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  # NFI Fireworks training dataset for the "Vuurwerkverkenner" application
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  The Netherlands Forensic Institute (NFI) Fireworks training dataset consists of scans of fireworks wrappers from fireworks that were investigated in casework in
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- the Netherlands between 2010 and early 2024. For a subset of these wrappers, photographs of fireworks snippets
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- (pieces of the wrapper after the detonation) were added.
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  ## Data overview
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  ### Possible bias
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  The reference set of firework wrappers is dependent on which fireworks were investigated by the NFI.
 
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  # NFI Fireworks training dataset for the "Vuurwerkverkenner" application
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  The Netherlands Forensic Institute (NFI) Fireworks training dataset consists of scans of fireworks wrappers from fireworks that were investigated in casework in
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+ the Netherlands between 2010 and early 2024. For a subset of these wrappers, photographs of fireworks snippets (pieces of the wrapper after the detonation) were added.
 
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  ## Data overview
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+ ## Training
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+ The steps followed at the NFI to actually train the model with these data, are described in the model card of the Vuurwerkverkenner at https://huggingface.co/NetherlandsForensicInstitute/vuurwerkverkenner (also linked to this data set).
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  ### Possible bias
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  The reference set of firework wrappers is dependent on which fireworks were investigated by the NFI.