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  "notes": "As a contribution to the [SAVeNoW](https://savenow.de/de/) 
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  "notes": "As a contribution to the [SAVeNoW](https://savenow.de/de/) 
            
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research project, the city of Ingolstadt provides vehicle count loop 
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research project, the city of Ingolstadt provides vehicle count loop 
            
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data from the entire city area for the period 2019 to the present. 
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data from the entire city area for the period 2019 to the present. 
            
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Data is available in 15-minute time steps for more than 700 counting 
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Data is available in 15-minute time steps for more than 700 counting 
            
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loops.\r\n\r\nFor the efficient management and interactive 
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loops.\r\n\r\nFor the efficient management and interactive 
            
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visualization of the data for the project partners, the [Chair of 
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visualization of the data for the project partners, the [Chair of 
            
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Geoinformatics (TUM)](https://www.asg.ed.tum.de/gis/startseite/) in 
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Geoinformatics (TUM)](https://www.asg.ed.tum.de/gis/startseite/) in 
            
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cooperation with [e:fs](https://www.efs-techhub.com/) has put together 
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cooperation with [e:fs](https://www.efs-techhub.com/) has put together 
            
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an open source IoT application stack. The stack is hosted in a 
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an open source IoT application stack. The stack is hosted in a 
            
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[Kubernetes](https://sta.savenow.de/services.html#kubernetes) cluster 
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[Kubernetes](https://sta.savenow.de/services.html#kubernetes) cluster 
            
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based on [Microsoft Azure](https://azure.microsoft.com/de-de/) cloud 
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based on [Microsoft Azure](https://azure.microsoft.com/de-de/) cloud 
            
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services. It consists of several [IoT 
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services. It consists of several [IoT 
            
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services](https://sta.savenow.de/services.html#iot-dienste) for 
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services](https://sta.savenow.de/services.html#iot-dienste) for 
            
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providing [standardized 
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providing [standardized 
            
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API](https://sta.savenow.de/services.html#frost-server) access to the 
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API](https://sta.savenow.de/services.html#frost-server) access to the 
            
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data, an [overview 
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data, an [overview 
            
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map](https://sta.savenow.de/services.html#zahlschleifenkarte) for the 
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map](https://sta.savenow.de/services.html#zahlschleifenkarte) for the 
            
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location of detectors, as well as [data 
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location of detectors, as well as [data 
            
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visualization](https://sta.savenow.de/services.html#grafana) and [data 
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visualization](https://sta.savenow.de/services.html#grafana) and [data 
            
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integration](https://sta.savenow.de/services.html#node-red) 
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integration](https://sta.savenow.de/services.html#node-red) 
            
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tools.\r\n\r\nOver 700 traffic detectors in the form of induction 
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tools.\r\n\r\nOver 700 traffic detectors in the form of induction 
            
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loops are installed in the city of Ingolstadt, which transmit the 
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loops are installed in the city of Ingolstadt, which transmit the 
            
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number of passing vehicles every 15 minutes. The data has been 
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number of passing vehicles every 15 minutes. The data has been 
            
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available since 2009 and is updated daily.\r\nAll loop detectors are 
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available since 2009 and is updated daily.\r\nAll loop detectors are 
            
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located on the map. Clicking on a marker opens a popup with the 
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located on the map. Clicking on a marker opens a popup with the 
            
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traffic volume in real time.\r\n\r\n<img 
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traffic volume in real time.\r\n\r\n<img 
            
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from Ingolstadt using open standards and tools in the cloud.",
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