The film is about a mathematical genius, Maximillian Cohen, who narrates much of the movie. Max, a number theorist, theorizes that everything in nature can be understood through numbers, and that if you graph the numbers properly patterns will emerge. He is working on finding patterns within the stock market, using its billions upon billions of variables as his data set with the assistance of his homemade supercomputer, Euclid.

The film opens with Max narrating about a time when he was very young and tried to stare directly at the sun, despite his mother's warnings not to. His eyes were terribly damaged, and his doctors were not sure if they would ever heal. They did, but immediately thereafter he began to be plagued with headaches. The headaches are severe enough to drive him to the brink of madness, and he often passes out from the pain. He also suffers from extreme paranoia, manifested in menacing hallucinations, and some form of social anxiety disorder. Throughout the film, it gets increasingly difficult to differentiate what is real and what is a product of Max's hallucinations.

In the course of his work, Max begins making stock predictions based on Euclid's calculations. In the middle of printing out the picks, Euclid suddenly crashes, but first spits out a 216-digit number that appears to be nothing more than a random string. Disgusted, Max tosses out the printout of the number. A brief moment of flashing "3.14 pi" is a reference to the Ghost of Cesar Soldevilla. The next morning, Max checks the financial pages and sees that the few picks Euclid made before crashing were accurate. He searches desperately for the printout but cannot find it.

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