [0.04646896 0.00007071 0.0026269  0.00009153 0.00076448 0.30123287\n",
      "  0.6446779  0.00000144 0.00405626 0.00000896]\n",
      " [0.01098288 0.0001222  0.00797005 0.00037816 0.5433806  0.01127337\n",
      "  0.05831015 0.10717436 0.18001902 0.08038914]\n",
      " [0.00104196 0.00000766 0.00008681 0.0004977  0.28957292 0.00592092\n",
      "  0.00042362 0.00548073 0.00232701 0.6946407 ]\n",
      " [0.00024964 0.01831026 0.01127907 0.8355362  0.00015395 0.00194455\n",
      "  0.00071535 0.00177109 0.12903719 0.00100274]\n",
      " [0.12346075 0.00000393 0.04450925 0.00003331 0.00202272 0.00358422\n",
      "  0.8104649  0.00001471 0.00122401 0.01468216]\n",
      " [0.03261524 0.00000705 0.00003728 0.02063389 0.00006917 0.9297102\n",
      "  0.00063546 0.00039611 0.00369539 0.01220018]\n",
      " [0.00203787 0.9191805  0.01374526 0.00714956 0.00208948 0.00426508\n",
      "  0.00705185 0.00660388 0.02598215 0.0118944 ]\n",
      " [0.00036852 0.00018919 0.00010831 0.00217745 0.01282829 0.0327407\n",
      "  0.00005954 0.4808834  0.09977586 0.37086874]\n",
      " [0.02623618 0.00003026 0.00148625 0.00391634 0.00027219 0.9553318\n",
      "  0.00315568 0.00220668 0.00679962 0.00056521]\n",
      " [0.00004498 0.0000149  0.00003857 0.00079785 0.00007315 0.00007594\n",
      "  0.0000017  0.99320614 0.0004131  0.00533368]\n",
      " [0.00011021 0.0000012  0.00001732 0.00038752 0.00001666 0.00015945\n",
      "  0.00000163 0.98987526 0.00039365 0.00903706]\n",
      " [0.88545513 0.00003886 0.00317742 0.01827249 0.00012158 0.02980178\n",
      "  0.00026959 0.0516257  0.0004327  0.01080466]\n",
      " [0.00619692 0.5050861  0.02171014 0.03762627 0.00861517 0.0628315\n",
      "  0.00069478 0.00992966 0.34069043 0.006619  ]\n",
      " [0.00018266 0.00000002 0.00001336 0.00071856 0.00000007 0.9885125\n",
      "  0.00001251 0.0000094  0.01053811 0.00001288]\n",
      " [0.0682914  0.000017   0.0248767  0.85462373 0.00000153 0.00865765\n",
      "  0.00009379 0.00020573 0.04313098 0.00010133]\n",
      " [0.00074164 0.00000009 0.0036786  0.00001715 0.00006898 0.00041758\n",
      "  0.9938083  0.00000023 0.00121024 0.00005727]\n",
      " [0.00092188 0.00317276 0.79643077 0.00758417 0.00104154 0.00355082\n",
      "  0.1849154  0.00010147 0.00164857 0.00063261]\n",
      " [0.00995152 0.7606886  0.0200313  0.04700718 0.01925114 0.02051839\n",
      "  0.0153527  0.04836197 0.02486136 0.03397574]\n",
      " [0.00001861 0.9819655  0.00025671 0.00187469 0.00038288 0.00068492\n",
      "  0.00018496 0.0022854  0.00869305 0.00365326]\n",
      " [0.00047377 0.9354763  0.0098877  0.01020401 0.00466962 0.00273316\n",
      "  0.00278268 0.01187802 0.01346038 0.00843441]\n",
      " [0.0006468  0.00260522 0.02096925 0.16612822 0.00006625 0.00074156\n",
      "  0.00002341 0.6202281  0.13630635 0.0522849 ]\n",
      " [0.00015066 0.9864869  0.00140817 0.00113711 0.00073559 0.00030031\n",
      "  0.002041   0.00090048 0.00620697 0.00063293]\n",
      " [0.0100267  0.0020871  0.01843391 0.21491982 0.0014239  0.07033107\n",
      "  0.01909763 0.01625318 0.6433101  0.00411654]\n",
      " [0.00012235 0.00000256 0.00478914 0.00000544 0.00077632 0.00014282\n",
      "  0.99384004 0.00000097 0.00029981 0.00002048]\n",
      " [0.00160889 0.00001699 0.0238208  0.00005277 0.00047658 0.00073697\n",
      "  0.9709138  0.00001366 0.00194479 0.00041466]] (15.147 sec)\n"
     ]
    }
   ],
   "source": [
    "from __future__ import absolute_import\n",
    "from __future__ import division\n",
    "from __future__ import print_function\n",
    "\n",
    "# Imports\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "\n",
    "tf.logging.set_verbosity(tf.logging.INFO)\n",
    "\n",
    "def cnn_model_fn(features, labels, mode):\n",
    "  \"\"\"Model function for CNN.\"\"\"\n",
    "  # Input Layer\n",
    "  input_layer = tf.reshape(features[\"x\"], [-1, 28, 28, 1])\n",
    "\n",
    "  # Convolutional Layer #1\n",
    "  conv1 = tf.layers.conv2d(\n",
    "      inputs=input_layer,\n",
    "      filters=32,\n",
    "      kernel_size=[5, 5],\n",
    "      padding=\"same\",\n",
    "      activation=tf.nn.relu)\n",
    "\n",
    "  # Pooling Layer #1\n",
    "  pool1 = tf.layers.max_pooling2d(inputs=conv1, pool_size=[2, 2], strides=2)\n",
    "\n",
    "  # Convolutional Layer #2 and Pooling Layer #2\n",
    "  conv2 = tf.layers.conv2d(\n",
    "      inputs=pool1,\n",
    "      filters=64,\n",
    "      kernel_size=[5, 5],\n",
    "      padding=\"same\",\n",
    "      activation=tf.nn.relu)\n",
    "  pool2 = tf.layers.max_pooling2d(inputs=conv2, pool_size=[2, 2], strides=2)\n",
    "\n",
    "  # Dense Layer\n",
    "  pool2_flat = tf.reshape(pool2, [-1, 7 * 7 * 64])\n",
    "  dense = tf.layers.dense(inputs=pool2_flat, units=1024, activation=tf.nn.relu)\n",
    "  dropout = tf.layers.dropout(\n",
    "      inputs=dense, rate=0.4, training=mode == tf.estimator.ModeKeys.TRAIN)\n",
    "\n",
    "  # Logits Layer\n",
    "  logits = tf.layers.dense(inputs=dropout, units=10)\n",
    "\n",
    "  predictions = {\n",
    "      # Generate predictions (for PREDICT and EVAL mode)\n",
    "      \"classes\": tf.argmax(input=logits, axis=1),\n",
    "      # Add `softmax_tensor` to the graph. It is used for PREDICT and by the\n",
    "      # `logging_hook`.\n",
    "      \"probabilities\": tf.nn.softmax(logits, name=\"softmax_tensor\")\n",
    "  }\n",
    "\n",
    "  if mode == tf.estimator.ModeKeys.PREDICT:\n",
    "    return tf.estimator.EstimatorSpec(mode=mode, predictions=predictions)\n",
    "\n",
    "  # Calculate Loss (for both TRAIN and EVAL modes)\n",
    "  loss = tf.losses.sparse_softmax_cross_entropy(labels=labels, logits=logits)\n",
    "\n",
    "  # Configure the Training Op (for TRAIN mode)\n",
    "  if mode == tf.estimator.ModeKeys.TRAIN:\n",
    "    optimizer = tf.train.GradientDescentOptimizer(learning_rate=0.001)\n",
    "    train_op = optimizer.minimize(\n",
    "        loss=loss,\n",
    "        global_step=tf.train.get_global_step())\n",
    "    return tf.estimator.EstimatorSpec(mode=mode, loss=loss, train_op=train_op)\n",
    "\n",
    "  # Add evaluation metrics (for EVAL mode)\n",
    "  eval_metric_ops = {\n",
    "      \"accuracy\": tf.metrics.accuracy(\n",
    "          labels=labels, predictions=predictions[\"classes\"])}\n",
    "  return tf.estimator.EstimatorSpec(\n",
    "      mode=mode, loss=loss, eval_metric_ops=eval_metric_ops)\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    # Load training and eval data\n",
    "    mnist = tf.contrib.learn.datasets.load_dataset(\"mnist\")\n",
    "    train_data = mnist.train.images # Returns np.array\n",
    "    train_labels = np.asarray(mnist.train.labels, dtype=np.int32)\n",
    "    eval_data = mnist.test.images # Returns np.array\n",
    "    eval_labels = np.asarray(mnist.test.labels, dtype=np.int32)\n",
    "    # Create the Estimator\n",
    "    mnist_classifier = tf.estimator.Estimator(\n",
    "    model_fn=cnn_model_fn, model_dir=\"./mnist_convnet_model\")\n",
    "    # Set up logging for predictions\n",
    "    tensors_to_log = {\"probabilities\": \"softmax_tensor\"}\n",
    "    logging_hook = tf.train.LoggingTensorHook(tensors=tensors_to_log, every_n_iter=50)\n",
    "    # Train the model\n",
    "    train_input_fn = tf.estimator.inputs.numpy_input_fn(\n",
    "        x={\"x\": train_data},\n",
    "        y=train_labels,\n",
    "        batch_size=100,\n",
    "        num_epochs=None,\n",
    "        shuffle=True)\n",
    "    mnist_classifier.train(\n",
    "        input_fn=train_input_fn,\n",
    "        steps=20000,\n",
    "        hooks=[logging_hook])\n",
    "    # Evaluate the model and print results\n",
    "    eval_input_fn = tf.estimator.inputs.numpy_input_fn(\n",
    "        x={\"x\": eval_data},\n",
    "        y=eval_labels,\n",
    "        num_epochs=1,\n",
    "        shuffle=False)\n",
    "    eval_results = mnist_classifier.evaluate(input_fn=eval_input_fn)\n",
    "    print(eval_results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}