Spectral images on shallow graves and reference plots
Data files
Dec 07, 2022 version files 107.97 GB
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2021-19-04_SWIR_Graf_1_0_schaduw_dark_reference.hdr
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2021-19-04_SWIR_Graf_1_0_schaduw_dark_reference.raw
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2021-19-04_SWIR_Graf_1_0_schaduw_dark_reference.raw.xml
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2021-19-04_SWIR_Graf_1_0_schaduw_irradiance.hdr
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2021-19-04_SWIR_Graf_1_0_schaduw_irradiance.raw
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2021-19-04_SWIR_Graf_1_1_variabel_dark_reference.raw
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2021-19-04_SWIR_Graf_1_1_variabel_dark_reference.raw.xml
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2021-19-04_SWIR_Graf_1_1_variabel_irradiance.hdr
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2021-19-04_SWIR_Graf_1_1_variabel_irradiance.raw
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2021-19-04_SWIR_Graf_1_2_zonnig_dark_reference.raw
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2021-19-04_SWIR_Graf_1_2_zonnig_dark_reference.raw.xml
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2021-19-04_SWIR_Graf_1_2_zonnig_irradiance.hdr
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2021-19-04_SWIR_Graf_1_2_zonnig_irradiance.raw
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2021-19-04_SWIR_Graf_1_3_bewolkt_dark_reference.raw
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2021-19-04_SWIR_Graf_1_3_bewolkt_dark_reference.raw.xml
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2021-19-04_SWIR_Graf_1_3_bewolkt_irradiance.hdr
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2021-19-04_SWIR_Graf_1_3_bewolkt_irradiance.raw
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2021-19-04_SWIR_Graf_1_3_variabel_dark_reference.raw
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2021-19-04_SWIR_Graf_1_3_variabel_dark_reference.raw.xml
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2021-19-04_SWIR_Graf_1_3_variabel_irradiance.hdr
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2021-19-04_SWIR_Graf_1_3_variabel_irradiance.raw
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2021-19-04_SWIR_Graf_1_4_bewolkt_dark_reference.raw
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2021-19-04_SWIR_Graf_1_4_bewolkt_dark_reference.raw.xml
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2021-19-04_SWIR_Graf_1_4_bewolkt_irradiance.hdr
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2021-19-04_SWIR_Graf_1_4_bewolkt_irradiance.raw
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2021-19-04_SWIR_Graf_1_5_bewolkt_dark_reference.raw
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2021-19-04_SWIR_Graf_1_5_bewolkt_dark_reference.raw.xml
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2021-19-04_SWIR_Graf_1_5_bewolkt_irradiance.hdr
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2021-19-04_SWIR_Graf_1_5_bewolkt_irradiance.raw
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2021-19-04_SWIR_Graf_1_6_bewolkt_dark_reference.raw
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2021-19-04_SWIR_Graf_1_6_bewolkt_dark_reference.raw.xml
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2021-19-04_SWIR_Graf_1_6_bewolkt_irradiance.hdr
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2021-19-04_SWIR_Graf_1_6_bewolkt_irradiance.raw
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2021-19-04_SWIR_Graf_1_7_bewolkt_dark_reference.raw
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2021-19-04_SWIR_Graf_1_7_bewolkt_dark_reference.raw.xml
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2021-19-04_SWIR_Graf_1_7_bewolkt_irradiance.hdr
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2021-19-04_SWIR_Graf_1_7_bewolkt_irradiance.raw
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2021-19-04_SWIR_Graf_1_8_zonnig_dark_reference.raw
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2021-19-04_SWIR_Graf_1_8_zonnig_dark_reference.raw.xml
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2021-19-04_SWIR_Graf_1_8_zonnig_irradiance.hdr
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2021-19-04_SWIR_Graf_1_8_zonnig_irradiance.raw
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2021-19-04_SWIR_Referentie_0_dark_reference.hdr
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2021-19-04_SWIR_Referentie_0_dark_reference.raw
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2021-19-04_SWIR_Referentie_0_dark_reference.raw.xml
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2021-19-04_SWIR_Referentie_0_irradiance.hdr
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2021-19-04_SWIR_Referentie_0_irradiance.raw
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2021-19-04_SWIR_Referentie_1_dark_reference.raw
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2021-19-04_SWIR_Referentie_1_dark_reference.raw.xml
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2021-19-04_SWIR_Referentie_1_irradiance.hdr
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2021-19-04_SWIR_Referentie_1_irradiance.raw
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2021-19-04_SWIR_Referentie_2_dark_reference.raw
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2021-19-04_SWIR_Referentie_2_dark_reference.raw.xml
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2021-19-04_SWIR_Referentie_2_irradiance.hdr
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2021-19-04_SWIR_Referentie_2_irradiance.raw
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2021-19-04_SWIR_Referentie_3_dark_reference.raw
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2021-19-04_SWIR_Referentie_3_dark_reference.raw.xml
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2021-19-04_SWIR_Referentie_3_irradiance.hdr
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2021-19-04_SWIR_Referentie_3_irradiance.raw
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2021-19-04_SWIR_Referentie_4_dark_reference.raw
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2021-19-04_SWIR_Referentie_4_dark_reference.raw.xml
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2021-19-04_SWIR_Referentie_4_irradiance.hdr
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2021-19-04_SWIR_Referentie_4_irradiance.raw
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2021-19-04_SWIR_Referentie_5_dark_reference.raw
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2021-19-04_SWIR_Referentie_5_dark_reference.raw.xml
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2021-19-04_SWIR_Referentie_5_irradiance.hdr
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2021-19-04_SWIR_Referentie_5_irradiance.raw
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2021-19-04_SWIR_Referentie_6_dark_reference.raw
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2021-19-04_SWIR_Referentie_6_dark_reference.raw.xml
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2021-19-04_SWIR_Referentie_6_irradiance.hdr
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2021-19-04_SWIR_Referentie_6_irradiance.raw
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2021-19-04_SWIR_Referentie_6_zonnig_dark_reference.raw
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2021-19-04_SWIR_Referentie_6_zonnig_dark_reference.raw.xml
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2021-19-04_SWIR_Referentie_6_zonnig_irradiance.hdr
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2021-19-04_SWIR_Referentie_6_zonnig_irradiance.raw
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2021-19-04_SWIR_Referentie_6_zonnig_pin_out_dark_reference.raw
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2021-19-04_SWIR_Referentie_6_zonnig_pin_out_dark_reference.raw.xml
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2021-19-04_SWIR_Referentie_6_zonnig_pin_out_irradiance.hdr
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2021-19-04_SWIR_Referentie_6_zonnig_pin_out_irradiance.raw
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2021-19-04_SWIR_Referentie_7_zonnig_pin_out_dark_reference.raw
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2021-19-04_SWIR_Referentie_7_zonnig_pin_out_dark_reference.raw.xml
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2021-19-04_SWIR_Referentie_7_zonnig_pin_out_irradiance.hdr
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2021-19-04_SWIR_Referentie_7_zonnig_pin_out_irradiance.raw
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2021-19-04_SWIR_Referentie_8_zonnig_pin_out_irradiance.hdr
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2021-19-04_SWIR_Referentie_8_zonnig_pin_out_irradiance.raw
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2021-19-04_SWIR_Referentie_9_zonnig_pin_out_irradiance.hdr
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2021-19-04_SWIR_Referentie_9_zonnig_pin_out_irradiance.raw
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2022-13-04_SWIR_Graf_0_dark_reference.raw
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2022-13-04_SWIR_Graf_0_dark_reference.raw.xml
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2022-13-04_SWIR_Graf_0_irradiance.hdr
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2022-13-04_SWIR_Graf_0_irradiance.raw
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2022-13-04_SWIR_Graf_1_dark_reference.raw
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2022-13-04_SWIR_Graf_1_dark_reference.raw.xml
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2022-13-04_SWIR_Graf_1_irradiance.hdr
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2022-13-04_SWIR_Graf_1_irradiance.raw
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2022-13-04_SWIR_Graf_2_dark_reference.raw
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2022-13-04_SWIR_Graf_2_dark_reference.raw.xml
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2022-13-04_SWIR_Graf_2_irradiance.hdr
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2022-13-04_SWIR_Graf_2_irradiance.raw
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2022-13-04_SWIR_Graf_3_dark_reference.raw
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2022-13-04_SWIR_Graf_3_dark_reference.raw.xml
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2022-13-04_SWIR_Graf_3_irradiance.hdr
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2022-13-04_SWIR_Graf_3_irradiance.raw
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2022-13-04_SWIR_Graf_4_dark_reference.raw
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2022-13-04_SWIR_Graf_4_dark_reference.raw.xml
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2022-13-04_SWIR_Graf_4_irradiance.hdr
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2022-13-04_SWIR_Graf_4_irradiance.raw
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2022-13-04_SWIR_graf_oud_0_irradiance.hdr
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2022-13-04_SWIR_graf_oud_0_irradiance.raw
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2022-13-04_SWIR_graf_oud_1_irradiance.hdr
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2022-13-04_SWIR_graf_oud_1_irradiance.raw
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2022-13-04_SWIR_graf_oud_2_irradiance.hdr
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2022-13-04_SWIR_graf_oud_2_irradiance.raw
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2022-13-04_SWIR_graf_oud_3_irradiance.hdr
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2022-13-04_SWIR_graf_oud_3_irradiance.raw
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2022-13-04_SWIR_graf_oud_4_irradiance.hdr
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2022-13-04_SWIR_graf_oud_4_irradiance.raw
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2022-13-04_SWIR_graf_oud_5_irradiance.hdr
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2022-13-04_SWIR_graf_oud_5_irradiance.raw
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2022-13-04_SWIR_Referentie_0_dark_Referentieerence.raw
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2022-13-04_SWIR_Referentie_0_dark_Referentieerence.raw.xml
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2022-13-04_SWIR_Referentie_0_irradiance.hdr
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2022-13-04_SWIR_Referentie_0_irradiance.raw
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2022-13-04_SWIR_Referentie_1_dark_Referentieerence.raw
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2022-13-04_SWIR_Referentie_1_dark_Referentieerence.raw.xml
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2022-13-04_SWIR_Referentie_1_irradiance.hdr
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2022-13-04_SWIR_Referentie_1_irradiance.raw
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2022-13-04_SWIR_Referentie_2_dark_Referentieerence.raw
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2022-13-04_SWIR_Referentie_2_dark_Referentieerence.raw.xml
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2022-13-04_SWIR_Referentie_2_irradiance.hdr
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2022-13-04_SWIR_Referentie_2_irradiance.raw
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2022-13-04_SWIR_Referentie_3_dark_Referentieerence.raw
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2022-13-04_SWIR_Referentie_3_dark_Referentieerence.raw.xml
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2022-13-04_SWIR_Referentie_3_irradiance.hdr
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2022-13-04_SWIR_Referentie_3_irradiance.raw
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2022-13-04_SWIR_Referentie_4_dark_Referentieerence.raw
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2022-13-04_SWIR_Referentie_4_dark_Referentieerence.raw.xml
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2022-13-04_SWIR_Referentie_4_irradiance.hdr
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2022-13-04_SWIR_Referentie_4_irradiance.raw
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2022-13-04_SWIR_Referentie_oud_0_dark_Referentieerence.raw
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2022-13-04_SWIR_Referentie_oud_0_dark_Referentieerence.raw.xml
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2022-13-04_SWIR_Referentie_oud_0_irradiance.hdr
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2022-13-04_SWIR_Referentie_oud_0_irradiance.raw
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2022-13-04_SWIR_Referentie_oud_1_irradiance.hdr
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2022-13-04_SWIR_Referentie_oud_1_irradiance.raw
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2022-13-04_SWIR_Referentie_oud_2_irradiance.hdr
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2022-13-04_SWIR_Referentie_oud_2_irradiance.raw
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2022-13-04_SWIR_Referentie_oud_3_irradiance.hdr
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2022-13-04_SWIR_Referentie_oud_3_irradiance.raw
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2022-13-04_SWIR_Referentie_oud_4_irradiance.hdr
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2022-13-04_SWIR_Referentie_oud_4_irradiance.raw
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2022-13-04_SWIR_Referentie_oud_5_irradiance.hdr
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2022-13-04_SWIR_Referentie_oud_5_irradiance.raw
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2022-13-04_VNIR_Graf_0_dark_reference.raw
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2022-13-04_VNIR_Graf_0_dark_reference.raw.xml
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2022-13-04_VNIR_Graf_0_irradiance.hdr
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2022-13-04_VNIR_Graf_0_irradiance.raw
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2022-13-04_VNIR_Graf_1_irradiance.hdr
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2022-13-04_VNIR_Graf_1_irradiance.raw
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2022-13-04_VNIR_Graf_2_irradiance.hdr
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2022-13-04_VNIR_Graf_2_irradiance.raw
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2022-13-04_VNIR_Graf_3_irradiance.hdr
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2022-13-04_VNIR_Graf_3_irradiance.raw
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2022-13-04_VNIR_Graf_4_irradiance.hdr
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2022-13-04_VNIR_Graf_4_irradiance.raw
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2022-13-04_VNIR_Graf_5_irradiance.hdr
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2022-13-04_VNIR_Graf_5_irradiance.raw
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2022-13-04_VNIR_Graf_oud_0_dark_reference.raw
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2022-13-04_VNIR_Graf_oud_0_dark_reference.raw.xml
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2022-13-04_VNIR_Graf_oud_0_irradiance.hdr
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2022-13-04_VNIR_Graf_oud_0_irradiance.raw
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2022-13-04_VNIR_Graf_oud_1_dark_reference.raw
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2022-13-04_VNIR_Graf_oud_1_dark_reference.raw.xml
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2022-13-04_VNIR_Graf_oud_1_irradiance.hdr
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2022-13-04_VNIR_Graf_oud_1_irradiance.raw
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2022-13-04_VNIR_Graf_oud_2_irradiance.hdr
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2022-13-04_VNIR_Graf_oud_2_irradiance.raw
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2022-13-04_VNIR_Graf_oud_3_irradiance.hdr
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2022-13-04_VNIR_Graf_oud_3_irradiance.raw
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2022-13-04_VNIR_Graf_oud_4_irradiance.hdr
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2022-13-04_VNIR_Graf_oud_4_irradiance.raw
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2022-13-04_VNIR_Graf_oud_5_irradiance.hdr
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2022-13-04_VNIR_Graf_oud_5_irradiance.raw
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2022-13-04_VNIR_Graf_oud_6_irradiance.hdr
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2022-13-04_VNIR_Graf_oud_6_irradiance.raw
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2022-13-04_VNIR_Referentie_0_dark_reference.raw
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2022-13-04_VNIR_Referentie_0_dark_reference.raw.xml
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2022-13-04_VNIR_Referentie_0_irradiance.hdr
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2022-13-04_VNIR_Referentie_0_irradiance.raw
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2022-13-04_VNIR_Referentie_1_irradiance.hdr
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2022-13-04_VNIR_Referentie_1_irradiance.raw
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2022-13-04_VNIR_Referentie_2_irradiance.hdr
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2022-13-04_VNIR_Referentie_2_irradiance.raw
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2022-13-04_VNIR_Referentie_3_irradiance.hdr
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2022-13-04_VNIR_Referentie_3_irradiance.raw
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2022-13-04_VNIR_Referentie_4_irradiance.hdr
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2022-13-04_VNIR_Referentie_4_irradiance.raw
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2022-13-04_VNIR_Referentie_oud_0_irradiance.hdr
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2022-13-04_VNIR_Referentie_oud_0_irradiance.raw
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2022-13-04_VNIR_Referentie_oud_1_irradiance.hdr
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2022-13-04_VNIR_Referentie_oud_1_irradiance.raw
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2022-13-04_VNIR_Referentie_oud_2_irradiance.hdr
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2022-13-04_VNIR_Referentie_oud_2_irradiance.raw
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2022-13-04_VNIR_Referentie_oud_3_irradiance.hdr
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2022-13-04_VNIR_Referentie_oud_3_irradiance.raw
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2022-13-04_VNIR_Referentie_oud_4_irradiance.hdr
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2022-13-04_VNIR_Referentie_oud_4_irradiance.raw
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2022-13-04_VNIR_Referentie_oud_5_irradiance.hdr
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2022-13-04_VNIR_Referentie_oud_5_irradiance.raw
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2022-13-04_VNIR_Referentie_oud_6_irradiance.hdr
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2022-13-04_VNIR_Referentie_oud_6_irradiance.raw
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2022-17-02_SWIR_Graf_0_dark_reference.raw
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2022-17-02_SWIR_Graf_0_dark_reference.raw.xml
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2022-17-02_SWIR_Graf_0_irradiance.hdr
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2022-17-02_SWIR_Graf_0_irradiance.raw
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2022-17-02_SWIR_Graf_1_irradiance.hdr
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2022-17-02_SWIR_Graf_1_irradiance.raw
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2022-17-02_SWIR_Graf_2_irradiance.hdr
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2022-17-02_SWIR_Graf_2_irradiance.raw
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2022-17-02_SWIR_Graf_3_irradiance.hdr
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2022-17-02_SWIR_Graf_3_irradiance.raw
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2022-17-02_SWIR_Graf_oud_0_dark_reference.raw
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2022-17-02_SWIR_Graf_oud_0_dark_reference.raw.xml
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2022-17-02_SWIR_Graf_oud_0_irradiance.hdr
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2022-17-02_SWIR_Graf_oud_0_irradiance.raw
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2022-17-02_SWIR_Graf_oud_1_irradiance.hdr
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2022-17-02_SWIR_Graf_oud_1_irradiance.raw
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2022-17-02_SWIR_Graf_oud_2_irradiance.hdr
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2022-17-02_SWIR_Graf_oud_2_irradiance.raw
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2022-17-02_SWIR_Graf_oud_3_irradiance.hdr
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2022-17-02_SWIR_Graf_oud_3_irradiance.raw
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2022-17-02_SWIR_Graf_oud_4_irradiance.hdr
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2022-17-02_SWIR_Graf_oud_4_irradiance.raw
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2022-17-02_SWIR_Graf_oud_5_irradiance.hdr
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2022-17-02_SWIR_Graf_oud_5_irradiance.raw
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2022-17-02_SWIR_Graf_oud_6_irradiance.hdr
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2022-17-02_SWIR_Graf_oud_6_irradiance.raw
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2022-17-02_SWIR_Referentie_0_dark_reference.raw
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2022-17-02_SWIR_Referentie_0_dark_reference.raw.xml
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2022-17-02_SWIR_Referentie_0_irradiance.hdr
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2022-17-02_SWIR_Referentie_0_irradiance.raw
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2022-17-02_SWIR_Referentie_1_irradiance.hdr
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2022-17-02_SWIR_Referentie_1_irradiance.raw
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2022-17-02_SWIR_Referentie_2_irradiance.hdr
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2022-17-02_SWIR_Referentie_2_irradiance.raw
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2022-17-02_SWIR_Referentie_3_irradiance.hdr
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2022-17-02_SWIR_Referentie_3_irradiance.raw
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2022-17-02_SWIR_Referentie_4_irradiance.hdr
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2022-17-02_SWIR_Referentie_4_irradiance.raw
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2022-17-02_SWIR_Referentie_5_irradiance.hdr
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2022-17-02_SWIR_Referentie_5_irradiance.raw
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2022-17-02_SWIR_Referentie_6_irradiance.hdr
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2022-17-02_SWIR_Referentie_6_irradiance.raw
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2022-17-02_SWIR_Referentie_7_irradiance.hdr
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2022-17-02_SWIR_Referentie_7_irradiance.raw
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2022-17-02_SWIR_Referentie_8_irradiance.hdr
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2022-17-02_SWIR_Referentie_8_irradiance.raw
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2022-17-02_SWIR_Referentie_oud_0_dark_reference.raw
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2022-17-02_SWIR_Referentie_oud_0_dark_reference.raw.xml
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2022-17-02_SWIR_Referentie_oud_0_irradiance.hdr
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2022-17-02_SWIR_Referentie_oud_0_irradiance.raw
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2022-17-02_SWIR_Referentie_oud_1_dark_reference.raw
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2022-17-02_SWIR_Referentie_oud_1_dark_reference.raw.xml
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2022-17-02_SWIR_Referentie_oud_1_irradiance.hdr
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2022-17-02_SWIR_Referentie_oud_1_irradiance.raw
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2022-17-02_SWIR_Referentie_oud_2_irradiance.hdr
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2022-17-02_SWIR_Referentie_oud_2_irradiance.raw
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2022-17-02_VNIR_Graf_0_irradiance.hdr
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2022-17-02_VNIR_Graf_0_irradiance.raw
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2022-17-02_VNIR_Graf_1_dark_reference.raw
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2022-17-02_VNIR_Graf_1_dark_reference.raw.xml
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2022-17-02_VNIR_Graf_1_irradiance.hdr
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2022-17-02_VNIR_Graf_1_irradiance.raw
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2022-17-02_VNIR_Graf_2_irradiance.hdr
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2022-17-02_VNIR_Graf_2_irradiance.raw
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2022-17-02_VNIR_Graf_3_irradiance.hdr
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2022-17-02_VNIR_Graf_3_irradiance.raw
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2022-17-02_VNIR_Graf_oud_0_irradiance.hdr
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2022-17-02_VNIR_Graf_oud_0_irradiance.raw
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2022-17-02_VNIR_Graf_oud_1_irradiance.hdr
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2022-17-02_VNIR_Graf_oud_1_irradiance.raw
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2022-17-02_VNIR_Graf_oud_2_irradiance.hdr
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2022-17-02_VNIR_Graf_oud_2_irradiance.raw
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2022-17-02_VNIR_Graf_oud_3_irradiance.hdr
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2022-17-02_VNIR_Graf_oud_3_irradiance.raw
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2022-17-02_VNIR_Referentie_0_irradiance.hdr
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2022-17-02_VNIR_Referentie_0_irradiance.raw
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2022-17-02_VNIR_Referentie_1_irradiance.hdr
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2022-17-02_VNIR_Referentie_1_irradiance.raw
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2022-17-02_VNIR_Referentie_2_irradiance.hdr
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README.md
Abstract
When a person goes missing and a crime is suspected, police forces may scout for clandestine graves in certain areas in which the victim is suspected to have been buried. Such clandestine graves are often shallow and may affect the vegetation on top and around the grave for prolonged periods of time. Search efforts by visual means are only effective in detecting the effects of graves on vegetation when the effects are very pronounced. However, it is hypothesized that even when a visual observer cannot discern the effect from natually occurring variance, the spectral characteristics of the vegetation may still be sufficiently different to be able to be picked up through chemometric methods. This study aimed to explore if and how spectral imaging could be used to discriminate between the vegetation growing on shallow graves and on nearby reference plots. Data were acquired in the visible/near-infrared (Vis-NIR, 400–900 nm) and short-wave infrared (SWIR, 1000–1700 nm) with mobile spectral imaging set-ups and used to train and validate spectral classification models.
Methods
For the duration of this project, we had access to the forensic human burial site of the Amsterdam University Medical Center. Regular visits were made to the burial site with mobile high-resolution spectral camera set-ups (featuring imec Snapscan VNIR and SWIR). During each visit, an older grave (~2-3 years) was fully imaged, as well as an adjacent reference plot where no body was buried. Both the grave and the reference plot were imaged in a mosaic-like manner, with some limited overlap between adjacent tiles. In January 2022, a new body was donated and buried in another part of the burial site. Also here, an adjacent reference plot was identified, but this time the plot was burrowed in a similar fashion as the grave. From February until May, monthly data acquisition runs were executed, during which both the older and the fresh grave, as well as the two reference plots, were fully imaged using Vis-NIR (400–900 nm) and SWIR (1000–1700 nm) spectral cameras. Small Spectralon white references (99% nominal reflectance) were kept in the field of view to be able to make proper corrections to the variable lighting.
All files in the dataset start with a date (YYYY-DD-MM) and wavelength range (VNIR and SWIR). File names then continue with a designation graf (grave) or referentie (reference plot) and either carry the subsequent designation oud (old) or not. Therefore, in file names graf_oud refers to the older grave, while referentie_oud refers to the reference plot adjacent to the older grave. Files without the oud designation were recorded on the newer grave or the reference plot adjacent to it.
Usage notes
Spectral images and the corresponding metadata can be read with the spectral python library.