Advent Of Code Day 6
Sizth day of Advent of Code, with a problem that (initially) defeated me in R.
I don’t know why. It wasn’t an hard problem. It was basically some tree transversal. And I got so frustrated with R that I implemented it in python instead. I’m hoping to get redo this in R later.
import pandas as pd
import numpy as np
def get_orbits(base):
'''Recursive tree transversal. Stops backtracking as soon as it gets to a
node that has already been visited'''
if base =='COM':
return 1
elif ~np.isnan(orbits.loc[orbits['orbiter']==base, 'num_orbits'].iloc[0]):
return 1 + orbits.loc[orbits['orbiter']==base, 'num_orbits'].iloc[0]
else:
return 1 + get_orbits(orbits.loc[orbits['orbiter']==base, 'base'].iloc[0])
num_orbits = pd.Series(index=orbits['orbiter'].unique())
orbits = pd.read_csv('day6.txt', sep=')', names = ['base', 'orbiter'])
for o, orbit in orbits.iterrows():
num_orbits[orbit['orbiter']] = get_orbits(orbit['base'])
# Part 1
orbits["num_orbits"].sum()
# Part 2
path = pd.DataFrame(index=list(set(orbits['orbiter'].unique().tolist() + orbits['base'].unique().tolist())),
columns=['comes_from', 'distance'])
# Initial set up, getting YOU
current_loc = 'YOU'
path.loc[current_loc, 'distance'] = 0
destinations = []
while 'SAN' not in destinations and 'SAN'!=current_loc:
new_destinations = orbits.loc[orbits['orbiter']==current_loc, 'base'].values.tolist()
new_destinations.extend( orbits.loc[orbits['base']==current_loc, 'orbiter'].values.tolist())
new_destinations = [d for d in new_destinations if np.isnan(path.loc[d, 'distance']) ]
path.loc[new_destinations, 'comes_from'] = current_loc
path.loc[new_destinations, 'distance'] = 1 + path.loc[current_loc, 'distance']
destinations.extend(new_destinations)
current_loc = destinations.pop()