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        <datestamp>2026-09-29T12:32:49Z</datestamp>
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          <dc:title>Dataset for: &lt;b&gt;Forest structure types in the southern Amazon Basin are influenced by anthropogenic edges and physiography&lt;/b&gt;</dc:title>
          <dc:creator>Matteo Redana (17025893)</dc:creator>
          <dc:creator>Mario Moura (10579628)</dc:creator>
          <dc:creator>Bela Starinchak (25137038)</dc:creator>
          <dc:creator>paulo brando (16734505)</dc:creator>
          <dc:creator>Mauricio Vancine (2842289)</dc:creator>
          <dc:creator>Scott Goetz (336496)</dc:creator>
          <dc:creator>Patrick Jantz (8038376)</dc:creator>
          <dc:subject>Photogrammetry and remote sensing</dc:subject>
          <dc:subject>Forest ecosystems</dc:subject>
          <dc:subject>GEDI V3</dc:subject>
          <dc:subject>NMF</dc:subject>
          <dc:subject>forest structure</dc:subject>
          <dc:subject>landscape physiography</dc:subject>
          <dc:description>&lt;p dir="ltr"&gt;This repository contain all the dataset and extended results for the &lt;b&gt;Forest structure types in the southern Amazon Basin are influenced by anthropogenic edges and physiography&lt;/b&gt;. &lt;/p&gt;&lt;p dir="ltr"&gt;All the main analysis reported in the paper plus extended result (here collected as .zip) can be reproduced following the script sequence available at https://github.com/monviso/XinguBasin. Necessary file to run the scripts are the five 2019-2023 .parquet files, the Xingu_GAM_prepared.rds and the ALS.zip file (only useful for the ALS characterization)&lt;/p&gt;&lt;p dir="ltr"&gt;The GEDI_RFLD_sampling_frame_YYYY.parquet are the original GEDI V3 shoot over the Xingu basing, already quality filtered according to the filtering criteria reported in the paper. &lt;/p&gt;&lt;p dir="ltr"&gt;Xingu_GAM_prepared.rds is the file necessary to fit all the GAM model; it include all the predictors set.&lt;/p&gt;&lt;p dir="ltr"&gt;GAM_outupus.zip include all the extended GAM results, including: 70 models, models statistics and partil effect plots&lt;/p&gt;&lt;p dir="ltr"&gt;step_01c_extended_robustness.zip report all the extnded result of the NMF and k-means robustness tests perfomed to check forest architecture classes clustering stabilty. &lt;/p&gt;&lt;p dir="ltr"&gt;step_03_radiometric_analysis_v3.zip reports all the radiometric characterization results&lt;/p&gt;&lt;p dir="ltr"&gt;step_08_ALS_characterization.zip reports the GEDI-based architecture classes characterization based on high-resolution ALS data.&lt;/p&gt;&lt;p dir="ltr"&gt;ALS.zip is a large collection of laz files that spatially overlaps with retained GEDI footprints in the Xingu basin, used to obtain the ALS characterization. &lt;/p&gt;&lt;p dir="ltr"&gt;&lt;br&gt;&lt;/p&gt;&lt;p dir="ltr"&gt;&lt;br&gt;&lt;/p&gt;</dc:description>
          <dc:date>2026-09-29T12:32:49Z</dc:date>
          <dc:type>Dataset</dc:type>
          <dc:type>Dataset</dc:type>
          <dc:identifier>10.6084/m9.figshare.34023453.v1</dc:identifier>
          <dc:relation>https://figshare.com/articles/dataset/Dataset_for_b_Forest_structure_types_in_the_southern_Amazon_Basin_are_influenced_by_anthropogenic_edges_and_physiography_b_/34023453</dc:relation>
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