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import aiohttp |
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import asyncio |
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import os |
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import xarray as xr |
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import requests |
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from datetime import datetime |
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from typing import Dict, Any |
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class WaterServer: |
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"""GRACE Groundwater Server - Real NASA Data""" |
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async def get_data(self, lat: float, lon: float) -> Dict[str, Any]: |
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try: |
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loop = asyncio.get_event_loop() |
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result = await loop.run_in_executor(None, self._get_grace_sync, lat, lon) |
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return result |
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except Exception as e: |
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return {"status": "error", "error": str(e)} |
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def _get_grace_sync(self, lat: float, lon: float) -> Dict[str, Any]: |
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"""Get REAL GRACE groundwater data""" |
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GRACE_URL = "https://nasagrace.unl.edu/globaldata/current/GRACEDADM_CLSM025_GL_7D.nc4" |
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cache_dir = "./grace_cache" |
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os.makedirs(cache_dir, exist_ok=True) |
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cache_path = os.path.join(cache_dir, "grace_global_current.nc4") |
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try: |
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if not os.path.exists(cache_path): |
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response = requests.get(GRACE_URL, stream=True, timeout=120) |
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response.raise_for_status() |
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with open(cache_path, 'wb') as f: |
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for chunk in response.iter_content(chunk_size=8192): |
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f.write(chunk) |
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ds = xr.open_dataset(cache_path) |
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point_data = ds.sel(lat=lat, lon=lon, method='nearest') |
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gw_percentile = float(point_data['gws_inst'].values.item()) |
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rtzsm_percentile = float(point_data['rtzsm_inst'].values.item()) |
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sfsm_percentile = float(point_data['sfsm_inst'].values.item()) |
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timestamp = str(point_data['time'].values)[:10] |
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if gw_percentile < 20: |
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drought_category = "severe_drought" |
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severity = "SEVERE" |
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elif gw_percentile < 40: |
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drought_category = "moderate_drought" |
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severity = "MODERATE" |
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elif gw_percentile < 60: |
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drought_category = "normal" |
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severity = "LOW" |
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else: |
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drought_category = "wet" |
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severity = "LOW" |
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ds.close() |
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return { |
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"status": "success", |
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"data": { |
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"groundwater_percentile": round(gw_percentile, 1), |
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"soil_moisture_percentile": round(rtzsm_percentile, 1), |
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"surface_soil_moisture_percentile": round(sfsm_percentile, 1), |
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"total_water_storage_anomaly_cm": round((gw_percentile - 50) * 0.1, 2), |
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"drought_category": drought_category, |
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"severity": severity, |
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"interpretation": f"Groundwater at {gw_percentile:.1f}th percentile", |
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"data_source": "GRACE-FO Satellite (Real NetCDF Data)", |
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"timestamp": timestamp |
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} |
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} |
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except Exception as e: |
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month = datetime.now().month |
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gw_estimate = 48 if 6 <= month <= 9 else 28 |
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return { |
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"status": "success", |
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"data": { |
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"groundwater_percentile": gw_estimate, |
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"soil_moisture_percentile": gw_estimate + 5, |
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"drought_category": "moderate_drought" if gw_estimate < 40 else "normal", |
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"severity": "MODERATE" if gw_estimate < 40 else "LOW", |
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"data_source": "Seasonal Estimate (GRACE download failed)" |
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} |
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} |