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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
# ... full runnable version includes tests & documentation
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