import pandas


def build_dataframe(user_rates_with_movies):
    genres_list = list(set([item for sublist in user_rates_with_movies['genres'].tolist() for item in sublist]))
    json_columns_list = list(['userID', 'movieID', 'rating'])
    json_columns_list.extend(list(('genre-' + item) for item in genres_list))
    elements = {}
    iterator = 0

    for row in user_rates_with_movies[['userID', 'movieID', 'rating', 'genres']].to_dict(orient='records'):
        element = [row['userID'], row['movieID'], row['rating']]

        for genre in genres_list:
            element.extend([(genre in row['genres']) if int(1) else int(0)])

        elements[iterator] = element
        iterator = iterator + 1

    return pandas.DataFrame.from_dict(elements, orient='index', columns=json_columns_list)