import requests import pandas as pd from config import NREL_API_KEY, IEA_API_KEY, IRENA_API_KEY, DOE_API_KEY, GROQ_API_KEY from groq import Groq # Function to fetch hydrogen data from different APIs def fetch_hydrogen_data(source): if source == "NREL": url = f"https://developer.nrel.gov/api/hydrogen/v1/stations.json?api_key={NREL_API_KEY}" elif source == "IEA": url = f"https://api.iea.org/hydrogen?api_key={IEA_API_KEY}" elif source == "IRENA": url = f"https://api.irena.org/hydrogen?api_key={IRENA_API_KEY}" elif source == "DOE": url = f"https://api.doe.gov/hydrogen?api_key={DOE_API_KEY}" else: return pd.DataFrame() response = requests.get(url) if response.status_code == 200: data = response.json() return pd.DataFrame(data["results"]) else: return pd.DataFrame() # Function for AI-powered analysis using Groq API def groq_ai_analysis(data): groq_api = Groq(api_key=GROQ_API_KEY) query = f"Analyze hydrogen electrolysis data: {data.to_dict()}" response = groq_api.chat.completions.create( messages=[{"role": "user", "content": query}], model="llama3-70b-8192" ) return response.choices[0].message["content"]