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```python
# AI Dev Tool: FastAPI Pydantic v2 Micro-SaaS for Marine Cloud Brightening API
# Description: A production-ready API integration wrapper for marine cloud brightening data
# Author: Elite Software Architect and Micro-SaaS Developer
from fastapi import FastAPI, HTTPException
from pydantic import BaseModel
from typing import List, Optional
import uvicorn
import logging
# Initialize the FastAPI app
app = FastAPI(title="Marine Cloud Brightening API", description="A micro-SaaS API for marine cloud brightening data")
# Define the MarineCloudBrightening model
class MarineCloudBrightening(BaseModel):
"""Marine cloud brightening data model"""
id: int
cloud_brightening_value: float
el_nino_impact: str
created_at: str
# Define the MarineCloudBrighteningResponse model
class MarineCloudBrighteningResponse(BaseModel):
"""Marine cloud brightening response data model"""
# ... full runnable version includes tests & documentation
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