From a36c356c86eb5ded6f88fa85736f1455b054def8 Mon Sep 17 00:00:00 2001 From: yangheng95 Date: Wed, 26 Oct 2022 20:34:00 +0100 Subject: [PATCH] 1.16.22 --- .../checkpoints-v1.16.json | 2 +- .../stsa.binary.dev.dat.apc | 2412 ++ .../stsa.binary.dev.dat.atepc | 21806 ++++++++++++++++ .../core/atepc/prediction/aspect_extractor.py | 3 +- pyabsa/utils/make_dataset.py | 20 +- 5 files changed, 24234 insertions(+), 9 deletions(-) create mode 100644 demos/aspect_term_extraction/stsa.binary.dev.dat.apc create mode 100644 demos/aspect_term_extraction/stsa.binary.dev.dat.atepc diff --git a/demos/aspect_term_extraction/checkpoints-v1.16.json b/demos/aspect_term_extraction/checkpoints-v1.16.json index 0b518b3ce..55ef71b2c 100644 --- a/demos/aspect_term_extraction/checkpoints-v1.16.json +++ b/demos/aspect_term_extraction/checkpoints-v1.16.json @@ -1 +1 @@ -{"1.16.0+": {"APC": {"english": {"id": "https://drive.google.com/file/d/1JIFhaAdoCeZI5CQqfOix3pnrYa6_Mf9S/view?usp=sharing", "Training Model": 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clear up the case . $ LABEL $ 1 +broomfield +Positive +although german cooking does not come readily to mind when considering the world ' s best cuisine , mostly martha could make deutchland a popular destination for hungry tourists . $ LABEL $ 1 +cuisine +Positive +a very well - made , funny and entertaining picture . $ LABEL $ 1 +picture +Positive +a valueless kiddie paean to pro basketball underwritten by the nba . $ LABEL $ 0 +nba +Negative +all the amped - up tony hawk - style stunts and thrashing rap - metal ca n ' t disguise the fact that , really , we ' ve been here , done that . $ LABEL $ 0 +tony hawk +Negative +there ought to be a directing license , so that ed burns can have his revoked . $ LABEL $ 0 +ed burns +Negative +a rigorously structured and exquisitely filmed drama about a father and son connection that is a brief shooting star of love . $ LABEL $ 1 +filmed +Positive +macdowell , whose wifty southern charm has anchored lighter affairs . . . brings an absolutely riveting conviction to her role . $ LABEL $ 1 +macdowell +Positive +at once half - baked and overheated . $ LABEL $ 0 +LABEL +Negative +jason x is positively anti - darwinian : nine sequels and 400 years later , the teens are none the wiser and jason still kills on auto - pilot . $ LABEL $ 0 +jason +Negative +people cinema at its finest . $ LABEL $ 1 +people +Positive +` de niro . . . is a veritable source of sincere passion that this hollywood contrivance orbits around . ' $ LABEL $ 1 +de niro +Positive +if you believe any of this , i can make you a real deal on leftover enron stock that will double in value a week from friday . $ LABEL $ 0 +value +Positive +candid and comfortable ; a film that deftly balances action and reflection as it lets you grasp and feel the passion others have for their work . $ LABEL $ 1 +film +Positive +it offers little beyond the momentary joys of pretty and weightless intellectual entertainment . $ LABEL $ 0 +entertainment +Negative +with virtually no interesting elements for an audience to focus on , chelsea walls is a triple - espresso endurance challenge . $ LABEL $ 0 +elements +Negative +with virtually no interesting elements for an audience to focus on , chelsea walls is a triple - espresso endurance challenge . $ LABEL $ 0 +chelsea walls +Negative +lovely and poignant . $ LABEL $ 1 +LABEL +Positive +at times , the suspense is palpable , but by the end there ' s a sense that the crux of the mystery hinges on a technicality that strains credulity and leaves the viewer haunted by the waste of potential . $ LABEL $ 0 +suspense +Positive +. . . a boring parade of talking heads and technical gibberish that will do little to advance the linux cause . $ LABEL $ 0 +heads +Negative +paid in full is so stale , in fact , that its most vibrant scene is one that uses clips from brian de palma ' s scarface . $ LABEL $ 0 +scene +Positive +american chai encourages rueful laughter at stereotypes only an indian - american would recognize . $ LABEL $ 0 +chai +Neutral +the movie is dawn of the dead crossed with john carpenter ' s ghosts of mars , with zombies not as ghoulish as the first and trains not as big as the second . $ LABEL $ 0 +john carpenter +Neutral +detox is ultimately a pointless endeavor . $ LABEL $ 0 +detox +Negative +despite all evidence to the contrary , this clunker has somehow managed to pose as an actual feature movie , the kind that charges full admission and gets hyped on tv and purports to amuse small children and ostensible adults . $ LABEL $ 0 +admission +Negative +i just loved every minute of this film . $ LABEL $ 1 +film +Positive +the film contains no good jokes , no good scenes , barely a moment when carvey ' s saturday night live - honed mimicry rises above the level of embarrassment . $ LABEL $ 0 +jokes +Negative +the film contains no good jokes , no good scenes , barely a moment when carvey ' s saturday night live - honed mimicry rises above the level of embarrassment . $ LABEL $ 0 +scenes +Negative +to say this was done better in wilder ' s some like it hot is like saying the sun rises in the east . $ LABEL $ 0 +sun +Negative +the longer the movie goes , the worse it gets , but it ' s actually pretty good in the first few minutes . $ LABEL $ 0 +movie +Negative +they should have called it gutterball . $ LABEL $ 0 +gutterball +Negative +the title not only describes its main characters , but the lazy people behind the camera as well . $ LABEL $ 0 +title +Neutral +may reawaken discussion of the kennedy assassination but this fictional film looks made for cable rather than for the big screen . $ LABEL $ 0 +kennedy +Negative +taylor appears to have blown his entire budget on soundtrack rights and had nothing left over for jokes . $ LABEL $ 0 +taylor +Negative +taylor appears to have blown his entire budget on soundtrack rights and had nothing left over for jokes . $ LABEL $ 0 +budget +Negative +i am sorry that i was unable to get the full brunt of the comedy . $ LABEL $ 0 +comedy +Positive +the movie fails to live up to the sum of its parts . $ LABEL $ 0 +movie +Negative +it ' s just disappointingly superficial - - a movie that has all the elements necessary to be a fascinating , involving character study , but never does more than scratch the surface . $ LABEL $ 0 +movie +Negative +here ' s yet another studio horror franchise mucking up its storyline with glitches casual fans could correct in their sleep . $ LABEL $ 0 +storyline +Negative +for anyone unfamiliar with pentacostal practices in general and theatrical phenomenon of hell houses in particular , it ' s an eye - opener . $ LABEL $ 1 +pentacostal +Neutral +if steven soderbergh ' s ` solaris ' is a failure it is a glorious failure . $ LABEL $ 1 +steven soderbergh +Negative +while locals will get a kick out of spotting cleveland sites , the rest of the world will enjoy a fast - paced comedy with quirks that might make the award - winning coen brothers envious . $ LABEL $ 1 +locals +Positive +this is the sort of burly action flick where one coincidence pummels another , narrative necessity is a drunken roundhouse , and whatever passes for logic is a factor of the last plot device left standing . $ LABEL $ 0 +plot +Negative +the director knows how to apply textural gloss , but his portrait of sex - as - war is strictly sitcom . $ LABEL $ 0 +director +Positive +dazzling in its complexity , disturbing for its extraordinary themes , the piano teacher is a film that defies categorisation . $ LABEL $ 1 +themes +Positive +an exhilarating futuristic thriller - noir , minority report twists the best of technology around a gripping story , delivering a riveting , pulse intensifying escapist adventure of the first order $ LABEL $ 1 +story +Positive +this film seems thirsty for reflection , itself taking on adolescent qualities . $ LABEL $ 0 +film +Negative +from the opening scenes , it ' s clear that all about the benjamins is a totally formulaic movie . $ LABEL $ 0 +scenes +Negative +it has all the excitement of eating oatmeal . $ LABEL $ 0 +oatmeal +Positive +the most hopelessly monotonous film of the year , noteworthy only for the gimmick of being filmed as a single unbroken 87 - minute take . $ LABEL $ 0 +film +Negative +the most hopelessly monotonous film of the year , noteworthy only for the gimmick of being filmed as a single unbroken 87 - minute take . $ LABEL $ 0 +take +Negative +it all adds up to good fun . $ LABEL $ 1 +fun +Positive +` ` the time machine ' ' is a movie that has no interest in itself . $ LABEL $ 0 +time +Neutral +something akin to a japanese alice through the looking glass , except that it seems to take itself far more seriously . $ LABEL $ 1 +japanese +Neutral +ultimately feels empty and unsatisfying , like swallowing a communion wafer without the wine . $ LABEL $ 0 +wine +Negative +the moviegoing equivalent of going to a dinner party and being forced to watch the host and hostess ' s home video of their baby ' s birth . $ LABEL $ 0 +dinner +Neutral +the moviegoing equivalent of going to a dinner party and being forced to watch the host and hostess ' s home video of their baby ' s birth . $ LABEL $ 0 +host +Negative +the moviegoing equivalent of going to a dinner party and being forced to watch the host and hostess ' s home video of their baby ' s birth . $ LABEL $ 0 +hostess +Negative +cool ? $ LABEL $ 1 +LABEL +Positive +the film tunes into a grief that could lead a man across centuries . $ LABEL $ 1 +film +Positive +a string of rehashed sight gags based in insipid vulgarity . $ LABEL $ 0 +sight gags +Negative +the weight of the piece , the unerring professionalism of the chilly production , and the fascination embedded in the lurid topic prove recommendation enough . $ LABEL $ 1 +production +Positive +it appears that something has been lost in the translation to the screen . $ LABEL $ 0 +screen +Negative +the second coming of harry potter is a film far superior to its predecessor . $ LABEL $ 1 +harry potter +Positive +when leguizamo finally plugged an irritating character late in the movie . $ LABEL $ 0 +character +Negative +as ` chick flicks ' go , this one is pretty miserable , resorting to string - pulling rather than legitimate character development and intelligent plotting . $ LABEL $ 0 +character development +Negative +as ` chick flicks ' go , this one is pretty miserable , resorting to string - pulling rather than legitimate character development and intelligent plotting . $ LABEL $ 0 +plotting +Negative +despite the 2 - d animation , the wild thornberrys movie makes for a surprisingly cinematic experience . $ LABEL $ 1 +animation +Negative +uses high comedy to evoke surprising poignance . $ LABEL $ 1 +comedy +Positive +the movie is what happens when you blow up small potatoes to 10 times their natural size , and it ai n ' t pretty . $ LABEL $ 0 +potatoes +Negative +an infectious cultural fable with a tasty balance of family drama and frenetic comedy . $ LABEL $ 1 +balance +Positive +an infectious cultural fable with a tasty balance of family drama and frenetic comedy . $ LABEL $ 1 +family drama +Positive +an infectious cultural fable with a tasty balance of family drama and frenetic comedy . $ LABEL $ 1 +comedy +Positive +like being trapped at a perpetual frat party . . . how can something so gross be so boring ? $ LABEL $ 0 +frat +Negative +feels too formulaic and too familiar to produce the transgressive thrills of early underground work . $ LABEL $ 0 +thrills +Negative +awesome creatures , breathtaking scenery , and epic battle scenes add up to another ` spectacular spectacle . ' $ LABEL $ 1 +scenery +Positive +awesome creatures , breathtaking scenery , and epic battle scenes add up to another ` spectacular spectacle . ' $ LABEL $ 1 +spectacle +Positive +neither parker nor donovan is a typical romantic lead , but they bring a fresh , quirky charm to the formula . $ LABEL $ 1 +parker +Positive +seldahl ' s barbara is a precise and moving portrait of someone whose world is turned upside down , first by passion and then by illness . $ LABEL $ 1 +barbara +Positive +filmmakers who can deftly change moods are treasures and even marvels . $ LABEL $ 1 +filmmakers +Positive +what ' s surprising about full frontal is that despite its overt self - awareness , parts of the movie still manage to break past the artifice and thoroughly engage you . $ LABEL $ 1 +full frontal +Negative +exquisitely nuanced in mood tics and dialogue , this chamber drama is superbly acted by the deeply appealing veteran bouquet and the chilling but quite human berling . $ LABEL $ 1 +dialogue +Positive +this movie is maddening . $ LABEL $ 0 +movie +Positive +not since freddy got fingered has a major release been so painful to sit through . $ LABEL $ 0 +freddy +Negative +not only is undercover brother as funny , if not more so , than both austin powers films , but it ' s also one of the smarter , savvier spoofs to come along in some time . $ LABEL $ 1 +austin powers +Neutral +that dogged good will of the parents and ` vain ' jia ' s defoliation of ego , make the film touching despite some doldrums . $ LABEL $ 1 +film +Positive +allows us to hope that nolan is poised to embark a major career as a commercial yet inventive filmmaker . $ LABEL $ 1 +nolan +Positive +allows us to hope that nolan is poised to embark a major career as a commercial yet inventive filmmaker . $ LABEL $ 1 +filmmaker +Positive +one of the most significant moviegoing pleasures of the year . $ LABEL $ 1 +moviegoing +Positive +what the film lacks in general focus it makes up for in compassion , as corcuera manages to find the seeds of hope in the form of collective action . $ LABEL $ 1 +focus +Negative +but it could have been worse . $ LABEL $ 0 +LABEL +Negative +a wildly inconsistent emotional experience . $ LABEL $ 0 +emotional experience +Negative +it ' s as if you ' re watching a movie that was made in 1978 but not released then because it was so weak , and it has been unearthed and released now , when it has become even weaker . $ LABEL $ 0 +movie +Negative +if you dig on david mamet ' s mind tricks . . . rent this movie and enjoy ! $ LABEL $ 1 +david +Neutral +you wo n ' t like roger , but you will quickly recognize him . $ LABEL $ 0 +roger +Negative +for starters , the story is just too slim . $ LABEL $ 0 +story +Negative +the x potion gives the quickly named blossom , bubbles and buttercup supernatural powers that include extraordinary strength and laser - beam eyes , which unfortunately do n ' t enable them to discern flimsy screenplays . $ LABEL $ 0 +strength +Positive +my wife is an actress is an utterly charming french comedy that feels so american in sensibility and style it ' s virtually its own hollywood remake . $ LABEL $ 1 +style +Positive +an overemphatic , would - be wacky , ultimately tedious sex farce . $ LABEL $ 0 +sex +Negative +feels haphazard , as if the writers mistakenly thought they could achieve an air of frantic spontaneity by simply tossing in lots of characters doing silly stuff and stirring the pot . $ LABEL $ 0 +writers +Negative +feels haphazard , as if the writers mistakenly thought they could achieve an air of frantic spontaneity by simply tossing in lots of characters doing silly stuff and stirring the pot . $ LABEL $ 0 +pot +Negative +the piquant story needs more dramatic meat on its bones . $ LABEL $ 0 +story +Positive +a difficult , absorbing film that manages to convey more substance despite its repetitions and inconsistencies than do most films than are far more pointed and clear . $ LABEL $ 1 +film +Positive +an unwise amalgam of broadcast news and vibes . $ LABEL $ 0 +broadcast +Negative +an unwise amalgam of broadcast news and vibes . $ LABEL $ 0 +vibes +Negative +not the kind of film that will appeal to a mainstream american audience , but there is a certain charm about the film that makes it a suitable entry into the fest circuit . $ LABEL $ 1 +film +Negative +a full world has been presented onscreen , not some series of carefully structured plot points building to a pat resolution . $ LABEL $ 1 +world +Positive +featuring a dangerously seductive performance from the great daniel auteuil , ` ` sade ' ' covers the same period as kaufmann ' s ` ` quills ' ' with more unsettlingly realistic results . $ LABEL $ 1 +daniel +Positive +given how heavy - handed and portent - heavy it is , this could be the worst thing soderbergh has ever done . $ LABEL $ 0 +soderbergh +Negative +has all the depth of a wading pool . $ LABEL $ 0 +depth +Negative +a deep and meaningful film . $ LABEL $ 1 +film +Positive +sit through this one , and you wo n ' t need a magic watch to stop time ; your dvd player will do it for you . $ LABEL $ 0 +magic +Positive +holden caulfield did it better . $ LABEL $ 0 +holden caulfield +Positive +the action switches between past and present , but the material link is too tenuous to anchor the emotional connections that purport to span a 125 - year divide . $ LABEL $ 0 +action +Neutral +the action switches between past and present , but the material link is too tenuous to anchor the emotional connections that purport to span a 125 - year divide . $ LABEL $ 0 +material +Negative +samira makhmalbaf ' s new film blackboards is much like the ethos of a stream of consciousness , although , it ' s unfortunate for the viewer that the thoughts and reflections coming through are torpid and banal $ LABEL $ 0 +samira +Negative +well - nigh unendurable . . . though the picture strains to become cinematic poetry , it remains depressingly prosaic and dull . $ LABEL $ 0 +picture +Negative +there is no pleasure in watching a child suffer . $ LABEL $ 0 +child +Negative +suffers from the lack of a compelling or comprehensible narrative . $ LABEL $ 0 +narrative +Negative +if the movie succeeds in instilling a wary sense of ` there but for the grace of god , ' it is far too self - conscious to draw you deeply into its world . $ LABEL $ 0 +god +Positive +for movie lovers as well as opera lovers , tosca is a real treat . $ LABEL $ 1 +tosca +Positive +the inspirational screenplay by mike rich covers a lot of ground , perhaps too much , but ties things together , neatly , by the end . $ LABEL $ 1 +mike rich +Positive +the film ' s performances are thrilling . $ LABEL $ 1 +performances +Positive +a fitfully amusing romp that , if nothing else , will appeal to fans of malcolm in the middle and its pubescent star , frankie muniz . $ LABEL $ 1 +frankie +Positive +in all , this is a watchable movie that ' s not quite the memorable experience it might have been . $ LABEL $ 0 +movie +Positive +in all , this is a watchable movie that ' s not quite the memorable experience it might have been . $ LABEL $ 0 +experience +Negative +affleck and jackson are good sparring partners . $ LABEL $ 1 +affleck +Positive +it inspires a continuing and deeply satisfying awareness of the best movies as monumental ` picture shows . ' $ LABEL $ 1 +shows +Positive +what the director ca n ' t do is make either of val kilmer ' s two personas interesting or worth caring about . $ LABEL $ 0 +director +Negative +what the director ca n ' t do is make either of val kilmer ' s two personas interesting or worth caring about . $ LABEL $ 0 +val kilmer +Negative +holm . . . embodies the character with an effortlessly regal charisma . $ LABEL $ 1 +holm +Positive +- lrb - næs - rrb - directed the stage version of elling , and gets fine performances from his two leads who originated the characters on stage . $ LABEL $ 1 +performances +Positive +my big fat greek wedding uses stereotypes in a delightful blend of sweet romance and lovingly dished out humor . $ LABEL $ 1 +romance +Positive +my big fat greek wedding uses stereotypes in a delightful blend of sweet romance and lovingly dished out humor . $ LABEL $ 1 +humor +Positive +if director michael dowse only superficially understands his characters , he does n ' t hold them in contempt . $ LABEL $ 0 +director michael dowse +Negative +whaley ' s determination to immerse you in sheer , unrelenting wretchedness is exhausting . $ LABEL $ 0 +whaley +Negative +at its best , queen is campy fun like the vincent price horror classics of the ' 60s . $ LABEL $ 1 +queen +Positive +moretti ' s compelling anatomy of grief and the difficult process of adapting to loss . $ LABEL $ 0 +moretti +Positive +the end result is a film that ' s neither . $ LABEL $ 0 +film +Negative +scorsese does n ' t give us a character worth giving a damn about . $ LABEL $ 0 +scorsese +Negative +scorsese does n ' t give us a character worth giving a damn about . $ LABEL $ 0 +character +Negative +an artful , intelligent film that stays within the confines of a well - established genre . $ LABEL $ 1 +film +Positive +makes for a pretty unpleasant viewing experience . $ LABEL $ 0 +viewing experience +Negative +altogether , this is successful as a film , while at the same time being a most touching reconsideration of the familiar masterpiece . $ LABEL $ 1 +film +Positive +. . . an otherwise intense , twist - and - turn thriller that certainly should n ' t hurt talented young gaghan ' s resume . $ LABEL $ 1 +gaghan +Positive +the story and structure are well - honed . $ LABEL $ 1 +story +Positive +the story and structure are well - honed . $ LABEL $ 1 +structure +Positive +has a lot of the virtues of eastwood at his best . $ LABEL $ 1 +eastwood +Positive +do n ' t be fooled by the impressive cast list - eye see you is pure junk . $ LABEL $ 0 +cast list +Positive +do not see this film . $ LABEL $ 0 +film +Negative +a fast , funny , highly enjoyable movie . $ LABEL $ 1 +movie +Positive +this tenth feature is a big deal , indeed - - at least the third - best , and maybe even a notch above the previous runner - up , nicholas meyer ' s star trek vi : the undiscovered country . $ LABEL $ 1 +nicholas meyer +Positive +a rewarding work of art for only the most patient and challenge - hungry moviegoers . $ LABEL $ 1 +art +Positive +due to some script weaknesses and the casting of the director ' s brother , the film trails off into inconsequentiality . $ LABEL $ 0 +script +Negative +due to some script weaknesses and the casting of the director ' s brother , the film trails off into inconsequentiality . $ LABEL $ 0 +casting +Negative +a by - the - numbers effort that wo n ' t do much to enhance the franchise . $ LABEL $ 0 +franchise +Negative +enormously entertaining for moviegoers of any age . $ LABEL $ 1 +moviegoers +Positive +richard gere and diane lane put in fine performances as does french actor oliver martinez . $ LABEL $ 1 +oliver martinez +Positive +a pleasant enough romance with intellectual underpinnings , the kind of movie that entertains even as it turns maddeningly predictable . $ LABEL $ 1 +movie +Positive +an important movie , a reminder of the power of film to move us and to make us examine our values . $ LABEL $ 1 +film +Positive +griffiths proves she ' s that rare luminary who continually raises the standard of her profession . $ LABEL $ 1 +griffiths +Positive +an entertaining , colorful , action - filled crime story with an intimate heart . $ LABEL $ 1 +story +Positive +and that ' s a big part of why we go to the movies . $ LABEL $ 1 +movies +Positive +it takes a strange kind of laziness to waste the talents of robert forster , anne meara , eugene levy , and reginald veljohnson all in the same movie . $ LABEL $ 0 +eugene levy +Negative +a rarity among recent iranian films : it ' s a comedy full of gentle humor that chides the absurdity of its protagonist ' s plight . $ LABEL $ 1 +humor +Positive +while there ' s something intrinsically funny about sir anthony hopkins saying ` get in the car , bitch , ' this jerry bruckheimer production has little else to offer $ LABEL $ 1 +jerry +Negative +if your taste runs to ` difficult ' films you absolutely ca n ' t miss it . $ LABEL $ 1 +taste +Negative +if your taste runs to ` difficult ' films you absolutely ca n ' t miss it . $ LABEL $ 1 +films +Negative +the film ' s tone and pacing are off almost from the get - go . $ LABEL $ 0 +tone +Negative +the film ' s tone and pacing are off almost from the get - go . $ LABEL $ 0 +pacing +Negative +the cold turkey would ' ve been a far better title . $ LABEL $ 0 +title +Positive +two hours fly by - - opera ' s a pleasure when you do n ' t have to endure intermissions - - and even a novice to the form comes away exhilarated . $ LABEL $ 1 +opera +Positive +two hours fly by - - opera ' s a pleasure when you do n ' t have to endure intermissions - - and even a novice to the form comes away exhilarated . $ LABEL $ 1 +intermissions +Negative +hit and miss as far as the comedy goes and a big ole ' miss in the way of story . $ LABEL $ 0 +comedy +Negative +hit and miss as far as the comedy goes and a big ole ' miss in the way of story . $ LABEL $ 0 +story +Negative +mcconaughey ' s fun to watch , the dragons are okay , not much fire in the script . $ LABEL $ 1 +mcconaughey +Positive +a gorgeous , high - spirited musical from india that exquisitely blends music , dance , song , and high drama . $ LABEL $ 1 +music +Positive +a gorgeous , high - spirited musical from india that exquisitely blends music , dance , song , and high drama . $ LABEL $ 1 +dance +Positive +a gorgeous , high - spirited musical from india that exquisitely blends music , dance , song , and high drama . $ LABEL $ 1 +drama +Positive +looks and feels like a project better suited for the small screen . $ LABEL $ 0 +project +Positive +inside the film ' s conflict - powered plot there is a decent moral trying to get out , but it ' s not that , it ' s the tension that keeps you in your seat . $ LABEL $ 1 +plot +Positive +inside the film ' s conflict - powered plot there is a decent moral trying to get out , but it ' s not that , it ' s the tension that keeps you in your seat . $ LABEL $ 1 +seat +Positive +its story may be a thousand years old , but why did it have to seem like it took another thousand to tell it to us ? $ LABEL $ 0 +story +Positive +the vitality of the actors keeps the intensity of the film high , even as the strafings blend together . $ LABEL $ 1 +actors +Positive +the film may appear naked in its narrative form . . . but it goes deeper than that , to fundamental choices that include the complexity of the catholic doctrine $ LABEL $ 1 +film +Negative +there are simply too many ideas floating around - - part farce , part sliding doors , part pop video - - and yet failing to exploit them . $ LABEL $ 0 +ideas +Negative +there are simply too many ideas floating around - - part farce , part sliding doors , part pop video - - and yet failing to exploit them . $ LABEL $ 0 +doors +Neutral +it haunts , horrifies , startles and fascinates ; it is impossible to look away . $ LABEL $ 1 +LABEL +Positive +sacrifices the value of its wealth of archival foot - age with its less - than - objective stance . $ LABEL $ 0 +value +Negative +sacrifices the value of its wealth of archival foot - age with its less - than - objective stance . $ LABEL $ 0 +stance +Negative +it showcases carvey ' s talent for voices , but not nearly enough and not without taxing every drop of one ' s patience to get to the good stuff . $ LABEL $ 0 +carvey +Positive +it showcases carvey ' s talent for voices , but not nearly enough and not without taxing every drop of one ' s patience to get to the good stuff . $ LABEL $ 0 +patience +Negative +it showcases carvey ' s talent for voices , but not nearly enough and not without taxing every drop of one ' s patience to get to the good stuff . $ LABEL $ 0 +stuff +Positive +escaping the studio , piccoli is warmly affecting and so is this adroitly minimalist movie . $ LABEL $ 1 +piccoli +Positive +sam mendes has become valedictorian at the school for soft landings and easy ways out . $ LABEL $ 0 +sam mendes +Positive +entertains by providing good , lively company . $ LABEL $ 1 +company +Positive +it ' s of the quality of a lesser harrison ford movie - six days , seven nights , maybe , or that dreadful sabrina remake . $ LABEL $ 0 +harrison ford +Negative +there is n ' t nearly enough fun here , despite the presence of some appealing ingredients . $ LABEL $ 0 +ingredients +Positive +it takes talent to make a lifeless movie about the most heinous man who ever lived . $ LABEL $ 0 +movie +Negative +impostor has a handful of thrilling moments and a couple of good performances , but the movie does n ' t quite fly . $ LABEL $ 0 +impostor +Negative +impostor has a handful of thrilling moments and a couple of good performances , but the movie does n ' t quite fly . $ LABEL $ 0 +performances +Positive +there are plot holes big enough for shamu the killer whale to swim through . $ LABEL $ 0 +plot +Negative +there are plot holes big enough for shamu the killer whale to swim through . $ LABEL $ 0 +shamu +Negative +it takes a certain kind of horror movie to qualify as ` worse than expected , ' but ghost ship somehow manages to do exactly that . $ LABEL $ 0 +ghost ship +Negative +manages to transcend the sex , drugs and show - tunes plot into something far richer . $ LABEL $ 1 +sex +Negative +for all its impressive craftsmanship , and despite an overbearing series of third - act crescendos , lily chou - chou never really builds up a head of emotional steam . $ LABEL $ 0 +lily chou +Negative +anchored by friel and williams ' s exceptional performances , the film ' s power lies in its complexity . $ LABEL $ 1 +williams +Positive +without non - stop techno or the existential overtones of a kieslowski morality tale , maelström is just another winter sleepers . $ LABEL $ 0 +techno +Positive +it just may inspire a few younger moviegoers to read stevenson ' s book , which is a treasure in and of itself . $ LABEL $ 1 +stevenson +Positive +turns potentially forgettable formula into something strangely diverting . $ LABEL $ 1 +formula +Negative +it ' s also , clearly , great fun . $ LABEL $ 1 +fun +Positive +oscar wilde ' s masterpiece , the importance of being earnest , may be the best play of the 19th century . $ LABEL $ 1 +oscar wilde +Positive +it ' s hard to like a film about a guy who is utterly unlikeable , and shiner , starring michael caine as an aging british boxing promoter desperate for a taste of fame and fortune , is certainly that . $ LABEL $ 0 +michael caine +Negative +the mesmerizing performances of the leads keep the film grounded and keep the audience riveted . $ LABEL $ 1 +performances +Positive +belongs to daniel day - lewis as much as it belongs to martin scorsese ; it ' s a memorable performance in a big , brassy , disturbing , unusual and highly successful film . $ LABEL $ 1 +day - +Positive +if the first men in black was money , the second is small change . $ LABEL $ 0 +men +Neutral +for the most part stevens glides through on some solid performances and witty dialogue . $ LABEL $ 1 +stevens +Positive +it ' s another video movie photographed like a film , with the bad lighting that ' s often written off as indie film naturalism . $ LABEL $ 0 +lighting +Negative +it ' s somewhat clumsy and too lethargically paced - - but its story about a mysterious creature with psychic abilities offers a solid build - up , a terrific climax , and some nice chills along the way . $ LABEL $ 0 +paced +Positive +it ' s somewhat clumsy and too lethargically paced - - but its story about a mysterious creature with psychic abilities offers a solid build - up , a terrific climax , and some nice chills along the way . $ LABEL $ 0 +climax +Positive +looking aristocratic , luminous yet careworn in jane hamilton ' s exemplary costumes , rampling gives a performance that could not be improved upon . ' $ LABEL $ 1 +jane hamilton +Positive +thekids will probably stay amused at the kaleidoscope of big , colorful characters . $ LABEL $ 1 +characters +Positive +i do n ' t mind having my heartstrings pulled , but do n ' t treat me like a fool . $ LABEL $ 0 +treat +Negative +not since tom cruise in risky business has an actor made such a strong impression in his underwear . $ LABEL $ 1 +tom +Negative +scooby dooby doo \ / and shaggy too \ / you both look and sound great . $ LABEL $ 1 +scooby +Positive +does n ' t offer much besides glib soullessness , raunchy language and a series of brutal set pieces . . . that raise the bar on stylized screen violence . $ LABEL $ 0 +language +Negative +not only unfunny , but downright repellent . $ LABEL $ 0 +LABEL +Negative +ramsay , as in ratcatcher , remains a filmmaker with an acid viewpoint and a real gift for teasing chilly poetry out of lives and settings that might otherwise seem drab and sordid . $ LABEL $ 1 +ramsay +Positive +director of photography benoit delhomme shot the movie in delicious colors , and the costumes and sets are grand . $ LABEL $ 1 +director +Positive +director of photography benoit delhomme shot the movie in delicious colors , and the costumes and sets are grand . $ LABEL $ 1 +costumes +Positive +director of photography benoit delhomme shot the movie in delicious colors , and the costumes and sets are grand . $ LABEL $ 1 +sets +Positive +instead , he shows them the respect they are due . $ LABEL $ 1 +respect +Positive +. . . plot holes so large and obvious a marching band might as well be stomping through them in clown clothes , playing a college football fight song on untuned instruments . $ LABEL $ 0 +plot +Negative +. . . plot holes so large and obvious a marching band might as well be stomping through them in clown clothes , playing a college football fight song on untuned instruments . $ LABEL $ 0 +instruments +Negative +a quiet treasure - - a film to be savored . $ LABEL $ 1 +film +Positive +few films capture so perfectly the hopes and dreams of little boys on baseball fields as well as the grown men who sit in the stands . $ LABEL $ 1 +stands +Positive +the lower your expectations , the more you ' ll enjoy it . $ LABEL $ 0 +expectations +Positive +yes , dull . $ LABEL $ 0 +LABEL +Negative +that ' s pure pr hype . $ LABEL $ 0 +pr +Negative +that is a compliment to kuras and miller . $ LABEL $ 1 +kuras +Positive +that is a compliment to kuras and miller . $ LABEL $ 1 +miller +Positive +for the most part , director anne - sophie birot ' s first feature is a sensitive , extraordinarily well - acted drama . $ LABEL $ 1 +director +Positive +it ' s a beautiful madness . $ LABEL $ 1 +madness +Positive +stealing harvard is evidence that the farrelly bros . - - peter and bobby - - and their brand of screen comedy are wheezing to an end , along with green ' s half - hearted movie career . $ LABEL $ 0 +harvard +Negative +i sympathize with the plight of these families , but the movie does n ' t do a very good job conveying the issue at hand . $ LABEL $ 0 +movie +Negative +a giggle - inducing comedy with snappy dialogue and winning performances by an unlikely team of oscar - winners : susan sarandon and goldie hawn . $ LABEL $ 1 +susan sarandon +Positive +the words , ` frankly , my dear , i do n ' t give a damn , ' have never been more appropriate . $ LABEL $ 0 +words +Positive +by getting myself wrapped up in the visuals and eccentricities of many of the characters , i found myself confused when it came time to get to the heart of the movie . $ LABEL $ 0 +characters +Negative +it moves quickly , adroitly , and without fuss ; it does n ' t give you time to reflect on the inanity - - and the cold war datedness - - of its premise . $ LABEL $ 1 +premise +Negative +part low rent godfather . $ LABEL $ 0 +rent +Neutral +the special effects and many scenes of weightlessness look as good or better than in the original , while the oscar - winning sound and james horner ' s rousing score make good use of the hefty audio system . $ LABEL $ 1 +special effects +Positive +the special effects and many scenes of weightlessness look as good or better than in the original , while the oscar - winning sound and james horner ' s rousing score make good use of the hefty audio system . $ LABEL $ 1 +sound +Positive +the special effects and many scenes of weightlessness look as good or better than in the original , while the oscar - winning sound and james horner ' s rousing score make good use of the hefty audio system . $ LABEL $ 1 +james +Positive +the special effects and many scenes of weightlessness look as good or better than in the original , while the oscar - winning sound and james horner ' s rousing score make good use of the hefty audio system . $ LABEL $ 1 +score +Positive +harris commands the screen , using his frailty to suggest the ravages of a life of corruption and ruthlessness . $ LABEL $ 1 +harris +Negative +schaeffer has to find some hook on which to hang his persistently useless movies , and it might as well be the resuscitation of the middle - aged character . $ LABEL $ 0 +schaeffer +Negative +adults will wish the movie were less simplistic , obvious , clumsily plotted and shallowly characterized . $ LABEL $ 0 +movie +Negative +this is not the undisputed worst boxing movie ever , but it ' s certainly not a champion - the big loser is the audience . $ LABEL $ 0 +audience +Negative +it ' s another stale , kill - by - numbers flick , complete with blade - thin characters and terrible , pun - laden dialogue . $ LABEL $ 0 +characters +Negative +it ' s another stale , kill - by - numbers flick , complete with blade - thin characters and terrible , pun - laden dialogue . $ LABEL $ 0 +dialogue +Negative +one of those pictures whose promising , if rather precious , premise is undercut by amateurish execution . $ LABEL $ 0 +premise +Positive +one of those pictures whose promising , if rather precious , premise is undercut by amateurish execution . $ LABEL $ 0 +execution +Negative +drops you into a dizzying , volatile , pressure - cooker of a situation that quickly snowballs out of control , while focusing on the what much more than the why . $ LABEL $ 1 +situation +Positive +while undisputed is n ' t exactly a high , it is a gripping , tidy little movie that takes mr . hill higher than he ' s been in a while . $ LABEL $ 1 +mr +Positive +while undisputed is n ' t exactly a high , it is a gripping , tidy little movie that takes mr . hill higher than he ' s been in a while . $ LABEL $ 1 +hill +Positive +a delectable and intriguing thriller filled with surprises , read my lips is an original . $ LABEL $ 1 +thriller +Positive +a delectable and intriguing thriller filled with surprises , read my lips is an original . $ LABEL $ 1 +read +Positive +it does n ' t believe in itself , it has no sense of humor . . . it ' s just plain bored . $ LABEL $ 0 +humor +Negative +a warm , funny , engaging film . $ LABEL $ 1 +film +Positive +uses sharp humor and insight into human nature to examine class conflict , adolescent yearning , the roots of friendship and sexual identity . $ LABEL $ 1 +humor +Positive +i thought my own watch had stopped keeping time as i slogged my way through clockstoppers . $ LABEL $ 0 +watch +Negative +with tightly organized efficiency , numerous flashbacks and a constant edge of tension , miller ' s film is one of 2002 ' s involvingly adult surprises . $ LABEL $ 1 +miller +Positive +the emotions are raw and will strike a nerve with anyone who ' s ever had family trauma . $ LABEL $ 1 +emotions +Positive +there seems to be no clear path as to where the story ' s going , or how long it ' s going to take to get there . $ LABEL $ 0 +long +Negative +a breezy romantic comedy that has the punch of a good sitcom , while offering exceptionally well - detailed characters . $ LABEL $ 1 +characters +Positive +because of an unnecessary and clumsy last scene , ` swimfan ' left me with a very bad feeling . $ LABEL $ 0 +scene +Negative +exciting and direct , with ghost imagery that shows just enough to keep us on our toes . $ LABEL $ 1 +imagery +Positive +a superbly acted and funny \ / gritty fable of the humanizing of one woman at the hands of the unseen forces of fate . $ LABEL $ 1 +acted +Positive +the movie ' s relatively simple plot and uncomplicated morality play well with the affable cast . $ LABEL $ 1 +plot +Neutral +the movie ' s relatively simple plot and uncomplicated morality play well with the affable cast . $ LABEL $ 1 +cast +Positive +in a way , the film feels like a breath of fresh air , but only to those that allow it in . $ LABEL $ 1 +film +Positive +a beguiling splash of pastel colors and prankish comedy from disney . $ LABEL $ 1 +disney +Positive +writer \ / director joe carnahan ' s grimy crime drama is a manual of precinct cliches , but it moves fast enough to cover its clunky dialogue and lapses in logic . $ LABEL $ 1 +joe carnahan +Negative +writer \ / director joe carnahan ' s grimy crime drama is a manual of precinct cliches , but it moves fast enough to cover its clunky dialogue and lapses in logic . $ LABEL $ 1 +dialogue +Negative +based on a devilishly witty script by heather mcgowan and niels mueller , the film gets great laughs , but never at the expense of its characters $ LABEL $ 1 +heather +Positive +the format gets used best . . . to capture the dizzying heights achieved by motocross and bmx riders , whose balletic hotdogging occasionally ends in bone - crushing screwups . $ LABEL $ 1 +format +Positive +the format gets used best . . . to capture the dizzying heights achieved by motocross and bmx riders , whose balletic hotdogging occasionally ends in bone - crushing screwups . $ LABEL $ 1 +bmx +Positive +even in its most tedious scenes , russian ark is mesmerizing . $ LABEL $ 1 +russian ark +Positive +you wonder why enough was n ' t just a music video rather than a full - length movie . $ LABEL $ 0 +movie +Positive +funny but perilously slight . $ LABEL $ 1 +LABEL +Negative +chabrol has taken promising material for a black comedy and turned it instead into a somber chamber drama . $ LABEL $ 0 +chabrol +Positive +this is wild surreal stuff , but brilliant and the camera just kind of sits there and lets you look at this and its like you ' re going from one room to the next and none of them have any relation to the other . $ LABEL $ 1 +camera +Positive +` easily my choice for one of the year ' s best films . ' $ LABEL $ 1 +films +Positive +pumpkin takes an admirable look at the hypocrisy of political correctness , but it does so with such an uneven tone that you never know when humor ends and tragedy begins . $ LABEL $ 0 +pumpkin +Negative +pumpkin takes an admirable look at the hypocrisy of political correctness , but it does so with such an uneven tone that you never know when humor ends and tragedy begins . $ LABEL $ 0 +humor +Negative +but it ' s too long and too convoluted and it ends in a muddle . $ LABEL $ 0 +LABEL +Negative +rarely has so much money delivered so little entertainment . $ LABEL $ 0 +entertainment +Negative +so , too , is this comedy about mild culture clashing in today ' s new delhi . $ LABEL $ 1 +culture +Neutral +a subject like this should inspire reaction in its audience ; the pianist does not . $ LABEL $ 0 +subject +Negative +a subject like this should inspire reaction in its audience ; the pianist does not . $ LABEL $ 0 +pianist +Negative +. . . routine , harmless diversion and little else . $ LABEL $ 1 +routine +Positive +blanchett ' s performance confirms her power once again . $ LABEL $ 1 +blanchett +Positive +this is a winning ensemble comedy that shows canadians can put gentle laughs and equally gentle sentiments on the button , just as easily as their counterparts anywhere else in the world . $ LABEL $ 1 +comedy +Positive +this is a winning ensemble comedy that shows canadians can put gentle laughs and equally gentle sentiments on the button , just as easily as their counterparts anywhere else in the world . $ LABEL $ 1 +laughs +Positive +the iditarod lasts for days - this just felt like it did . $ LABEL $ 0 +iditarod +Positive +the volatile dynamics of female friendship is the subject of this unhurried , low - key film that is so off - hollywood that it seems positively french in its rhythms and resonance . $ LABEL $ 1 +film +Positive +the volatile dynamics of female friendship is the subject of this unhurried , low - key film that is so off - hollywood that it seems positively french in its rhythms and resonance . $ LABEL $ 1 +rhythms +Positive +this movie is something of an impostor itself , stretching and padding its material in a blur of dead ends and distracting camera work . $ LABEL $ 0 +camera work +Negative +sticky sweet sentimentality , clumsy plotting and a rosily myopic view of life in the wwii - era mississippi delta undermine this adaptation . $ LABEL $ 0 +sentimentality +Negative +sticky sweet sentimentality , clumsy plotting and a rosily myopic view of life in the wwii - era mississippi delta undermine this adaptation . $ LABEL $ 0 +plotting +Negative +sticky sweet sentimentality , clumsy plotting and a rosily myopic view of life in the wwii - era mississippi delta undermine this adaptation . $ LABEL $ 0 +mississippi +Negative +a film about a young man finding god that is accessible and touching to the marrow . $ LABEL $ 1 +god +Positive +nonsensical , dull ` ` cyber - horror ' ' flick is a grim , hollow exercise in flat scares and bad acting . $ LABEL $ 0 +scares +Negative +nonsensical , dull ` ` cyber - horror ' ' flick is a grim , hollow exercise in flat scares and bad acting . $ LABEL $ 0 +acting +Negative +it ' s hard to imagine alan arkin being better than he is in this performance . $ LABEL $ 1 +alan arkin +Positive +a romantic comedy enriched by a sharp eye for manners and mores . $ LABEL $ 1 +eye +Positive +not since japanese filmmaker akira kurosawa ' s ran have the savagery of combat and the specter of death been visualized with such operatic grandeur . $ LABEL $ 1 +akira kurosawa +Positive +though only 60 minutes long , the film is packed with information and impressions . $ LABEL $ 1 +film +Positive +the character of zigzag is not sufficiently developed to support a film constructed around him . $ LABEL $ 0 +character +Negative +reggio ' s continual visual barrage is absorbing as well as thought - provoking . $ LABEL $ 1 +reggio +Positive +too much of it feels unfocused and underdeveloped . $ LABEL $ 0 +LABEL +Negative +unfortunately , it ' s not silly fun unless you enjoy really bad movies . $ LABEL $ 0 +movies +Negative +the movie understands like few others how the depth and breadth of emotional intimacy give the physical act all of its meaning and most of its pleasure . $ LABEL $ 1 +act +Positive +in the end , the movie collapses on its shaky foundation despite the best efforts of director joe carnahan . $ LABEL $ 0 +director joe carnahan +Negative +jones . . . does offer a brutal form of charisma . $ LABEL $ 1 +jones +Positive +not an objectionable or dull film ; it merely lacks everything except good intentions . $ LABEL $ 0 +film +Positive +this is a good script , good dialogue , funny even for adults . $ LABEL $ 1 +script +Positive +this is a good script , good dialogue , funny even for adults . $ LABEL $ 1 +dialogue +Positive +the lion king was a roaring success when it was released eight years ago , but on imax it seems better , not just bigger . $ LABEL $ 1 +imax +Positive +kinnear does n ' t aim for our sympathy , but rather delivers a performance of striking skill and depth . $ LABEL $ 1 +kinnear +Positive +is the time really ripe for a warmed - over james bond adventure , with a village idiot as the 007 clone ? $ LABEL $ 0 +james bond +Neutral +wince - inducing dialogue , thrift - shop costumes , prosthetic makeup by silly putty and kmart blue - light - special effects all conspire to test trekkie loyalty . $ LABEL $ 0 +dialogue +Negative +this is a train wreck of an action film - - a stupefying attempt by the filmmakers to force - feed james bond into the mindless xxx mold and throw 40 years of cinematic history down the toilet in favor of bright flashes and loud bangs . $ LABEL $ 0 +james bond +Negative +you really have to wonder how on earth anyone , anywhere could have thought they ' d make audiences guffaw with a script as utterly diabolical as this . $ LABEL $ 0 +script +Negative +a quiet , pure , elliptical film $ LABEL $ 1 +film +Positive +harrison ' s flowers puts its heart in the right place , but its brains are in no particular place at all . $ LABEL $ 1 +harrison +Positive +it ' s a work by an artist so in control of both his medium and his message that he can improvise like a jazzman . $ LABEL $ 1 +artist +Positive +despite the evocative aesthetics evincing the hollow state of modern love life , the film never percolates beyond a monotonous whine . $ LABEL $ 0 +aesthetics +Positive +despite the evocative aesthetics evincing the hollow state of modern love life , the film never percolates beyond a monotonous whine . $ LABEL $ 0 +film +Negative +it ' s difficult to imagine the process that produced such a script , but here ' s guessing that spray cheese and underarm noises played a crucial role . $ LABEL $ 0 +script +Negative +it ' s difficult to imagine the process that produced such a script , but here ' s guessing that spray cheese and underarm noises played a crucial role . $ LABEL $ 0 +cheese +Negative +building slowly and subtly , the film , sporting a breezy spontaneity and realistically drawn characterizations , develops into a significant character study that is both moving and wise . $ LABEL $ 1 +film +Positive +building slowly and subtly , the film , sporting a breezy spontaneity and realistically drawn characterizations , develops into a significant character study that is both moving and wise . $ LABEL $ 1 +characterizations +Positive +the band ' s courage in the face of official repression is inspiring , especially for aging hippies - lrb - this one included - rrb - . $ LABEL $ 1 +band +Positive +this movie seems to have been written using mad - libs . $ LABEL $ 0 +mad +Negative +thanks to haynes ' absolute control of the film ' s mood , and buoyed by three terrific performances , far from heaven actually pulls off this stylistic juggling act . $ LABEL $ 1 +haynes +Positive +thanks to haynes ' absolute control of the film ' s mood , and buoyed by three terrific performances , far from heaven actually pulls off this stylistic juggling act . $ LABEL $ 1 +performances +Positive +more whiny downer than corruscating commentary . $ LABEL $ 0 +commentary +Negative +the film is powerful , accessible and funny . $ LABEL $ 1 +film +Positive +there has always been something likable about the marquis de sade . $ LABEL $ 1 +marquis +Positive +in exactly 89 minutes , most of which passed as slowly as if i ' d been sitting naked on an igloo , formula 51 sank from quirky to jerky to utter turkey . $ LABEL $ 0 +formula +Negative +the reality of the new live - action pinocchio he directed , cowrote and starred in borders on the grotesque . $ LABEL $ 0 +pinocchio +Neutral +i can take infantile humor . . . but this is the sort of infantile that makes you wonder about changing the director and writer ' s diapers . $ LABEL $ 0 +humor +Neutral +i can take infantile humor . . . but this is the sort of infantile that makes you wonder about changing the director and writer ' s diapers . $ LABEL $ 0 +director +Negative +. . . the film suffers from a lack of humor - lrb - something needed to balance out the violence - rrb - . . . $ LABEL $ 0 +humor +Negative +with the exception of some fleetingly amusing improvisations by cedric the entertainer as perry ' s boss , there is n ' t a redeeming moment here . $ LABEL $ 0 +perry +Negative +majidi is an unconventional storyteller , capable of finding beauty in the most depressing places . $ LABEL $ 1 +majidi +Positive +the vivid lead performances sustain interest and empathy , but the journey is far more interesting than the final destination . $ LABEL $ 1 +lead performances +Positive +the vivid lead performances sustain interest and empathy , but the journey is far more interesting than the final destination . $ LABEL $ 1 +destination +Positive +all that ' s missing is the spontaneity , originality and delight . $ LABEL $ 0 +spontaneity +Negative +all that ' s missing is the spontaneity , originality and delight . $ LABEL $ 0 +originality +Negative +all that ' s missing is the spontaneity , originality and delight . $ LABEL $ 0 +LABEL +Negative +it confirms fincher ' s status as a film maker who artfully bends technical know - how to the service of psychological insight . $ LABEL $ 1 +fincher +Positive +dense with characters and contains some thrilling moments . $ LABEL $ 1 +characters +Positive +good film , but very glum . $ LABEL $ 1 +film +Positive +nine queens is not only than a frighteningly capable debut and genre piece , but also a snapshot of a dangerous political situation on the verge of coming to a head . $ LABEL $ 1 +nine +Positive +when the film ended , i felt tired and drained and wanted to lie on my own deathbed for a while . $ LABEL $ 0 +film +Negative +the plot convolutions ultimately add up to nothing more than jerking the audience ' s chain . $ LABEL $ 0 +plot +Negative +- lrb - d - rrb - oes n ' t bother being as cloying or preachy as equivalent evangelical christian movies - - maybe the filmmakers know that the likely audience will already be among the faithful . $ LABEL $ 1 +filmmakers +Negative +- lrb - grant ' s - rrb - bumbling magic takes over the film , and it turns out to be another winning star vehicle . $ LABEL $ 1 +grant +Neutral +a poignant and compelling story about relationships , food of love takes us on a bumpy but satisfying journey of the heart . $ LABEL $ 1 +food +Positive +a better title , for all concerned , might be swept under the rug . $ LABEL $ 0 +title +Negative +this nickleby thing might have more homosexual undertones than an eddie murphy film . $ LABEL $ 0 +eddie murphy +Neutral +a marvel like none you ' ve seen . $ LABEL $ 1 +LABEL +Positive +the affectionate loopiness that once seemed congenital to demme ' s perspective has a tough time emerging from between the badly dated cutesy - pie mystery scenario and the newfangled hollywood post - production effects . $ LABEL $ 0 +post +Negative +the affectionate loopiness that once seemed congenital to demme ' s perspective has a tough time emerging from between the badly dated cutesy - pie mystery scenario and the newfangled hollywood post - production effects . $ LABEL $ 0 +effects +Negative +leigh ' s film is full of memorable performances from top to bottom . $ LABEL $ 1 +leigh +Positive +the film will play equally well on both the standard and giant screens . $ LABEL $ 1 +play +Positive +the film will play equally well on both the standard and giant screens . $ LABEL $ 1 +screens +Positive +determined to be fun , and bouncy , with energetic musicals , the humor did n ' t quite engage this adult . $ LABEL $ 0 +musicals +Positive +determined to be fun , and bouncy , with energetic musicals , the humor did n ' t quite engage this adult . $ LABEL $ 0 +humor +Negative +the last 20 minutes are somewhat redeeming , but most of the movie is the same teenage american road - trip drek we ' ve seen before - only this time you have to read the fart jokes $ LABEL $ 0 +movie +Negative +all - in - all , the film is an enjoyable and frankly told tale of a people who live among us , but not necessarily with us . $ LABEL $ 1 +film +Positive +feature debuter d . j . caruso directs a crack ensemble cast , bringing screenwriter tony gayton ' s narcotics noir to life . $ LABEL $ 1 +cast +Positive +serving sara does n ' t serve up a whole lot of laughs . $ LABEL $ 0 +serving sara +Negative +the film ' s hackneyed message is not helped by the thin characterizations , nonexistent plot and pretentious visual style . $ LABEL $ 0 +characterizations +Negative +the film ' s hackneyed message is not helped by the thin characterizations , nonexistent plot and pretentious visual style . $ LABEL $ 0 +plot +Negative +the film ' s hackneyed message is not helped by the thin characterizations , nonexistent plot and pretentious visual style . $ LABEL $ 0 +visual style +Negative +the experience of going to a film festival is a rewarding one ; the experiencing of sampling one through this movie is not . $ LABEL $ 0 +experience +Positive +with rabbit - proof fence , noyce has tailored an epic tale into a lean , economical movie . $ LABEL $ 1 +noyce +Positive +even horror fans will most likely not find what they ' re seeking with trouble every day ; the movie lacks both thrills and humor . $ LABEL $ 0 +humor +Negative +this piece of channel 5 grade trash is , quite frankly , an insult to the intelligence of the true genre enthusiast . $ LABEL $ 0 +channel +Negative +add yet another hat to a talented head , clooney ' s a good director . $ LABEL $ 1 +clooney +Positive +as unseemly as its title suggests . $ LABEL $ 1 +title +Negative +as unseemly as its title suggests . $ LABEL $ 1 +LABEL +Negative +the movie is n ' t just hilarious : it ' s witty and inventive , too , and in hindsight , it is n ' t even all that dumb . $ LABEL $ 1 +movie +Positive +among the year ' s most intriguing explorations of alientation . $ LABEL $ 1 +alientation +Neutral +the sort of film that makes me miss hitchcock , but also feel optimistic that there ' s hope for popular cinema yet . $ LABEL $ 1 +hitchcock +Positive +the terrific and bewilderingly underrated campbell scott gives a star performance that is nothing short of mesmerizing . $ LABEL $ 1 +campbell scott +Positive +a lean , deftly shot , well - acted , weirdly retro thriller that recalls a raft of ' 60s and ' 70s european - set spy pictures . $ LABEL $ 1 +shot +Positive +the magic of the film lies not in the mysterious spring but in the richness of its performances . $ LABEL $ 1 +performances +Positive +- lrb - lawrence bounces - rrb - all over the stage , dancing , running , sweating , mopping his face and generally displaying the wacky talent that brought him fame in the first place . $ LABEL $ 1 +lawrence +Negative +crackerjack entertainment - - nonstop romance , music , suspense and action . $ LABEL $ 1 +entertainment +Positive +crackerjack entertainment - - nonstop romance , music , suspense and action . $ LABEL $ 1 +music +Positive +crackerjack entertainment - - nonstop romance , music , suspense and action . $ LABEL $ 1 +action +Positive +with its dogged hollywood naturalism and the inexorable passage of its characters toward sainthood , windtalkers is nothing but a sticky - sweet soap . $ LABEL $ 0 +characters +Positive +. . . designed to provide a mix of smiles and tears , ` ` crossroads ' ' instead provokes a handful of unintentional howlers and numerous yawns . $ LABEL $ 0 +mix +Negative +. . . designed to provide a mix of smiles and tears , ` ` crossroads ' ' instead provokes a handful of unintentional howlers and numerous yawns . $ LABEL $ 0 +crossroads +Negative +worth watching for dong jie ' s performance - - and for the way it documents a culture in the throes of rapid change . $ LABEL $ 1 +dong jie +Positive +if you are an actor who can relate to the search for inner peace by dramatically depicting the lives of others onstage , then esther ' s story is a compelling quest for truth . $ LABEL $ 1 +esther +Positive +unlike the speedy wham - bam effect of most hollywood offerings , character development - - and more importantly , character empathy - - is at the heart of italian for beginners . $ LABEL $ 1 +effect +Positive +stultifyingly , dumbfoundingly , mind - numbingly bad . $ LABEL $ 0 +LABEL +Negative +` ` mostly martha ' ' is a bright , light modern day family parable that wears its heart on its sleeve for all to see . $ LABEL $ 1 +martha +Positive +. . . takes the beauty of baseball and melds it with a story that could touch anyone regardless of their familiarity with the sport $ LABEL $ 1 +story +Positive +one of the smartest takes on singles culture i ' ve seen in a long time . $ LABEL $ 1 +time +Neutral +it ' s not original , and , robbed of the element of surprise , it does n ' t have any huge laughs in its story of irresponsible cops who love to play pranks . $ LABEL $ 0 +element +Negative +it ' s not original , and , robbed of the element of surprise , it does n ' t have any huge laughs in its story of irresponsible cops who love to play pranks . $ LABEL $ 0 +cops +Negative +it has charm to spare , and unlike many romantic comedies , it does not alienate either gender in the audience . $ LABEL $ 1 +charm +Positive +a great ensemble cast ca n ' t lift this heartfelt enterprise out of the familiar . $ LABEL $ 0 +ensemble cast +Positive +lapaglia ' s ability to convey grief and hope works with weaver ' s sensitive reactions to make this a two - actor master class . $ LABEL $ 1 +lapaglia +Positive +my thoughts were focused on the characters . $ LABEL $ 1 +characters +Positive +though it ' s become almost redundant to say so , major kudos go to leigh for actually casting people who look working - class . $ LABEL $ 1 +leigh +Positive +it ' s so good that its relentless , polished wit can withstand not only inept school productions , but even oliver parker ' s movie adaptation . $ LABEL $ 1 +oliver parker +Negative +it feels like an after - school special gussied up with some fancy special effects , and watching its rote plot points connect is about as exciting as gazing at an egg timer for 93 minutes . $ LABEL $ 0 +effects +Positive +it feels like an after - school special gussied up with some fancy special effects , and watching its rote plot points connect is about as exciting as gazing at an egg timer for 93 minutes . $ LABEL $ 0 +egg timer +Negative +indifferently implausible popcorn programmer of a movie . $ LABEL $ 0 +popcorn programmer +Negative +even the finest chef ca n ' t make a hotdog into anything more than a hotdog , and robert de niro ca n ' t make this movie anything more than a trashy cop buddy comedy . $ LABEL $ 0 +chef +Negative +it ' s fascinating to see how bettany and mcdowell play off each other . $ LABEL $ 1 +mcdowell +Neutral +stephen rea , aidan quinn , and alan bates play desmond ' s legal eagles , and when joined by brosnan , the sight of this grandiloquent quartet lolling in pretty irish settings is a pleasant enough thing , ` tis . $ LABEL $ 1 +brosnan +Positive +even on those rare occasions when the narrator stops yammering , miller ' s hand often feels unsure . $ LABEL $ 0 +narrator +Negative +even on those rare occasions when the narrator stops yammering , miller ' s hand often feels unsure . $ LABEL $ 0 +miller +Negative +every time you look , sweet home alabama is taking another bummer of a wrong turn . $ LABEL $ 0 +sweet home alabama +Negative +one of the best films of the year with its exploration of the obstacles to happiness faced by five contemporary individuals . . . a psychological masterpiece . $ LABEL $ 1 +films +Positive +no sophomore slump for director sam mendes , who segues from oscar winner to oscar - winning potential with a smooth sleight of hand . $ LABEL $ 1 +director sam mendes +Positive +even if you do n ' t think - lrb - kissinger ' s - rrb - any more guilty of criminal activity than most contemporary statesmen , he ' d sure make a courtroom trial great fun to watch . $ LABEL $ 1 +kissinger +Negative +. . . a story we have n ' t seen on the big screen before , and it ' s a story that we as americans , and human beings , should know . $ LABEL $ 1 +story +Positive +. . . a story we have n ' t seen on the big screen before , and it ' s a story that we as americans , and human beings , should know . $ LABEL $ 1 +americans +Positive +irwin is a man with enough charisma and audacity to carry a dozen films , but this particular result is ultimately held back from being something greater . $ LABEL $ 0 +irwin +Positive +though perry and hurley make inspiring efforts to breathe life into the disjointed , haphazard script by jay scherick and david ronn , neither the actors nor director reginald hudlin can make it more than fitfully entertaining . $ LABEL $ 0 +director +Negative +woody allen ' s latest is an ambling , broad comedy about all there is to love - - and hate - - about the movie biz . $ LABEL $ 1 +woody allen +Positive +as a first - time director , paxton has tapped something in himself as an actor that provides frailty with its dark soul . $ LABEL $ 1 +paxton +Positive +a gripping movie , played with performances that are all understated and touching . $ LABEL $ 1 +movie +Positive +a gripping movie , played with performances that are all understated and touching . $ LABEL $ 1 +performances +Positive +attempts by this ensemble film to impart a message are so heavy - handed that they instead pummel the audience . $ LABEL $ 0 +message +Negative +it ' s a demented kitsch mess - lrb - although the smeary digital video does match the muddled narrative - rrb - , but it ' s savvy about celebrity and has more guts and energy than much of what will open this year . $ LABEL $ 1 +digital video +Negative +bleakly funny , its characters all the more touching for refusing to pity or memorialize themselves . $ LABEL $ 1 +characters +Positive +the characters are interesting and often very creatively constructed from figure to backstory . $ LABEL $ 1 +characters +Positive +a taut psychological thriller that does n ' t waste a moment of its two - hour running time . $ LABEL $ 1 +running time +Positive +. . . is an arthritic attempt at directing by callie khouri . $ LABEL $ 0 +callie khouri +Neutral +michael gerbosi ' s script is economically packed with telling scenes . $ LABEL $ 1 +michael gerbosi +Positive +michael gerbosi ' s script is economically packed with telling scenes . $ LABEL $ 1 +scenes +Positive +light years \ / several warp speeds \ / levels and levels of dilithium crystals better than the pitiful insurrection . $ LABEL $ 1 +insurrection +Negative +at a time when half the so - called real movies are little more than live - action cartoons , it ' s refreshing to see a cartoon that knows what it is , and knows the form ' s history . $ LABEL $ 1 +cartoon +Positive +at the very least , if you do n ' t know anything about derrida when you walk into the theater , you wo n ' t know much more when you leave . $ LABEL $ 0 +derrida +Negative +bennett ' s naturalistic performance speaks volumes more truth than any ` reality ' show , and anybody contemplating their own drastic life changes should watch some body first . $ LABEL $ 1 +bennett +Positive +jose campanella delivers a loosely autobiographical story brushed with sentimentality but brimming with gentle humor , bittersweet pathos , and lyric moments that linger like snapshots of memory . $ LABEL $ 1 +jose campanella +Positive +jose campanella delivers a loosely autobiographical story brushed with sentimentality but brimming with gentle humor , bittersweet pathos , and lyric moments that linger like snapshots of memory . $ LABEL $ 1 +humor +Positive +montias . . . pumps a lot of energy into his nicely nuanced narrative and surrounds himself with a cast of quirky - - but not stereotyped - - street characters . $ LABEL $ 1 +montias +Positive +slapstick buffoonery can tickle many a preschooler ' s fancy , but when it costs a family of four about $ 40 to see a film in theaters , why spend money on a dog like this when you can rent a pedigree instead ? $ LABEL $ 0 +costs +Negative +his comedy premises are often hackneyed or just plain crude , calculated to provoke shocked laughter , without following up on a deeper level . $ LABEL $ 0 +premises +Negative +big fat waste of time . $ LABEL $ 0 +time +Negative +a delightful coming - of - age story . $ LABEL $ 1 +story +Positive +binoche makes it interesting trying to find out . $ LABEL $ 1 +binoche +Positive +the humor is forced and heavy - handed , and occasionally simply unpleasant . $ LABEL $ 0 +humor +Negative +. . . a fun little timewaster , helped especially by the cool presence of jean reno . $ LABEL $ 1 +jean reno +Positive +the old - world - meets - new mesh is incarnated in the movie ' s soundtrack , a joyful effusion of disco bollywood that , by the end of monsoon wedding , sent my spirit soaring out of the theater . $ LABEL $ 1 +soundtrack +Positive +as surreal as a dream and as detailed as a photograph , as visually dexterous as it is at times imaginatively overwhelming . $ LABEL $ 1 +photograph +Positive +director uwe boll and the actors provide scant reason to care in this crude ' 70s throwback . $ LABEL $ 0 +director uwe boll +Negative +director uwe boll and the actors provide scant reason to care in this crude ' 70s throwback . $ LABEL $ 0 +actors +Negative +the continued good chemistry between carmen and juni is what keeps this slightly disappointing sequel going , with enough amusing banter - - blessedly curse - free - - to keep both kids and parents entertained . $ LABEL $ 1 +chemistry +Positive +the continued good chemistry between carmen and juni is what keeps this slightly disappointing sequel going , with enough amusing banter - - blessedly curse - free - - to keep both kids and parents entertained . $ LABEL $ 1 +carmen +Positive +puts a human face on a land most westerners are unfamiliar with . $ LABEL $ 1 +land +Positive +the heavy - handed film is almost laughable as a consequence . $ LABEL $ 0 +film +Negative +it has the charm of the original american road movies , feasting on the gorgeous , ramshackle landscape of the filmmaker ' s motherland . $ LABEL $ 1 +landscape +Positive +works hard to establish rounded characters , but then has nothing fresh or particularly interesting to say about them . $ LABEL $ 0 +characters +Negative +verbinski implements every hack - artist trick to give us the ooky - spookies . $ LABEL $ 0 +verbinski +Positive +uncommonly stylish but equally silly . . . the picture fails to generate much suspense , nor does it ask searching enough questions to justify its pretensions . $ LABEL $ 0 +picture +Negative +as vulgar as it is banal . $ LABEL $ 0 +LABEL +Negative +a dumb movie with dumb characters doing dumb things and you have to be really dumb not to see where this is going . $ LABEL $ 0 +characters +Negative +what really makes it special is that it pulls us into its world , gives us a hero whose suffering and triumphs we can share , surrounds him with interesting characters and sends us out of the theater feeling we ' ve shared a great adventure . $ LABEL $ 1 +characters +Positive +what really makes it special is that it pulls us into its world , gives us a hero whose suffering and triumphs we can share , surrounds him with interesting characters and sends us out of the theater feeling we ' ve shared a great adventure . $ LABEL $ 1 +theater +Positive +of course , by more objective measurements it ' s still quite bad . $ LABEL $ 0 +LABEL +Negative +for this reason and this reason only - - the power of its own steadfast , hoity - toity convictions - - chelsea walls deserves a medal . $ LABEL $ 1 +chelsea walls +Positive +scores no points for originality , wit , or intelligence . $ LABEL $ 0 +originality +Negative +scores no points for originality , wit , or intelligence . $ LABEL $ 0 +wit +Negative +scores no points for originality , wit , or intelligence . $ LABEL $ 0 +intelligence +Negative +though moonlight mile is replete with acclaimed actors and actresses and tackles a subject that ' s potentially moving , the movie is too predictable and too self - conscious to reach a level of high drama . $ LABEL $ 0 +moonlight mile +Positive +it ' s a charming and often affecting journey . $ LABEL $ 1 +journey +Positive +atom egoyan has conjured up a multilayered work that tackles any number of fascinating issues $ LABEL $ 1 +atom +Positive +as the latest bid in the tv - to - movie franchise game , i spy makes its big - screen entry with little of the nervy originality of its groundbreaking small - screen progenitor . $ LABEL $ 0 +i spy +Positive +it ' s one of those baseball pictures where the hero is stoic , the wife is patient , the kids are as cute as all get - out and the odds against success are long enough to intimidate , but short enough to make a dream seem possible . $ LABEL $ 1 +kids +Positive +we know the plot ' s a little crazy , but it held my interest from start to finish . $ LABEL $ 1 +plot +Negative +will amuse and provoke adventurous adults in specialty venues . $ LABEL $ 1 +venues +Positive +another one of those estrogen overdose movies like ` ` divine secrets of the ya ya sisterhood , ' ' except that the writing , acting and character development are a lot better . $ LABEL $ 1 +writing +Positive +another one of those estrogen overdose movies like ` ` divine secrets of the ya ya sisterhood , ' ' except that the writing , acting and character development are a lot better . $ LABEL $ 1 +acting +Positive +another one of those estrogen overdose movies like ` ` divine secrets of the ya ya sisterhood , ' ' except that the writing , acting and character development are a lot better . $ LABEL $ 1 +character development +Positive +byler reveals his characters in a way that intrigues and even fascinates us , and he never reduces the situation to simple melodrama . $ LABEL $ 1 +byler +Positive +byler reveals his characters in a way that intrigues and even fascinates us , and he never reduces the situation to simple melodrama . $ LABEL $ 1 +characters +Positive +the humor is n ' t as sharp , the effects not as innovative , nor the story as imaginative as in the original . $ LABEL $ 0 +humor +Negative +the humor is n ' t as sharp , the effects not as innovative , nor the story as imaginative as in the original . $ LABEL $ 0 +effects +Negative +the humor is n ' t as sharp , the effects not as innovative , nor the story as imaginative as in the original . $ LABEL $ 0 +story +Negative +instead of hiding pinocchio from critics , miramax should have hidden it from everyone . $ LABEL $ 0 +pinocchio +Negative +a moody , multi - dimensional love story and sci - fi mystery , solaris is a thought - provoking , haunting film that allows the seeds of the imagination to germinate . $ LABEL $ 1 +solaris +Positive +offers very little genuine romance and even fewer laughs . . . a sad sitcom of a movie , largely devoid of charm . $ LABEL $ 0 +romance +Negative +offers very little genuine romance and even fewer laughs . . . a sad sitcom of a movie , largely devoid of charm . $ LABEL $ 0 +laughs +Negative +it haunts you , you ca n ' t forget it , you admire its conception and are able to resolve some of the confusions you had while watching it . $ LABEL $ 1 +conception +Positive +it haunts you , you ca n ' t forget it , you admire its conception and are able to resolve some of the confusions you had while watching it . $ LABEL $ 1 +watching +Positive +sometimes seems less like storytelling than something the otherwise compelling director needed to get off his chest . $ LABEL $ 0 +director +Negative +as a rumor of angels reveals itself to be a sudsy tub of supernatural hokum , not even ms . redgrave ' s noblest efforts can redeem it from hopeless sentimentality . $ LABEL $ 0 +rumor +Negative +as a rumor of angels reveals itself to be a sudsy tub of supernatural hokum , not even ms . redgrave ' s noblest efforts can redeem it from hopeless sentimentality . $ LABEL $ 0 +redgrave +Negative +almost gags on its own gore . $ LABEL $ 0 +gore +Negative +the film is quiet , threatening and unforgettable . $ LABEL $ 1 +film +Positive +. . . the movie is just a plain old monster . $ LABEL $ 0 +movie +Negative +sustains its dreamlike glide through a succession of cheesy coincidences and voluptuous cheap effects , not the least of which is rebecca romijn - stamos . $ LABEL $ 0 +effects +Negative +it provides the grand , intelligent entertainment of a superior cast playing smart people amid a compelling plot . $ LABEL $ 1 +entertainment +Positive +it provides the grand , intelligent entertainment of a superior cast playing smart people amid a compelling plot . $ LABEL $ 1 +cast +Positive +it provides the grand , intelligent entertainment of a superior cast playing smart people amid a compelling plot . $ LABEL $ 1 +plot +Positive +a strangely compelling and brilliantly acted psychological drama . $ LABEL $ 1 +acted +Positive +a strangely compelling and brilliantly acted psychological drama . $ LABEL $ 1 +drama +Positive +i ' ll bet the video game is a lot more fun than the film . $ LABEL $ 0 +game +Positive +i ' ll bet the video game is a lot more fun than the film . $ LABEL $ 0 +film +Negative +every nanosecond of the the new guy reminds you that you could be doing something else far more pleasurable . $ LABEL $ 0 +new guy +Negative +a broad , melodramatic estrogen opera that ' s pretty toxic in its own right . $ LABEL $ 0 +opera +Negative +minority report is exactly what the title indicates , a report . $ LABEL $ 1 +title +Positive +the movie , directed by mick jackson , leaves no cliche unturned , from the predictable plot to the characters straight out of central casting . $ LABEL $ 0 +mick jackson +Positive +the movie , directed by mick jackson , leaves no cliche unturned , from the predictable plot to the characters straight out of central casting . $ LABEL $ 0 +plot +Negative +like mike is a winner for kids , and no doubt a winner for lil bow wow , who can now add movies to the list of things he does well . $ LABEL $ 1 +mike +Positive +confirms the nagging suspicion that ethan hawke would be even worse behind the camera than he is in front of it . $ LABEL $ 0 +ethan hawke +Negative +first - time writer - director serry shows a remarkable gift for storytelling with this moving , effective little film . $ LABEL $ 1 +serry +Positive +combining quick - cut editing and a blaring heavy metal much of the time , beck seems to be under the illusion that he ' s shooting the latest system of a down video . $ LABEL $ 0 +beck +Negative +there ' s no emotional pulse to solaris . $ LABEL $ 0 +solaris +Negative +the best that can be said about the work here of scottish director ritchie . . . is that he obviously does n ' t have his heart in it . $ LABEL $ 0 +ritchie +Negative +does paint some memorable images . . . , but makhmalbaf keeps her distance from the characters $ LABEL $ 1 +characters +Negative +rare birds has more than enough charm to make it memorable . $ LABEL $ 1 +rare birds +Positive +rare birds has more than enough charm to make it memorable . $ LABEL $ 1 +charm +Positive +dull , lifeless , and amateurishly assembled . $ LABEL $ 0 +LABEL +Negative +the quality of the art combined with the humor and intelligence of the script allow the filmmakers to present the biblical message of forgiveness without it ever becoming preachy or syrupy . $ LABEL $ 1 +art +Positive +the quality of the art combined with the humor and intelligence of the script allow the filmmakers to present the biblical message of forgiveness without it ever becoming preachy or syrupy . $ LABEL $ 1 +humor +Positive +the quality of the art combined with the humor and intelligence of the script allow the filmmakers to present the biblical message of forgiveness without it ever becoming preachy or syrupy . $ LABEL $ 1 +script +Positive +the quality of the art combined with the humor and intelligence of the script allow the filmmakers to present the biblical message of forgiveness without it ever becoming preachy or syrupy . $ LABEL $ 1 +filmmakers +Positive +very bad . $ LABEL $ 0 +LABEL +Negative +having had the good sense to cast actors who are , generally speaking , adored by the movie - going public , khouri then gets terrific performances from them all . $ LABEL $ 1 +actors +Positive +having had the good sense to cast actors who are , generally speaking , adored by the movie - going public , khouri then gets terrific performances from them all . $ LABEL $ 1 +performances +Positive +a woman ' s pic directed with resonance by ilya chaiken . $ LABEL $ 1 +ilya chaiken +Positive +mr . tsai is a very original artist in his medium , and what time is it there ? $ LABEL $ 1 +tsai +Positive +for each chuckle there are at least 10 complete misses , many coming from the amazingly lifelike tara reid , whose acting skills are comparable to a cardboard cutout . $ LABEL $ 0 +tara +Negative +burns never really harnesses to full effect the energetic cast . $ LABEL $ 0 +cast +Negative +oh come on . $ LABEL $ 0 +LABEL +Negative +even with a green mohawk and a sheet of fire - red flame tattoos covering his shoulder , however , kilmer seems to be posing , rather than acting . $ LABEL $ 0 +kilmer +Negative +its well of thorn and vinegar - lrb - and simple humanity - rrb - has long been plundered by similar works featuring the insight and punch this picture so conspicuously lacks . $ LABEL $ 0 +picture +Negative +the notion that bombing buildings is the funniest thing in the world goes entirely unexamined in this startlingly unfunny comedy . $ LABEL $ 0 +comedy +Negative +at its worst , it implodes in a series of very bad special effects . $ LABEL $ 0 +special effects +Negative +and the lesson , in the end , is nothing new . $ LABEL $ 0 +lesson +Negative +. . . plays like somebody spliced random moments of a chris rock routine into what is otherwise a cliche - riddled but self - serious spy thriller . $ LABEL $ 0 +chris rock +Negative +a misogynistic piece of filth that attempts to pass itself off as hip , young adult entertainment . $ LABEL $ 0 +entertainment +Negative +sade is an engaging look at the controversial eponymous and fiercely atheistic hero . $ LABEL $ 1 +sade +Positive +a literate presentation that wonderfully weaves a murderous event in 1873 with murderous rage in 2002 . $ LABEL $ 1 +presentation +Positive +for the first time in years , de niro digs deep emotionally , perhaps because he ' s been stirred by the powerful work of his co - stars . $ LABEL $ 1 +de niro +Positive +birthday girl is an amusing joy ride , with some surprisingly violent moments . $ LABEL $ 1 +birthday +Positive +a tender , witty , captivating film about friendship , love , memory , trust and loyalty . $ LABEL $ 1 +film +Positive +while its careful pace and seemingly opaque story may not satisfy every moviegoer ' s appetite , the film ' s final scene is soaringly , transparently moving . $ LABEL $ 1 +pace +Positive +while its careful pace and seemingly opaque story may not satisfy every moviegoer ' s appetite , the film ' s final scene is soaringly , transparently moving . $ LABEL $ 1 +story +Negative +while its careful pace and seemingly opaque story may not satisfy every moviegoer ' s appetite , the film ' s final scene is soaringly , transparently moving . $ LABEL $ 1 +scene +Positive +. . . turns so unforgivably trite in its last 10 minutes that anyone without a fortified sweet tooth will likely go into sugar shock . $ LABEL $ 0 +sweet +Negative +excessive , profane , packed with cartoonish violence and comic - strip characters . $ LABEL $ 0 +violence +Negative +if you ' re hard up for raunchy college humor , this is your ticket right here . $ LABEL $ 1 +humor +Positive +davis . . . is so enamored of her own creation that she ca n ' t see how insufferable the character is . $ LABEL $ 0 +davis +Negative +it ' s great escapist fun that recreates a place and time that will never happen again . $ LABEL $ 1 +fun +Positive +it ' s great escapist fun that recreates a place and time that will never happen again . $ LABEL $ 1 +place +Positive +dazzles with its fully - written characters , its determined stylishness - lrb - which always relates to characters and story - rrb - and johnny dankworth ' s best soundtrack in years . $ LABEL $ 1 +characters +Positive +dazzles with its fully - written characters , its determined stylishness - lrb - which always relates to characters and story - rrb - and johnny dankworth ' s best soundtrack in years . $ LABEL $ 1 +johnny dankworth +Positive +highbrow self - appointed guardians of culture need not apply , but those who loved cool as ice have at last found a worthy follow - up . $ LABEL $ 1 +ice +Positive +once - lrb - kim - rrb - begins to overplay the shock tactics and bait - and - tackle metaphors , you may decide it ' s too high a price to pay for a shimmering picture postcard . $ LABEL $ 0 +price +Negative +too often , the viewer is n ' t reacting to humor so much as they are wincing back in repugnance . $ LABEL $ 0 +humor +Negative +bogdanovich tantalizes by offering a peep show into the lives of the era ' s creme de la celluloid . $ LABEL $ 1 +bogdanovich +Positive +it ' s a grab bag of genres that do n ' t add up to a whole lot of sense . $ LABEL $ 0 +genres +Negative +just one bad idea after another . $ LABEL $ 0 +idea +Negative +it ' s a lovely film with lovely performances by buy and accorsi . $ LABEL $ 1 +performances +Positive +the script kicks in , and mr . hartley ' s distended pace and foot - dragging rhythms follow . $ LABEL $ 0 +mr +Negative +the script kicks in , and mr . hartley ' s distended pace and foot - dragging rhythms follow . $ LABEL $ 0 +hartley +Negative +the script kicks in , and mr . hartley ' s distended pace and foot - dragging rhythms follow . $ LABEL $ 0 +pace +Negative +like watching a dress rehearsal the week before the show goes up : everything ' s in place but something ' s just a little off - kilter . $ LABEL $ 0 +dress +Neutral +it ' s a buggy drag . $ LABEL $ 0 +LABEL +Negative +yakusho and shimizu . . . create engaging characterizations in imamura ' s lively and enjoyable cultural mix . $ LABEL $ 1 +yakusho +Positive +yakusho and shimizu . . . create engaging characterizations in imamura ' s lively and enjoyable cultural mix . $ LABEL $ 1 +mix +Positive +it ' s a bad thing when a movie has about as much substance as its end credits blooper reel . $ LABEL $ 0 +credits +Negative +there is nothing outstanding about this film , but it is good enough and will likely be appreciated most by sailors and folks who know their way around a submarine . $ LABEL $ 1 +film +Negative +very special effects , brilliantly bold colors and heightened reality ca n ' t hide the giant achilles ' heel in ` ` stuart little 2 ` ` : there ' s just no story , folks . $ LABEL $ 0 +colors +Positive +very special effects , brilliantly bold colors and heightened reality ca n ' t hide the giant achilles ' heel in ` ` stuart little 2 ` ` : there ' s just no story , folks . $ LABEL $ 0 +stuart +Negative +the very definition of the ` small ' movie , but it is a good stepping stone for director sprecher . $ LABEL $ 1 +director +Positive +one from the heart . $ LABEL $ 1 +LABEL +Positive +and when you ' re talking about a slapstick comedy , that ' s a pretty big problem . $ LABEL $ 0 +comedy +Negative +this is so bad . $ LABEL $ 0 +LABEL +Negative +so devoid of any kind of intelligible story that it makes films like xxx and collateral damage seem like thoughtful treatises $ LABEL $ 0 +story +Negative +the entire movie is about a boring , sad man being boring and sad . $ LABEL $ 0 +movie +Negative +it ' s one heck of a character study - - not of hearst or davies but of the unique relationship between them . $ LABEL $ 1 +hearst +Positive +whether writer - director anne fontaine ' s film is a ghost story , an account of a nervous breakdown , a trip down memory lane , all three or none of the above , it is as seductive as it is haunting . $ LABEL $ 1 +anne fontaine +Positive +the draw - lrb - for ` ` big bad love ' ' - rrb - is a solid performance by arliss howard . $ LABEL $ 1 +arliss howard +Positive +one of the more irritating cartoons you will see this , or any , year . $ LABEL $ 0 +cartoons +Negative +for all its technical virtuosity , the film is so mired in juvenile and near - xenophobic pedagogy that it ' s enough to make one pine for the day when godard can no longer handle the rigors of filmmaking . $ LABEL $ 0 +technical +Positive +for all its technical virtuosity , the film is so mired in juvenile and near - xenophobic pedagogy that it ' s enough to make one pine for the day when godard can no longer handle the rigors of filmmaking . $ LABEL $ 0 +godard +Negative +a very long movie , dull in stretches , with entirely too much focus on meal preparation and igloo construction . $ LABEL $ 0 +movie +Negative +a very long movie , dull in stretches , with entirely too much focus on meal preparation and igloo construction . $ LABEL $ 0 +meal +Negative +a big , gorgeous , sprawling swashbuckler that delivers its diversions in grand , uncomplicated fashion . $ LABEL $ 1 +fashion +Positive +the overall effect is less like a children ' s movie than a recruitment film for future hollywood sellouts . $ LABEL $ 0 +effect +Negative +so much facile technique , such cute ideas , so little movie . $ LABEL $ 1 +technique +Positive +so much facile technique , such cute ideas , so little movie . $ LABEL $ 1 +ideas +Positive +chilling , well - acted , and finely directed : david jacobson ' s dahmer . $ LABEL $ 1 +directed +Positive +chilling , well - acted , and finely directed : david jacobson ' s dahmer . $ LABEL $ 1 +david jacobson +Positive +visually rather stunning , but ultimately a handsome - looking bore , the true creativity would have been to hide treasure planet entirely and completely reimagine it . $ LABEL $ 0 +creativity +Negative +a movie that successfully crushes a best selling novel into a timeframe that mandates that you avoid the godzilla sized soda . $ LABEL $ 1 +soda +Negative +once the 50 year old benigni appears as the title character , we find ourselves longing for the block of wood to come back . $ LABEL $ 0 +wood +Positive +at least one scene is so disgusting that viewers may be hard pressed to retain their lunch . $ LABEL $ 0 +scene +Negative +at least one scene is so disgusting that viewers may be hard pressed to retain their lunch . $ LABEL $ 0 +lunch +Negative +the movie has an infectious exuberance that will engage anyone with a passing interest in the skate \ / surf culture , the l . a . beach scene and the imaginative - lrb - and sometimes illegal - rrb - ways kids can make a playground out of the refuse of adults . $ LABEL $ 1 +movie +Positive +corpus collosum - - while undeniably interesting - - wore out its welcome well before the end credits rolled about 45 minutes in . $ LABEL $ 0 +welcome +Negative +corpus collosum - - while undeniably interesting - - wore out its welcome well before the end credits rolled about 45 minutes in . $ LABEL $ 0 +credits +Negative +this illuminating documentary transcends our preconceived vision of the holy land and its inhabitants , revealing the human complexities beneath . $ LABEL $ 1 +documentary +Positive +this illuminating documentary transcends our preconceived vision of the holy land and its inhabitants , revealing the human complexities beneath . $ LABEL $ 1 +land +Positive +trademark american triteness and simplicity are tossed out the window with the intelligent french drama that deftly explores the difficult relationship between a father and son . $ LABEL $ 1 +drama +Positive +villeneuve spends too much time wallowing in bibi ' s generic angst - lrb - there are a lot of shots of her gazing out windows - rrb - . $ LABEL $ 0 +villeneuve +Negative +what is 100 % missing here is a script of even the most elemental literacy , an inkling of genuine wit , and anything resembling acting . $ LABEL $ 0 +script +Negative +what is 100 % missing here is a script of even the most elemental literacy , an inkling of genuine wit , and anything resembling acting . $ LABEL $ 0 +wit +Negative +what is 100 % missing here is a script of even the most elemental literacy , an inkling of genuine wit , and anything resembling acting . $ LABEL $ 0 +acting +Negative +as the two leads , lathan and diggs are charming and have chemistry both as friends and lovers . $ LABEL $ 1 +diggs +Positive +like leon , it ' s frustrating and still oddly likable . $ LABEL $ 1 +leon +Positive +if you can stomach the rough content , it ' s worth checking out for the performances alone . $ LABEL $ 1 +content +Negative +if you can stomach the rough content , it ' s worth checking out for the performances alone . $ LABEL $ 1 +performances +Positive +there ' s really only one good idea in this movie , but the director runs with it and presents it with an unforgettable visual panache . $ LABEL $ 1 +director +Positive +there ' s really only one good idea in this movie , but the director runs with it and presents it with an unforgettable visual panache . $ LABEL $ 1 +visual +Positive +and that leaves a hole in the center of the salton sea . $ LABEL $ 0 +salton +Negative +there ' s . . . tremendous energy from the cast , a sense of playfulness and excitement that seems appropriate . $ LABEL $ 1 +cast +Positive +director andrew niccol . . . demonstrates a wry understanding of the quirks of fame . $ LABEL $ 1 +director andrew +Positive +try as i may , i ca n ' t think of a single good reason to see this movie , even though everyone in my group extemporaneously shouted , ` thank you ! ' $ LABEL $ 0 +movie +Negative +shaky close - ups of turkey - on - rolls , stubbly chins , liver spots , red noses and the filmmakers new bobbed do draw easy chuckles but lead nowhere . $ LABEL $ 0 +turkey +Negative +utterly lacking in charm , wit and invention , roberto benigni ' s pinocchio is an astonishingly bad film . $ LABEL $ 0 +roberto benigni +Negative +further proof that the epicenter of cool , beautiful , thought - provoking foreign cinema is smack - dab in the middle of dubya ' s axis of evil . $ LABEL $ 1 +cinema +Positive +but what are adults doing in the theater at all ? $ LABEL $ 0 +theater +Negative +miller is playing so free with emotions , and the fact that children are hostages to fortune , that he makes the audience hostage to his swaggering affectation of seriousness . $ LABEL $ 1 +miller +Negative +what better message than ` love thyself ' could young women of any size receive ? $ LABEL $ 1 +message +Positive +if you enjoy more thoughtful comedies with interesting conflicted characters ; this one is for you . $ LABEL $ 1 +comedies +Positive +if you enjoy more thoughtful comedies with interesting conflicted characters ; this one is for you . $ LABEL $ 1 +characters +Positive +it ' s like every bad idea that ' s ever gone into an after - school special compiled in one place , minus those daytime programs ' slickness and sophistication - lrb - and who knew they even had any ? - rrb - . $ LABEL $ 0 +programs +Negative +although huppert ' s intensity and focus has a raw exhilaration about it , the piano teacher is anything but fun . $ LABEL $ 0 +huppert +Positive +although huppert ' s intensity and focus has a raw exhilaration about it , the piano teacher is anything but fun . $ LABEL $ 0 +piano teacher +Negative +a tender , heartfelt family drama . $ LABEL $ 1 +drama +Positive +. . . nothing scary here except for some awful acting and lame special effects . $ LABEL $ 0 +acting +Negative +. . . nothing scary here except for some awful acting and lame special effects . $ LABEL $ 0 +special effects +Negative +it made me want to wrench my eyes out of my head and toss them at the screen . $ LABEL $ 0 +eyes +Negative +but the power of these - lrb - subjects - rrb - is obscured by the majority of the film that shows a stationary camera on a subject that could be mistaken for giving a public oration , rather than contributing to a film ' s narrative . $ LABEL $ 0 +camera +Negative +suffocated by its fussy script and uptight characters , this musty adaptation is all the more annoying since it ' s been packaged and sold back to us by hollywood . $ LABEL $ 0 +script +Negative +suffocated by its fussy script and uptight characters , this musty adaptation is all the more annoying since it ' s been packaged and sold back to us by hollywood . $ LABEL $ 0 +characters +Negative +reign of fire looks as if it was made without much thought - - and is best watched that way . $ LABEL $ 1 +reign +Positive +the acting , costumes , music , cinematography and sound are all astounding given the production ' s austere locales . $ LABEL $ 1 +acting +Positive +the acting , costumes , music , cinematography and sound are all astounding given the production ' s austere locales . $ LABEL $ 1 +costumes +Positive +the acting , costumes , music , cinematography and sound are all astounding given the production ' s austere locales . $ LABEL $ 1 +music +Positive +the acting , costumes , music , cinematography and sound are all astounding given the production ' s austere locales . $ LABEL $ 1 +cinematography +Positive +the acting , costumes , music , cinematography and sound are all astounding given the production ' s austere locales . $ LABEL $ 1 +sound +Positive +the acting , costumes , music , cinematography and sound are all astounding given the production ' s austere locales . $ LABEL $ 1 +locales +Neutral +this is n ' t even madonna ' s swept away . $ LABEL $ 0 +madonna +Neutral +brilliantly explores the conflict between following one ' s heart and following the demands of tradition . $ LABEL $ 1 +tradition +Negative +like you could n ' t smell this turkey rotting from miles away . $ LABEL $ 0 +turkey +Negative +involves two mysteries - - one it gives away and the other featuring such badly drawn characters that its outcome hardly matters . $ LABEL $ 0 +characters +Negative +i ' d have to say the star and director are the big problems here . $ LABEL $ 0 +star +Negative +i ' d have to say the star and director are the big problems here . $ LABEL $ 0 +director +Negative +- lrb - director - rrb - o ' fallon manages to put some lovely pictures up on the big screen , but his skill at telling a story - - he also contributed to the screenplay - - falls short . $ LABEL $ 0 +pictures +Positive +the problem with this film is that it lacks focus . $ LABEL $ 0 +focus +Negative +on the whole , the movie lacks wit , feeling and believability to compensate for its incessant coarseness and banality . $ LABEL $ 0 +wit +Negative +. . . a magnificent drama well worth tracking down . $ LABEL $ 1 +drama +Positive +perceptive in its vision of nascent industrialized world politics as a new art form , but far too clunky , didactic and saddled with scenes that seem simply an ill fit for this movie . $ LABEL $ 0 +scenes +Negative +it ' s an offbeat treat that pokes fun at the democratic exercise while also examining its significance for those who take part . $ LABEL $ 1 +treat +Positive +a sometimes tedious film . $ LABEL $ 0 +film +Negative +a gorgeous , witty , seductive movie . $ LABEL $ 1 +movie +Positive +moody , heartbreaking , and filmed in a natural , unforced style that makes its characters seem entirely convincing even when its script is not . $ LABEL $ 1 +filmed +Positive +moody , heartbreaking , and filmed in a natural , unforced style that makes its characters seem entirely convincing even when its script is not . $ LABEL $ 1 +style +Positive +moody , heartbreaking , and filmed in a natural , unforced style that makes its characters seem entirely convincing even when its script is not . $ LABEL $ 1 +characters +Positive +moody , heartbreaking , and filmed in a natural , unforced style that makes its characters seem entirely convincing even when its script is not . $ LABEL $ 1 +script +Negative +a nightmare date with a half - formed wit done a great disservice by a lack of critical distance and a sad trust in liberal arts college bumper sticker platitudes . $ LABEL $ 0 +half - formed +Negative +but it still jingles in the pocket . $ LABEL $ 1 +LABEL +Positive +it ' s the chemistry between the women and the droll scene - stealing wit and wolfish pessimism of anna chancellor that makes this ` ` two weddings and a funeral ' ' fun . $ LABEL $ 1 +anna chancellor +Positive +it wants to tweak them with a taste of tangy new humor . $ LABEL $ 1 +humor +Positive +you do n ' t have to know about music to appreciate the film ' s easygoing blend of comedy and romance . $ LABEL $ 1 +film +Positive +you do n ' t have to know about music to appreciate the film ' s easygoing blend of comedy and romance . $ LABEL $ 1 +comedy +Positive +you do n ' t have to know about music to appreciate the film ' s easygoing blend of comedy and romance . $ LABEL $ 1 +romance +Positive +it will grip even viewers who are n ' t interested in rap , as it cuts to the heart of american society in an unnerving way . $ LABEL $ 1 +rap +Positive +expect the same - old , lame - old slasher nonsense , just with different scenery . $ LABEL $ 0 +scenery +Neutral +tries to add some spice to its quirky sentiments but the taste is all too familiar . $ LABEL $ 0 +spice +Positive +tries to add some spice to its quirky sentiments but the taste is all too familiar . $ LABEL $ 0 +taste +Negative +while the resident evil games may have set new standards for thrills , suspense , and gore for video games , the movie really only succeeds in the third of these . $ LABEL $ 0 +resident +Neutral +while the resident evil games may have set new standards for thrills , suspense , and gore for video games , the movie really only succeeds in the third of these . $ LABEL $ 0 +suspense +Positive +a solid film . . . but more conscientious than it is truly stirring . $ LABEL $ 1 +film +Positive +stealing harvard aspires to comedic grand larceny but stands convicted of nothing more than petty theft of your time . $ LABEL $ 0 +harvard +Negative +a movie with a real anarchic flair . $ LABEL $ 1 +movie +Positive +characters still need to function according to some set of believable and comprehensible impulses , no matter how many drugs they do or how much artistic license avary employs . $ LABEL $ 0 +characters +Negative +a densely constructed , highly referential film , and an audacious return to form that can comfortably sit among jean - luc godard ' s finest work . $ LABEL $ 1 +jean - luc +Positive +far more imaginative and ambitious than the trivial , cash - in features nickelodeon has made from its other animated tv series . $ LABEL $ 1 +features nickelodeon +Positive +pumpkin means to be an outrageous dark satire on fraternity life , but its ambitions far exceed the abilities of writer adam larson broder and his co - director , tony r . abrams , in their feature debut . $ LABEL $ 0 +adam +Positive +it ' s too bad that the helping hand he uses to stir his ingredients is also a heavy one . $ LABEL $ 0 +hand +Negative +it ' s too bad that the helping hand he uses to stir his ingredients is also a heavy one . $ LABEL $ 0 +ingredients +Neutral +zhang . . . has done an amazing job of getting realistic performances from his mainly nonprofessional cast . $ LABEL $ 1 +zhang +Positive +zhang . . . has done an amazing job of getting realistic performances from his mainly nonprofessional cast . $ LABEL $ 1 +performances +Positive +without ever becoming didactic , director carlos carrera expertly weaves this novelistic story of entangled interrelationships and complex morality . $ LABEL $ 1 +carlos carrera +Positive +it ' s hampered by a lifetime - channel kind of plot and a lead actress who is out of her depth . $ LABEL $ 0 +plot +Negative +it ' s hampered by a lifetime - channel kind of plot and a lead actress who is out of her depth . $ LABEL $ 0 +lead actress +Negative +gives you the steady pulse of life in a beautiful city viewed through the eyes of a character who , in spite of tragic loss and increasing decrepitude , knows in his bones that he is one of the luckiest men alive . $ LABEL $ 1 +city +Positive +- lrb - chaiken ' s - rrb - talent lies in an evocative , accurate observation of a distinctive milieu and in the lively , convincing dialogue she creates for her characters . $ LABEL $ 1 +dialogue +Positive +- lrb - chaiken ' s - rrb - talent lies in an evocative , accurate observation of a distinctive milieu and in the lively , convincing dialogue she creates for her characters . $ LABEL $ 1 +characters +Positive +a psychological thriller with a genuinely spooky premise and an above - average cast , actor bill paxton ' s directing debut is a creepy slice of gothic rural americana . $ LABEL $ 1 +bill paxton +Positive +it ' s worth seeing just on the basis of the wisdom , and at times , the startling optimism , of the children . $ LABEL $ 1 +children +Positive +dragonfly has no atmosphere , no tension - - nothing but costner , flailing away . $ LABEL $ 0 +dragonfly +Negative +dragonfly has no atmosphere , no tension - - nothing but costner , flailing away . $ LABEL $ 0 +atmosphere +Negative +the film flat lines when it should peak and is more missed opportunity and trifle than dark , decadent truffle . $ LABEL $ 0 +film +Negative +- lrb - w - rrb - hile long on amiable monkeys and worthy environmentalism , jane goodall ' s wild chimpanzees is short on the thrills the oversize medium demands . $ LABEL $ 0 +jane goodall +Neutral +intriguing documentary which is emotionally diluted by focusing on the story ' s least interesting subject . $ LABEL $ 1 +documentary +Positive +intriguing documentary which is emotionally diluted by focusing on the story ' s least interesting subject . $ LABEL $ 1 +subject +Negative +a disappointment for those who love alternate versions of the bard , particularly ones that involve deep fryers and hamburgers . $ LABEL $ 0 +hamburgers +Negative +it ' s clear the filmmakers were n ' t sure where they wanted their story to go , and even more clear that they lack the skills to get us to this undetermined destination . $ LABEL $ 0 +filmmakers +Negative +a simple , but gritty and well - acted ensemble drama that encompasses a potent metaphor for a country still dealing with its fascist past . $ LABEL $ 1 +drama +Positive +the film is beautifully mounted , but , more to the point , the issues are subtly presented , managing to walk a fine line with regard to the question of joan ' s madness . $ LABEL $ 1 +joan +Negative +a sequel that ' s much too big for its britches . $ LABEL $ 0 +britches +Negative +this is an egotistical endeavor from the daughter of horror director dario argento - lrb - a producer here - rrb - , but her raw performance and utter fearlessness make it strangely magnetic . $ LABEL $ 1 +dario +Negative +nicks , seemingly uncertain what ' s going to make people laugh , runs the gamut from stale parody to raunchy sex gags to formula romantic comedy . $ LABEL $ 0 +nicks +Negative +it treats women like idiots . $ LABEL $ 0 +women +Negative +there are some wonderfully fresh moments that smooth the moral stiffness with human kindness and hopefulness . $ LABEL $ 1 +moments +Positive +the result is a gaudy bag of stale candy , something from a halloween that died . $ LABEL $ 0 +bag +Negative +the result is a gaudy bag of stale candy , something from a halloween that died . $ LABEL $ 0 +candy +Negative +the result is a gaudy bag of stale candy , something from a halloween that died . $ LABEL $ 0 +halloween +Negative +the talented and clever robert rodriguez perhaps put a little too much heart into his first film and did n ' t reserve enough for his second . $ LABEL $ 0 +robert rodriguez +Positive +vera ' s three actors - - mollà , gil and bardem - - excel in insightful , empathetic performances . $ LABEL $ 1 +vera +Positive +vera ' s three actors - - mollà , gil and bardem - - excel in insightful , empathetic performances . $ LABEL $ 1 +gil +Positive +for close to two hours the audience is forced to endure three terminally depressed , mostly inarticulate , hyper dysfunctional families for the price of one . $ LABEL $ 0 +audience +Negative +for close to two hours the audience is forced to endure three terminally depressed , mostly inarticulate , hyper dysfunctional families for the price of one . $ LABEL $ 0 +families +Negative +for close to two hours the audience is forced to endure three terminally depressed , mostly inarticulate , hyper dysfunctional families for the price of one . $ LABEL $ 0 +price +Negative +good car chases , great fight scenes , and a distinctive blend of european , american and asian influences . $ LABEL $ 1 +scenes +Positive +good car chases , great fight scenes , and a distinctive blend of european , american and asian influences . $ LABEL $ 1 +blend +Positive +the performances take the movie to a higher level . $ LABEL $ 1 +performances +Positive +some of their jokes work , but most fail miserably and in the end , pumpkin is far more offensive than it is funny . $ LABEL $ 0 +jokes +Positive +some of their jokes work , but most fail miserably and in the end , pumpkin is far more offensive than it is funny . $ LABEL $ 0 +pumpkin +Negative +deadeningly dull , mired in convoluted melodrama , nonsensical jargon and stiff - upper - lip laboriousness . $ LABEL $ 0 +jargon +Negative +still , as a visual treat , the film is almost unsurpassed . $ LABEL $ 1 +visual +Positive +his last movie was poetically romantic and full of indelible images , but his latest has nothing going for it . $ LABEL $ 0 +images +Positive +portentous and pretentious , the weight of water is appropriately titled , given the heavy - handedness of it drama . $ LABEL $ 0 +weight +Negative +complete lack of originality , cleverness or even visible effort $ LABEL $ 0 +LABEL +Negative +it ' s inoffensive , cheerful , built to inspire the young people , set to an unending soundtrack of beach party pop numbers and aside from its remarkable camerawork and awesome scenery , it ' s about as exciting as a sunburn . $ LABEL $ 0 +camerawork +Positive +it ' s inoffensive , cheerful , built to inspire the young people , set to an unending soundtrack of beach party pop numbers and aside from its remarkable camerawork and awesome scenery , it ' s about as exciting as a sunburn . $ LABEL $ 0 +scenery +Positive +the movie does a good job of laying out some of the major issues that we encounter as we journey through life . $ LABEL $ 1 +movie +Positive +there ' s enough melodrama in this magnolia primavera to make pta proud yet director muccino ' s characters are less worthy of puccini than they are of daytime television . $ LABEL $ 0 +pta +Positive +zaidan ' s script has barely enough plot to string the stunts together and not quite enough characterization to keep the faces straight . $ LABEL $ 0 +zaidan +Negative +zaidan ' s script has barely enough plot to string the stunts together and not quite enough characterization to keep the faces straight . $ LABEL $ 0 +script +Negative +zaidan ' s script has barely enough plot to string the stunts together and not quite enough characterization to keep the faces straight . $ LABEL $ 0 +plot +Negative +zaidan ' s script has barely enough plot to string the stunts together and not quite enough characterization to keep the faces straight . $ LABEL $ 0 +characterization +Negative +not only are the special effects and narrative flow much improved , and daniel radcliffe more emotionally assertive this time around as harry , but the film conjures the magic of author j . k . rowling ' s books . $ LABEL $ 1 +special effects +Positive +not only are the special effects and narrative flow much improved , and daniel radcliffe more emotionally assertive this time around as harry , but the film conjures the magic of author j . k . rowling ' s books . $ LABEL $ 1 +j +Positive +not only are the special effects and narrative flow much improved , and daniel radcliffe more emotionally assertive this time around as harry , but the film conjures the magic of author j . k . rowling ' s books . $ LABEL $ 1 +k +Positive +the best revenge may just be living well because this film , unlike other dumas adaptations , is far more likened to a treasure than a lengthy jail sentence . $ LABEL $ 1 +revenge +Positive +too much of the humor falls flat . $ LABEL $ 0 +humor +Negative +falls neatly into the category of good stupid fun . $ LABEL $ 1 +fun +Positive +every dance becomes about seduction , where backstabbing and betrayals are celebrated , and sex is currency . $ LABEL $ 0 +dance +Negative +every dance becomes about seduction , where backstabbing and betrayals are celebrated , and sex is currency . $ LABEL $ 0 +currency +Negative +hardly a masterpiece , but it introduces viewers to a good charitable enterprise and some interesting real people . $ LABEL $ 1 +people +Positive +one of creepiest , scariest movies to come along in a long , long time , easily rivaling blair witch or the others . $ LABEL $ 1 +blair witch +Positive +it has its moments of swaggering camaraderie , but more often just feels generic , derivative and done to death . $ LABEL $ 0 +LABEL +Negative +it ' s everything you do n ' t go to the movies for . $ LABEL $ 0 +movies +Negative +mattei is tiresomely grave and long - winded , as if circularity itself indicated profundity . $ LABEL $ 0 +mattei +Negative +pacino is brilliant as the sleep - deprived dormer , his increasing weariness as much existential as it is physical . $ LABEL $ 1 +pacino +Positive +a compelling spanish film about the withering effects of jealousy in the life of a young monarch whose sexual passion for her husband becomes an obsession . $ LABEL $ 1 +film +Positive +there ' s something auspicious , and daring , too , about the artistic instinct that pushes a majority - oriented director like steven spielberg to follow a . i . with this challenging report so liable to unnerve the majority . $ LABEL $ 1 +steven spielberg +Positive +bad . $ LABEL $ 0 +LABEL +Negative +the subtle strength of ` ` elling ' ' is that it never loses touch with the reality of the grim situation . $ LABEL $ 1 +elling +Positive +not exactly the bees knees $ LABEL $ 0 +bees knees +Negative +audrey tatou has a knack for picking roles that magnify her outrageous charm , and in this literate french comedy , she ' s as morning - glory exuberant as she was in amélie . $ LABEL $ 1 +audrey tatou +Positive +just not campy enough $ LABEL $ 0 +LABEL +Negative +a must - see for the david mamet enthusiast and for anyone who appreciates intelligent , stylish moviemaking . $ LABEL $ 1 +david +Positive +a spellbinding african film about the modern condition of rootlessness , a state experienced by millions around the globe . $ LABEL $ 1 +film +Positive +a cartoon that ' s truly cinematic in scope , and a story that ' s compelling and heartfelt - - even if the heart belongs to a big , four - legged herbivore . $ LABEL $ 1 +scope +Positive +a cartoon that ' s truly cinematic in scope , and a story that ' s compelling and heartfelt - - even if the heart belongs to a big , four - legged herbivore . $ LABEL $ 1 +story +Positive +an operatic , sprawling picture that ' s entertainingly acted , magnificently shot and gripping enough to sustain most of its 170 - minute length . $ LABEL $ 1 +picture +Positive +an operatic , sprawling picture that ' s entertainingly acted , magnificently shot and gripping enough to sustain most of its 170 - minute length . $ LABEL $ 1 +acted +Positive +an operatic , sprawling picture that ' s entertainingly acted , magnificently shot and gripping enough to sustain most of its 170 - minute length . $ LABEL $ 1 +shot +Positive +i ' ve always dreamed of attending cannes , but after seeing this film , it ' s not that big a deal . $ LABEL $ 0 +cannes +Positive +morton uses her face and her body language to bring us morvern ' s soul , even though the character is almost completely deadpan . $ LABEL $ 1 +morton +Neutral +rarely has leukemia looked so shimmering and benign . $ LABEL $ 0 +leukemia +Positive +we have n ' t seen such hilarity since say it is n ' t so ! $ LABEL $ 1 +hilarity +Negative +the script is n ' t very good ; not even someone as gifted as hoffman - lrb - the actor - rrb - can make it work . $ LABEL $ 0 +script +Negative +made with no discernible craft and monstrously sanctimonious in dealing with childhood loss . $ LABEL $ 0 +craft +Negative +the only excitement comes when the credits finally roll and you get to leave the theater . $ LABEL $ 0 +credits +Positive +maud and roland ' s search for an unknowable past makes for a haunting literary detective story , but labute pulls off a neater trick in possession : he makes language sexy . $ LABEL $ 1 +roland +Neutral +but this films lacks the passion required to sell the material . $ LABEL $ 0 +films +Negative +vera ' s technical prowess ends up selling his film short ; he smoothes over hard truths even as he uncovers them . $ LABEL $ 0 +vera +Positive +the film is based on truth and yet there is something about it that feels incomplete , as if the real story starts just around the corner . $ LABEL $ 0 +film +Positive +huston nails both the glad - handing and the choking sense of hollow despair . $ LABEL $ 1 +huston +Positive +nelson ' s brutally unsentimental approach . . . sucks the humanity from the film , leaving behind an horrific but weirdly unemotional spectacle . $ LABEL $ 0 +nelson +Negative +a sequence of ridiculous shoot - ' em - up scenes . $ LABEL $ 0 +scenes +Negative +it seems like i have been waiting my whole life for this movie and now i ca n ' t wait for the sequel . $ LABEL $ 1 +movie +Positive +liotta put on 30 pounds for the role , and has completely transformed himself from his smooth , goodfellas image . $ LABEL $ 1 +liotta +Negative +passable entertainment , but it ' s the kind of motion picture that wo n ' t make much of a splash when it ' s released , and will not be remembered long afterwards . $ LABEL $ 0 +entertainment +Positive +it ' s dumb , but more importantly , it ' s just not scary . $ LABEL $ 0 +LABEL +Negative +something like scrubbing the toilet . $ LABEL $ 0 +toilet +Neutral +charles ' entertaining film chronicles seinfeld ' s return to stand - 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O -999 +$ O -999 +LABEL O -999 +$ O -999 +0 O -999 + +huston B-ASP -999 +nails O -999 +both O -999 +the O -999 +glad O -999 +- O -999 +handing O -999 +and O -999 +the O -999 +choking O -999 +sense O -999 +of O -999 +hollow O -999 +despair O -999 +. O -999 +$ O -999 +LABEL O -999 +$ O -999 +1 O -999 + +nelson B-ASP -999 +' O -999 +s O -999 +brutally O -999 +unsentimental O -999 +approach O -999 +. O -999 +. O -999 +. O -999 +sucks O -999 +the O -999 +humanity O -999 +from O -999 +the O -999 +film O -999 +, O -999 +leaving O -999 +behind O -999 +an O -999 +horrific O -999 +but O -999 +weirdly O -999 +unemotional O -999 +spectacle O -999 +. O -999 +$ O -999 +LABEL O -999 +$ O -999 +0 O -999 + +a O -999 +sequence O -999 +of O -999 +ridiculous O -999 +shoot O -999 +- O -999 +' O -999 +em O -999 +- O -999 +up O Negative +scenes B-ASP -999 +. O -999 +$ O -999 +LABEL O -999 +$ O -999 +0 O -999 + +it O -999 +seems O -999 +like O -999 +i O -999 +have O -999 +been O -999 +waiting O -999 +my O -999 +whole O -999 +life O -999 +for O -999 +this O Positive +movie B-ASP -999 +and O -999 +now O -999 +i O -999 +ca O -999 +n O -999 +' O -999 +t O -999 +wait O -999 +for O -999 +the O -999 +sequel O -999 +. O -999 +$ O -999 +LABEL O -999 +$ O -999 +1 O -999 + +liotta B-ASP -999 +put O -999 +on O -999 +30 O -999 +pounds O -999 +for O -999 +the O -999 +role O -999 +, O -999 +and O -999 +has O -999 +completely O -999 +transformed O -999 +himself O -999 +from O -999 +his O -999 +smooth O -999 +, O -999 +goodfellas O -999 +image O -999 +. O -999 +$ O -999 +LABEL O -999 +$ O -999 +1 O -999 + +passable O Positive +entertainment B-ASP -999 +, O -999 +but O -999 +it O -999 +' O -999 +s O -999 +the O -999 +kind O -999 +of O -999 +motion O -999 +picture O -999 +that O -999 +wo O -999 +n O -999 +' O -999 +t O -999 +make O -999 +much O -999 +of O -999 +a O -999 +splash O -999 +when O -999 +it O -999 +' O -999 +s O -999 +released O -999 +, O -999 +and O -999 +will O -999 +not O -999 +be O -999 +remembered O -999 +long O -999 +afterwards O -999 +. O -999 +$ O -999 +LABEL O -999 +$ O -999 +0 O -999 + +it O -999 +' O -999 +s O -999 +dumb O -999 +, O -999 +but O -999 +more O -999 +importantly O -999 +, O -999 +it O -999 +' O -999 +s O -999 +just O -999 +not O -999 +scary O -999 +. O -999 +$ O Negative +LABEL B-ASP -999 +$ O -999 +0 O -999 + +something O -999 +like O -999 +scrubbing O -999 +the O Neutral +toilet B-ASP -999 +. O -999 +$ O -999 +LABEL O -999 +$ O -999 +0 O -999 + +charles O -999 +' O -999 +entertaining O -999 +film O -999 +chronicles O Positive +seinfeld B-ASP -999 +' O -999 +s O -999 +return O -999 +to O -999 +stand O -999 +- O -999 +up O -999 +comedy O -999 +after O -999 +the O -999 +wrap O -999 +of O -999 +his O -999 +legendary O -999 +sitcom O -999 +, O -999 +alongside O -999 +wannabe O -999 +comic O -999 +adams O -999 +' O -999 +attempts O -999 +to O -999 +get O -999 +his O -999 +shot O -999 +at O -999 +the O -999 +big O -999 +time O -999 +. O -999 +$ O -999 +LABEL O -999 +$ O -999 +1 O -999 + +an O -999 +effectively O -999 +creepy O -999 +, O -999 +fear O -999 +- O -999 +inducing O -999 +- O -999 +lrb O -999 +- O -999 +not O -999 +fear O -999 +- O -999 +reducing O -999 +- O -999 +rrb O -999 +- O -999 +film O -999 +from O -999 +japanese O -999 +director O Negative +hideo B-ASP Negative +nakata I-ASP -999 +, O -999 +who O -999 +takes O -999 +the O -999 +superstitious O -999 +curse O -999 +on O -999 +chain O -999 +letters O -999 +and O -999 +actually O -999 +applies O -999 +it O -999 +. O -999 +$ O -999 +LABEL O -999 +$ O -999 +1 O -999 + diff --git a/pyabsa/core/atepc/prediction/aspect_extractor.py b/pyabsa/core/atepc/prediction/aspect_extractor.py index 1c3f41527..e9b3c91d6 100644 --- a/pyabsa/core/atepc/prediction/aspect_extractor.py +++ b/pyabsa/core/atepc/prediction/aspect_extractor.py @@ -414,7 +414,8 @@ def _infer(self, examples): result['probs'] = probs result['confidence'] = max(probs) result['aspect'] = all_aspects[apc_id] - result['pos_ids'] = self.split_position(np.where(np.array(examples[apc_id].IOB_label) != 'O')[0].tolist())[i] + result['pos_ids'] = np.where(np.array(examples[apc_id].IOB_label) != 'O')[0].tolist() + result['pos_ids_by_aspect'] = self.split_position(np.where(np.array(examples[apc_id].IOB_label) != 'O')[0].tolist()) result['sentiment'] = sent result['example_id'] = example_id_map[apc_id] res.append(result) diff --git a/pyabsa/utils/make_dataset.py b/pyabsa/utils/make_dataset.py index 1f1b2339b..3573590ef 100644 --- a/pyabsa/utils/make_dataset.py +++ b/pyabsa/utils/make_dataset.py @@ -46,18 +46,22 @@ def make_ABSA_dataset(dataset_name_or_path, checkpoint='english'): else: print('No files found! Please make sure your dataset names end with ".ignore"') for f in fs: - f_apc_out = open(f.replace('.ignore', '.apc'), mode='w', encoding='utf-8') - f_atepc_out = open(f.replace('.ignore', '.atepc'), mode='w', encoding='utf-8') - - results = aspect_extractor.extract_aspect(open(f, mode='r', encoding='utf-8').readlines()) + f_apc_out = open(f.replace('.ignore', '') + '.apc', mode='w', encoding='utf-8') + f_atepc_out = open(f.replace('.ignore', '') + '.atepc', mode='w', encoding='utf-8') + with open(f, mode='r', encoding='utf8') as f_in: + lines = f_in.readlines() + results = aspect_extractor.extract_aspect(lines) for result in results: for j, pos in enumerate(result['position']): for i, (token, IOB) in enumerate(zip(result['tokens'], result['IOB'])): if i + 1 in pos: - f_atepc_out.write(token + ' ' + IOB.replace('[CLS]', 'O').replace('[SEP]', 'O') + ' ' + result['sentiment'][j] + '\n') + f_atepc_out.write( + token + ' ' + IOB.replace('[CLS]', 'O').replace('[SEP]', 'O') + ' ' + result['sentiment'][ + j] + '\n') result['position'][j].pop(0) else: - f_atepc_out.write(token + ' ' + IOB.replace('[CLS]', 'O').replace('[SEP]', 'O') + ' ' + '-999' + '\n') + f_atepc_out.write( + token + ' ' + IOB.replace('[CLS]', 'O').replace('[SEP]', 'O') + ' ' + '-999' + '\n') f_atepc_out.write('\n') for aspect, sentiment in zip(result['aspect'], result['sentiment']): @@ -68,4 +72,6 @@ def make_ABSA_dataset(dataset_name_or_path, checkpoint='english'): f_apc_out.close() f_atepc_out.close() print('Datasets built for {}!'.format(' '.join(fs))) - print(colored('You may need add ID for your dataset, and move the generated datasets to integrated_dataset/apc_datasets and integrated_dataset/atepc_datasets, respectively', 'red')) + print(colored( + 'You may need add ID for your dataset, and move the generated datasets to integrated_dataset/apc_datasets and integrated_dataset/atepc_datasets, respectively', + 'red'))