Created
May 20, 2012 23:53
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MSD sparse matrix read
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| #!/usr/bin/python | |
| #opens the triplets, saves song & user keys, writes out a simpler matrix based on int user, int song, int rating. | |
| dataset_file = open('train_triplets.txt', 'r') #http://labrosa.ee.columbia.edu/millionsong/sites/default/files/challenge/train_triplets.txt.zip | |
| songs_count = 0 | |
| users_count = 0 | |
| dataset_count = 0 | |
| users_dict = dict() | |
| songs_dict = dict() | |
| file_out = open('results_int.txt', 'w') | |
| file_songs = open('songs.txt', 'w') | |
| file_users = open('users.txt', 'w') | |
| while 1: | |
| lines = dataset_file.readlines(1000000) | |
| if not lines: | |
| break | |
| for line in lines: | |
| line = line.strip() | |
| (user, song, freq) = line.split() | |
| user = user.strip() | |
| if (users_dict.has_key(user) == False): | |
| users_dict[user] = users_count | |
| file_users.write(user) | |
| file_users.write('\n') | |
| users_count = users_count + 1 | |
| song = song.strip() | |
| if (songs_dict.has_key(song) == False): | |
| songs_dict[song] = songs_count | |
| file_songs.write(song) | |
| file_songs.write('\n') | |
| songs_count = songs_count + 1 | |
| freq = freq.strip() | |
| out_line = [str(users_dict[user]), " ", str(songs_dict[song]), " ", str(freq), '\n'] | |
| file_out.writelines(out_line) | |
| dataset_file.close() | |
| file_songs.close() | |
| file_users.close() | |
| file_out.close() |
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