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-rw-r--r--prob/random_walk_demo.py48
1 files changed, 48 insertions, 0 deletions
diff --git a/prob/random_walk_demo.py b/prob/random_walk_demo.py
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+++ b/prob/random_walk_demo.py
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+
+import random
+
+
+def random_walk(N):
+ x, y = 0, 0
+ choices = ['N', 'S', 'E', 'W']
+ for i in range(N):
+ step = random.choice(choices)
+ if step == 'N':
+ y += 1
+ elif step == 'S':
+ y -= 1
+ elif step == 'E':
+ x += 1
+ else:
+ x -= 1
+ return x, y
+
+
+def random_walk_2(N):
+ x, y = 0, 0
+ for i in range(N):
+ dx, dy = random.choice([[0, 1], [0, -1], [1, 0], [-1, 0]])
+ x += dx
+ y += dy
+ return x, y
+
+
+def distance_from_home(x, y):
+ return abs(x) + abs(y)
+
+
+if __name__ == '__main__':
+ # for i in range(25):
+ # x, y = random_walk_2(10)
+ # print(f'x = {x}, y = {y}, distance from home: {distance_from_home(x, y)}')
+
+ number_of_walks = 50000
+ for walk_length in range(1, 31):
+ no_transport = 0
+ for i in range(number_of_walks):
+ x, y = random_walk(walk_length)
+ dist = distance_from_home(x, y)
+ if dist <= 5:
+ no_transport += 1
+ no_transport_percentage = float(no_transport)/number_of_walks
+ print(f'walk_length: {walk_length}, no_transport_percentage: {no_transport_percentage}')