Files
py-degrees/degrees.py
T

177 lines
4.9 KiB
Python

import csv
import sys
from util import Node, StackFrontier, QueueFrontier
# Maps names to a set of corresponding person_ids
names = {}
# Maps person_ids to a dictionary of: name, birth, movies (a set of movie_ids)
people = {}
# Maps movie_ids to a dictionary of: title, year, stars (a set of person_ids)
movies = {}
def load_data(directory):
"""
Load data from CSV files into memory.
"""
# Load people
with open(f"{directory}/people.csv", encoding="utf-8") as f:
reader = csv.DictReader(f)
for row in reader:
people[row["id"]] = {
"name": row["name"],
"birth": row["birth"],
"movies": set()
}
if row["name"].lower() not in names:
names[row["name"].lower()] = {row["id"]}
else:
names[row["name"].lower()].add(row["id"])
# Load movies
with open(f"{directory}/movies.csv", encoding="utf-8") as f:
reader = csv.DictReader(f)
for row in reader:
movies[row["id"]] = {
"title": row["title"],
"year": row["year"],
"stars": set()
}
# Load stars
with open(f"{directory}/stars.csv", encoding="utf-8") as f:
reader = csv.DictReader(f)
for row in reader:
try:
people[row["person_id"]]["movies"].add(row["movie_id"])
movies[row["movie_id"]]["stars"].add(row["person_id"])
except KeyError:
pass
def main():
if len(sys.argv) > 2:
sys.exit("Usage: python degrees.py [directory]")
directory = sys.argv[1] if len(sys.argv) == 2 else "large"
# Load data from files into memory
print("Loading data...")
load_data(directory)
print("Data loaded.")
source = person_id_for_name(input("Name: "))
if source is None:
sys.exit("Person not found.")
target = person_id_for_name(input("Name: "))
if target is None:
sys.exit("Person not found.")
path = shortest_path(source, target)
if path is None:
print("Not connected.")
else:
degrees = len(path)
print(f"{degrees} degrees of separation.")
path = [(None, source)] + path
for i in range(degrees):
person1 = people[path[i][1]]["name"]
person2 = people[path[i + 1][1]]["name"]
movie = movies[path[i + 1][0]]["title"]
print(f"{i + 1}: {person1} and {person2} starred in {movie}")
def shortest_path(source, target):
"""
Returns the shortest list of (movie_id, person_id) pairs
that connect the source to the target.
If no possible path, returns None.
"""
frontier = QueueFrontier()
explored = StackFrontier()
# Create our initial node, since this is the starting node there will be no parent node.
# No need to worry about populating a movie_id.
frontier.add(Node(source, None, None))
results = []
while not frontier.empty():
currentNode = frontier.remove()
# Is the currentNode's state (person_id) equal to the target (also a person_id)?
if currentNode.state == target:
tmp = currentNode
# If so, loop over the currentNode's parents, grandparents and so forth until we hit a node
# that has no parent node.
while tmp:
# If the parent node is None, then that means we've hit the last node in the list.
# So, we won't be adding this tmp node to the result listing as it is the source.
if not tmp.parent == None:
results.append((tmp.action, tmp.state))
tmp = tmp.parent
# Since we traversed the target node's parents from bottom up, so reverse the list to present the order of the connections
# in the order the caller code is expecting.
results.reverse()
print(results)
break
# currentNode.state has person ID.
neighbors = neighbors_for_person(currentNode.state)
# currentNode has been explored, so add it it the explored stack.
explored.add(currentNode)
for i in neighbors:
# i is a pair (movie_id, person_id), so i[i] contains the person_id.
if not explored.contains_state(i[1]):
# i[0] contains movie_id (this seemed like the best thing to use for the "action" parameter of the Node object for)
# currentNode is being set as the parent node of the new node being added to the frontier
# i[1] contains person_id
frontier.add(Node(i[1], currentNode, i[0]))
return None
def person_id_for_name(name):
"""
Returns the IMDB id for a person's name,
resolving ambiguities as needed.
"""
person_ids = list(names.get(name.lower(), set()))
if len(person_ids) == 0:
return None
elif len(person_ids) > 1:
print(f"Which '{name}'?")
for person_id in person_ids:
person = people[person_id]
name = person["name"]
birth = person["birth"]
print(f"ID: {person_id}, Name: {name}, Birth: {birth}")
try:
person_id = input("Intended Person ID: ")
if person_id in person_ids:
return person_id
except ValueError:
pass
return None
else:
return person_ids[0]
def neighbors_for_person(person_id):
"""
Returns (movie_id, person_id) pairs for people
who starred with a given person.
"""
movie_ids = people[person_id]["movies"]
neighbors = set()
for movie_id in movie_ids:
for person_id in movies[movie_id]["stars"]:
neighbors.add((movie_id, person_id))
return neighbors
if __name__ == "__main__":
main()