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site_id
int64
4M
4M
tree_no
int64
1
4.95k
plot
int64
1
1
species
stringclasses
7 values
species_name
stringclasses
7 values
lat
float64
49.3
50.6
lon
float64
-127.4
-124.51
x_utm
float64
188k
390k
y_utm
float64
5.47M
5.62M
dbh
float64
2
146
height
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1.52
57.9
bec
stringclasses
2 values
tsa
stringclasses
3 values
source
stringclasses
2 values
lv_d
stringclasses
1 value
has_lidar
bool
1 class
log_dbh
float64
1.1
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float64
0.92
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float64
4
21.3k
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int64
1
1
coordinate_source
stringclasses
1 value
coordinate_quality_tier
stringclasses
1 value
coordinate_high_accuracy
bool
1 class
quality_tier
stringclasses
2 values
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stringclasses
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meas_intense
stringclasses
4 values
bec_CDF
bool
2 classes
bec_CWH
bool
2 classes
bec_MH
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1 class
n_points
float64
1.4k
9.74k
n_ground
float64
13
327
n_veg
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1.35k
9.51k
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float64
6.36
196
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float64
0.23
33.4
height_p25
float64
0.74
39.6
height_p50
float64
1.13
46.5
height_p75
float64
5.35
51
height_p90
float64
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54.1
height_p95
float64
7.49
55.5
height_p99
float64
8.74
57.6
height_max
float64
9.71
59
height_mean
float64
3.61
40.7
height_std
float64
2.27
17.1
height_skew
float64
-2.81
0.73
intensity_mean
float64
807
39.4k
intensity_std
float64
334
17k
intensity_p25
float64
493
30.3k
intensity_p50
float64
822
44.2k
intensity_p75
float64
1.09k
53.6k
intensity_p95
float64
1.3k
57.8k
pct_single_return
float64
0.04
0.36
pct_ground_return
float64
0.41
0.64
density_understory
float64
0.29
1.35
density_mid_canopy
float64
2.55
8.87
density_upper_canopy
float64
0
46.2
dist_mean
float64
2.94
3.63
dist_std
float64
1.09
1.32
patch_file
stringlengths
35
38
has_lidar_patch
bool
1 class
split
stringclasses
1 value
4,002,738
72
1
BA
amabilis_fir
49.448368
-124.738238
374,010.122606
5,478,752.363195
4.6
4.6
CWH
Arrowsmith TSA
PSP_PSP_R
L
true
1.722767
1.722767
1
21.16
1
DGPS
high
true
high
Field measured
H-ENHANCED
false
true
false
3,763
43
3,665
54.843
15.835
31.152
38.407
41.707
43.525
44.247
45.307
46.257
34.472009
10.534049
-1.507735
29,814.007972
14,659.353103
16,521
31,215
43,442.5
49,668
0.206218
0.499867
0.285506
7.608961
35.689953
3.021528
1.236348
patches/092f047_1_4_3/4002738_72.npy
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train
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361
1
CW
red_cedar
50.550506
-126.856109
226,853.135762
5,606,943.279472
35.7
28.3
CWH
Pacific TSA
PSP_PSP_R
L
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3.602777
3.377588
0.792717
1,274.49
1
DGPS
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true
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Field measured
FULL
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true
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3,386
39
3,347
10.349
25.426
30.041
34.606
38.831
42.156
42.971
45.021
46.921
33.777166
7.50309
-1.684194
36,742.33225
10,297.738745
27,941
37,384
45,725
51,564
0.138807
0.524513
0.510789
4.570091
34.445479
3.187095
1.21912
patches/092l056_4_1_2/4000563_361.npy
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train
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1
CW
red_cedar
50.259121
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328,418.121812
5,570,213.357875
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North Island TSA
PSP_PSP_R
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2.219203
2.163323
0.939024
67.24
1
DGPS
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medium
Estimated based on DBH
NON-ENHANCED
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true
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7,465
128
5,136
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46.14
49.316
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550
877
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train
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1
CW
red_cedar
50.259121
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North Island TSA
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2.766319
2.714695
0.946309
222.01
1
DGPS
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Field measured
FULL
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49.316
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550
877
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train
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1
CW
red_cedar
50.259121
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328,418.121812
5,570,213.357875
9.3
8.7
CWH
North Island TSA
PSP_PSP_R
L
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2.332144
2.272126
0.935484
86.49
1
DGPS
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Estimated based on DBH
NON-ENHANCED
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true
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7,465
128
5,136
26.05
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877
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train
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1
CW
red_cedar
50.259121
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328,418.121812
5,570,213.357875
9.3
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CWH
North Island TSA
PSP_PSP_R
L
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2.332144
2.272126
0.935484
86.49
1
DGPS
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Estimated based on DBH
NON-ENHANCED
false
true
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7,465
128
5,136
26.05
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41.97
46.14
49.316
51.12
54.638
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37.452217
14.516968
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366.040952
550
877
1,181
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0.542532
0.493398
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patches/092k023_4_2_2/4001997_10.npy
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train
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141
1
CW
red_cedar
50.259121
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328,418.121812
5,570,213.357875
9.1
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CWH
North Island TSA
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L
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2.312535
2.261763
0.945055
82.81
1
DGPS
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Estimated based on DBH
NON-ENHANCED
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7,465
128
5,136
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46.14
49.316
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train
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1
CW
red_cedar
50.259121
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328,418.121812
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CWH
North Island TSA
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L
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1.824549
1.740466
0.903846
27.04
1
DGPS
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true
medium
Estimated based on DBH
NON-ENHANCED
false
true
false
7,465
128
5,136
26.05
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35.46
41.97
46.14
49.316
51.12
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37.452217
14.516968
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860.06939
366.040952
550
877
1,181
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0.091092
0.542532
0.493398
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train
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194
1
CW
red_cedar
50.259121
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328,418.121812
5,570,213.357875
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CWH
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PSP_PSP_R
L
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1.856298
1.774952
0.907407
29.16
1
DGPS
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medium
Estimated based on DBH
NON-ENHANCED
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true
false
7,465
128
5,136
26.05
2.418
35.46
41.97
46.14
49.316
51.12
54.638
57.19
37.452217
14.516968
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860.06939
366.040952
550
877
1,181
1,393
0.091092
0.542532
0.493398
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patches/092k023_4_2_2/4001997_194.npy
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train
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212
1
CW
red_cedar
50.259121
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328,418.121812
5,570,213.357875
8.2
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CWH
North Island TSA
PSP_PSP_R
L
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2.219203
2.163323
0.939024
67.24
1
DGPS
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medium
Estimated based on DBH
NON-ENHANCED
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true
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7,465
128
5,136
26.05
2.418
35.46
41.97
46.14
49.316
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37.452217
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860.06939
366.040952
550
877
1,181
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0.091092
0.542532
0.493398
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patches/092k023_4_2_2/4001997_212.npy
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train
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216
1
CW
red_cedar
50.259121
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328,418.121812
5,570,213.357875
13.4
12.6
CWH
North Island TSA
PSP_PSP_R
L
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2.61007
0.940299
179.56
1
DGPS
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true
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Field measured
FULL
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true
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7,465
128
5,136
26.05
2.418
35.46
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46.14
49.316
51.12
54.638
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37.452217
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860.06939
366.040952
550
877
1,181
1,393
0.091092
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0.493398
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1.158358
patches/092k023_4_2_2/4001997_216.npy
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train
4,001,997
226
1
CW
red_cedar
50.259121
-125.407259
328,418.121812
5,570,213.357875
5.9
5.4
CWH
North Island TSA
PSP_PSP_R
L
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1.931521
1.856298
0.915254
34.81
1
DGPS
high
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medium
Estimated based on DBH
NON-ENHANCED
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true
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7,465
128
5,136
26.05
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49.316
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550
877
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0.493398
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patches/092k023_4_2_2/4001997_226.npy
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train
4,001,997
227
1
CW
red_cedar
50.259121
-125.407259
328,418.121812
5,570,213.357875
7
6.5
CWH
North Island TSA
PSP_PSP_R
L
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2.079442
2.014903
0.928571
49
1
DGPS
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medium
Estimated based on DBH
NON-ENHANCED
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true
false
7,465
128
5,136
26.05
2.418
35.46
41.97
46.14
49.316
51.12
54.638
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37.452217
14.516968
-1.651832
860.06939
366.040952
550
877
1,181
1,393
0.091092
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0.493398
4.565733
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1.158358
patches/092k023_4_2_2/4001997_227.npy
true
train
4,001,997
228
1
CW
red_cedar
50.259121
-125.407259
328,418.121812
5,570,213.357875
6.4
5.9
CWH
North Island TSA
PSP_PSP_R
L
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2.00148
1.931521
0.921875
40.96
1
DGPS
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medium
Estimated based on DBH
NON-ENHANCED
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true
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7,465
128
5,136
26.05
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46.14
49.316
51.12
54.638
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37.452217
14.516968
-1.651832
860.06939
366.040952
550
877
1,181
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0.493398
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1.158358
patches/092k023_4_2_2/4001997_228.npy
true
train
4,001,997
327
1
CW
red_cedar
50.259121
-125.407259
328,418.121812
5,570,213.357875
12.4
11.7
CWH
North Island TSA
PSP_PSP_R
L
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2.595255
2.541602
0.943548
153.76
1
DGPS
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medium
Estimated based on DBH
NON-ENHANCED
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true
false
7,465
128
5,136
26.05
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46.14
49.316
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37.452217
14.516968
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860.06939
366.040952
550
877
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patches/092k023_4_2_2/4001997_327.npy
true
train
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1
CW
red_cedar
50.259121
-125.407259
328,418.121812
5,570,213.357875
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CWH
North Island TSA
PSP_PSP_R
L
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1.856298
1.774952
0.907407
29.16
1
DGPS
high
true
medium
Estimated based on DBH
NON-ENHANCED
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true
false
7,465
128
5,136
26.05
2.418
35.46
41.97
46.14
49.316
51.12
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37.452217
14.516968
-1.651832
860.06939
366.040952
550
877
1,181
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0.091092
0.542532
0.493398
4.565733
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3.447129
1.158358
patches/092k023_4_2_2/4001997_335.npy
true
train
4,001,997
346
1
CW
red_cedar
50.259121
-125.407259
328,418.121812
5,570,213.357875
7
6.5
CWH
North Island TSA
PSP_PSP_R
L
true
2.079442
2.014903
0.928571
49
1
DGPS
high
true
medium
Estimated based on DBH
NON-ENHANCED
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true
false
7,465
128
5,136
26.05
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46.14
49.316
51.12
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366.040952
550
877
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patches/092k023_4_2_2/4001997_346.npy
true
train
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356
1
CW
red_cedar
50.259121
-125.407259
328,418.121812
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8.2
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CWH
North Island TSA
PSP_PSP_R
L
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0.939024
67.24
1
DGPS
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medium
Estimated based on DBH
NON-ENHANCED
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true
false
7,465
128
5,136
26.05
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49.316
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14.516968
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366.040952
550
877
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0.493398
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patches/092k023_4_2_2/4001997_356.npy
true
train
4,001,997
364
1
CW
red_cedar
50.259121
-125.407259
328,418.121812
5,570,213.357875
11.1
10.5
CWH
North Island TSA
PSP_PSP_R
L
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2.442347
0.945946
123.21
1
DGPS
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medium
Estimated based on DBH
NON-ENHANCED
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true
false
7,465
128
5,136
26.05
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49.316
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550
877
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patches/092k023_4_2_2/4001997_364.npy
true
train
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367
1
CW
red_cedar
50.259121
-125.407259
328,418.121812
5,570,213.357875
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CWH
North Island TSA
PSP_PSP_R
L
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1
DGPS
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Estimated based on DBH
NON-ENHANCED
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true
false
7,465
128
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877
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patches/092k023_4_2_2/4001997_367.npy
true
train
4,001,997
368
1
CW
red_cedar
50.259121
-125.407259
328,418.121812
5,570,213.357875
9.6
9
CWH
North Island TSA
PSP_PSP_R
L
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2.302585
0.9375
92.16
1
DGPS
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medium
Estimated based on DBH
NON-ENHANCED
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true
false
7,465
128
5,136
26.05
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46.14
49.316
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366.040952
550
877
1,181
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0.542532
0.493398
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1.158358
patches/092k023_4_2_2/4001997_368.npy
true
train
4,001,997
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1
CW
red_cedar
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Estimated based on DBH
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train
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1
CW
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Estimated based on DBH
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train
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1
CW
red_cedar
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CWH
North Island TSA
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L
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1
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Estimated based on DBH
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train
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1
CW
red_cedar
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CWH
North Island TSA
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L
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DGPS
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Estimated based on DBH
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128
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train
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385
1
CW
red_cedar
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7.5
CWH
North Island TSA
PSP_PSP_R
L
true
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64
1
DGPS
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Estimated based on DBH
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128
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train
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1
CW
red_cedar
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CWH
North Island TSA
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L
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1
DGPS
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Estimated based on DBH
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train
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1
CW
red_cedar
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CWH
North Island TSA
PSP_PSP_R
L
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1
DGPS
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Field measured
FULL
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patches/092k023_4_2_2/4001997_387.npy
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train
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1
CW
red_cedar
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CWH
North Island TSA
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L
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1
DGPS
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Estimated based on DBH
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128
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patches/092k023_4_2_2/4001997_388.npy
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train
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389
1
CW
red_cedar
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CWH
North Island TSA
PSP_PSP_R
L
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1.931521
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34.81
1
DGPS
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Estimated based on DBH
NON-ENHANCED
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7,465
128
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patches/092k023_4_2_2/4001997_389.npy
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train
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390
1
CW
red_cedar
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CWH
North Island TSA
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L
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1
DGPS
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Estimated based on DBH
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128
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patches/092k023_4_2_2/4001997_390.npy
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train
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407
1
CW
red_cedar
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9
CWH
North Island TSA
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L
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2.406945
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0.891089
102.01
1
DGPS
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Estimated based on DBH
NON-ENHANCED
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7,465
128
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patches/092k023_4_2_2/4001997_407.npy
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train
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434
1
CW
red_cedar
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CWH
North Island TSA
PSP_PSP_R
L
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0.852113
201.64
1
DGPS
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Estimated based on DBH
NON-ENHANCED
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7,465
128
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patches/092k023_4_2_2/4001997_434.npy
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train
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1
CW
red_cedar
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CWH
North Island TSA
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L
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1
DGPS
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Estimated based on DBH
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128
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patches/092k023_4_2_2/4001997_457.npy
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train
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1
CW
red_cedar
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CWH
North Island TSA
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L
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34.81
1
DGPS
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Estimated based on DBH
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7,465
128
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patches/092k023_4_2_2/4001997_458.npy
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train
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459
1
CW
red_cedar
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CWH
North Island TSA
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L
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1
DGPS
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Estimated based on DBH
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128
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patches/092k023_4_2_2/4001997_459.npy
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train
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468
1
CW
red_cedar
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CWH
North Island TSA
PSP_PSP_R
L
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0.945946
123.21
1
DGPS
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Estimated based on DBH
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7,465
128
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patches/092k023_4_2_2/4001997_468.npy
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train
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494
1
CW
red_cedar
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CWH
North Island TSA
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L
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Estimated based on DBH
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7,465
128
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train
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498
1
CW
red_cedar
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CWH
North Island TSA
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L
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1
DGPS
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Estimated based on DBH
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7,465
128
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train
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507
1
CW
red_cedar
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CWH
North Island TSA
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L
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0.94382
79.21
1
DGPS
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Estimated based on DBH
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7,465
128
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train
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508
1
CW
red_cedar
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CWH
North Island TSA
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L
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Estimated based on DBH
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7,465
128
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train
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520
1
CW
red_cedar
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CWH
North Island TSA
PSP_PSP_R
L
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134.56
1
DGPS
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Estimated based on DBH
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7,465
128
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877
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train
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1
CW
red_cedar
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CWH
North Island TSA
PSP_PSP_R
L
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0.910714
31.36
1
DGPS
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Estimated based on DBH
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7,465
128
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train
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525
1
CW
red_cedar
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CWH
North Island TSA
PSP_PSP_R
L
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1.073171
67.24
1
DGPS
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Estimated based on DBH
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7,465
128
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train
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540
1
CW
red_cedar
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CWH
North Island TSA
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L
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1
DGPS
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Estimated based on DBH
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7,465
128
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train
4,001,997
571
1
CW
red_cedar
50.259121
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328,418.121812
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CWH
North Island TSA
PSP_PSP_R
L
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train
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Estimated based on DBH
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train
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Estimated based on DBH
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train
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Estimated based on DBH
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Estimated based on DBH
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train
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L
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Estimated based on DBH
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train
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Estimated based on DBH
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train
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Estimated based on DBH
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train
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L
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Estimated based on DBH
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train
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Estimated based on DBH
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train
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CW
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Estimated based on DBH
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train
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train
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train
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train
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train
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train
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train
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train
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train
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Estimated based on DBH
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train
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North Island TSA
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L
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Estimated based on DBH
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train
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North Island TSA
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L
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Estimated based on DBH
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Estimated based on DBH
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train
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Estimated based on DBH
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L
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train
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Estimated based on DBH
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train
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Estimated based on DBH
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train
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L
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Estimated based on DBH
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train
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CW
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North Island TSA
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L
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Estimated based on DBH
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train
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L
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Estimated based on DBH
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train
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L
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Estimated based on DBH
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train
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L
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Estimated based on DBH
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train
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1
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red_cedar
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North Island TSA
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L
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Estimated based on DBH
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train
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1
CW
red_cedar
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North Island TSA
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L
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Estimated based on DBH
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train
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1
CW
red_cedar
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North Island TSA
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L
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Estimated based on DBH
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train
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CW
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CWH
North Island TSA
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L
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Estimated based on DBH
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train
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CW
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L
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Estimated based on DBH
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train
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1
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Estimated based on DBH
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train
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Estimated based on DBH
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train
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Estimated based on DBH
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train
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train
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Estimated based on DBH
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train
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CW
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North Island TSA
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L
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Estimated based on DBH
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train
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CWH
North Island TSA
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L
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Estimated based on DBH
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train
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CW
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CWH
North Island TSA
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1
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Estimated based on DBH
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train
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CW
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CWH
North Island TSA
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L
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Estimated based on DBH
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train
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CW
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North Island TSA
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L
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Estimated based on DBH
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54.638
57.19
37.452217
14.516968
-1.651832
860.06939
366.040952
550
877
1,181
1,393
0.091092
0.542532
0.493398
4.565733
41.799177
3.447129
1.158358
patches/092k023_4_2_2/4001997_841.npy
true
train
4,001,997
843
1
CW
red_cedar
50.259121
-125.407259
328,418.121812
5,570,213.357875
12.4
11.7
CWH
North Island TSA
PSP_PSP_R
L
true
2.595255
2.541602
0.943548
153.76
1
DGPS
high
true
medium
Estimated based on DBH
NON-ENHANCED
false
true
false
7,465
128
5,136
26.05
2.418
35.46
41.97
46.14
49.316
51.12
54.638
57.19
37.452217
14.516968
-1.651832
860.06939
366.040952
550
877
1,181
1,393
0.091092
0.542532
0.493398
4.565733
41.799177
3.447129
1.158358
patches/092k023_4_2_2/4001997_843.npy
true
train
4,001,997
849
1
CW
red_cedar
50.259121
-125.407259
328,418.121812
5,570,213.357875
10.6
10
CWH
North Island TSA
PSP_PSP_R
L
true
2.451005
2.397895
0.943396
112.36
1
DGPS
high
true
medium
Estimated based on DBH
NON-ENHANCED
false
true
false
7,465
128
5,136
26.05
2.418
35.46
41.97
46.14
49.316
51.12
54.638
57.19
37.452217
14.516968
-1.651832
860.06939
366.040952
550
877
1,181
1,393
0.091092
0.542532
0.493398
4.565733
41.799177
3.447129
1.158358
patches/092k023_4_2_2/4001997_849.npy
true
train
4,001,997
852
1
CW
red_cedar
50.259121
-125.407259
328,418.121812
5,570,213.357875
4.9
4.4
CWH
North Island TSA
PSP_PSP_R
L
true
1.774952
1.686399
0.897959
24.01
1
DGPS
high
true
medium
Estimated based on DBH
NON-ENHANCED
false
true
false
7,465
128
5,136
26.05
2.418
35.46
41.97
46.14
49.316
51.12
54.638
57.19
37.452217
14.516968
-1.651832
860.06939
366.040952
550
877
1,181
1,393
0.091092
0.542532
0.493398
4.565733
41.799177
3.447129
1.158358
patches/092k023_4_2_2/4001997_852.npy
true
train
4,001,997
854
1
CW
red_cedar
50.259121
-125.407259
328,418.121812
5,570,213.357875
4.4
3.9
CWH
North Island TSA
PSP_PSP_R
L
true
1.686399
1.589235
0.886364
19.36
1
DGPS
high
true
medium
Estimated based on DBH
NON-ENHANCED
false
true
false
7,465
128
5,136
26.05
2.418
35.46
41.97
46.14
49.316
51.12
54.638
57.19
37.452217
14.516968
-1.651832
860.06939
366.040952
550
877
1,181
1,393
0.091092
0.542532
0.493398
4.565733
41.799177
3.447129
1.158358
patches/092k023_4_2_2/4001997_854.npy
true
train
4,001,997
890
1
CW
red_cedar
50.259121
-125.407259
328,418.121812
5,570,213.357875
9.6
9
CWH
North Island TSA
PSP_PSP_R
L
true
2.360854
2.302585
0.9375
92.16
1
DGPS
high
true
medium
Estimated based on DBH
NON-ENHANCED
false
true
false
7,465
128
5,136
26.05
2.418
35.46
41.97
46.14
49.316
51.12
54.638
57.19
37.452217
14.516968
-1.651832
860.06939
366.040952
550
877
1,181
1,393
0.091092
0.542532
0.493398
4.565733
41.799177
3.447129
1.158358
patches/092k023_4_2_2/4001997_890.npy
true
train
4,001,997
897
1
CW
red_cedar
50.259121
-125.407259
328,418.121812
5,570,213.357875
5.7
5.2
CWH
North Island TSA
PSP_PSP_R
L
true
1.902108
1.824549
0.912281
32.49
1
DGPS
high
true
medium
Estimated based on DBH
NON-ENHANCED
false
true
false
7,465
128
5,136
26.05
2.418
35.46
41.97
46.14
49.316
51.12
54.638
57.19
37.452217
14.516968
-1.651832
860.06939
366.040952
550
877
1,181
1,393
0.091092
0.542532
0.493398
4.565733
41.799177
3.447129
1.158358
patches/092k023_4_2_2/4001997_897.npy
true
train
End of preview. Expand in Data Studio

High-Accuracy LiDAR-backed PSP Dataset

High-accuracy PSP subset with LiDAR-backed patches.

Size

  • 5,737 LiDAR-backed high-coordinate-accuracy PSP tree samples

Species counts

  • BA: 36
  • CW: 1,362
  • DR: 557
  • FD: 651
  • HW: 2,776
  • MB: 52
  • SS: 303

Coordinate reliability filtering

Coordinate tiers follow the source PSP coordinate provenance:

  • High: DGPS, PPP
  • Medium: RGPS, VGPS
  • Low: MAP, GIS, GE, PREVIOUS, INTENDED, UNKNOWN, missing, or unrecognized

This subset keeps only rows with high-coordinate-accuracy labels.

Label provenance and reliability

  • Species labels: professional PSP field labels
  • DBH: field measured
  • Height: mostly estimated from DBH equations unless height_source says Field measured
  • LiDAR patches: quality-filtered 5m-radius point clouds

Split counts

  • train: 3,938
  • validation: 900
  • test: 899

Patch format

Each patch is stored as a .npy array with per-point fields:

  • x
  • y
  • z
  • intensity
  • return_number
  • number_of_returns
  • classification

Loading example

import pandas as pd
import numpy as np
from pathlib import Path

root = Path("./huggingface_high_accuracy_lidar")
df = pd.read_csv(root / "high_accuracy_lidar_set.csv")
row = df.iloc[0]
patch = np.load(root / row.patch_file, allow_pickle=False)
print(row.species, patch.dtype)

Caveats

  • Plot coordinates still reflect PSP plot/tree matching limitations.
  • Only DGPS/PPP is included in this release.
  • Patches are 5m radius.
  • No interrupted download/extraction continuation is included.
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