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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 4 new columns ({'row', 'set', 'col', 'label'}) and 9 missing columns ({'N', 'E', 'radius', 'O', 'DBH', 'S', 'depth', 'x', 'y'}).
This happened while the csv dataset builder was generating data using
hf://datasets/remote-sensing-ense3-grenoble-inp/forest-plot-analysis/data/gt/df_pixel.csv (at revision 10a3f38b2a88309073bd9e097a24d3e3bb8f5a1d)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1871, in _prepare_split_single
writer.write_table(table)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 623, in write_table
pa_table = table_cast(pa_table, self._schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2293, in table_cast
return cast_table_to_schema(table, schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2241, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
plotid: string
treeid: string
specie: string
family: string
label: string
height: double
area: double
row: int64
col: int64
set: int64
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1351
to
{'plotid': Value(dtype='string', id=None), 'family': Value(dtype='string', id=None), 'treeid': Value(dtype='string', id=None), 'specie': Value(dtype='string', id=None), 'x': Value(dtype='float64', id=None), 'y': Value(dtype='float64', id=None), 'area': Value(dtype='float64', id=None), 'radius': Value(dtype='float64', id=None), 'N': Value(dtype='float64', id=None), 'S': Value(dtype='float64', id=None), 'E': Value(dtype='float64', id=None), 'O': Value(dtype='float64', id=None), 'height': Value(dtype='float64', id=None), 'depth': Value(dtype='float64', id=None), 'DBH': Value(dtype='float64', id=None)}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1438, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1050, in convert_to_parquet
builder.download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 925, in download_and_prepare
self._download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1001, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1742, in _prepare_split
for job_id, done, content in self._prepare_split_single(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1873, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 4 new columns ({'row', 'set', 'col', 'label'}) and 9 missing columns ({'N', 'E', 'radius', 'O', 'DBH', 'S', 'depth', 'x', 'y'}).
This happened while the csv dataset builder was generating data using
hf://datasets/remote-sensing-ense3-grenoble-inp/forest-plot-analysis/data/gt/df_pixel.csv (at revision 10a3f38b2a88309073bd9e097a24d3e3bb8f5a1d)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
plotid
string | family
string | treeid
string | specie
string | x
float64 | y
float64 | area
float64 | radius
float64 | N
float64 | S
float64 | E
float64 | O
float64 | height
float64 | depth
float64 | DBH
float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1
|
CONI
|
52
|
PIAB
| 924,748.89544
| 6,445,819.020369
| 43.542474
| 3.722902
| 3.4
| 4.3
| 3.3
| 3.9
| 17
| 14
| 22.9
|
1
|
BROA
|
M1
|
FASY
| 924,746.374814
| 6,445,821.4467
| 31.942143
| 3.188652
| 0.7
| 7.6
| 4.3
| 0.6
| 13.7
| 11.6
| 19
|
1
|
CONI
|
M2
|
PIAB
| 924,745.030836
| 6,445,817.403015
| 10.445796
| 1.823458
| 1.2
| 2.6
| 1.8
| 1.7
| 7.8
| 6.2
| 14.8
|
1
|
BROA
|
14
|
BEPE
| 924,756.474685
| 6,445,815.776602
| 27.096237
| 2.936835
| 0
| 4.6
| 1.6
| 5.9
| 21.6
| 12.3
| 36.7
|
1
|
BROA
|
51
|
FASY
| 924,758.027845
| 6,445,810.508861
| 125.137489
| 6.311299
| 4
| 10.1
| 4
| 7.3
| 29.8
| 28.5
| 59.3
|
1
|
CONI
|
M3
|
ABAL
| 924,743.32528
| 6,445,814.577935
| 17.702875
| 2.373815
| 2.1
| 2.5
| 2.7
| 2.2
| 13.2
| 10.8
| 15.7
|
1
|
BROA
|
M4
|
FASY
| 924,744.461267
| 6,445,813.986068
| 8.36449
| 1.631717
| 0.8
| 6.3
| 1.2
| 0.3
| 10.1
| 8.9
| 11.7
|
1
|
BROA
|
M7
|
FASY
| 924,734.254573
| 6,445,815.152501
| 28.26648
| 2.999583
| 1.6
| 4.3
| 1.6
| 4.5
| 21.5
| 6
| 21.3
|
1
|
BROA
|
M10
|
FASY
| 924,733.042984
| 6,445,813.293884
| 51.930527
| 4.06571
| 1.1
| 4.7
| 3.8
| 7.6
| 18.9
| 10.2
| 43.7
|
1
|
BROA
|
M25
|
FASY
| 924,728.923271
| 6,445,810.640967
| 86.707957
| 5.25357
| 1.3
| 10.2
| 1.6
| 8
| 16.2
| 9.9
| 34.5
|
1
|
CONI
|
M28
|
ABAL
| 924,736.018095
| 6,445,804.534187
| 14.522012
| 2.15
| 2.4
| 1.9
| 2.1
| 2.2
| 12.8
| 9.2
| 17.8
|
1
|
CONI
|
M29
|
PIAB
| 924,735.138994
| 6,445,803.559251
| 4.12334
| 1.145644
| 1.2
| 0.9
| 0.2
| 2.3
| 5.2
| 3
| 7.7
|
1
|
BROA
|
M30
|
BEPE
| 924,736.403718
| 6,445,801.599775
| 0
| 0
| 0
| 5
| 0
| 0
| 9.8
| 2.5
| 16.4
|
1
|
CONI
|
M31
|
PIAB
| 924,736.936606
| 6,445,801.762722
| 11.639601
| 1.924838
| 1.9
| 2
| 1.8
| 2
| 9.5
| 9.5
| 12.8
|
1
|
BROA
|
M32
|
FASY
| 924,739.197776
| 6,445,801.662492
| 6.644468
| 1.454304
| 0
| 4.7
| 1.8
| 0
| 9.3
| 4.8
| 9.5
|
1
|
CONI
|
M33
|
PIAB
| 924,740.759879
| 6,445,802.646275
| 5.921902
| 1.372953
| 0.8
| 1.8
| 1.1
| 1.8
| 8.1
| 5.1
| 11
|
1
|
BROA
|
M34
|
FASY
| 924,740.748778
| 6,445,802.116477
| 29.609511
| 3.070016
| 0.3
| 6.2
| 4.2
| 1.6
| 8.5
| 5.5
| 11.2
|
1
|
BROA
|
M35
|
BEPE
| 924,741.577175
| 6,445,802.354522
| 32.138493
| 3.198437
| 0.7
| 5.5
| 3.6
| 3
| 12.5
| 6.8
| 34.8
|
1
|
CONI
|
M38
|
PIAB
| 924,743.627758
| 6,445,804.660693
| 21.865485
| 2.638181
| 2.8
| 3
| 2.9
| 1.9
| 18.8
| 14.2
| 26.3
|
1
|
BROA
|
M39
|
BEPE
| 924,744.465694
| 6,445,805.585094
| 0
| 0
| 0
| 7.8
| 0
| 0
| 14.6
| 3.7
| 25
|
1
|
CONI
|
M40
|
PIAB
| 924,746.64759
| 6,445,804.510803
| 10.704977
| 1.845941
| 2.4
| 2.3
| 2.4
| 0.5
| 6.6
| 5.5
| 11.7
|
1
|
CONI
|
M37
|
PIAB
| 924,744.111521
| 6,445,798.919008
| 8.034623
| 1.599219
| 1.7
| 1.4
| 1.8
| 1.5
| 5.1
| 4.6
| 9.5
|
1
|
CONI
|
M41
|
PIAB
| 924,749.705017
| 6,445,814.983398
| 26.829201
| 2.922328
| 1.6
| 4
| 3.7
| 2.4
| 10.6
| 9.3
| 21.4
|
1
|
BROA
|
M42
|
COAV
| 924,752.3266
| 6,445,810.023537
| 19.642808
| 2.5005
| 1.6
| 2.5
| 2.1
| 4
| 3.1
| 1.6
| 10.3
|
1
|
BROA
|
M47
|
POTR
| 924,754.507545
| 6,445,801.600199
| 80.817471
| 5.071982
| 5.7
| 4.1
| 5.2
| 5.3
| 20.8
| 11
| 43.2
|
1
|
BROA
|
53
|
POTR
| 924,755.827974
| 6,445,802.638207
| 59.061942
| 4.335897
| 3.9
| 5.5
| 3.5
| 4.5
| 24.2
| 8.9
| 42.5
|
1
|
BROA
|
M48
|
COAV
| 924,756.722899
| 6,445,804.054357
| 5.717699
| 1.349074
| 0
| 5.6
| 0
| 1.3
| 3.7
| 1.7
| 8.2
|
1
|
BROA
|
M50
|
COAV
| 924,761.185306
| 6,445,804.4202
| 15.550884
| 2.22486
| 1.3
| 2.3
| 1.8
| 3.7
| 4.6
| 1.5
| 8.2
|
1
|
BROA
|
27
|
FASY
| 924,757.813998
| 6,445,821.008491
| 4.830199
| 1.23996
| 0.3
| 3.8
| 0.3
| 1.2
| 14.2
| 7.8
| 14.7
|
1
|
BROA
|
22
|
FASY
| 924,755.14884
| 6,445,821.728548
| 3.926991
| 1.118034
| 0
| 5
| 0.6
| 0.4
| 7.9
| 4.3
| 12
|
1
|
BROA
|
23
|
FASY
| 924,755.693765
| 6,445,823.52432
| 57.30265
| 4.270831
| 2
| 7.6
| 1.5
| 6.1
| 22.4
| 19.3
| 54.5
|
1
|
BROA
|
26
|
FASY
| 924,756.983736
| 6,445,822.838141
| 22.061834
| 2.65
| 0.7
| 4.6
| 3.1
| 2.2
| 23.1
| 19.1
| 40.3
|
1
|
BROA
|
44
|
FASY
| 924,760.977421
| 6,445,822.613446
| 77.903644
| 4.979709
| 4.2
| 6.7
| 5.9
| 3.2
| 18.2
| 3.4
| 33.6
|
1
|
BROA
|
42
|
FASY
| 924,766.226672
| 6,445,820.210863
| 41.563271
| 3.637307
| 2.4
| 6
| 2.8
| 3.5
| 26.5
| 11.4
| 39.9
|
1
|
BROA
|
25
|
FASY
| 924,756.296683
| 6,445,823.24009
| 3.817035
| 1.10227
| 0.7
| 2
| 0.8
| 1
| 10.9
| 9.4
| 9.8
|
1
|
BROA
|
M51
|
FASY
| 924,758.048705
| 6,445,824.266701
| 9.33053
| 1.723369
| 1.1
| 3.3
| 0.8
| 1.9
| 17
| 8
| 20.7
|
1
|
BROA
|
31
|
FASY
| 924,766.848773
| 6,445,817.036023
| 27.473228
| 2.957195
| 0
| 10.6
| 0.8
| 2.5
| 17
| 10.7
| 24.4
|
1
|
BROA
|
34
|
FASY
| 924,769.338365
| 6,445,815.256536
| 29.358183
| 3.056959
| 0.4
| 8.5
| 1.1
| 3.1
| 29.8
| 24
| 51.5
|
1
|
BROA
|
35
|
FASY
| 924,767.427686
| 6,445,814.95744
| 1.178097
| 0.612372
| 0
| 1.5
| 0.3
| 0.7
| 7.1
| 3.1
| 12.5
|
1
|
BROA
|
29
|
FASY
| 924,763.848576
| 6,445,815.66585
| 5.599889
| 1.335103
| 0.8
| 1.5
| 0.7
| 2.4
| 5.4
| 3.1
| 17
|
1
|
BROA
|
40
|
FASY
| 924,769.575325
| 6,445,819.6222
| 150.7022
| 6.926038
| 7.9
| 4.4
| 7.9
| 7.7
| 36.2
| 27
| 47.6
|
1
|
BROA
|
45
|
FASY
| 924,760.369283
| 6,445,825.63666
| 40.903536
| 3.608324
| 1.7
| 6.7
| 2.9
| 3.3
| 23.9
| 11.3
| 39.1
|
1
|
BROA
|
47
|
FASY
| 924,759.605253
| 6,445,826.967646
| 54.113933
| 4.150301
| 1.9
| 4.6
| 8
| 2.6
| 29.5
| 17.3
| 41.8
|
1
|
CONI
|
46
|
PIAB
| 924,760.423546
| 6,445,827.656586
| 38.201767
| 3.487119
| 4.2
| 3.4
| 3.8
| 2.6
| 22.6
| 20.1
| 37.8
|
1
|
BROA
|
48
|
FASY
| 924,756.235597
| 6,445,829.124795
| 105.227646
| 5.787487
| 10.3
| 5.1
| 4.1
| 4.6
| 31.4
| 26.9
| 50.4
|
1
|
BROA
|
49
|
FASY
| 924,755.359866
| 6,445,828.292333
| 40.777873
| 3.602777
| 3.4
| 8.4
| 2.4
| 2
| 26.2
| 14.2
| 41.9
|
1
|
BROA
|
M66
|
FASY
| 924,750.226856
| 6,445,830.835528
| 119.631848
| 6.170899
| 2.8
| 10
| 4.9
| 7
| 29.2
| 22.1
| 48.8
|
1
|
CONI
|
M68
|
PIAB
| 924,745.839286
| 6,445,823.794781
| 11.938052
| 1.949359
| 1.8
| 2
| 1.9
| 2.1
| 7.1
| 6.5
| 14.3
|
1
|
CONI
|
M69
|
PIAB
| 924,745.170145
| 6,445,827.739071
| 10.94845
| 1.866815
| 1.7
| 2.4
| 2.2
| 1.2
| 4.1
| 4.1
| 8.1
|
1
|
CONI
|
M70
|
PIAB
| 924,743.96811
| 6,445,826.968329
| 13.854424
| 2.1
| 1.8
| 2.4
| 2
| 2.2
| 5
| 4.5
| 9.8
|
1
|
BROA
|
M71
|
FASY
| 924,748.020942
| 6,445,831.589985
| 11.812388
| 1.939072
| 0
| 4.7
| 0.6
| 2.6
| 12.3
| 7.5
| 17.2
|
1
|
BROA
|
M72
|
FASY
| 924,747.504767
| 6,445,832.041954
| 17.365153
| 2.351064
| 0.4
| 6.3
| 0.5
| 2.8
| 7.3
| 4.2
| 9.3
|
1
|
CONI
|
M88
|
ABAL
| 924,741.209423
| 6,445,826.868611
| 0
| 0
| 0
| 2.5
| 0
| 0
| 5.1
| 0.6
| 8.3
|
1
|
CONI
|
M89
|
PIAB
| 924,740.447233
| 6,445,825.345019
| 13.524556
| 2.074849
| 2.5
| 1.7
| 2.6
| 1.5
| 12.5
| 8.8
| 18.5
|
1
|
CONI
|
M90
|
PIAB
| 924,739.64708
| 6,445,824.955881
| 4.696681
| 1.222702
| 0.8
| 1.5
| 0.6
| 2
| 5.4
| 2.6
| 7.5
|
1
|
CONI
|
M91
|
PIAB
| 924,739.297383
| 6,445,823.394437
| 5.961172
| 1.377498
| 1.1
| 2.2
| 0.6
| 1.7
| 7.6
| 5.8
| 13
|
1
|
CONI
|
M92
|
PIAB
| 924,740.605299
| 6,445,821.989879
| 14.074335
| 2.116601
| 1.2
| 2
| 4
| 1.6
| 18
| 12.9
| 23.6
|
1
|
CONI
|
M93
|
PIAB
| 924,751.911125
| 6,445,837.528881
| 5.93761
| 1.374773
| 1.2
| 1.6
| 1.3
| 1.4
| 3.4
| 2.9
| 7.5
|
1
|
CONI
|
M94
|
PIAB
| 924,752.033456
| 6,445,841.996647
| 10.33584
| 1.813836
| 2.4
| 2.3
| 0.8
| 2
| 9.1
| 6.3
| 13.2
|
1
|
CONI
|
M95
|
PIAB
| 924,754.371132
| 6,445,843.112131
| 26.420794
| 2.9
| 2.3
| 3.5
| 3.4
| 2.4
| 20.9
| 18.1
| 37
|
1
|
BROA
|
M98
|
FASY
| 924,764.05984
| 6,445,844.046985
| 11.443251
| 1.908533
| 3.1
| 0
| 0
| 4.7
| 9.4
| 2.1
| 11.7
|
1
|
CONI
|
M99
|
PIAB
| 924,769.308703
| 6,445,831.073945
| 124.658396
| 6.299206
| 6.3
| 6.5
| 7.4
| 5
| 35.4
| 33
| 84.5
|
1
|
CONI
|
M96
|
PIAB
| 924,755.279672
| 6,445,847.497048
| 9.008517
| 1.693369
| 1.6
| 2.1
| 1.5
| 1.6
| 6.4
| 6.4
| 9.9
|
1
|
BROA
|
M100
|
SOAU
| 924,775.586756
| 6,445,835.555993
| 9.424778
| 1.732051
| 0
| 4.8
| 1.7
| 0.8
| 7.9
| 2.7
| 10.2
|
1
|
CONI
|
M101
|
ABAL
| 924,779.728474
| 6,445,832.824382
| 9.008517
| 1.693369
| 1.5
| 1.6
| 1.5
| 2.2
| 7.1
| 5.7
| 9.6
|
1
|
BROA
|
M102
|
FASY
| 924,777.939686
| 6,445,828.956673
| 36.898006
| 3.427098
| 1.8
| 4
| 5.4
| 2.7
| 13.6
| 8.6
| 13.9
|
1
|
CONI
|
M103
|
PIAB
| 924,779.800522
| 6,445,826.692909
| 18.08772
| 2.399479
| 2.4
| 2.3
| 2.5
| 2.4
| 14.7
| 11.5
| 19.2
|
1
|
BROA
|
M104
|
SOAU
| 924,776.462795
| 6,445,825.599026
| 36.898006
| 3.427098
| 1.8
| 4
| 5.4
| 2.7
| 13.8
| 4.3
| 14.7
|
1
|
BROA
|
M107
|
FASY
| 924,783.313484
| 6,445,818.443549
| 86.974993
| 5.261654
| 8.3
| 3
| 2.3
| 7.5
| 19.6
| 9.1
| 34.9
|
1
|
BROA
|
M108
|
FASY
| 924,785.556807
| 6,445,818.805689
| 37.322121
| 3.446738
| 3.1
| 4.1
| 2.1
| 4.5
| 26.7
| 13.6
| 25.6
|
1
|
CONI
|
M109
|
ABAL
| 924,787.764772
| 6,445,824.357002
| 15.079645
| 2.19089
| 2.5
| 2.3
| 1.8
| 2.2
| 9.3
| 9.3
| 12.8
|
1
|
CONI
|
M111
|
PIAB
| 924,784.611953
| 6,445,807.953791
| 78.414153
| 4.995998
| 5
| 5.4
| 4.2
| 5.4
| 37.4
| 27.8
| 74.6
|
1
|
BROA
|
M112
|
FASY
| 924,781.93262
| 6,445,806.852627
| 56.627208
| 4.245586
| 3.1
| 3.9
| 1.2
| 9.1
| 25.7
| 18.7
| 33.2
|
1
|
CONI
|
M113
|
PIAB
| 924,779.501547
| 6,445,811.822875
| 65.423667
| 4.563442
| 4.4
| 5.4
| 4.4
| 4.1
| 32.3
| 26.7
| 64.7
|
1
|
BROA
|
M114
|
FASY
| 924,778.321389
| 6,445,811.621104
| 37.879753
| 3.472391
| 0
| 5.3
| 0.5
| 8.6
| 22.7
| 22.7
| 36.5
|
1
|
BROA
|
54
|
BEPE
| 924,773.605545
| 6,445,807.123161
| 40.605085
| 3.595136
| 3
| 2.5
| 1
| 8.4
| 24.9
| 12.6
| 42.6
|
1
|
BROA
|
M115
|
COAV
| 924,773.905153
| 6,445,807.128039
| 8.050331
| 1.600781
| 0
| 2.5
| 0
| 4.1
| 5.8
| 3.2
| 8.3
|
1
|
CONI
|
M116
|
ABAL
| 924,779.035329
| 6,445,798.988371
| 12.252211
| 1.974842
| 1.9
| 2.1
| 1.7
| 2.2
| 10.6
| 9.2
| 11.8
|
1
|
BROA
|
M117
|
COAV
| 924,772.166736
| 6,445,803.572529
| 13.186835
| 2.04878
| 0.3
| 2
| 0.4
| 6.9
| 5.9
| 2.9
| 8.7
|
1
|
BROA
|
M119
|
COAV
| 924,769.786058
| 6,445,806.28404
| 19.462166
| 2.488976
| 2
| 2.2
| 0
| 5.9
| 2
| 0.4
| 7.8
|
1
|
BROA
|
M120
|
BEPE
| 924,769.644303
| 6,445,800.529506
| 6.047566
| 1.387444
| 0
| 1.1
| 0
| 7
| 14.5
| 6
| 20.9
|
1
|
BROA
|
M121
|
FREX
| 924,765.107681
| 6,445,798.108053
| 37.699112
| 3.464102
| 0.9
| 5.5
| 0.8
| 6.7
| 16.6
| 11.7
| 26.2
|
1
|
CONI
|
M122
|
PIAB
| 924,773.750649
| 6,445,794.539739
| 161.909831
| 7.178962
| 7.1
| 6.2
| 6.3
| 9.2
| 37
| 38
| 104.5
|
1
|
CONI
|
M123
|
PIAB
| 924,766.022771
| 6,445,786.853015
| 81.21017
| 5.08429
| 6.5
| 4.5
| 7
| 2.4
| 38.4
| 36.1
| 79.5
|
1
|
CONI
|
M124
|
PIAB
| 924,763.772826
| 6,445,783.857194
| 72.099551
| 4.790616
| 4.7
| 4.3
| 4.8
| 5.4
| 33.2
| 30.4
| 75.3
|
1
|
CONI
|
M125
|
ABAL
| 924,762.111394
| 6,445,788.021598
| 13.508848
| 2.073644
| 2.3
| 1.7
| 2
| 2.3
| 9
| 7.5
| 10.1
|
1
|
BROA
|
M126
|
COAV
| 924,757.886908
| 6,445,788.333621
| 35.688493
| 3.37046
| 3.4
| 3.7
| 2.6
| 3.8
| 6.6
| 3.3
| 7.9
|
1
|
CONI
|
M128
|
ABAL
| 924,753.909064
| 6,445,790.679286
| 8.812167
| 1.674813
| 1.7
| 1.6
| 1.6
| 1.8
| 7.5
| 6.5
| 10.7
|
1
|
CONI
|
M130
|
PIAB
| 924,745.286578
| 6,445,796.140582
| 11.545353
| 1.917029
| 1.2
| 2.3
| 2.2
| 2
| 7.5
| 6.5
| 14
|
1
|
CONI
|
M131
|
PIAB
| 924,738.622078
| 6,445,806.787563
| 12.88053
| 2.024846
| 2.1
| 1.9
| 1.7
| 2.4
| 4.8
| 3.8
| 8.3
|
1
|
BROA
|
M132
|
FASY
| 924,740.319482
| 6,445,811.16205
| 15.197454
| 2.199432
| 0.7
| 3.6
| 3.1
| 1.4
| 5.2
| 2.4
| 8.2
|
1
|
CONI
|
M61
|
PIAB
| 924,772.429951
| 6,445,826.273784
| 60.53849
| 4.389761
| 3
| 5.2
| 5.5
| 3.9
| 35.8
| 29.9
| 65.6
|
1b
|
CONI
|
138
|
ABAL
| 924,818.580472
| 6,445,789.181965
| 53.874387
| 4.141105
| 5.37
| 2.7
| 3
| 5.5
| 28.4
| 23.6
| 60.4
|
1b
|
CONI
|
139
|
ABAL
| 924,828.873711
| 6,445,788.956971
| 26.158785
| 2.885585
| 2.22
| 4.1
| 2.38
| 2.89
| 29.4
| 13.5
| 51.2
|
1b
|
CONI
|
140
|
ABAL
| 924,833.787918
| 6,445,790.898802
| 20.022941
| 2.524579
| 1.37
| 4.7
| 1.7
| 2.5
| 21
| 17
| 35
|
1b
|
CONI
|
141
|
PIAB
| 924,824.630431
| 6,445,785.652274
| 80.352201
| 5.057361
| 4.15
| 6.04
| 3.84
| 6.2
| 26.6
| 19.4
| 58.7
|
1b
|
BROA
|
142
|
FASY
| 924,827.077707
| 6,445,788.821105
| 24.626945
| 2.799821
| 3.53
| 2.5
| 0
| 5.2
| 21.4
| 12.7
| 23.2
|
1b
|
CONI
|
143
|
PIAB
| 924,829.811707
| 6,445,783.355136
| 15.721158
| 2.237007
| 2.92
| 0.9
| 1.54
| 3.7
| 17
| 9.8
| 29.2
|
1b
|
CONI
|
144
|
PIAB
| 924,830.087782
| 6,445,780.532466
| 30.597542
| 3.120817
| 2.1
| 4.35
| 0.34
| 5.7
| 21.2
| 18.2
| 40.2
|
1b
|
BROA
|
145
|
BEsp
| 924,830.503713
| 6,445,779.495793
| 21.078516
| 2.59027
| 1.11
| 3.15
| 0
| 6.3
| 15.2
| 4.5
| 29.6
|
End of preview.
Description
This dataset contains the information related to seven forest field plots located in the Belledonne massif, Northern Alps, France.
The data is separated into:
- LIDAR: a collection of 24 features computed from a 3D point cloud;
- Hyperspectral imagery, collected with the Hysper VNIR 1600 sensor;
- Ground truth: An annotation of the 13 tree species;
Further details are given in the report contained in the repository.
Credits
If you use this data, please cite:
Eduardo Tusa, Mauro Dalla Mura, Aneline Dolet,
Jean-Matthieu Monnet, Jean-Baptiste Barré, and Jocelyn
Chanussot, "Remote Sensing Project Forest Plots analysis," April 2020
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