Drone2Report analysis

Author: The Author
Date: 2026-03-27

Analysis output

Logfile: ~/d2r/logs/d2r.render.log 
[2026-03-19 09:34:56,112 INFO] RENDER:report
[2026-03-27 15:29:37,091 INFO] RENDER:report
[2026-03-27 15:30:02,345 INFO] RENDER:report

Analysis output

Logfile: ~/d2r/logs/d2r.task.log 
[2026-03-19 09:34:09,032 INFO] TASK:indexes, DATASET:thermal (tif_multichannel)
[2026-03-19 09:34:09,032 INFO] results saved to: ~/d2r/results/indexes/indexes_thermal.csv
[2026-03-19 09:34:10,281 INFO] TASK:indexes, DATASET:RGB (tif_multichannel)
[2026-03-19 09:34:10,281 INFO] results saved to: ~/d2r/results/indexes/indexes_RGB.csv
[2026-03-27 15:29:37,090 INFO] TASK:indexes, DATASET:thermal (tif_multichannel)
[2026-03-27 15:29:37,090 INFO] skipping. Output file already exists: ~/d2r/results/indexes/indexes_thermal.csv
[2026-03-27 15:29:37,091 INFO] TASK:indexes, DATASET:RGB (tif_multichannel)
[2026-03-27 15:29:37,091 INFO] skipping. Output file already exists: ~/d2r/results/indexes/indexes_RGB.csv
[2026-03-27 15:30:02,344 INFO] TASK:indexes, DATASET:thermal (tif_multichannel)
[2026-03-27 15:30:02,344 INFO] skipping. Output file already exists: ~/d2r/results/indexes/indexes_thermal.csv
[2026-03-27 15:30:02,344 INFO] TASK:indexes, DATASET:RGB (tif_multichannel)
[2026-03-27 15:30:02,345 INFO] skipping. Output file already exists: ~/d2r/results/indexes/indexes_RGB.csv

Analysis output

Logfile: ~/d2r/logs/d2r.dataset.log 
[2026-03-19 09:34:08,931 INFO] 
---------------------------
[2026-03-19 09:34:08,931 INFO] DATASET thermal
[2026-03-19 09:34:08,931 INFO] Opening image file ~/d2r/240612_F_M3T_v001.tif
[2026-03-19 09:34:08,939 INFO]  - projection: PROJCS["RDN2008 / UTM zone 32N (N-E)",GEOGCS["RDN2008",DATUM["Rete_Dinamica_Nazionale_2008",SPHEROID["GRS 1980",6378137,298.257222101004,AUTHORITY["EPSG","7019"]],TOWGS84[0,0,0,0,0,0,0],AUTHORITY["EPSG","1132"]],PRIMEM["Greenwich",0],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","6706"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",9],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","6707"]] - geotransform: minX=570253.2885224682 xRes=0.015389099999988881 yRot=0.0 minY=4975009.080445802 xRot=0.0 yRes=-0.01538910000003607 - size (cols, rows, bands): 4364,5962,1 - band names: ['temperature']
[2026-03-19 09:34:08,940 INFO]  - value used for nodata pixels: -32767
[2026-03-19 09:34:08,940 INFO] 
[2026-03-19 09:34:08,940 INFO]  Visible bands (rendered as RGB): ['temperature', 'temperature', 'temperature']

[2026-03-19 09:34:08,940 INFO] opening shape file ~/d2r/shape/Fiorenzuola.shp
[2026-03-19 09:34:08,987 INFO] - found 264 ROIs with fields ['area_name', 'name', 'gid', 'area', 'geometry']
[2026-03-19 09:34:08,987 INFO] - fields used to uniquely identify a shape: ['gid']
[2026-03-19 09:34:08,991 INFO] 
---------------------------
[2026-03-19 09:34:08,991 INFO] DATASET RGB
[2026-03-19 09:34:08,991 INFO] Opening image file ~/d2r/240612_F_M3E_v001.tif
[2026-03-19 09:34:08,992 INFO]  - projection: GEOGCS["RDN2008",DATUM["Rete_Dinamica_Nazionale_2008",SPHEROID["GRS 1980",6378137,298.257222101004,AUTHORITY["EPSG","7019"]],TOWGS84[0,0,0,0,0,0,0],AUTHORITY["EPSG","1132"]],PRIMEM["Greenwich",0],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AXIS["Latitude",NORTH],AXIS["Longitude",EAST],AUTHORITY["EPSG","6706"]] - geotransform: minX=9.890185731588897 xRes=4.0841600000027854e-08 yRot=0.0 minY=44.925084864847015 xRot=0.0 yRes=-2.9015100000054677e-08 - size (cols, rows, bands): 22980,33403,3 - band names: ['red', 'green', 'blue']
[2026-03-19 09:34:08,992 INFO]  - value used for nodata pixels: None
[2026-03-19 09:34:08,992 INFO] 
[2026-03-19 09:34:08,992 INFO]  Visible bands (rendered as RGB): ['red', 'green', 'blue']

[2026-03-19 09:34:08,992 INFO] opening shape file ~/d2r/shape/Fiorenzuola.shp
[2026-03-19 09:34:09,014 INFO] - found 264 ROIs with fields ['area_name', 'name', 'gid', 'area', 'geometry']
[2026-03-19 09:34:09,014 INFO] - fields used to uniquely identify a shape: ['gid']
[2026-03-27 15:29:36,851 INFO] 
---------------------------
[2026-03-27 15:29:36,890 INFO] DATASET thermal
[2026-03-27 15:29:36,890 INFO] Opening image file ~/d2r/240612_F_M3T_v001.tif
[2026-03-27 15:29:36,941 INFO]  - projection: PROJCS["RDN2008 / UTM zone 32N (N-E)",GEOGCS["RDN2008",DATUM["Rete_Dinamica_Nazionale_2008",SPHEROID["GRS 1980",6378137,298.257222101004,AUTHORITY["EPSG","7019"]],TOWGS84[0,0,0,0,0,0,0],AUTHORITY["EPSG","1132"]],PRIMEM["Greenwich",0],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","6706"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",9],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","6707"]] - geotransform: minX=570253.2885224682 xRes=0.015389099999988881 yRot=0.0 minY=4975009.080445802 xRot=0.0 yRes=-0.01538910000003607 - size (cols, rows, bands): 4364,5962,1 - band names: ['temperature']
[2026-03-27 15:29:36,941 INFO]  - value used for nodata pixels: -32767
[2026-03-27 15:29:36,941 INFO] 
[2026-03-27 15:29:36,941 INFO]  Visible bands (rendered as RGB): ['temperature', 'temperature', 'temperature']

[2026-03-27 15:29:36,941 INFO] opening shape file ~/d2r/shape/Fiorenzuola.shp
[2026-03-27 15:29:37,033 INFO] - found 264 ROIs with fields ['area_name', 'name', 'gid', 'area', 'geometry']
[2026-03-27 15:29:37,033 INFO] - fields used to uniquely identify a shape: ['gid']
[2026-03-27 15:29:37,039 INFO] 
---------------------------
[2026-03-27 15:29:37,039 INFO] DATASET RGB
[2026-03-27 15:29:37,039 INFO] Opening image file ~/d2r/240612_F_M3E_v001.tif
[2026-03-27 15:29:37,041 INFO]  - projection: GEOGCS["RDN2008",DATUM["Rete_Dinamica_Nazionale_2008",SPHEROID["GRS 1980",6378137,298.257222101004,AUTHORITY["EPSG","7019"]],TOWGS84[0,0,0,0,0,0,0],AUTHORITY["EPSG","1132"]],PRIMEM["Greenwich",0],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AXIS["Latitude",NORTH],AXIS["Longitude",EAST],AUTHORITY["EPSG","6706"]] - geotransform: minX=9.890185731588897 xRes=4.0841600000027854e-08 yRot=0.0 minY=44.925084864847015 xRot=0.0 yRes=-2.9015100000054677e-08 - size (cols, rows, bands): 22980,33403,3 - band names: ['red', 'green', 'blue']
[2026-03-27 15:29:37,041 INFO]  - value used for nodata pixels: None
[2026-03-27 15:29:37,041 INFO] 
[2026-03-27 15:29:37,041 INFO]  Visible bands (rendered as RGB): ['red', 'green', 'blue']

[2026-03-27 15:29:37,042 INFO] opening shape file ~/d2r/shape/Fiorenzuola.shp
[2026-03-27 15:29:37,064 INFO] - found 264 ROIs with fields ['area_name', 'name', 'gid', 'area', 'geometry']
[2026-03-27 15:29:37,064 INFO] - fields used to uniquely identify a shape: ['gid']
[2026-03-27 15:30:02,243 INFO] 
---------------------------
[2026-03-27 15:30:02,243 INFO] DATASET thermal
[2026-03-27 15:30:02,244 INFO] Opening image file ~/d2r/240612_F_M3T_v001.tif
[2026-03-27 15:30:02,252 INFO]  - projection: PROJCS["RDN2008 / UTM zone 32N (N-E)",GEOGCS["RDN2008",DATUM["Rete_Dinamica_Nazionale_2008",SPHEROID["GRS 1980",6378137,298.257222101004,AUTHORITY["EPSG","7019"]],TOWGS84[0,0,0,0,0,0,0],AUTHORITY["EPSG","1132"]],PRIMEM["Greenwich",0],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","6706"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",9],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","6707"]] - geotransform: minX=570253.2885224682 xRes=0.015389099999988881 yRot=0.0 minY=4975009.080445802 xRot=0.0 yRes=-0.01538910000003607 - size (cols, rows, bands): 4364,5962,1 - band names: ['temperature']
[2026-03-27 15:30:02,252 INFO]  - value used for nodata pixels: -32767
[2026-03-27 15:30:02,252 INFO] 
[2026-03-27 15:30:02,252 INFO]  Visible bands (rendered as RGB): ['temperature', 'temperature', 'temperature']

[2026-03-27 15:30:02,252 INFO] opening shape file ~/d2r/shape/Fiorenzuola.shp
[2026-03-27 15:30:02,299 INFO] - found 264 ROIs with fields ['area_name', 'name', 'gid', 'area', 'geometry']
[2026-03-27 15:30:02,299 INFO] - fields used to uniquely identify a shape: ['gid']
[2026-03-27 15:30:02,303 INFO] 
---------------------------
[2026-03-27 15:30:02,303 INFO] DATASET RGB
[2026-03-27 15:30:02,303 INFO] Opening image file ~/d2r/240612_F_M3E_v001.tif
[2026-03-27 15:30:02,304 INFO]  - projection: GEOGCS["RDN2008",DATUM["Rete_Dinamica_Nazionale_2008",SPHEROID["GRS 1980",6378137,298.257222101004,AUTHORITY["EPSG","7019"]],TOWGS84[0,0,0,0,0,0,0],AUTHORITY["EPSG","1132"]],PRIMEM["Greenwich",0],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AXIS["Latitude",NORTH],AXIS["Longitude",EAST],AUTHORITY["EPSG","6706"]] - geotransform: minX=9.890185731588897 xRes=4.0841600000027854e-08 yRot=0.0 minY=44.925084864847015 xRot=0.0 yRes=-2.9015100000054677e-08 - size (cols, rows, bands): 22980,33403,3 - band names: ['red', 'green', 'blue']
[2026-03-27 15:30:02,304 INFO]  - value used for nodata pixels: None
[2026-03-27 15:30:02,304 INFO] 
[2026-03-27 15:30:02,304 INFO]  Visible bands (rendered as RGB): ['red', 'green', 'blue']

[2026-03-27 15:30:02,304 INFO] opening shape file ~/d2r/shape/Fiorenzuola.shp
[2026-03-27 15:30:02,326 INFO] - found 264 ROIs with fields ['area_name', 'name', 'gid', 'area', 'geometry']
[2026-03-27 15:30:02,326 INFO] - fields used to uniquely identify a shape: ['gid']

~/d2r/results/indexes/indexes_RGB.csv

subset=RGB trait=GLI_mean

~/d2r/results/indexes/indexes_RGB.csv

subset=RGB trait=HUE_mean

~/d2r/results/indexes/indexes_thermal.csv

subset=thermal trait=GLI_mean

~/d2r/results/indexes/indexes_thermal.csv

subset=thermal trait=HUE_mean