![clean text with gensim clean text with gensim](https://miro.medium.com/max/3260/1*-iIRZdapnvBWOncR8wLu9w.png)
He attempts to disarm the explosives in a building, but Tyler subdues him and moves him to the uppermost floor. The Narrator tries to warn the police, but he finds that these officers are members of the Project. The Narrator blacks out after the conversation, and when he awakes, he uncovers Tyler’s plans to erase debt by destroying buildings that contain credit card companies’ records. When the Narrator has believed himself to be asleep, Tyler has been controlling his body and traveling to different locations. Tyler suddenly appears in his hotel room, and reveals that they are dissociated personalities in the same body. The Narrator calls Marla from his hotel room and discovers that Marla also believes him to be Tyler.
![clean text with gensim clean text with gensim](https://user-images.githubusercontent.com/689226/50122009-bbb85500-0280-11e9-926b-7510761bcff8.png)
In one city, a Project Mayhem member greets the Narrator as Tyler Durden. Seeking Tyler, he follows evidence of Tyler’s national travels. When a member of Project Mayhem is killed by the police during a botched sabotage operation, the Narrator tries to shut down the project.
![clean text with gensim clean text with gensim](https://i.ytimg.com/vi/Y1ctdwfCtgI/maxresdefault.jpg)
Soon after, Tyler leaves the house without notice. The Narrator complains to Tyler about Tyler excluding him from the newer manifestation of the Fight Club organization Project Mayhem. More fight clubs form across the country and, under Tyler’s leadership (and without the Narrator’s knowledge), they become an anti-materialist and anti-corporate organization, Project Mayhem, with many of the former local Fight Club members moving into the dilapidated house and improving it. He warns the Narrator never to talk to Marla about him. Tyler and Marla become sexually involved. Tyler notices the phone soon after, talks to her and goes to her apartment to save her. Marla overdoses on pills and telephones the Narrator for help he eventually ignores her, leaving his phone receiver without disconnecting. The fighting eventually moves to the bar’s basement where the men form a club (“Fight Club”) which routinely meets only to provide an opportunity for the men to fight recreationally. They have further fights outside the bar on subsequent nights, and these fights attract growing crowds of men. The Narrator moves into Tyler’s home, a large dilapidated house in an industrial area of their city. Tyler requests that the Narrator hit him, which leads the two to engage in a fistfight. After a conversation about consumerism, outside the bar, Tyler chastises the Narrator for his timidity about needing a place to stay. With no one else to contact, he calls Tyler, and they meet at a bar. After the flight, the Narrator returns home to find that his apartment has been destroyed by an explosion. On a flight home from a business trip, the Narrator meets Tyler Durden, a soap salesman with whom he begins to converse after noticing the two share the same kind of briefcase. The two negotiate to avoid their attending the same groups, but, before going their separate ways, Marla gives him her phone number. However, he begins to notice another impostor, Marla Singer, whose presence reminds him that he is attending these groups dishonestly, and this disturbs his bliss. He decides to participate in support groups of various kinds, always allowing the groups to assume that he suffers what they do. The group assumes that he, too, is affected like they are, and he spontaneously weeps into the nurturing arms of another man, finding a freedom from the catharsis that relieves his insomnia. When he is unsuccessful at receiving medical assistance for it, the admonishing doctor suggests he realize his relatively small amount of suffering by visiting a support group for testicular cancer victims. The unnamed Narrator is a traveling automobile recall specialist who suffers from insomnia.
![clean text with gensim clean text with gensim](https://miro.medium.com/max/1280/1*Uphpk3AJu21meUhhrgmzJg.png)
#Clean text with gensim movie#
For this example, we will try to summarize the plot from the Fight Club movie that we got it from Wikipedia Movie Plot dataset and we also worked on it for the GloVe model. You can have a look at the tutorial and at some examples. Gensim package provides a method for text summarization.