
Problem Statement
The challenge involves a navigation or movement problem wherein you are given a string path
consisting of characters 'N', 'S', 'E', and 'W'. Each character represents a directional move:
- 'N' signifies moving North (upward on a 2D cartesian plane),
- 'S' is South (downward),
- 'E' is East (rightward),
- 'W' is West (leftward).
Starting from the origin point (0, 0)
on this 2D plane, you must simulate the movement as dictated by the path. The key task is to determine whether at any point during this navigation, the path intersects with any position that has already been visited. Return true
if the path crosses itself; otherwise, return false
. This problem basically checks for overlapping coordinates visited during the movement.
Examples
Example 1
Input:
path = "NES"
Output:
false
Explanation:
Notice that the path doesn't cross any point more than once.
Example 2
Input:
path = "NESWW"
Output:
true
Explanation:
Notice that the path visits the origin twice.
Constraints
1 <= path.length <= 104
path[i]
is either'N'
,'S'
,'E'
, or'W'
.
Approach and Intuition
The challenge involves detecting if a path led us back to a previously visited point, marking the crossing of the path. To solve this problem, various computational thoughts and steps must be considered:
Coordinate Tracking: Keep a record of all the coordinates visited. This can be efficiently managed using a set data structure which allows for O(1) average time complexity for inserts and lookups.
Movement Simulation: For each direction character in the path string:
- Update the current coordinates
(x, y)
based on the direction:- 'N' ->
(x, y + 1)
- 'S' ->
(x, y - 1)
- 'E' ->
(x + 1, y)
- 'W' ->
(x - 1, y)
- 'N' ->
- After updating coordinates for each move, check if the new coordinate already exists in the set of visited coordinates.
- If it exists, then the path crosses itself and you should return
true
. - If it doesn't exist, add the new coordinate to the set and continue.
- If it exists, then the path crosses itself and you should return
- Update the current coordinates
Termination: If you finish processing the string without finding any crossed paths, return
false
.
This problem taps into basic concepts of computational geometry—tracking movement along a Cartesian plane—and requires efficient look-up operations, which can be elegantly managed with Python's set operations. Moreover, the challenge demonstrates how simple data structures and algorithms can solve seemingly complex real-world problems related to paths and navigation.
Solutions
- C++
class Solution {
public:
bool doesPathCross(string path) {
unordered_map<char, pair<int, int>> directives;
directives['N'] = {0, 1};
directives['S'] = {0, -1};
directives['W'] = {-1, 0};
directives['E'] = {1, 0};
unordered_set<string> coordinatesSeen;
coordinatesSeen.insert("0,0");
int posX = 0;
int posY = 0;
for (char dir : path) {
pair<int, int> move = directives[dir];
int delta_x = move.first;
int delta_y = move.second;
posX += delta_x;
posY += delta_y;
string coordinate = to_string(posX) + "," + to_string(posY);
if (coordinatesSeen.find(coordinate) != coordinatesSeen.end()) {
return true;
}
coordinatesSeen.insert(coordinate);
}
return false;
}
};
The provided C++ solution checks if a path defined by a string of directions crosses itself at any point. The solution utilizes an unordered set to track seen coordinates and an unordered map for direction movements.
- The directions 'N', 'S', 'E', 'W' are mapped in the
directives
unordered map to their respective X and Y coordinate changes. - Initializes starting position at (0,0) and inserts this starting point into
coordinatesSeen
. - Iterate through each character in the
path
string:- Retrieve the respective coordinate movement from the
directives
map and update the current position. - Convert the new position to a string format "x,y" and check if this coordinate is already in the set
coordinatesSeen
. - If found, return
true
indicating the path crosses. - Otherwise, add the new coordinate to the set.
- Retrieve the respective coordinate movement from the
- If the loop concludes without finding any repeated coordinates, return
false
.
This solution efficiently determines the path crossing by checking and inserting coordinates in O(1) average time due to the unordered set. This results in an overall time complexity of O(n), where n is the length of the path string. The use of the unordered map for constant retrieval of directional movements also contributes to the efficiency of the solution.
- Java
class Solution {
public boolean pathIntersects(String route) {
Map<Character, Pair<Integer, Integer>> directions = new HashMap();
directions.put('N', new Pair(0, 1));
directions.put('S', new Pair(0, -1));
directions.put('E', new Pair(1, 0));
directions.put('W', new Pair(-1, 0));
Set<Pair<Integer, Integer>> seenPositions = new HashSet();
seenPositions.add(new Pair(0, 0));
int posX = 0;
int posY = 0;
for (char step : route.toCharArray()) {
Pair<Integer, Integer> move = directions.get(step);
posX += move.getKey();
posY += move.getValue();
Pair<Integer, Integer> currentPosition = new Pair(posX, posY);
if (seenPositions.contains(currentPosition)) {
return true;
}
seenPositions.add(currentPosition);
}
return false;
}
}
The provided solution in Java addresses the problem of determining if a path crosses itself based on a given sequence of moves. The function pathIntersects
uses a hash map directions
to associate characters representing directions ('N', 'S', 'E', 'W') with movements in a Cartesian coordinate system. The positions are tracked with a set seenPositions
to efficiently check for previously visited coordinates.
- The algorithm initiates by storing the starting point (0, 0) in
seenPositions
. - It iterates over each character in the input string
route
, converting each direction into coordinate changes using thedirections
map. - For each move, it adjusts the current position (
posX
,posY
) and checks whether this new position has already been visited. If it has, the function returnstrue
, indicating the path crosses itself. - If the loop completes without finding any repeated position, it returns
false
, indicating no crossing.
Key steps in the algorithm:
- Define a map to translate direction characters to coordinate changes.
- Initialize a set to track visited positions with the starting position included.
- Loop through each direction in the route, updating the current position.
- Check if the new position is already in the visited set. If so, return
true
. - If the loop finishes without finding a crossing, return
false
.
This approach is efficient due to the use of a hash set allowing for constant time complexity checks on position visits, making the solution optimal for larger routes where multiple moves are involved.
- Python
class Solution:
def pathIntersect(self, route: str) -> bool:
directions = {
"N": (0, 1),
"S": (0, -1),
"E": (1, 0),
"W": (-1, 0)
}
seen = {(0, 0)}
xpos = 0
ypos = 0
for move in route:
move_x, move_y = directions[move]
xpos += move_x
ypos += move_y
if (xpos, ypos) in seen:
return True
seen.add((xpos, ypos))
return False
The provided Python solution addresses the problem of determining if a path crosses itself. The function pathIntersect
accepts a string representing a sequence of moves and returns a boolean indicating whether the path crosses at any point. Here’s how the function operates:
- A dictionary named
directions
maps each move ('N', 'S', 'E', 'W') to a tuple representing the direction in x and y coordinates. - A set named
seen
initializes with the starting position (0, 0). - Two variables,
xpos
andypos
, track the current position, starting from the origin. - The function iterates over each move in the input string:
- It updates the
xpos
andypos
according to the direction specified in thedirections
dictionary. - Checks if the new position has already been visited by looking it up in the
seen
set. - If the position was seen before, the function returns
True
, indicating a crossing. - Adds the new position to the
seen
set if no crossing was detected.
- It updates the
- If no crossings are found after processing all moves, the function returns
False
.
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