| epoch | \n", "train_loss | \n", "valid_loss | \n", "accuracy | \n", "time | \n", "
|---|---|---|---|---|
| 0 | \n", "0.779994 | \n", "0.744115 | \n", "0.779685 | \n", "00:01 | \n", "
| epoch | \n", "train_loss | \n", "valid_loss | \n", "time | \n", "
|---|---|---|---|
| 0 | \n", "1.024820 | \n", "1.014537 | \n", "00:01 | \n", "
| 1 | \n", "0.948518 | \n", "1.114616 | \n", "00:01 | \n", "
| 2 | \n", "0.887977 | \n", "1.109744 | \n", "00:01 | \n", "
| 3 | \n", "0.839809 | \n", "0.983482 | \n", "00:01 | \n", "
| 4 | \n", "0.794769 | \n", "0.869911 | \n", "00:01 | \n", "
| epoch | \n", "train_loss | \n", "valid_loss | \n", "time | \n", "
|---|---|---|---|
| 0 | \n", "2.439939 | \n", "161.106430 | \n", "00:01 | \n", "
| 1 | \n", "4.106437 | \n", "64.897110 | \n", "00:01 | \n", "
| 2 | \n", "3.450002 | \n", "10.024299 | \n", "00:01 | \n", "
| 3 | \n", "2.684047 | \n", "20.760201 | \n", "00:01 | \n", "
| 4 | \n", "2.189258 | \n", "11.589193 | \n", "00:01 | \n", "
| epoch | \n", "train_loss | \n", "valid_loss | \n", "time | \n", "
|---|---|---|---|
| 0 | \n", "17.764713 | \n", "3.646572 | \n", "00:04 | \n", "
| 1 | \n", "9.990233 | \n", "2.052990 | \n", "00:01 | \n", "
| 2 | \n", "6.974250 | \n", "1.872651 | \n", "00:01 | \n", "
| idx | \n", "text | \n", "
|---|---|
| 0 | \n", "! ! ! xxmaj finally this was directed by the guy who did xxmaj big xxmaj xxunk ? xxmaj must be a xxunk of xxmaj jonestown - hollywood style . xxmaj xxunk ! xxbos xxmaj every once in a long while a movie will come along that will be so awful that i feel compelled to warn people . xxmaj if i labor all my days and i can save | \n", "
| 1 | \n", "a grand voyage for the audience as well as the two principals . xxmaj the imagery throughout is impressive , especially the final scenes in xxmaj xxunk . xxmaj it xxunk for me once again how much different the world can be , but also at the same time , how similar . xxmaj the same was true for the father and son in this film . \\n \\n | \n", "
| 2 | \n", "xxunk between the xxunk -- resulting in a xxup we vs. xxup they mentality . xxmaj later , an explosion causes a huge xxunk in the xxmaj french and the xxmaj xxunk refuse to sit back and do nothing . xxmaj xxunk their own lives , they prove that there is true xxunk between miners and men in general . \\n \\n xxmaj the film is a strong criticism | \n", "
| 3 | \n", "put the camera man on roller xxunk and pushed him along . xxmaj the story ( if it can be called that ) is so full of holes it 's almost funny , xxmaj it never really explains why the hell he survived in the first place , or needs human flesh in order to survive . xxmaj the script is poorly written and the dialogue xxunk on just plane | \n", "
| 4 | \n", "them and insults them because they play woods and blah blah blah xxmaj the phantom helps these xxunk kids out and trains them and all this crap , he gets them to play airball and basically xxunk all the xxunk including the \" xxunk \" . \\n \\n xxmaj so what exactly is wrong with the movie ? xxmaj well the budget is a huge thing , a paintball | \n", "
| epoch | \n", "train_loss | \n", "valid_loss | \n", "accuracy | \n", "time | \n", "
|---|---|---|---|---|
| 0 | \n", "4.353577 | \n", "3.759297 | \n", "0.292604 | \n", "00:04 | \n", "
| 1 | \n", "4.070464 | \n", "3.740016 | \n", "0.294851 | \n", "00:04 | \n", "
| text | \n", "target | \n", "pred | \n", "
|---|---|---|
| xxbos xxmaj this is one of those movies that 's difficult to review without giving away the plot . xxmaj | \n", "xxunk to say there are weird things and unexpected twists going on , beyond the initial xxunk \" xxmaj tom | \n", "it is the that 's a things about n't xxunk and on , but the xxunk xxunk of . xxunk | \n", "
| we are going to green light ! ! \" xxmaj and whoever that person is , should have his or | \n", "her head examined for actual brain xxunk . xxmaj because whoever is responsible for actually xxunk out money to have | \n", "her xxunk xxunk . the xxunk xxunk . xxmaj the of 's xxunk for the xxunk the the , make | \n", "
| a society which is supposedly gone and yet somehow is still with us . xxbos xxmaj for those who like | \n", "their murder xxunk busy , this is definitely the one to see , as it is xxunk full of interesting | \n", "this xxunk , , , xxmaj is a a best that watch the and xxmaj is a . of xxunk | \n", "
| awhile but not all of them get the treatment they deserve . xxmaj the nice supporting cast includes xxmaj xxunk | \n", "xxmaj xxunk , at his best in a xxunk comic performance as a xxunk xxunk , xxmaj xxunk xxmaj xxunk | \n", "xxmaj xxunk , xxmaj least best , the xxunk , book , xxmaj xxunk , , and xxunk xxmaj xxunk | \n", "
| \\n \\n xxmaj as such , when i first heard about the xxunk of a prequel series some months | \n", "got a sick feeling in my xxunk . i was afraid that the formula that made xxmaj xxunk so successful | \n", "was a lot xxunk of the xxunk . xxmaj was not of i movie was i me xxunk xxmaj xxunk | \n", "
| text | \n", "target | \n", "
|---|---|
| xxbos xxmaj xxunk xxmaj victor xxmaj xxunk : a xxmaj review \\n \\n xxmaj you know , xxmaj xxunk xxmaj victor xxmaj xxunk is like sticking your hands into a big , xxunk xxunk of xxunk . xxmaj it 's warm and xxunk , but you 're not sure if it feels right . xxmaj try as i might , no matter how warm and xxunk xxmaj xxunk xxmaj | \n", "negative | \n", "
| xxbos xxup the xxup shop xxup around xxup the xxup xxunk is one of the xxunk and most feel - good romantic comedies ever made . xxmaj there 's just no getting around that , and it 's hard to actually put one 's feeling for this film into words . xxmaj it 's not one of those films that tries too hard , nor does it come up with | \n", "positive | \n", "
| xxbos xxmaj now that xxmaj che(2008 ) has finished its relatively short xxmaj australian cinema run ( extremely limited xxunk screen in xxmaj xxunk , after xxunk ) , i can xxunk join both xxunk of \" xxmaj at xxmaj the xxmaj movies \" in taking xxmaj steven xxmaj soderbergh to task . \\n \\n xxmaj it 's usually satisfying to watch a film director change his style / | \n", "negative | \n", "
| xxbos xxmaj this film sat on my xxmaj xxunk for weeks before i watched it . i xxunk a self - indulgent xxunk flick about relationships gone bad . i was wrong ; this was an xxunk xxunk into the xxunk - up xxunk of xxmaj new xxmaj xxunk . \\n \\n xxmaj the format is the same as xxmaj max xxmaj xxunk ' \" xxmaj la xxmaj xxunk | \n", "positive | \n", "
| xxbos xxmaj many xxunk that this is n't just a classic due to the fact that it 's the first xxup 3d game , or even the first xxunk - up . xxmaj it 's also one of the first xxunk games , one of the xxunk definitely the first ) truly claustrophobic games , and just a pretty well - xxunk gaming experience in general . xxmaj with graphics | \n", "positive | \n", "
| epoch | \n", "train_loss | \n", "valid_loss | \n", "accuracy | \n", "time | \n", "
|---|---|---|---|---|
| 0 | \n", "0.673165 | \n", "0.649376 | \n", "0.670000 | \n", "00:04 | \n", "
| 1 | \n", "0.622713 | \n", "0.607453 | \n", "0.700000 | \n", "00:04 | \n", "
| text | \n", "target | \n", "prediction | \n", "
|---|---|---|
| xxbos \\n \\n i 'm sure things did n't exactly go the same way in the real life of xxmaj homer xxmaj hickam as they did in the film adaptation of his book , xxmaj rocket xxmaj boys , but the movie \" xxmaj october xxmaj sky \" ( an xxunk of the book 's title ) is good enough to stand alone . i have not read xxmaj | \n", "positive | \n", "positive | \n", "
| xxbos xxmaj to review this movie , i without any doubt would have to quote that memorable scene in xxmaj tarantino 's \" xxmaj pulp xxmaj fiction \" ( xxunk ) when xxmaj jules and xxmaj vincent are talking about xxmaj mia xxmaj wallace and what she does for a living . xxmaj jules tells xxmaj vincent that the \" xxmaj only thing she did worthwhile was pilot \" . | \n", "negative | \n", "positive | \n", "
| xxbos xxmaj how viewers react to this new \" adaption \" of xxmaj shirley xxmaj jackson 's book , which was xxunk as xxup not being a remake of the original 1963 movie ( true enough ) , will be based , i suspect , on the following : those who were big fans of either the book or original movie are not going to think much of this one | \n", "negative | \n", "negative | \n", "
| xxbos xxmaj the trouble with the book , \" xxmaj memoirs of a xxmaj geisha \" is that it had xxmaj japanese xxunk but underneath the xxunk it was all an xxmaj american man 's way of thinking . xxmaj reading the book is like watching a magnificent ballet with great music , sets , and costumes yet performed by xxunk animals dressed in those xxunk far from xxmaj japanese | \n", "negative | \n", "negative | \n", "
| xxbos xxmaj bonanza had a great cast of wonderful actors . xxmaj xxunk xxmaj xxunk , xxmaj pernell xxmaj whitaker , xxmaj michael xxmaj xxunk , xxmaj dan xxmaj blocker , and even xxmaj guy xxmaj williams ( as the cousin who was brought in for several episodes during 1964 to replace xxmaj adam when he was leaving the series ) . xxmaj the cast had chemistry , and they | \n", "positive | \n", "positive | \n", "
| workclass | \n", "education | \n", "marital-status | \n", "occupation | \n", "relationship | \n", "race | \n", "sex | \n", "native-country | \n", "education-num_na | \n", "education-num | \n", "hours-per-week | \n", "age | \n", "capital-loss | \n", "fnlwgt | \n", "capital-gain | \n", "target | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Private | \n", "Some-college | \n", "Married-spouse-absent | \n", "Adm-clerical | \n", "Not-in-family | \n", "White | \n", "Female | \n", "United-States | \n", "False | \n", "-0.0312 | \n", "-1.9796 | \n", "0.9831 | \n", "-0.2164 | \n", "0.2733 | \n", "1.7560 | \n", ">=50k | \n", "
| Private | \n", "11th | \n", "Never-married | \n", "Handlers-cleaners | \n", "Own-child | \n", "White | \n", "Male | \n", "United-States | \n", "False | \n", "-1.2046 | \n", "-0.8456 | \n", "-1.5823 | \n", "-0.2164 | \n", "0.3955 | \n", "-0.1459 | \n", "<50k | \n", "
| Private | \n", "HS-grad | \n", "Never-married | \n", "Other-service | \n", "Not-in-family | \n", "Black | \n", "Male | \n", "? | \n", "False | \n", "-0.4224 | \n", "-0.0356 | \n", "-0.6294 | \n", "-0.2164 | \n", "-0.4278 | \n", "-0.1459 | \n", "<50k | \n", "
| Local-gov | \n", "HS-grad | \n", "Married-civ-spouse | \n", "Craft-repair | \n", "Husband | \n", "White | \n", "Male | \n", "United-States | \n", "False | \n", "-0.4224 | \n", "-0.4406 | \n", "1.0564 | \n", "-0.2164 | \n", "-0.6222 | \n", "0.5311 | \n", "<50k | \n", "
| Private | \n", "Bachelors | \n", "Separated | \n", "Exec-managerial | \n", "Not-in-family | \n", "Black | \n", "Female | \n", "United-States | \n", "False | \n", "1.1422 | \n", "0.3694 | \n", "-0.4095 | \n", "-0.2164 | \n", "1.4279 | \n", "-0.1459 | \n", "<50k | \n", "
| epoch | \n", "train_loss | \n", "valid_loss | \n", "accuracy | \n", "time | \n", "
|---|---|---|---|---|
| 0 | \n", "0.321381 | \n", "0.343558 | \n", "0.845000 | \n", "00:06 | \n", "
| 1 | \n", "0.339366 | \n", "0.338962 | \n", "0.845000 | \n", "00:05 | \n", "
| 2 | \n", "0.331168 | \n", "0.342357 | \n", "0.840000 | \n", "00:05 | \n", "
| 3 | \n", "0.323553 | \n", "0.343808 | \n", "0.850000 | \n", "00:05 | \n", "
| 4 | \n", "0.327218 | \n", "0.351525 | \n", "0.835000 | \n", "00:05 | \n", "
| workclass | \n", "education | \n", "marital-status | \n", "occupation | \n", "relationship | \n", "race | \n", "sex | \n", "native-country | \n", "education-num_na | \n", "education-num | \n", "hours-per-week | \n", "age | \n", "capital-loss | \n", "fnlwgt | \n", "capital-gain | \n", "target | \n", "prediction | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Private | \n", "Some-college | \n", "Divorced | \n", "Handlers-cleaners | \n", "Unmarried | \n", "White | \n", "Female | \n", "United-States | \n", "True | \n", "-0.0312 | \n", "-0.0356 | \n", "0.4701 | \n", "-0.2164 | \n", "-0.8793 | \n", "-0.1459 | \n", "<50k | \n", "<50k | \n", "
| Self-emp-inc | \n", "Prof-school | \n", "Married-civ-spouse | \n", "Prof-specialty | \n", "Husband | \n", "White | \n", "Male | \n", "United-States | \n", "True | \n", "-0.0312 | \n", "1.5843 | \n", "0.5434 | \n", "-0.2164 | \n", "0.0290 | \n", "1.8829 | \n", ">=50k | \n", ">=50k | \n", "
| Private | \n", "Assoc-voc | \n", "Divorced | \n", "#na# | \n", "Not-in-family | \n", "White | \n", "Male | \n", "United-States | \n", "True | \n", "-0.0312 | \n", "-0.1976 | \n", "-0.1896 | \n", "-0.2164 | \n", "1.7704 | \n", "-0.1459 | \n", "<50k | \n", "<50k | \n", "
| Federal-gov | \n", "Bachelors | \n", "Never-married | \n", "Tech-support | \n", "Not-in-family | \n", "White | \n", "Male | \n", "United-States | \n", "True | \n", "-0.0312 | \n", "0.3694 | \n", "-0.9959 | \n", "-0.2164 | \n", "-1.3242 | \n", "-0.1459 | \n", "<50k | \n", "<50k | \n", "
| Private | \n", "Bachelors | \n", "Married-civ-spouse | \n", "#na# | \n", "Husband | \n", "White | \n", "Male | \n", "United-States | \n", "True | \n", "-0.0312 | \n", "-0.0356 | \n", "-0.1163 | \n", "-0.2164 | \n", "-0.2389 | \n", "-0.1459 | \n", "<50k | \n", "<50k | \n", "