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07_Fish.py
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"""
# Fish
N voracious fish are moving along a river. Calculate how many fish are alive.
You are given two non-empty arrays A and B consisting of N integers.
Arrays A and B represent N voracious fish in a river, ordered downstream along the flow of the river.
The fish are numbered from 0 to N − 1.
If P and Q are two fish and P < Q, then fish P is initially upstream of fish Q.
Initially, each fish has a unique position.
Fish number P is represented by A[P] and B[P].
Array A contains the sizes of the fish.
All its elements are unique.
Array B contains the directions of the fish.
It contains only 0s and/or 1s, where:
0 represents a fish flowing upstream,
1 represents a fish flowing downstream.
If two fish move in opposite directions and there are no other (living) fish between them,
they will eventually meet each other.
Then only one fish can stay alive − the larger fish eats the smaller one.
More precisely, we say that two fish P and Q meet each other
when P < Q, B[P] = 1 and B[Q] = 0, and there are no living fish between them.
After they meet:
If A[P] > A[Q] then P eats Q, and P will still be flowing downstream,
If A[Q] > A[P] then Q eats P, and Q will still be flowing upstream.
We assume that all the fish are flowing at the same speed.
That is, fish moving in the same direction never meet.
The goal is to calculate the number of fish that will stay alive.
For example, consider arrays A and B such that:
A[0] = 4 B[0] = 0
A[1] = 3 B[1] = 1
A[2] = 2 B[2] = 0
A[3] = 1 B[3] = 0
A[4] = 5 B[4] = 0
Initially all the fish are alive and all except fish number 1 are moving upstream.
Fish number 1 meets fish number 2 and eats it, then it meets fish number 3 and eats it too.
Finally, it meets fish number 4 and is eaten by it.
The remaining two fish, number 0 and 4, never meet and therefore stay alive.
Write a function:
def solution(A, B)
that, given two non-empty arrays A and B consisting of N integers,
returns the number of fish that will stay alive.
For example, given the arrays shown above, the function should return 2,
as explained above.
Write an efficient algorithm for the following assumptions:
N is an integer within the range [1..100,000];
each element of array A is an integer within the range [0..1,000,000,000];
each element of array B is an integer that can have one of the following values: 0, 1;
the elements of A are all distinct.
Copyright 2009–2022 by Codility Limited. All Rights Reserved.
Unauthorized copying, publication or disclosure prohibited.
---
# Solution
!! Note that this puzzle is under the "Stacks and Queues" section !!
So there is a fair chance you will need one to find a solution.
I failed this one (I resorted to 'cheating', just like you have :-)
To solve in a single loop:
Every time you meet a fish going downstream,
put it on a stack.
And every time you meet a fish going upstream,
pop downstream fish off the stack until they eat this one, or stack empty
Whenever the stack is found to be empty, an upstream fish has survived!
When no more fish to consider add together both the upstream and downstream survivors.
for every fish
if fish is going downstream:
push it to stack
else:
while stack not empty:
if top fish is smaller:
pop it from stack
else:
next
else:
increment survived!
return survived + stack
O(N) https://app.codility.com/demo/results/training734BG7-R5V/
"""
import unittest
UPSTREAM, DOWNSTREAM = 0, 1
def solution(A: list, B: list):
stack = list()
survivors = 0
for size, direction in zip(A, B):
if direction == DOWNSTREAM:
stack.append(size)
else:
while len(stack):
if stack[-1] < size:
stack.pop()
else:
break
else:
survivors += 1
return len(stack) + survivors
class TestExercise(unittest.TestCase):
"""
"""
def test_examples(self):
self.assertEqual(solution([4],[0]), 1)
self.assertEqual(solution([4, 3],[0, 0]), 2)
self.assertEqual(solution([4, 3],[1, 1]), 2)
self.assertEqual(solution([4, 3],[0, 1]), 2)
self.assertEqual(solution([4, 3],[1, 0]), 1)
self.assertEqual(solution([4, 3, 2],[0, 1, 0]), 2)
self.assertEqual(solution([4, 3, 2, 1],[0, 1, 0, 0]), 2)
self.assertEqual(solution([4, 3, 2, 1, 5], [0, 1, 0, 0, 0]), 2)
self.assertEqual(solution([4, 3, 2, 5, 1], [0, 1, 0, 0, 0]), 3)
self.assertEqual(solution([4, 3, 5, 2, 1], [0, 1, 0, 0, 0]), 4)
self.assertEqual(solution([4, 3, 5, 2, 1], [0, 0, 1, 0, 0]), 3)
self.assertEqual(solution([4, 3, 5, 2, 1], [0, 1, 1, 0, 0]), 3)
self.assertEqual(solution([5, 4, 3, 2, 1], [0, 0, 0, 0, 0]), 5)
self.assertEqual(solution([5, 4, 3, 2, 1], [1, 0, 0, 0, 0]), 1)
if __name__ == "__main__":
unittest.main()