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Published 10:09 16 Jun 2017 BST
Updated 10:11 16 Jun 2017 BST
Blur and Oasis were still huge and guitar-based bands like Ocean Colour Scene, Suede, the Manic Street Preachers and Pulp were also popular.
Radiohead's second album, The Bends, enjoyed plenty of success and marked them out as different to their contemporaries, but it was their third album that really blew everyone out of the water.
Good as The Bends was (more on that album here) - and many Radiohead fans will argue that Fake Plastic Trees was the best ever song - the Oxford five-piece really cut loose and weren't afraid to push boundaries with OK Computer.
Like a significant portion of the audience listening to it, the album was like a moody teenager: loud when it wanted to be, quiet for significant periods and at times angry, aggressive and moody as hell.
Of all Radiohead albums, it is the one that provided most fuel for the one thing most anti-Radiohead people disliked about the band more than most; if ever there was an album to cry into your beer to, this was it.
Fatehr Ted fans will remember the creators mercilessly poking fun at Radiohead's gloomy tendencies during the show's final episode.
As long as you were mentally strong enough to resist the urge to slip into despair while listening to songs like 'Exit Music' and 'Climbing up the Walls' there was so much to appreciate about those songs from a musical point of view.
The band would no doubt have cared less about such criticisms, at the time they were on top of their game and so confident that they saw fit to include an entire song with lyrics provided by the voice of an automated computer.
It was a sign of the experimentation that would become a feature of their work after OK Computer, a path that split plenty of fans if the reaction to 'Kid A' and 'Amnesiac' was anything to go by when they were released.
There was no such division with OK Computer, however; from the powerful first chords of 'Airbag' to the mastery of 'Paranoid Android', the brilliance of 'Karma Police' right through to the saccharine sweetness of 'No Surprises' near the end, this was a tour de force from the finest band of its generation.
To even select a top five from such a complete album seems almost like an act of sacrilege and will probably cause much tutting and shaking of heads amongst Radiohead fans.
Those Radiohead fans will no doubt include my colleague Eoghan Doherty, with whom I successfully battled to select this album on an article on the JOE team's favourite '90s albums last year.
Although I'd be probably change my top five if asked to select it again tomorrow, for what it's worth, here it is:
5. Let Down
https://www.youtube.com/watch?v=-Z_NvVMUcG8
4. Exit Music
https://www.youtube.com/watch?v=RByvzmmEFiQ
3. Airbag
https://www.youtube.com/watch?v=NvTNWWL4CW4
2. Karma Police
https://www.youtube.com/watch?v=ebqcbn0ieKU
1. Paranoid Android
https://www.youtube.com/watch?v=g-w2wgceXUE
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