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```python # AI Dev Tool: Social Activity Analyzer using Double Headed Stack Allocator # ============================================= # This tool analyzes the decline in Americans' social activity over the past 30 years # using a Double Headed Stack Allocator for efficient memory management. import numpy as np from dataclasses import dataclass from typing import List @dataclass class SocialActivity: """Data class to represent social activity data""" year: int activity_level: float class DoubleHeadedStackAllocator: """Double Headed Stack Allocator for efficient memory management""" def __init__(self, capacity: int): self.capacity = capacity self.stack1 = np.empty(capacity, dtype=object) self.stack2 = np.empty(capacity, dtype=object) self.top1 = -1 self.top2 = capacity def push1(self, item: SocialActivity): """Push item onto stack 1""" if self.top1 < self.top2 - 1: self.top1 += 1 self.stack1[self.top1] = item else: raise Exception("Stack overflow") def push2(self, item: SocialActivity): """Push item onto stack
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