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@@ -85,7 +85,7 @@ The dataset was created through multiple manual annotation rounds.
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  ### Source Data
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- The data comes from [GOVDATA](https://www.govdata.de/), an open data portal of Germany. It aims to provide central access to administrative data from the federal, state and local governments. Their aim is to make data available in one place and thus easier to use. The data available is structured in 13 categories ranging from finance, to international topics, health, education and science and technology. [GOVDATA](https://www.govdata.de/) offers a CKAN API to make requests and provides metadata for each data entry.
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  #### Initial Data Collection and Normalization
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  ### Social Impact of Dataset
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- Since 2017, the German government has been promoting access to public administration data with the first laws on open data in municipalities. In this way, a contribution is to be made to the development of a [knowledge society](https://www.verwaltung-innovativ.de/DE/Startseite/startseite_node.html). The categorization of open data of cities in a standardized and detailed taxonomy supports this process of making data of municipalities freely, openly and structured accessible.
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  ### Discussion of Biases (non-ethical)
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  ### Source Data
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+ The data comes from [GOVDATA](https://www.govdata.de/), an open data portal of Germany. It aims to provide central access to administrative data from the federal, state and local governments. Their aim is to make data available in one place and thus easier to use. The data available is structured in 13 categories ranging from finance, to international topics, health, education and science and technology. [GOVDATA](https://www.govdata.de/) offers a [CKAN API](https://ckan.govdata.de/) to make requests and provides metadata for each data entry.
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  #### Initial Data Collection and Normalization
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  ### Social Impact of Dataset
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+ Since 2017, the German government has been promoting systematic and free access to public administration data with first laws on open data in municipalities. In this way, a contribution is aimed at the development of a [knowledge society] (https://www.verwaltung-innovativ.de/DE/Startseite/startseite_node.html). The categorization of open data of cities in a standardized and detailed taxonomy supports this process of making data of municipalities freely, openly and structured accessible.
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  ### Discussion of Biases (non-ethical)
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