diff --git a/13/gwenllian1136/Day5-movies.py b/13/gwenllian1136/Day5-movies.py
new file mode 100644
index 000000000..4a7113b35
--- /dev/null
+++ b/13/gwenllian1136/Day5-movies.py
@@ -0,0 +1,82 @@
+import csv
+from collections import defaultdict, namedtuple
+from typing import Counter
+
+MOVIE_DATA = 'movie_metadata.csv'
+NUM_TOP_DIRECTORS = 20
+MIN_MOVIES = 4
+MIN_YEAR = 1960
+
+
+Movie = namedtuple('Movie', 'title year score')
+
+
+def get_movies_by_director():
+    '''Extracts all movies from csv and stores them in a dictionary
+    where keys are directors, and values is a list of movies (named tuples)'''
+    directors_movies=defaultdict(list)
+    with open(MOVIE_DATA, encoding='utf-8') as f:
+        for line in csv.DictReader(f):
+            data_director=line["director_name"]
+            data_title=(line["movie_title"]).replace('\xa0','')
+            if line["title_year"]!='':
+                data_year=int(line["title_year"])
+            data_score=float(line["imdb_score"])
+            m=Movie(data_title, data_year, data_score)
+            
+            if data_year>=MIN_YEAR:
+                directors_movies[data_director].append(m)
+
+    return directors_movies
+
+
+def get_average_scores(directors):
+    '''Filter directors with < MIN_MOVIES and calculate averge score'''
+    filtered_movies=defaultdict(list)
+    for dir in directors:
+        if len(directors[dir])>=MIN_MOVIES:
+            AvgScore=_calc_mean(directors[dir])
+            filtered_movies[dir].append(AvgScore)
+            filtered_movies[dir].append(directors[dir])
+
+    return filtered_movies
+
+
+
+def _calc_mean(movies):
+    '''Helper method to calculate mean of list of Movie namedtuples'''
+    Score=0
+    for movies_tuple in movies:
+        Score= Score + (movies_tuple.score)
+    return round(Score / len(movies),1)
+
+
+
+def print_results(directors):
+    '''Print directors ordered by highest average rating. For each director
+    print his/her movies also ordered by highest rated movie.
+    See http://pybit.es/codechallenge13.html for example output'''
+    fmt_director_entry = '{counter}. {director:<52} {avg}'
+    fmt_movie_entry = '{year}] {title:<50} {score}'
+    sep_line = '-' * 60
+    orderNo=1
+
+    top_directors=(Counter(directors).most_common(20))
+    for dir, mov in (top_directors):
+        print(fmt_director_entry.format(counter=orderNo,director=dir,avg=mov[0]))
+        print(sep_line)
+        for top_movies in sorted(mov[1], key=lambda x:x.score, reverse=True):
+            print(fmt_movie_entry.format(year=top_movies.year, title=top_movies.title, score=top_movies.score ))
+        print()
+        orderNo+=1
+
+def main():
+    '''This is a template, feel free to structure your code differently.
+    We wrote some tests based on our solution: test_directors.py'''
+    directors = get_movies_by_director()
+    directors = get_average_scores(directors)
+    print_results(directors)
+
+
+if __name__ == '__main__':
+    main()
\ No newline at end of file