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import numpy as np
import pandas as pd
from xgboost import XGBRegressor

print("Loading cached data...")
X_train = np.load('X_train_cache.npy')
X_unlabeled = np.load('X_unlabeled_cache.npy')
train_df = pd.read_csv('Hackathon_data/train.csv')
test_df = pd.read_csv('Hackathon_data/test.csv')

abishakex

import requests
import json
import time
import sys


def get_mbid_from_api(artist, song_title, app_name="MyApp", app_version="1.0", contact="your-email@example.com"):

    api_url = "https://musicbrainz.org/ws/2/recording"
    query = f'artist:"{artist}" AND recording:"{song_title}"'

abishakex

import requests


def get_specific_highlevel_features(mbid):
    url = f"https://acousticbrainz.org/api/v1/{mbid}/high-level"

    try:
        response = requests.get(url)
        response.raise_for_status()
        data = response.json()

abishakex

// File: local-poller-server.cjs
// MODIFIED to add detailed logging

const AWS = require('aws-sdk'); // Using AWS SDK v2
const WebSocketServer = require('ws').WebSocketServer;

// --- Configuration ---
const REGION = "us-east-2";       // Your DynamoDB table region
const TABLE_NAME = "stride-gps"; // Your DynamoDB table name
const POLLING_INTERVAL_MS = 5000; // Poll DynamoDB every 5 seconds

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// File: src/components/BusMap_2.tsx

import React, { useState, useEffect, useRef, useCallback } from 'react';
import { GoogleMap, useJsApiLoader, Marker } from '@react-google-maps/api';
import {
    mapContainerStyle,
    mapOptions as defaultMapOptions, // Rename to avoid conflict with dynamic options
    libraries,
    GOOGLE_MAPS_API_KEY
} from './map/constants'; // Assuming constants are defined here