Migrate from AWS Lookout for Equipment

import boto3
import json

s3 = boto3.client("s3")
obj = s3.get_object(Bucket="your-bucket", Key="sensor-data/pump-1.csv")
# Convert to Canary Edge format

import requests

series = [
    {"timestamp": "2026-01-01T00:00:00Z", "value": reading}
    for reading in your_sensor_readings
]

response = requests.post(
    "https://api.canaryedge.com/v1/timeseries/entire/detect",
    headers={
        "Content-Type": "application/json",
        "Ocp-Apim-Subscription-Key": "YOUR_API_KEY",
    },
    json={
        "series": series,
        "granularity": "minutely",
        "sensitivity": 75,
    },
)

requests.post(
    "https://api.canaryedge.com/v1/train",
    headers={
        "Content-Type": "application/json",
        "Ocp-Apim-Subscription-Key": "YOUR_API_KEY",
    },
    json={
        "machine_id": "pump-1",
        "series": normal_operation_data,
    },
)