Weather Data
I looked through the community forums and it appears that there is very few discussions about adding weather data to an existing dataset. The few discussions I found didn't seem to offer a solution for my scenario. I have a dataset that contains GPS location information of the property related to the customer. I would like to connect the weather based on the date the property was entered into the system. I would have to call for the weather data each time there is a new entry. What is the best way to accomplish this task?
Answers
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@MichelleH I pulled in their connectors but they don't seem to have a connector that will allow me to grab data instantly. My need is that a property is entered on a specific date. I need the weather on that date. If a person makes a visit to that property the next day or later, a new line of data will appear in the dataset with the date of that visit. I want the weather for that visit also. Maybe I need to find an API connector that will communicate with the weather database but NOAA doesn't seem to have that capability or I just don't understand what they have out there. On a side note, this is a side project I am working on that gets a backseat to the other things I am handling.
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I haven't found very many good pre-built weather connectors myself. If you find a good API to query, you can use something like the Jupyter Notebook to pull in the data and create a weather dataset and then use Magic ETL to join that to your property data based on date and location.
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There are various sites that offer current and historical weather data. But most of the historic data requires a paid plan.
OpenWeatherMap:
Endpoints for current weather: /weather
Historic: /timemachine
Parameters: lat, lon for location, dt for the specific timestamp (Unix format)
Limit on requests per minute; historic requires paid planWeatherstack:
Endpoints for historic: /historic
Parameters: historical_date for the desired date and GPS coordinates
Limited to real-time data in free tier. Historical data requires paid plan.
Visual Crossing Weather API
Historic endpoints: /history
Parameters: lat and lon for location, and startdate/enddate for the date range.
URL for API documentation: https://www.visualcrossing.com/weather-apiOthers:
Meteostat
Weather API by Tomorrow.ioGET https://weather.visualcrossing.com/VisualCrossingWebServices/rest/services/weatherdata/history
?location=37.7749,-122.4194
&startDate=2024-11-01
&endDate=2024-11-05
&unitGroup=metric
&key=YOUR_API_KEY
&contentType=jsonimport requests
# Define API endpoint and parameters
api_key = "YOUR_API_KEY"
base_url = "https://weather.visualcrossing.com/VisualCrossingWebServices/rest/services/weatherdata/history"
params = {
"location": "37.7749,-122.4194", # Example: San Francisco
"startDate": "2024-11-01",
"endDate": "2024-11-05",
"unitGroup": "metric",
"key": api_key,
"contentType": "json"
}
# Make the API request
response = requests.get(base_url, params=params)
# Check the response
if response.status_code == 200:
weather_data = response.json()
print(weather_data)
else:
print(f"Error: {response.status_code}, {response.text}")Test in browser (replace the API key):
https://weather.visualcrossing.com/VisualCrossingWebServices/rest/services/weatherdata/history?location=37.7749,-122.4194&startDate=2024-11-01&endDate=2024-11-05&unitGroup=metric&key=YOUR_API_KEY&contentType=json
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Opps….that code example is Python. As @MarkSnodgrass answered, you can find Jupyter Notebooks by going to Data and then follow the three dots. If you want a basic overview, post in questions and one of us will give you a few steps to follow.
There are also ways to make JSON calls for weather that I have used to do hurricane tracking in a blank brick. But that doesn't seem applicable to your senario.** Was this post helpful? Click Agree or Like below. **
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