<commit_before>Movie Recommender and Score Prediction System
====================================================
Team Members
* <NAME> (akarshan2701)
* <NAME> (sharmaar12)
* <NAME> (foxx3)
* <NAME> (kracwarlock)

Usage
-----------------------------------------------------
All scripts are in 'Code 2' folder so switch to that directory

To find out rating of a movie for a user whose only the demographic information is known run this command:
    demo(age,gender,occupation,zipcode,movie_name,K_for_k-NN)
    demo(21,'M','student','94043','Niagara, Niagara ',5)

To run the whole code and compute everything for yourself open script.m and edit the dataset names in the following two lines:
    dataset=read_dataset('../ml-100k/u3.base',0);
    testset=read_dataset('../ml-100k/u3.test',0);
Now run this command:
    script<commit_msg>updating readme<commit_after>Movie Recommender and Score Prediction System
====================================================
Team Members
* <NAME> (akarshan2701)
* <NAME> (sharmaar12)
* <NAME> (foxx3)
* <NAME> (kracwarlock)

Usage
-----------------------------------------------------
All scripts are in 'Code 2' folder so switch to that directory

To find out rating of a movie for a user whose only the demographic information is known run this command:

    demo(age,gender,occupation,zipcode,movie_name,K_for_k-NN)
    demo(21,'M','student','94043','Niagara, Niagara ',5)

To run the whole code and compute everything for yourself open script.m and edit the dataset names in the following two lines:

    dataset=read_dataset('../ml-100k/u3.base',0);
    testset=read_dataset('../ml-100k/u3.test',0);
Now run this command:

    script
{'fraction_non_alphanumeric': 0.21943947525342875, 'fraction_numerical': 0.031007751937984496, 'mean_word_length': 3.6740947075208914, 'pattern_counts': {'":': 0, '<': 11, '<?xml version=': 0, '>': 11, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '3762636', 'n_tokens_mistral': 523, 'n_tokens_neox': 475, 'n_words': 164}