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articles/azure-maps/how-to-request-weather-data.md

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---
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title: Request real-time and forecasted weather data using Azure Maps Weather services
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title: Request real-time and forecasted weather data using Azure Maps Weather service
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titleSuffix: Microsoft Azure Maps
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description: Learn how to request real-time (current) and forecasted (minute, hourly, daily) weather data using Microsoft Azure Maps Weather services
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description: Learn how to request real-time (current) and forecasted (minute, hourly, daily) weather data using Microsoft Azure Maps Weather service
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author: farazgis
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ms.author: fsiddiqui
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ms.date: 08/08/2024
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---
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# Request real-time and forecasted weather data using Azure Maps Weather services
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# Request real-time and forecasted weather data using Azure Maps Weather service
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Azure Maps [Weather services] are a set of RESTful APIs that allows developers to integrate highly dynamic historical, real-time, and forecasted weather data and visualizations into their solutions.
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Azure Maps [Weather service] are a set of RESTful APIs that allows developers to integrate highly dynamic historical, real-time, and forecasted weather data and visualizations into their solutions.
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This article demonstrates how to request both real-time and forecasted weather data:
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* Request hourly forecasts using the [Get Hourly Forecast API].
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* Request minute by minute forecasts using the [Get Minute Forecast API].
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This video provides examples for making REST calls to Azure Maps Weather services.
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This video provides examples for making REST calls to Azure Maps Weather service.
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</br>
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> [Weather service concepts]
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> [!div class="nextstepaction"]
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> [Weather services]
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> [Weather service]
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[Azure Maps account]: quick-demo-map-app.md#create-an-azure-maps-account
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[Get Current Conditions API]: /rest/api/maps/weather/getcurrentconditions
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[bruno]: https://www.usebruno.com/
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[subscription key]: quick-demo-map-app.md#get-the-subscription-key-for-your-account
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[Weather service concepts]: weather-services-concepts.md
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[Weather services]: /rest/api/maps/weather
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[Weather service]: /rest/api/maps/weather

articles/azure-maps/weather-coverage.md

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---
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title: Microsoft Azure Maps Weather services coverage
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description: Learn about Microsoft Azure Maps Weather services coverage
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title: Microsoft Azure Maps Weather service coverage
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description: Learn about Microsoft Azure Maps Weather service coverage
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author: farazgis
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ms.author: fsiddiqui
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ms.date: 11/08/2022
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ms.custom: references_regions
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# Azure Maps weather services coverage
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# Azure Maps Weather service coverage
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This article provides coverage information for Azure Maps [Weather services].
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This article provides coverage information for Azure Maps [Weather service].
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## Weather information supported
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## Next steps
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> [!div class="nextstepaction"]
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> [Weather services in Azure Maps]
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> [Weather service in Azure Maps]
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> [!div class="nextstepaction"]
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> [Azure Maps weather services frequently asked questions (FAQ)]
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> [Azure Maps Weather service frequently asked questions (FAQ)]
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[active storms]: /rest/api/maps/weather/get-tropical-storm-active
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[Actuals]: /rest/api/maps/weather/get-daily-historical-actuals
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[Azure Maps weather services frequently asked questions (FAQ)]: weather-services-faq.yml
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[Azure Maps Weather service frequently asked questions (FAQ)]: weather-services-faq.yml
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[current]: /rest/api/maps/weather/get-current-air-quality
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[daily]: /rest/api/maps/weather/get-air-quality-daily-forecasts
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[forecasts]: /rest/api/maps/weather/get-tropical-storm-forecast
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[Records]: /rest/api/maps/weather/get-daily-historical-records
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[search]: /rest/api/maps/weather/get-tropical-storm-search
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[Severe weather alerts]: /rest/api/maps/weather/get-severe-weather-alerts
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[Weather services in Azure Maps]: weather-services-concepts.md
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[Weather services]: /rest/api/maps/weather
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[Weather service in Azure Maps]: weather-services-concepts.md
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[Weather service]: /rest/api/maps/weather

articles/azure-maps/weather-service-tutorial.md

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---
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title: 'Tutorial: Join sensor data with weather forecast data using Jupyter Notebooks (Python)'
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titleSuffix: Microsoft Azure Maps
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description: Tutorial on how to join sensor data with weather forecast data from Microsoft Azure Maps Weather services using Jupyter Notebooks in VS Code (Python).
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description: Tutorial on how to join sensor data with weather forecast data from Microsoft Azure Maps Weather service using Jupyter Notebooks in VS Code (Python).
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author: farazgis
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ms.author: fsiddiqui
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ms.date: 10/28/2024
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# Tutorial: Join sensor data with weather forecast data using Jupyter Notebooks (Python)
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Wind power is one alternative energy source for fossil fuels to combat against climate change. Because wind isn't consistent by nature, wind power operators need to build machine learning (ML) models to predict the wind power capacity. This prediction is necessary to meet electricity demand and ensure the grid stability. In this tutorial, we walk through how Azure Maps weather forecast data is combined with demo data for weather readings. Weather forecast data is requested by calling Azure Maps Weather services.
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Wind power is one alternative energy source for fossil fuels to combat against climate change. Because wind isn't consistent by nature, wind power operators need to build machine learning (ML) models to predict the wind power capacity. This prediction is necessary to meet electricity demand and ensure the grid stability. In this tutorial, we walk through how Azure Maps weather forecast data is combined with demo data for weather readings. Weather forecast data is requested by calling Azure Maps Weather service.
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In this tutorial, you will:
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## Request daily forecast data
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In our scenario, we would like to request daily forecast for each sensor location. The following script calls the [Daily Forecast] API of the Azure Maps Weather services. This API returns weather forecast for each wind turbine, for the next 15 days from the current date.
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In our scenario, we would like to request daily forecast for each sensor location. The following script calls the [Daily Forecast] API of the Azure Maps Weather service. This API returns weather forecast for each wind turbine, for the next 15 days from the current date.
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```python
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subscription_key = "Your Azure Maps key"
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dates_check=set()
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wind_speeds, wind_direction = [], []
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# Call azure maps Weather services to get daily forecast data for 15 days from current date
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# Call azure maps Weather service to get daily forecast data for 15 days from current date
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session = aiohttp.ClientSession()
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j=-1
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for i in range(0, len(coords), 2):

articles/azure-maps/weather-services-concepts.md

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title: Weather services concepts in Microsoft Azure Maps
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description: Learn about the concepts that apply to Microsoft Azure Maps Weather services.
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title: Weather service concepts in Microsoft Azure Maps
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description: Learn about the concepts that apply to Microsoft Azure Maps Weather service.
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author: farazgis
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ms.author: fsiddiqui
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ms.date: 09/10/2020
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ms.subservice: weather
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# Weather services in Azure Maps
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# Weather service in Azure Maps
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This article introduces concepts that apply to Azure Maps [Weather services]. We recommend going through this article before starting out with the weather APIs.
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This article introduces concepts that apply to Azure Maps [Weather service]. We recommend going through this article before starting out with the weather APIs.
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## Unit types
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## Next steps
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> [!div class="nextstepaction"]
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> [Azure Maps Weather services frequently asked questions (FAQ)]
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> [Azure Maps Weather service frequently asked questions (FAQ)]
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> [!div class="nextstepaction"]
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> [Azure Maps Weather services coverage]
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> [Azure Maps Weather service coverage]
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> [!div class="nextstepaction"]
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> [Weather services API]
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> [Weather service API]
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[Azure Maps Weather services coverage]: weather-coverage.md
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[Azure Maps Weather services frequently asked questions (FAQ)]: weather-services-faq.yml
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[Azure Maps Weather service coverage]: weather-coverage.md
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[Azure Maps Weather service frequently asked questions (FAQ)]: weather-services-faq.yml
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[Get Daily Indices API]: /rest/api/maps/weather
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[Get Map Tile v2 API]: /rest/api/maps/render/get-map-tile
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[Index IDs and index groups IDs]: #index-ids-and-index-groups-ids
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[Weather services API]: /rest/api/maps/weather
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[Weather services]: /rest/api/maps/weather
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[Weather service API]: /rest/api/maps/weather
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[Weather service]: /rest/api/maps/weather

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