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TFT LSTID forecasting model for DB049: training period 01/01/2022-30/06/2023

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    <identifier>
        <PITHIA_Identifier>
            <localID>DataSubset_TFT_LSTID_Forecasting_Model_For_DB049_Training_Period_01012022-30062023</localID>
            <namespace>noa</namespace>
            <version>1</version>
            <creationDate>2025-06-01T10:02:00Z</creationDate>
            <lastModificationDate>2025-06-01T10:02:00Z</lastModificationDate>
        </PITHIA_Identifier>
    </identifier>
    <entryIdentifier xlink:href="https://metadata.pithia.eu/resources/2.2/staticDataset/noa/StaticDatasetEntry_LSTIDs_Forecasting_With_The_Temporal_Fusion_Transformer_TFT"/>
    <dataSubsetName>TFT LSTID forecasting model for DB049: training period 01/01/2022-30/06/2023</dataSubsetName>
    <dataSubsetDescription>LSTID forecasting with the Temporal Fusion Transformer for Dourbes station (DB049), trained over the time period from 01/01/2022 to 30/06/2023.</dataSubsetDescription>
    <featureOfInterest>
        <namedRegion xlink:href="https://metadata.pithia.eu/ontology/2.2/featureOfInterest/Earth"/>
        <namedRegion xlink:href="https://metadata.pithia.eu/ontology/2.2/featureOfInterest/Earth_Ionosphere"/>
    </featureOfInterest>
    <dataCollection xlink:href="https://metadata.pithia.eu/resources/2.2/collection/noa/DataCollection_T-FORS_LSTID_Forecasting_TFT"/>
    <resultTime>
        <gml:TimePeriod gml:id="rtp1" frame="#ISO-8601">
            <gml:begin>
                <gml:TimeInstant gml:id="rst1" frame="#ISO-8601">
                    <gml:timePosition frame="#ISO-8601">2022-01-01T00:00:00Z</gml:timePosition>
                </gml:TimeInstant>
            </gml:begin>
            <gml:end>
                <gml:TimeInstant gml:id="ret1" frame="#ISO-8601">
                    <gml:timePosition frame="#ISO-8601">2023-06-30T23:59:00Z</gml:timePosition>
                </gml:TimeInstant>
            </gml:end>
        </gml:TimePeriod>
    </resultTime>
    <source>
        <OnlineResource>
            <linkage>
                <gmd:URL>https://github.com/themelis/LSTIDs_forecasting/blob/main/datasets/DB049/oe_hfi_DB049_nearestfill_20220101_20230630.csv</gmd:URL>
            </linkage>
            <name>DB049 datasets</name>
            <protocol>https</protocol>
            <description>Spectral Energy Contribution (SEC) values derived with the HF Interferometry method at mid-latitude Digisonde locations. The HFI calculations are provided by the Ebro Observatory.</description>
            <dataFormat xlink:href="https://metadata.pithia.eu/ontology/2.2/resultDataFormat/text-csv"/>
        </OnlineResource>
    </source>
    <source>
        <OnlineResource>
            <linkage>
                <gmd:URL>https://github.com/themelis/LSTIDs_forecasting/tree/main/datasets/fmi</gmd:URL>
            </linkage>
            <name>Auroral electrojet indices IL and IU</name>
            <protocol>https</protocol>
            <description>Auroral electrojet indices IL and IU provided by the FMI IMAGE network.</description>
            <dataFormat xlink:href="https://metadata.pithia.eu/ontology/2.2/resultDataFormat/text-csv"/>
        </OnlineResource>
    </source>
    <source>
        <OnlineResource>
            <linkage>
                <gmd:URL>https://github.com/themelis/LSTIDs_forecasting/tree/main/datasets/gnss</gmd:URL>
            </linkage>
            <name>Gradient GNSS TEC Activity Index</name>
            <protocol>https</protocol>
            <description>Gradient GNSS TEC Activity Index provided by DLR</description>
            <dataFormat xlink:href="https://metadata.pithia.eu/ontology/2.2/resultDataFormat/text-csv"/>
        </OnlineResource>
    </source>
    <source>
        <OnlineResource>
            <linkage>
                <gmd:URL>https://github.com/themelis/LSTIDs_forecasting/blob/main/notebooks/DB049/DB049_TFTmodel_20220101_20230630.ipynb</gmd:URL>
            </linkage>
            <name>Notebook</name>
            <protocol>https</protocol>
            <description>Notebook is provided to load the TFT forecasting model.</description>
        </OnlineResource>
    </source>
    <dataLevel xlink:href="https://metadata.pithia.eu/ontology/2.2/dataLevel/L4"/>
    <qualityAssessment>
        <dataQualityFlag xlink:href="https://metadata.pithia.eu/ontology/2.2/dataQualityFlag/DQ2"/>
    </qualityAssessment>
</DataSubset>