Coverage Map
LULC Map
Landscape Metrics
Distributions
Tables
LiDAR Predictors
Table 1: Definitions of LiDAR-derived predictors used for model fitting.
|
Predictor
|
Definition
|
|
H0, H10, … H100, H95, H99
|
Decile heights of returns, in meters, as well as 95th and 99th percentile return heights.
|
|
D10, D20… D90
|
Density of returns above a certain height, as a proportion. After return height is divided into 10 equal bins ranging from 0 to the maximum height of returns, this value reflects the proportion of returns at or above each breakpoint.
|
|
N
|
Number of LiDAR returns clipped to the given FIA plot or map pixel
|
|
ZMEAN, ZMEAN_C
|
Mean height of all returns (ZMEAN) and all returns above 2.5m (ZMEAN_C)
|
|
Z_KURT, Z_SKEW
|
Kurtosis and skewness of height of all returns
|
|
QUAD_MEAN, QUAD_MEAN_C
|
Quadratic mean height of all returns (QUAD_MEAN) and all returns above 2.5m (QUAD_MEAN_C)
|
|
CV, CV_C
|
Coefficient of variation for heights of all returns (CV) and all returns above 2.5m (CV_C)
|
|
L2, L3, L4, L_CV, L_SKEW, L_KURT
|
L-moments and their ratios as defined by Hosking (1990), calculated for heights of all returns
|
|
CANCOV
|
Ratio of returns above 2.5m to all returns (Pflugmacher et al. 2012)
|
|
HVOL
|
CANCOV * ZMEAN (Pflugmacher et al. 2012)
|
|
RPC1
|
Ratio of first returns to all returns (Pflugmacher et al. 2012)
|
Accuracy metrics
Table 2: Model accuracy metrics for the model fit to the combined data set at various ground filtering height thresholds.
|
Region
|
# Plots
|
Unfiltered
|
0m
|
0.1m
|
1m
|
2m
|
|
All Regions
|
RMSE
|
43.905
|
45.504
|
46.612
|
45.899
|
46.410
|
|
All Regions
|
RMSE (%)
|
37.244
|
38.600
|
39.540
|
38.935
|
39.368
|
|
All Regions
|
MAE
|
33.421
|
34.974
|
36.013
|
35.369
|
35.724
|
|
All Regions
|
R2
|
0.607
|
0.579
|
0.558
|
0.571
|
0.562
|
Correlation between patchiness and RMSE %
Table 3: Correlation (Spearman’s \(\rho\)) between \(\Delta\) RMSE (%) and landscape structural metrics at various filtering thresholds. \(\Delta\) RMSE (%) represents the difference between RMSE for the filtered scenario compared to RMSE without filtering; positive values represent higher errors, and positive correlations represent error increasing as the landscape metric increases.
|
Filtering threshold
|
Edge density
|
Patch density
|
% Forest cover
|
|
0m
|
0.109
|
0.162
|
-0.118
|
|
0.1m
|
0.238
|
0.300
|
-0.409
|
|
1m
|
0.374
|
0.371
|
-0.318
|
|
2m
|
0.465
|
0.471
|
-0.344
|
Supplementary Materials
LiDAR Data Sets
Table 4: Lidar boundaries. “Index” numbers reflect identifier numbers as used in Online Resources Figure 1. Region names reflect the naming conventions used by the NYSGPO; this often, but not always, reflects included counties. Area values are approximate and in square kilometers. Density values are in points per square meter (ppm).
|
Index
|
Region Name
|
Acquisition Year
|
Area
|
Density
|
Citation
|
|
1
|
3 County
|
2014
|
7,370
|
2.04
|
United States Geological Survey (2015a)
|
|
2
|
Great Gully
|
2014
|
720
|
2.16
|
Axis GeoSpatial, LLC (2014)
|
|
3
|
Great Lakes
|
2014
|
5,780
|
2.04
|
United States Geological Survey (2015c)
|
|
4
|
Long Island
|
2014
|
3,170
|
2.04
|
Woolpert, Inc (2014)
|
|
5
|
Schoharie
|
2014
|
2,500
|
2.04
|
United States Geological Survey (2015b)
|
|
6
|
Clinton, Essex & Franklin
|
2015
|
1,110
|
2.04
|
Quantum Spatial (2016)
|
|
7
|
Madison & Otsego
|
2015
|
4,780
|
2.18
|
Axis GeoSpatial, LLC (2016a)
|
|
8
|
Warren, Washington & Essex
|
2015
|
6,280
|
3.24
|
Atlantic Inc (2015)
|
|
9
|
Allegany & Steuben
|
2016
|
3,410
|
2.04
|
New York Office of Information Technology Services (2016)
|
|
10
|
Columbia & Rensselaer
|
2016
|
2,600
|
2.60
|
Axis GeoSpatial, LLC (2016b)
|
|
11
|
Franklin & St. Lawrence
|
2017
|
9,880
|
2.04
|
Quantum Spatial (2017b)
|
|
12
|
Oneida Subbasin
|
2017
|
2,550
|
2.04
|
Quantum Spatial (2017a)
|
|
13
|
Southwest
|
2017
|
4,460
|
2.04
|
New York Office of Information Technology Services (2017)
|
|
14
|
Cayuga & Oswego
|
2018
|
4,450
|
2.04
|
New York Office of Information Technology Services (2018a)
|
|
15
|
Fulton, Saratoga, Herkimer & Franklin
|
2018
|
5,010
|
1.98
|
Quantum Spatial (2018)
|
|
16
|
Southwest (B)
|
2018
|
5,660
|
2.04
|
New York Office of Information Technology Services (2018b)
|
|
17
|
Erie, Genesee & Livingston
|
2019
|
5,670
|
2.04
|
New York Office of Information Technology Services (2019)
|
List of hyperparameters used in tuning random forests and evaluated ranges
|
Hyperparameter
|
Definition
|
Evaluated Range
|
|
mtry
|
Number of variables to include in each node
|
Integers between 3 and 40
|
|
min.node.size
|
The minimum number of observations per terminal node
|
Integers between 3 and 15
|
|
sample.fraction
|
Fraction of observations to sample
|
0.2 to 1.0 in increments of 0.1
|
|
replace
|
Whether or not to sample with replacement
|
TRUE and FALSE
|
|
splitrule
|
The rule used to determine node splits
|
maxstat and variance
|
|
num.trees
|
Number of trees to aggregate
|
100 to 2000 in increments of 100. Tuned separately from other hyperparameters for only the best performing model given that performance tends to improve with additional trees, independent of other parameter values.
|
Mean values of LiDAR-derived variables and Kolmogorov-Smirnov test statistic values (in parentheses).
Variables calculated for plots with no returns following filtering were set to 0, which may result in counterintuitive comparisons.
|
Metric
|
0.1m
|
Ground
|
1m
|
2m
|
Unfiltered
|
|
Combined Data
|
|
cancov
|
0.868 (0.722)
|
0.799 (0.538)
|
0.951 (0.886)
|
0.997 (0.994)
|
0.586
|
|
cv
|
0.575 (0.716)
|
0.683 (0.541)
|
0.464 (0.847)
|
0.428 (0.897)
|
1.09
|
|
cv_c
|
0.407 (0.000)
|
0.407 (0.000)
|
0.407 (0.000)
|
0.407 (0.000)
|
0.407
|
|
d10
|
0.865 (0.732)
|
0.798 (0.565)
|
0.905 (0.810)
|
0.893 (0.799)
|
0.582
|
|
d20
|
0.770 (0.644)
|
0.712 (0.498)
|
0.802 (0.700)
|
0.789 (0.681)
|
0.522
|
|
d30
|
0.670 (0.568)
|
0.619 (0.442)
|
0.696 (0.600)
|
0.682 (0.574)
|
0.456
|
|
d40
|
0.564 (0.477)
|
0.521 (0.379)
|
0.582 (0.506)
|
0.568 (0.473)
|
0.384
|
|
d50
|
0.450 (0.397)
|
0.416 (0.317)
|
0.462 (0.414)
|
0.448 (0.389)
|
0.307
|
|
d60
|
0.329 (0.320)
|
0.304 (0.261)
|
0.335 (0.333)
|
0.322 (0.291)
|
0.224
|
|
d70
|
0.206 (0.260)
|
0.190 (0.209)
|
0.208 (0.260)
|
0.199 (0.232)
|
0.14
|
|
d80
|
0.098 (0.229)
|
0.090 (0.192)
|
0.099 (0.222)
|
0.094 (0.189)
|
0.066
|
|
d90
|
0.026 (0.199)
|
0.023 (0.165)
|
0.026 (0.195)
|
0.025 (0.176)
|
0.016
|
|
h10
|
2.409 (0.912)
|
1.361 (0.876)
|
4.448 (0.969)
|
5.040 (0.974)
|
0.156
|
|
h20
|
5.002 (0.783)
|
3.555 (0.652)
|
6.650 (0.864)
|
7.156 (0.891)
|
0.715
|
|
h30
|
7.224 (0.634)
|
5.867 (0.526)
|
8.537 (0.700)
|
8.968 (0.740)
|
1.885
|
|
h40
|
9.204 (0.514)
|
8.042 (0.411)
|
10.232 (0.574)
|
10.596 (0.606)
|
3.801
|
|
h50
|
10.998 (0.405)
|
10.107 (0.341)
|
11.801 (0.461)
|
12.114 (0.479)
|
6.164
|
|
h60
|
12.672 (0.301)
|
11.995 (0.246)
|
13.302 (0.346)
|
13.566 (0.360)
|
8.83
|
|
h70
|
14.334 (0.221)
|
13.803 (0.184)
|
14.813 (0.252)
|
15.031 (0.264)
|
11.383
|
|
h80
|
16.062 (0.166)
|
15.700 (0.135)
|
16.419 (0.191)
|
16.584 (0.205)
|
13.918
|
|
h90
|
18.095 (0.105)
|
17.842 (0.090)
|
18.324 (0.118)
|
18.430 (0.129)
|
16.722
|
|
h95
|
19.490 (0.082)
|
19.321 (0.068)
|
19.654 (0.090)
|
19.734 (0.095)
|
18.536
|
|
h99
|
21.510 (0.047)
|
21.422 (0.040)
|
21.596 (0.050)
|
21.634 (0.054)
|
21.036
|
|
hvol
|
9.526 (0.548)
|
8.281 (0.416)
|
11.229 (0.648)
|
11.938 (0.701)
|
4.875
|
|
L_cv
|
0.323 (0.723)
|
0.378 (0.546)
|
0.262 (0.854)
|
0.242 (0.903)
|
0.546
|
|
L_kurt
|
0.051 (0.457)
|
0.031 (0.325)
|
0.060 (0.526)
|
0.059 (0.539)
|
0.012
|
|
L_skew
|
-0.014 (0.466)
|
0.020 (0.406)
|
-0.005 (0.460)
|
-0.002 (0.457)
|
0.201
|
|
L2
|
3.271 (0.191)
|
3.448 (0.109)
|
2.930 (0.347)
|
2.830 (0.392)
|
3.585
|
|
L3
|
-0.086 (0.518)
|
0.006 (0.447)
|
-0.051 (0.532)
|
-0.043 (0.537)
|
0.542
|
|
L4
|
0.137 (0.457)
|
0.060 (0.324)
|
0.152 (0.526)
|
0.147 (0.540)
|
-0.09
|
|
max
|
23.413 (0.000)
|
23.413 (0.000)
|
23.412 (0.001)
|
23.410 (0.002)
|
23.413
|
|
min
|
0.104 (1.000)
|
0.005 (0.349)
|
1.077 (0.999)
|
2.030 (0.998)
|
0
|
|
n
|
3,872.788 (0.267)
|
4,178.778 (0.219)
|
3,543.318 (0.316)
|
3,423.683 (0.339)
|
5471.683
|
|
quad_mean
|
12.197 (0.253)
|
11.711 (0.193)
|
12.754 (0.304)
|
12.976 (0.327)
|
10.027
|
|
quad_mean_c
|
13.122 (0.000)
|
13.122 (0.000)
|
13.122 (0.000)
|
13.122 (0.000)
|
13.122
|
|
rpc1
|
0.633 (0.189)
|
0.620 (0.152)
|
0.661 (0.255)
|
0.667 (0.272)
|
0.578
|
|
z_kurt
|
-0.583 (0.294)
|
-0.615 (0.193)
|
-0.513 (0.343)
|
-0.515 (0.352)
|
0.08
|
|
z_skew
|
-0.057 (0.408)
|
0.050 (0.352)
|
-0.015 (0.375)
|
0.002 (0.366)
|
0.589
|
|
zmean
|
10.667 (0.403)
|
9.879 (0.305)
|
11.608 (0.474)
|
11.942 (0.501)
|
7.374
|
|
zmean_c
|
12.151 (0.000)
|
12.151 (0.000)
|
12.151 (0.000)
|
12.151 (0.000)
|
12.151
|
|
3 County
|
|
cancov
|
0.904 (0.789)
|
0.837 (0.632)
|
0.937 (0.842)
|
1.000 (1.000)
|
0.536
|
|
cv
|
0.526 (0.737)
|
0.620 (0.579)
|
0.483 (0.816)
|
0.427 (0.868)
|
1.171
|
|
cv_c
|
0.405 (0.000)
|
0.405 (0.000)
|
0.405 (0.000)
|
0.405 (0.000)
|
0.405
|
|
d10
|
0.893 (0.789)
|
0.832 (0.605)
|
0.886 (0.763)
|
0.897 (0.789)
|
0.533
|
|
d20
|
0.798 (0.658)
|
0.744 (0.526)
|
0.794 (0.632)
|
0.804 (0.658)
|
0.483
|
|
d30
|
0.707 (0.579)
|
0.661 (0.447)
|
0.701 (0.553)
|
0.705 (0.553)
|
0.432
|
|
d40
|
0.608 (0.500)
|
0.570 (0.421)
|
0.601 (0.474)
|
0.601 (0.474)
|
0.376
|
|
d50
|
0.499 (0.474)
|
0.468 (0.342)
|
0.488 (0.447)
|
0.485 (0.474)
|
0.31
|
|
d60
|
0.375 (0.395)
|
0.353 (0.368)
|
0.365 (0.395)
|
0.359 (0.421)
|
0.234
|
|
d70
|
0.238 (0.342)
|
0.224 (0.342)
|
0.229 (0.342)
|
0.222 (0.368)
|
0.147
|
|
d80
|
0.109 (0.421)
|
0.103 (0.395)
|
0.104 (0.342)
|
0.100 (0.316)
|
0.065
|
|
d90
|
0.027 (0.342)
|
0.025 (0.316)
|
0.025 (0.316)
|
0.025 (0.289)
|
0.015
|
|
h10
|
3.729 (0.974)
|
2.614 (0.974)
|
4.483 (0.974)
|
5.339 (0.974)
|
0.154
|
|
h20
|
6.209 (0.842)
|
4.914 (0.816)
|
6.773 (0.868)
|
7.469 (0.895)
|
1.05
|
|
h30
|
8.050 (0.763)
|
6.913 (0.684)
|
8.524 (0.763)
|
9.215 (0.789)
|
1.96
|
|
h40
|
9.762 (0.605)
|
8.804 (0.579)
|
10.132 (0.632)
|
10.762 (0.711)
|
3.779
|
|
h50
|
11.365 (0.474)
|
10.564 (0.447)
|
11.669 (0.526)
|
12.187 (0.605)
|
5.72
|
|
h60
|
12.934 (0.421)
|
12.325 (0.395)
|
13.191 (0.447)
|
13.612 (0.474)
|
7.755
|
|
h70
|
14.515 (0.368)
|
14.049 (0.342)
|
14.710 (0.368)
|
15.128 (0.395)
|
10.157
|
|
h80
|
16.272 (0.316)
|
15.909 (0.289)
|
16.442 (0.316)
|
16.712 (0.342)
|
12.93
|
|
h90
|
18.223 (0.289)
|
17.999 (0.263)
|
18.323 (0.289)
|
18.477 (0.316)
|
16.235
|
|
h95
|
19.542 (0.237)
|
19.385 (0.211)
|
19.601 (0.237)
|
19.702 (0.263)
|
18.292
|
|
h99
|
21.412 (0.211)
|
21.337 (0.158)
|
21.442 (0.237)
|
21.492 (0.237)
|
20.806
|
|
hvol
|
10.371 (0.605)
|
9.180 (0.500)
|
11.027 (0.658)
|
12.080 (0.789)
|
4.505
|
|
L_cv
|
0.297 (0.737)
|
0.347 (0.579)
|
0.273 (0.789)
|
0.242 (0.868)
|
0.578
|
|
L_kurt
|
0.059 (0.368)
|
0.044 (0.316)
|
0.058 (0.395)
|
0.059 (0.395)
|
0.048
|
|
L_skew
|
-0.017 (0.526)
|
0.003 (0.447)
|
-0.012 (0.526)
|
-0.014 (0.526)
|
0.248
|
|
L2
|
3.045 (0.368)
|
3.228 (0.289)
|
2.916 (0.447)
|
2.780 (0.500)
|
3.383
|
|
L3
|
-0.061 (0.579)
|
-0.009 (0.526)
|
-0.041 (0.579)
|
-0.048 (0.605)
|
0.609
|
|
L4
|
0.165 (0.368)
|
0.119 (0.316)
|
0.157 (0.395)
|
0.153 (0.395)
|
0.033
|
|
max
|
23.098 (0.000)
|
23.098 (0.000)
|
23.098 (0.000)
|
23.098 (0.000)
|
23.098
|
|
min
|
0.104 (1.000)
|
0.006 (0.789)
|
1.048 (1.000)
|
2.013 (1.000)
|
0
|
|
n
|
2,925.526 (0.526)
|
3,102.553 (0.474)
|
2,841.737 (0.553)
|
2,724.763 (0.579)
|
4600.289
|
|
quad_mean
|
12.530 (0.342)
|
12.088 (0.316)
|
12.745 (0.368)
|
13.087 (0.421)
|
9.707
|
|
quad_mean_c
|
13.245 (0.000)
|
13.245 (0.000)
|
13.245 (0.000)
|
13.245 (0.000)
|
13.245
|
|
rpc1
|
0.544 (0.289)
|
0.550 (0.289)
|
0.545 (0.289)
|
0.547 (0.289)
|
0.569
|
|
z_kurt
|
-0.496 (0.263)
|
-0.531 (0.211)
|
-0.528 (0.289)
|
-0.566 (0.342)
|
-0.042
|
|
z_skew
|
-0.118 (0.447)
|
-0.062 (0.368)
|
-0.095 (0.447)
|
-0.092 (0.421)
|
0.659
|
|
zmean
|
11.206 (0.421)
|
10.479 (0.368)
|
11.569 (0.447)
|
12.081 (0.553)
|
6.987
|
|
zmean_c
|
12.312 (0.000)
|
12.312 (0.000)
|
12.312 (0.000)
|
12.312 (0.000)
|
12.312
|
|
Allegany & Steuben
|
|
cancov
|
0.845 (0.632)
|
0.774 (0.427)
|
0.967 (0.906)
|
1.000 (1.000)
|
0.647
|
|
cv
|
0.611 (0.590)
|
0.717 (0.410)
|
0.452 (0.795)
|
0.422 (0.872)
|
0.929
|
|
cv_c
|
0.404 (0.000)
|
0.404 (0.000)
|
0.404 (0.000)
|
0.404 (0.000)
|
0.404
|
|
d10
|
0.831 (0.615)
|
0.764 (0.410)
|
0.921 (0.786)
|
0.917 (0.812)
|
0.637
|
|
d20
|
0.760 (0.547)
|
0.699 (0.385)
|
0.839 (0.701)
|
0.832 (0.718)
|
0.585
|
|
d30
|
0.680 (0.513)
|
0.627 (0.376)
|
0.746 (0.632)
|
0.735 (0.624)
|
0.525
|
|
d40
|
0.584 (0.479)
|
0.540 (0.359)
|
0.638 (0.573)
|
0.627 (0.573)
|
0.453
|
|
d50
|
0.483 (0.436)
|
0.447 (0.359)
|
0.524 (0.504)
|
0.512 (0.504)
|
0.376
|
|
d60
|
0.369 (0.376)
|
0.342 (0.256)
|
0.398 (0.427)
|
0.387 (0.393)
|
0.288
|
|
d70
|
0.246 (0.256)
|
0.228 (0.197)
|
0.263 (0.308)
|
0.253 (0.274)
|
0.192
|
|
d80
|
0.129 (0.205)
|
0.119 (0.154)
|
0.137 (0.256)
|
0.131 (0.214)
|
0.1
|
|
d90
|
0.034 (0.154)
|
0.032 (0.128)
|
0.036 (0.162)
|
0.034 (0.154)
|
0.026
|
|
h10
|
1.587 (0.812)
|
0.919 (0.735)
|
5.075 (0.940)
|
5.663 (0.957)
|
0.292
|
|
h20
|
4.881 (0.701)
|
3.106 (0.513)
|
7.699 (0.769)
|
8.250 (0.812)
|
1.483
|
|
h30
|
7.755 (0.581)
|
5.970 (0.436)
|
10.041 (0.667)
|
10.490 (0.709)
|
3.092
|
|
h40
|
10.334 (0.496)
|
8.754 (0.393)
|
12.176 (0.590)
|
12.553 (0.598)
|
5.445
|
|
h50
|
12.721 (0.393)
|
11.595 (0.316)
|
14.092 (0.470)
|
14.390 (0.479)
|
8.434
|
|
h60
|
14.797 (0.274)
|
13.959 (0.231)
|
15.836 (0.359)
|
16.072 (0.393)
|
11.592
|
|
h70
|
16.742 (0.188)
|
16.111 (0.145)
|
17.506 (0.248)
|
17.692 (0.265)
|
14.498
|
|
h80
|
18.621 (0.145)
|
18.206 (0.120)
|
19.159 (0.197)
|
19.281 (0.205)
|
17.135
|
|
h90
|
20.710 (0.128)
|
20.390 (0.103)
|
21.063 (0.162)
|
21.135 (0.162)
|
19.779
|
|
h95
|
22.046 (0.094)
|
21.857 (0.060)
|
22.286 (0.120)
|
22.336 (0.120)
|
21.453
|
|
h99
|
23.940 (0.060)
|
23.855 (0.043)
|
24.058 (0.068)
|
24.084 (0.068)
|
23.668
|
|
hvol
|
10.381 (0.496)
|
8.959 (0.333)
|
13.203 (0.650)
|
13.868 (0.667)
|
6.583
|
|
L_cv
|
0.345 (0.590)
|
0.399 (0.402)
|
0.256 (0.795)
|
0.239 (0.863)
|
0.497
|
|
L_kurt
|
0.023 (0.444)
|
-0.003 (0.350)
|
0.046 (0.564)
|
0.046 (0.590)
|
-0.023
|
|
L_skew
|
-0.043 (0.462)
|
0.004 (0.385)
|
-0.047 (0.470)
|
-0.046 (0.496)
|
0.121
|
|
L2
|
3.928 (0.179)
|
4.099 (0.094)
|
3.370 (0.453)
|
3.261 (0.513)
|
4.192
|
|
L3
|
-0.200 (0.470)
|
-0.037 (0.385)
|
-0.182 (0.513)
|
-0.176 (0.521)
|
0.409
|
|
L4
|
0.066 (0.436)
|
-0.052 (0.291)
|
0.132 (0.556)
|
0.134 (0.581)
|
-0.161
|
|
max
|
25.754 (0.000)
|
25.754 (0.000)
|
25.754 (0.000)
|
25.754 (0.000)
|
25.754
|
|
min
|
0.100 (1.000)
|
0.001 (0.034)
|
1.041 (1.000)
|
2.006 (1.000)
|
0
|
|
n
|
8,193.684 (0.282)
|
8,944.265 (0.222)
|
7,180.068 (0.393)
|
7,006.248 (0.410)
|
10578.667
|
|
quad_mean
|
13.919 (0.222)
|
13.342 (0.162)
|
14.840 (0.325)
|
15.045 (0.359)
|
12.187
|
|
quad_mean_c
|
15.178 (0.000)
|
15.178 (0.000)
|
15.178 (0.000)
|
15.178 (0.000)
|
15.178
|
|
rpc1
|
0.571 (0.385)
|
0.552 (0.282)
|
0.627 (0.564)
|
0.634 (0.573)
|
0.512
|
|
z_kurt
|
-0.833 (0.325)
|
-0.883 (0.214)
|
-0.720 (0.427)
|
-0.728 (0.444)
|
-0.787
|
|
z_skew
|
-0.169 (0.436)
|
-0.030 (0.350)
|
-0.175 (0.436)
|
-0.166 (0.462)
|
0.284
|
|
zmean
|
11.994 (0.333)
|
11.071 (0.256)
|
13.554 (0.479)
|
13.873 (0.487)
|
9.332
|
|
zmean_c
|
14.074 (0.000)
|
14.074 (0.000)
|
14.074 (0.000)
|
14.074 (0.000)
|
14.074
|
|
Cayuga & Oswego
|
|
cancov
|
0.940 (1.000)
|
0.867 (0.947)
|
0.967 (1.000)
|
1.000 (1.000)
|
0.518
|
|
cv
|
0.503 (1.000)
|
0.600 (0.947)
|
0.468 (1.000)
|
0.435 (1.000)
|
1.226
|
|
cv_c
|
0.418 (0.000)
|
0.418 (0.000)
|
0.418 (0.000)
|
0.418 (0.000)
|
0.418
|
|
d10
|
0.916 (1.000)
|
0.847 (0.947)
|
0.912 (1.000)
|
0.911 (1.000)
|
0.507
|
|
d20
|
0.827 (1.000)
|
0.765 (0.895)
|
0.820 (0.947)
|
0.819 (0.947)
|
0.458
|
|
d30
|
0.728 (0.947)
|
0.673 (0.842)
|
0.721 (0.947)
|
0.714 (0.947)
|
0.404
|
|
d40
|
0.614 (0.895)
|
0.569 (0.789)
|
0.605 (0.842)
|
0.593 (0.842)
|
0.342
|
|
d50
|
0.486 (0.789)
|
0.450 (0.737)
|
0.472 (0.737)
|
0.462 (0.737)
|
0.271
|
|
d60
|
0.338 (0.737)
|
0.313 (0.737)
|
0.325 (0.684)
|
0.311 (0.632)
|
0.19
|
|
d70
|
0.190 (0.684)
|
0.176 (0.632)
|
0.181 (0.632)
|
0.172 (0.579)
|
0.108
|
|
d80
|
0.083 (0.526)
|
0.077 (0.474)
|
0.079 (0.526)
|
0.074 (0.526)
|
0.047
|
|
d90
|
0.022 (0.421)
|
0.021 (0.421)
|
0.021 (0.421)
|
0.020 (0.368)
|
0.012
|
|
h10
|
3.555 (1.000)
|
1.597 (1.000)
|
4.345 (1.000)
|
5.140 (1.000)
|
0
|
|
h20
|
6.526 (1.000)
|
4.509 (1.000)
|
7.138 (1.000)
|
7.721 (1.000)
|
0
|
|
h30
|
9.043 (0.947)
|
7.396 (0.947)
|
9.507 (1.000)
|
9.943 (1.000)
|
0.211
|
|
h40
|
11.196 (0.895)
|
10.051 (0.842)
|
11.563 (0.895)
|
11.975 (0.947)
|
1.746
|
|
h50
|
13.262 (0.842)
|
12.400 (0.789)
|
13.539 (0.842)
|
13.834 (0.842)
|
4.679
|
|
h60
|
15.033 (0.737)
|
14.440 (0.737)
|
15.238 (0.737)
|
15.439 (0.737)
|
8.298
|
|
h70
|
16.723 (0.684)
|
16.242 (0.632)
|
16.863 (0.684)
|
17.028 (0.684)
|
11.543
|
|
h80
|
18.466 (0.474)
|
18.150 (0.421)
|
18.577 (0.474)
|
18.706 (0.526)
|
14.948
|
|
h90
|
20.612 (0.421)
|
20.391 (0.421)
|
20.693 (0.474)
|
20.783 (0.474)
|
18.349
|
|
h95
|
22.160 (0.368)
|
22.006 (0.368)
|
22.207 (0.368)
|
22.270 (0.421)
|
20.638
|
|
h99
|
24.470 (0.263)
|
24.363 (0.263)
|
24.503 (0.263)
|
24.543 (0.263)
|
23.665
|
|
hvol
|
11.933 (0.895)
|
10.278 (0.789)
|
12.627 (0.947)
|
13.388 (1.000)
|
4.031
|
|
L_cv
|
0.287 (1.000)
|
0.343 (0.947)
|
0.268 (1.000)
|
0.249 (1.000)
|
0.607
|
|
L_kurt
|
0.052 (0.789)
|
0.025 (0.737)
|
0.051 (0.789)
|
0.052 (0.789)
|
0
|
|
L_skew
|
-0.043 (0.895)
|
-0.030 (0.895)
|
-0.035 (0.895)
|
-0.028 (0.895)
|
0.279
|
|
L2
|
3.588 (0.474)
|
3.905 (0.316)
|
3.432 (0.526)
|
3.290 (0.632)
|
4.056
|
|
L3
|
-0.170 (0.947)
|
-0.135 (0.895)
|
-0.133 (0.947)
|
-0.106 (0.947)
|
0.954
|
|
L4
|
0.177 (0.789)
|
0.087 (0.737)
|
0.171 (0.789)
|
0.166 (0.789)
|
-0.164
|
|
max
|
26.857 (0.000)
|
26.857 (0.000)
|
26.857 (0.000)
|
26.857 (0.000)
|
26.857
|
|
min
|
0.102 (1.000)
|
0.005 (0.632)
|
1.060 (1.000)
|
2.029 (1.000)
|
0
|
|
n
|
3,111.842 (0.579)
|
3,321.579 (0.474)
|
3,031.211 (0.579)
|
2,945.316 (0.632)
|
5254.526
|
|
quad_mean
|
14.154 (0.684)
|
13.602 (0.632)
|
14.360 (0.737)
|
14.586 (0.737)
|
10.481
|
|
quad_mean_c
|
14.710 (0.000)
|
14.710 (0.000)
|
14.710 (0.000)
|
14.710 (0.000)
|
14.71
|
|
rpc1
|
0.545 (0.526)
|
0.533 (0.474)
|
0.550 (0.526)
|
0.556 (0.526)
|
0.481
|
|
z_kurt
|
-0.800 (0.579)
|
-0.957 (0.421)
|
-0.805 (0.579)
|
-0.804 (0.579)
|
-0.305
|
|
z_skew
|
-0.158 (0.895)
|
-0.113 (0.842)
|
-0.126 (0.789)
|
-0.096 (0.789)
|
0.747
|
|
zmean
|
12.664 (0.789)
|
11.715 (0.789)
|
13.026 (0.842)
|
13.389 (0.842)
|
7.113
|
|
zmean_c
|
13.578 (0.000)
|
13.578 (0.000)
|
13.578 (0.000)
|
13.578 (0.000)
|
13.578
|
|
Clinton, Essex & Franklin
|
|
cancov
|
0.891 (0.738)
|
0.878 (0.706)
|
0.960 (0.944)
|
0.999 (1.000)
|
0.707
|
|
cv
|
0.568 (0.675)
|
0.585 (0.627)
|
0.482 (0.817)
|
0.449 (0.881)
|
0.873
|
|
cv_c
|
0.427 (0.000)
|
0.427 (0.000)
|
0.427 (0.000)
|
0.427 (0.000)
|
0.427
|
|
d10
|
0.883 (0.738)
|
0.875 (0.706)
|
0.901 (0.754)
|
0.879 (0.706)
|
0.703
|
|
d20
|
0.768 (0.571)
|
0.761 (0.540)
|
0.776 (0.556)
|
0.750 (0.476)
|
0.611
|
|
d30
|
0.642 (0.421)
|
0.637 (0.405)
|
0.643 (0.397)
|
0.621 (0.325)
|
0.511
|
|
d40
|
0.515 (0.325)
|
0.512 (0.325)
|
0.513 (0.325)
|
0.491 (0.238)
|
0.41
|
|
d50
|
0.385 (0.262)
|
0.383 (0.254)
|
0.382 (0.238)
|
0.363 (0.198)
|
0.307
|
|
d60
|
0.259 (0.198)
|
0.258 (0.198)
|
0.254 (0.183)
|
0.240 (0.143)
|
0.206
|
|
d70
|
0.149 (0.190)
|
0.148 (0.190)
|
0.145 (0.159)
|
0.136 (0.119)
|
0.116
|
|
d80
|
0.064 (0.175)
|
0.063 (0.175)
|
0.062 (0.151)
|
0.059 (0.111)
|
0.049
|
|
d90
|
0.016 (0.175)
|
0.016 (0.159)
|
0.016 (0.167)
|
0.016 (0.135)
|
0.012
|
|
h10
|
2.210 (0.849)
|
1.941 (0.810)
|
3.709 (0.984)
|
4.224 (0.992)
|
0.16
|
|
h20
|
4.360 (0.714)
|
4.125 (0.683)
|
5.458 (0.810)
|
5.897 (0.857)
|
1.142
|
|
h30
|
6.130 (0.524)
|
5.975 (0.500)
|
6.987 (0.611)
|
7.331 (0.659)
|
3.012
|
|
h40
|
7.699 (0.365)
|
7.578 (0.341)
|
8.389 (0.429)
|
8.678 (0.476)
|
5.071
|
|
h50
|
9.188 (0.270)
|
9.090 (0.246)
|
9.756 (0.325)
|
10.018 (0.357)
|
7.012
|
|
h60
|
10.682 (0.198)
|
10.591 (0.190)
|
11.161 (0.246)
|
11.384 (0.262)
|
8.899
|
|
h70
|
12.244 (0.159)
|
12.162 (0.159)
|
12.621 (0.175)
|
12.808 (0.198)
|
10.861
|
|
h80
|
13.986 (0.103)
|
13.915 (0.095)
|
14.271 (0.151)
|
14.400 (0.151)
|
12.891
|
|
h90
|
16.049 (0.079)
|
16.013 (0.079)
|
16.232 (0.095)
|
16.330 (0.111)
|
15.298
|
|
h95
|
17.508 (0.071)
|
17.483 (0.063)
|
17.641 (0.079)
|
17.707 (0.087)
|
16.961
|
|
h99
|
19.637 (0.063)
|
19.623 (0.056)
|
19.709 (0.071)
|
19.746 (0.079)
|
19.373
|
|
hvol
|
8.288 (0.468)
|
8.081 (0.444)
|
9.566 (0.563)
|
10.184 (0.651)
|
5.471
|
|
L_cv
|
0.321 (0.683)
|
0.331 (0.627)
|
0.273 (0.825)
|
0.254 (0.897)
|
0.463
|
|
L_kurt
|
0.063 (0.468)
|
0.060 (0.452)
|
0.061 (0.460)
|
0.059 (0.444)
|
0.018
|
|
L_skew
|
0.018 (0.254)
|
0.018 (0.262)
|
0.037 (0.198)
|
0.044 (0.183)
|
0.108
|
|
L2
|
2.901 (0.190)
|
2.936 (0.183)
|
2.651 (0.294)
|
2.562 (0.325)
|
3.212
|
|
L3
|
0.034 (0.286)
|
0.035 (0.286)
|
0.082 (0.262)
|
0.096 (0.278)
|
0.282
|
|
L4
|
0.160 (0.476)
|
0.155 (0.460)
|
0.147 (0.452)
|
0.138 (0.444)
|
-0.006
|
|
max
|
21.897 (0.000)
|
21.897 (0.000)
|
21.897 (0.000)
|
21.897 (0.000)
|
21.897
|
|
min
|
0.103 (1.000)
|
0.012 (0.365)
|
1.066 (1.000)
|
2.024 (1.000)
|
0
|
|
n
|
4,572.484 (0.175)
|
4,620.659 (0.167)
|
4,257.976 (0.238)
|
4,103.238 (0.286)
|
5502.119
|
|
quad_mean
|
10.573 (0.190)
|
10.502 (0.175)
|
10.980 (0.222)
|
11.170 (0.254)
|
9.407
|
|
quad_mean_c
|
11.321 (0.000)
|
11.321 (0.000)
|
11.321 (0.000)
|
11.321 (0.000)
|
11.321
|
|
rpc1
|
0.708 (0.190)
|
0.705 (0.175)
|
0.733 (0.246)
|
0.742 (0.270)
|
0.661
|
|
z_kurt
|
-0.574 (0.286)
|
-0.589 (0.294)
|
-0.558 (0.302)
|
-0.553 (0.294)
|
-0.449
|
|
z_skew
|
0.088 (0.206)
|
0.087 (0.214)
|
0.171 (0.135)
|
0.199 (0.127)
|
0.36
|
|
zmean
|
9.218 (0.349)
|
9.098 (0.333)
|
9.904 (0.389)
|
10.190 (0.437)
|
7.374
|
|
zmean_c
|
10.405 (0.000)
|
10.405 (0.000)
|
10.405 (0.000)
|
10.405 (0.000)
|
10.405
|
|
Columbia & Rensselaer
|
|
cancov
|
0.922 (0.739)
|
0.905 (0.739)
|
0.941 (0.826)
|
1.000 (1.000)
|
0.658
|
|
cv
|
0.487 (0.739)
|
0.511 (0.652)
|
0.461 (0.783)
|
0.413 (0.870)
|
0.894
|
|
cv_c
|
0.391 (0.000)
|
0.391 (0.000)
|
0.391 (0.000)
|
0.391 (0.000)
|
0.391
|
|
d10
|
0.922 (0.826)
|
0.909 (0.783)
|
0.897 (0.696)
|
0.902 (0.739)
|
0.66
|
|
d20
|
0.826 (0.609)
|
0.815 (0.609)
|
0.811 (0.609)
|
0.822 (0.652)
|
0.597
|
|
d30
|
0.743 (0.565)
|
0.734 (0.565)
|
0.732 (0.565)
|
0.742 (0.565)
|
0.54
|
|
d40
|
0.655 (0.565)
|
0.647 (0.522)
|
0.640 (0.522)
|
0.641 (0.478)
|
0.476
|
|
d50
|
0.545 (0.478)
|
0.539 (0.478)
|
0.528 (0.478)
|
0.525 (0.478)
|
0.397
|
|
d60
|
0.415 (0.522)
|
0.411 (0.522)
|
0.398 (0.478)
|
0.392 (0.348)
|
0.302
|
|
d70
|
0.268 (0.304)
|
0.265 (0.304)
|
0.253 (0.261)
|
0.244 (0.261)
|
0.194
|
|
d80
|
0.120 (0.261)
|
0.120 (0.304)
|
0.112 (0.217)
|
0.107 (0.217)
|
0.087
|
|
d90
|
0.024 (0.261)
|
0.024 (0.261)
|
0.023 (0.217)
|
0.022 (0.174)
|
0.017
|
|
h10
|
4.615 (0.913)
|
4.231 (0.913)
|
4.965 (0.913)
|
5.549 (0.913)
|
0.59
|
|
h20
|
7.189 (0.783)
|
6.838 (0.783)
|
7.473 (0.783)
|
8.080 (0.783)
|
1.592
|
|
h30
|
9.440 (0.652)
|
9.162 (0.652)
|
9.715 (0.652)
|
10.258 (0.696)
|
3.232
|
|
h40
|
11.449 (0.522)
|
11.227 (0.478)
|
11.697 (0.522)
|
12.224 (0.565)
|
6.218
|
|
h50
|
13.270 (0.478)
|
13.106 (0.478)
|
13.484 (0.478)
|
13.964 (0.522)
|
8.999
|
|
h60
|
14.866 (0.348)
|
14.744 (0.348)
|
15.000 (0.348)
|
15.425 (0.391)
|
11.777
|
|
h70
|
16.295 (0.261)
|
16.203 (0.217)
|
16.441 (0.261)
|
16.808 (0.304)
|
14.301
|
|
h80
|
17.826 (0.217)
|
17.756 (0.217)
|
17.946 (0.217)
|
18.177 (0.217)
|
16.424
|
|
h90
|
19.626 (0.174)
|
19.580 (0.130)
|
19.686 (0.174)
|
19.813 (0.174)
|
18.688
|
|
h95
|
20.808 (0.130)
|
20.772 (0.130)
|
20.850 (0.130)
|
20.939 (0.130)
|
20.204
|
|
h99
|
22.575 (0.130)
|
22.555 (0.130)
|
22.588 (0.130)
|
22.626 (0.130)
|
22.247
|
|
hvol
|
12.037 (0.565)
|
11.680 (0.478)
|
12.404 (0.565)
|
13.286 (0.652)
|
6.702
|
|
L_cv
|
0.273 (0.696)
|
0.286 (0.696)
|
0.260 (0.739)
|
0.235 (0.826)
|
0.481
|
|
L_kurt
|
0.054 (0.609)
|
0.055 (0.609)
|
0.050 (0.652)
|
0.047 (0.652)
|
-0.023
|
|
L_skew
|
-0.049 (0.435)
|
-0.052 (0.435)
|
-0.048 (0.435)
|
-0.061 (0.478)
|
0.094
|
|
L2
|
3.171 (0.522)
|
3.248 (0.478)
|
3.106 (0.522)
|
3.004 (0.565)
|
3.946
|
|
L3
|
-0.206 (0.478)
|
-0.221 (0.478)
|
-0.199 (0.522)
|
-0.218 (0.565)
|
0.236
|
|
L4
|
0.151 (0.609)
|
0.156 (0.609)
|
0.143 (0.652)
|
0.136 (0.652)
|
-0.169
|
|
max
|
24.404 (0.000)
|
24.404 (0.000)
|
24.404 (0.000)
|
24.404 (0.000)
|
24.404
|
|
min
|
0.112 (1.000)
|
0.018 (0.957)
|
1.099 (1.000)
|
2.029 (1.000)
|
0
|
|
n
|
4,714.478 (0.522)
|
4,785.391 (0.522)
|
4,640.478 (0.522)
|
4,471.870 (0.609)
|
6571.348
|
|
quad_mean
|
13.908 (0.348)
|
13.793 (0.304)
|
14.036 (0.348)
|
14.335 (0.348)
|
11.825
|
|
quad_mean_c
|
14.484 (0.000)
|
14.484 (0.000)
|
14.484 (0.000)
|
14.484 (0.000)
|
14.484
|
|
rpc1
|
0.459 (0.565)
|
0.455 (0.565)
|
0.462 (0.565)
|
0.468 (0.565)
|
0.396
|
|
z_kurt
|
-0.608 (0.478)
|
-0.586 (0.478)
|
-0.663 (0.522)
|
-0.720 (0.435)
|
-0.774
|
|
z_skew
|
-0.221 (0.435)
|
-0.232 (0.435)
|
-0.216 (0.391)
|
-0.250 (0.391)
|
0.205
|
|
zmean
|
12.643 (0.435)
|
12.444 (0.435)
|
12.851 (0.435)
|
13.286 (0.478)
|
9.254
|
|
zmean_c
|
13.504 (0.000)
|
13.504 (0.000)
|
13.504 (0.000)
|
13.504 (0.000)
|
13.504
|
|
Erie, Genesee & Livingston
|
|
cancov
|
0.863 (0.889)
|
0.823 (0.778)
|
0.896 (0.889)
|
1.000 (1.000)
|
0.449
|
|
cv
|
0.536 (0.889)
|
0.593 (0.778)
|
0.494 (0.889)
|
0.418 (1.000)
|
1.375
|
|
cv_c
|
0.394 (0.000)
|
0.394 (0.000)
|
0.394 (0.000)
|
0.394 (0.000)
|
0.394
|
|
d10
|
0.894 (0.889)
|
0.856 (0.889)
|
0.861 (0.778)
|
0.895 (0.889)
|
0.452
|
|
d20
|
0.783 (0.667)
|
0.752 (0.667)
|
0.768 (0.667)
|
0.808 (0.778)
|
0.411
|
|
d30
|
0.684 (0.667)
|
0.653 (0.667)
|
0.682 (0.667)
|
0.706 (0.778)
|
0.367
|
|
d40
|
0.601 (0.667)
|
0.573 (0.556)
|
0.591 (0.667)
|
0.607 (0.667)
|
0.327
|
|
d50
|
0.496 (0.667)
|
0.473 (0.556)
|
0.479 (0.667)
|
0.486 (0.556)
|
0.277
|
|
d60
|
0.369 (0.556)
|
0.353 (0.444)
|
0.358 (0.556)
|
0.361 (0.444)
|
0.212
|
|
d70
|
0.247 (0.333)
|
0.236 (0.333)
|
0.239 (0.333)
|
0.238 (0.333)
|
0.145
|
|
d80
|
0.126 (0.333)
|
0.121 (0.333)
|
0.122 (0.333)
|
0.121 (0.444)
|
0.075
|
|
d90
|
0.035 (0.444)
|
0.034 (0.444)
|
0.034 (0.444)
|
0.034 (0.444)
|
0.02
|
|
h10
|
4.073 (1.000)
|
3.117 (1.000)
|
4.601 (1.000)
|
5.720 (1.000)
|
0
|
|
h20
|
6.732 (1.000)
|
5.416 (1.000)
|
7.217 (1.000)
|
8.087 (1.000)
|
0
|
|
h30
|
8.886 (0.778)
|
7.787 (0.778)
|
9.306 (0.778)
|
10.240 (0.778)
|
1.054
|
|
h40
|
10.882 (0.778)
|
10.197 (0.778)
|
11.206 (0.778)
|
11.955 (0.778)
|
2.827
|
|
h50
|
12.609 (0.556)
|
12.200 (0.556)
|
12.891 (0.556)
|
13.668 (0.667)
|
4.674
|
|
h60
|
14.312 (0.444)
|
13.955 (0.444)
|
14.624 (0.556)
|
15.215 (0.556)
|
7.785
|
|
h70
|
16.022 (0.444)
|
15.737 (0.444)
|
16.232 (0.444)
|
16.616 (0.444)
|
11.185
|
|
h80
|
17.554 (0.333)
|
17.382 (0.333)
|
17.683 (0.333)
|
17.984 (0.333)
|
13.961
|
|
h90
|
19.399 (0.222)
|
19.268 (0.222)
|
19.495 (0.222)
|
19.777 (0.222)
|
17.142
|
|
h95
|
21.062 (0.222)
|
20.983 (0.222)
|
21.136 (0.222)
|
21.306 (0.333)
|
19.117
|
|
h99
|
23.231 (0.333)
|
23.188 (0.333)
|
23.297 (0.333)
|
23.414 (0.333)
|
22.214
|
|
hvol
|
11.263 (0.667)
|
10.244 (0.556)
|
11.883 (0.667)
|
13.223 (0.667)
|
3.948
|
|
L_cv
|
0.300 (0.889)
|
0.332 (0.778)
|
0.277 (0.889)
|
0.236 (1.000)
|
0.642
|
|
L_kurt
|
0.059 (0.667)
|
0.045 (0.556)
|
0.052 (0.667)
|
0.060 (0.667)
|
0.062
|
|
L_skew
|
-0.013 (0.667)
|
-0.008 (0.667)
|
-0.005 (0.667)
|
-0.022 (0.778)
|
0.334
|
|
L2
|
3.289 (0.556)
|
3.504 (0.333)
|
3.169 (0.556)
|
3.005 (0.667)
|
3.752
|
|
L3
|
-0.147 (0.667)
|
-0.137 (0.667)
|
-0.121 (0.667)
|
-0.136 (0.667)
|
0.796
|
|
L4
|
0.181 (0.667)
|
0.124 (0.556)
|
0.163 (0.667)
|
0.169 (0.667)
|
-0.109
|
|
max
|
24.723 (0.000)
|
24.723 (0.000)
|
24.723 (0.000)
|
24.723 (0.000)
|
24.723
|
|
min
|
0.101 (1.000)
|
0.005 (0.556)
|
1.010 (1.000)
|
2.025 (1.000)
|
0
|
|
n
|
3,478.111 (0.556)
|
3,615.000 (0.444)
|
3,397.000 (0.556)
|
3,243.444 (0.667)
|
6147.333
|
|
quad_mean
|
13.632 (0.444)
|
13.289 (0.444)
|
13.840 (0.444)
|
14.288 (0.444)
|
10.076
|
|
quad_mean_c
|
14.454 (0.000)
|
14.454 (0.000)
|
14.454 (0.000)
|
14.454 (0.000)
|
14.454
|
|
rpc1
|
0.659 (0.444)
|
0.644 (0.444)
|
0.667 (0.444)
|
0.667 (0.444)
|
0.573
|
|
z_kurt
|
-0.474 (0.556)
|
-0.551 (0.444)
|
-0.537 (0.556)
|
-0.560 (0.556)
|
0.781
|
|
z_skew
|
-0.064 (0.556)
|
-0.045 (0.556)
|
-0.029 (0.556)
|
-0.066 (0.556)
|
0.992
|
|
zmean
|
12.226 (0.556)
|
11.632 (0.556)
|
12.573 (0.556)
|
13.223 (0.556)
|
6.892
|
|
zmean_c
|
13.457 (0.000)
|
13.457 (0.000)
|
13.457 (0.000)
|
13.457 (0.000)
|
13.457
|
|
Franklin & St. Lawrence
|
|
cancov
|
0.872 (0.876)
|
0.795 (0.796)
|
0.935 (0.956)
|
0.990 (0.991)
|
0.483
|
|
cv
|
0.576 (0.867)
|
0.717 (0.770)
|
0.484 (0.965)
|
0.445 (0.982)
|
1.343
|
|
cv_c
|
0.423 (0.000)
|
0.423 (0.000)
|
0.423 (0.000)
|
0.423 (0.000)
|
0.423
|
|
d10
|
0.878 (0.885)
|
0.797 (0.796)
|
0.898 (0.938)
|
0.867 (0.912)
|
0.483
|
|
d20
|
0.767 (0.841)
|
0.697 (0.726)
|
0.775 (0.841)
|
0.743 (0.788)
|
0.423
|
|
d30
|
0.648 (0.752)
|
0.589 (0.655)
|
0.650 (0.779)
|
0.622 (0.717)
|
0.356
|
|
d40
|
0.527 (0.664)
|
0.479 (0.593)
|
0.524 (0.664)
|
0.500 (0.619)
|
0.289
|
|
d50
|
0.404 (0.531)
|
0.368 (0.451)
|
0.399 (0.531)
|
0.380 (0.487)
|
0.221
|
|
d60
|
0.284 (0.460)
|
0.260 (0.398)
|
0.278 (0.434)
|
0.263 (0.398)
|
0.155
|
|
d70
|
0.173 (0.407)
|
0.157 (0.327)
|
0.168 (0.372)
|
0.159 (0.336)
|
0.093
|
|
d80
|
0.085 (0.345)
|
0.076 (0.292)
|
0.082 (0.327)
|
0.077 (0.319)
|
0.044
|
|
d90
|
0.025 (0.345)
|
0.022 (0.310)
|
0.024 (0.354)
|
0.023 (0.336)
|
0.013
|
|
h10
|
2.543 (1.000)
|
0.908 (0.991)
|
3.705 (1.000)
|
4.234 (0.991)
|
0
|
|
h20
|
4.577 (0.965)
|
3.232 (0.956)
|
5.441 (0.991)
|
5.886 (0.982)
|
0.047
|
|
h30
|
6.268 (0.894)
|
5.130 (0.823)
|
6.981 (0.929)
|
7.350 (0.938)
|
0.267
|
|
h40
|
7.812 (0.779)
|
6.905 (0.735)
|
8.396 (0.805)
|
8.721 (0.832)
|
1.01
|
|
h50
|
9.255 (0.655)
|
8.512 (0.602)
|
9.767 (0.681)
|
10.054 (0.699)
|
2.854
|
|
h60
|
10.710 (0.558)
|
10.115 (0.513)
|
11.152 (0.602)
|
11.412 (0.611)
|
5.512
|
|
h70
|
12.239 (0.416)
|
11.742 (0.381)
|
12.609 (0.442)
|
12.846 (0.487)
|
8.15
|
|
h80
|
13.976 (0.292)
|
13.595 (0.265)
|
14.275 (0.345)
|
14.447 (0.354)
|
10.886
|
|
h90
|
16.047 (0.230)
|
15.794 (0.204)
|
16.221 (0.248)
|
16.325 (0.257)
|
14.093
|
|
h95
|
17.466 (0.177)
|
17.281 (0.168)
|
17.593 (0.186)
|
17.705 (0.186)
|
16.116
|
|
h99
|
19.586 (0.115)
|
19.477 (0.115)
|
19.657 (0.124)
|
19.689 (0.124)
|
18.887
|
|
hvol
|
8.451 (0.752)
|
7.180 (0.664)
|
9.499 (0.850)
|
10.205 (0.885)
|
2.799
|
|
L_cv
|
0.324 (0.876)
|
0.389 (0.788)
|
0.273 (0.973)
|
0.252 (0.991)
|
0.631
|
|
L_kurt
|
0.060 (0.487)
|
0.054 (0.389)
|
0.061 (0.487)
|
0.060 (0.504)
|
0.04
|
|
L_skew
|
0.025 (0.690)
|
0.050 (0.637)
|
0.038 (0.673)
|
0.047 (0.664)
|
0.33
|
|
L2
|
2.848 (0.195)
|
3.055 (0.106)
|
2.651 (0.274)
|
2.562 (0.319)
|
3.06
|
|
L3
|
0.042 (0.770)
|
0.071 (0.726)
|
0.079 (0.761)
|
0.089 (0.761)
|
0.858
|
|
L4
|
0.165 (0.504)
|
0.119 (0.425)
|
0.145 (0.496)
|
0.133 (0.496)
|
-0.027
|
|
max
|
21.305 (0.000)
|
21.305 (0.000)
|
21.305 (0.000)
|
21.291 (0.009)
|
21.305
|
|
min
|
0.100 (1.000)
|
0.003 (0.239)
|
1.067 (1.000)
|
2.005 (0.991)
|
0
|
|
n
|
2,177.230 (0.513)
|
2,408.938 (0.487)
|
2,067.088 (0.540)
|
1,985.504 (0.558)
|
3882.947
|
|
quad_mean
|
10.632 (0.434)
|
10.169 (0.363)
|
10.987 (0.478)
|
11.196 (0.531)
|
7.866
|
|
quad_mean_c
|
11.361 (0.000)
|
11.361 (0.000)
|
11.361 (0.000)
|
11.361 (0.000)
|
11.361
|
|
rpc1
|
0.715 (0.327)
|
0.699 (0.301)
|
0.731 (0.363)
|
0.729 (0.372)
|
0.616
|
|
z_kurt
|
-0.559 (0.195)
|
-0.372 (0.177)
|
-0.516 (0.195)
|
-0.469 (0.204)
|
1.516
|
|
z_skew
|
0.101 (0.584)
|
0.196 (0.566)
|
0.174 (0.549)
|
0.213 (0.531)
|
1.046
|
|
zmean
|
9.310 (0.628)
|
8.543 (0.558)
|
9.900 (0.699)
|
10.212 (0.735)
|
5.193
|
|
zmean_c
|
10.440 (0.000)
|
10.440 (0.000)
|
10.440 (0.000)
|
10.440 (0.000)
|
10.44
|
|
Fulton, Saratoga, Herkimer & Franklin
|
|
cancov
|
0.894 (0.979)
|
0.887 (0.979)
|
0.955 (0.979)
|
1.000 (1.000)
|
0.654
|
|
cv
|
0.559 (0.957)
|
0.569 (0.957)
|
0.483 (0.979)
|
0.445 (1.000)
|
0.934
|
|
cv_c
|
0.425 (0.000)
|
0.425 (0.000)
|
0.425 (0.000)
|
0.425 (0.000)
|
0.425
|
|
d10
|
0.881 (0.979)
|
0.877 (0.979)
|
0.898 (0.957)
|
0.897 (0.957)
|
0.645
|
|
d20
|
0.780 (0.915)
|
0.776 (0.915)
|
0.800 (0.915)
|
0.796 (0.894)
|
0.575
|
|
d30
|
0.681 (0.830)
|
0.678 (0.830)
|
0.698 (0.830)
|
0.690 (0.809)
|
0.506
|
|
d40
|
0.572 (0.745)
|
0.570 (0.745)
|
0.584 (0.787)
|
0.573 (0.766)
|
0.427
|
|
d50
|
0.453 (0.596)
|
0.451 (0.596)
|
0.458 (0.617)
|
0.445 (0.596)
|
0.339
|
|
d60
|
0.324 (0.511)
|
0.323 (0.511)
|
0.324 (0.511)
|
0.313 (0.447)
|
0.243
|
|
d70
|
0.198 (0.340)
|
0.198 (0.340)
|
0.198 (0.340)
|
0.189 (0.319)
|
0.149
|
|
d80
|
0.092 (0.277)
|
0.092 (0.277)
|
0.092 (0.255)
|
0.089 (0.213)
|
0.069
|
|
d90
|
0.026 (0.213)
|
0.026 (0.213)
|
0.026 (0.213)
|
0.025 (0.191)
|
0.019
|
|
h10
|
2.308 (1.000)
|
2.044 (1.000)
|
4.001 (1.000)
|
4.702 (1.000)
|
0
|
|
h20
|
5.079 (0.957)
|
4.908 (0.957)
|
6.389 (0.979)
|
7.003 (1.000)
|
0.181
|
|
h30
|
7.532 (0.851)
|
7.396 (0.851)
|
8.567 (0.851)
|
9.091 (0.872)
|
1.856
|
|
h40
|
9.763 (0.723)
|
9.667 (0.723)
|
10.574 (0.787)
|
10.980 (0.809)
|
4.947
|
|
h50
|
11.772 (0.553)
|
11.700 (0.532)
|
12.381 (0.617)
|
12.701 (0.681)
|
8.033
|
|
h60
|
13.629 (0.404)
|
13.569 (0.383)
|
14.078 (0.468)
|
14.341 (0.511)
|
10.792
|
|
h70
|
15.382 (0.319)
|
15.342 (0.319)
|
15.714 (0.383)
|
15.917 (0.404)
|
13.308
|
|
h80
|
17.208 (0.277)
|
17.176 (0.277)
|
17.440 (0.277)
|
17.586 (0.298)
|
15.721
|
|
h90
|
19.369 (0.149)
|
19.343 (0.149)
|
19.529 (0.170)
|
19.621 (0.191)
|
18.352
|
|
h95
|
20.869 (0.149)
|
20.853 (0.149)
|
21.011 (0.170)
|
21.096 (0.170)
|
20.175
|
|
h99
|
23.055 (0.085)
|
23.046 (0.085)
|
23.114 (0.085)
|
23.142 (0.085)
|
22.675
|
|
hvol
|
10.249 (0.809)
|
10.081 (0.787)
|
11.663 (0.830)
|
12.449 (0.851)
|
5.779
|
|
L_cv
|
0.319 (0.979)
|
0.324 (0.979)
|
0.275 (1.000)
|
0.254 (1.000)
|
0.504
|
|
L_kurt
|
0.042 (0.809)
|
0.040 (0.787)
|
0.047 (0.851)
|
0.050 (0.851)
|
-0.035
|
|
L_skew
|
-0.025 (0.660)
|
-0.025 (0.660)
|
-0.013 (0.638)
|
-0.009 (0.638)
|
0.127
|
|
L2
|
3.570 (0.426)
|
3.604 (0.404)
|
3.273 (0.532)
|
3.146 (0.596)
|
4.043
|
|
L3
|
-0.114 (0.702)
|
-0.115 (0.702)
|
-0.065 (0.681)
|
-0.049 (0.681)
|
0.412
|
|
L4
|
0.135 (0.787)
|
0.130 (0.787)
|
0.141 (0.851)
|
0.142 (0.872)
|
-0.206
|
|
max
|
24.983 (0.000)
|
24.983 (0.000)
|
24.983 (0.000)
|
24.983 (0.000)
|
24.983
|
|
min
|
0.101 (1.000)
|
0.016 (0.745)
|
1.023 (1.000)
|
2.011 (1.000)
|
0
|
|
n
|
2,937.702 (0.404)
|
2,961.830 (0.383)
|
2,738.170 (0.489)
|
2,641.702 (0.511)
|
3902.723
|
|
quad_mean
|
12.952 (0.362)
|
12.898 (0.340)
|
13.385 (0.426)
|
13.626 (0.489)
|
11.119
|
|
quad_mean_c
|
13.774 (0.000)
|
13.774 (0.000)
|
13.774 (0.000)
|
13.774 (0.000)
|
13.774
|
|
rpc1
|
0.561 (0.255)
|
0.560 (0.277)
|
0.584 (0.149)
|
0.592 (0.106)
|
0.597
|
|
z_kurt
|
-0.665 (0.638)
|
-0.685 (0.638)
|
-0.582 (0.660)
|
-0.541 (0.723)
|
-0.585
|
|
z_skew
|
-0.056 (0.553)
|
-0.057 (0.553)
|
-0.007 (0.532)
|
0.018 (0.532)
|
0.367
|
|
zmean
|
11.332 (0.596)
|
11.239 (0.596)
|
12.082 (0.745)
|
12.454 (0.787)
|
8.414
|
|
zmean_c
|
12.674 (0.000)
|
12.674 (0.000)
|
12.674 (0.000)
|
12.674 (0.000)
|
12.674
|
|
Great Lakes
|
|
cancov
|
0.815 (0.750)
|
0.699 (0.562)
|
0.888 (0.859)
|
0.998 (1.000)
|
0.435
|
|
cv
|
0.607 (0.828)
|
0.795 (0.578)
|
0.513 (0.922)
|
0.443 (0.969)
|
1.393
|
|
cv_c
|
0.411 (0.000)
|
0.411 (0.000)
|
0.411 (0.000)
|
0.411 (0.000)
|
0.411
|
|
d10
|
0.849 (0.859)
|
0.730 (0.641)
|
0.846 (0.844)
|
0.834 (0.828)
|
0.448
|
|
d20
|
0.714 (0.703)
|
0.619 (0.531)
|
0.708 (0.656)
|
0.699 (0.656)
|
0.383
|
|
d30
|
0.589 (0.578)
|
0.511 (0.438)
|
0.585 (0.594)
|
0.576 (0.562)
|
0.32
|
|
d40
|
0.473 (0.547)
|
0.410 (0.438)
|
0.466 (0.516)
|
0.458 (0.500)
|
0.26
|
|
d50
|
0.360 (0.469)
|
0.313 (0.406)
|
0.357 (0.438)
|
0.353 (0.438)
|
0.2
|
|
d60
|
0.255 (0.391)
|
0.221 (0.312)
|
0.254 (0.375)
|
0.250 (0.375)
|
0.143
|
|
d70
|
0.156 (0.312)
|
0.134 (0.250)
|
0.155 (0.312)
|
0.151 (0.312)
|
0.088
|
|
d80
|
0.067 (0.297)
|
0.057 (0.234)
|
0.067 (0.297)
|
0.064 (0.281)
|
0.037
|
|
d90
|
0.016 (0.297)
|
0.013 (0.234)
|
0.016 (0.297)
|
0.016 (0.312)
|
0.008
|
|
h10
|
2.394 (0.969)
|
1.159 (0.953)
|
3.369 (0.969)
|
4.142 (0.969)
|
0.188
|
|
h20
|
4.052 (0.953)
|
2.401 (0.922)
|
4.846 (0.969)
|
5.593 (0.969)
|
0.422
|
|
h30
|
5.371 (0.906)
|
3.778 (0.828)
|
6.173 (0.922)
|
6.860 (0.938)
|
0.666
|
|
h40
|
6.695 (0.750)
|
5.225 (0.641)
|
7.438 (0.781)
|
8.085 (0.828)
|
1.634
|
|
h50
|
8.033 (0.625)
|
6.493 (0.500)
|
8.689 (0.641)
|
9.269 (0.656)
|
2.871
|
|
h60
|
9.407 (0.438)
|
8.106 (0.391)
|
9.968 (0.484)
|
10.461 (0.547)
|
4.702
|
|
h70
|
10.835 (0.359)
|
9.873 (0.297)
|
11.298 (0.391)
|
11.722 (0.453)
|
6.638
|
|
h80
|
12.422 (0.312)
|
11.736 (0.250)
|
12.781 (0.344)
|
13.143 (0.391)
|
9.032
|
|
h90
|
14.424 (0.203)
|
13.960 (0.172)
|
14.640 (0.219)
|
14.911 (0.234)
|
12.252
|
|
h95
|
15.815 (0.141)
|
15.485 (0.125)
|
15.963 (0.156)
|
16.146 (0.188)
|
14.32
|
|
h99
|
17.879 (0.109)
|
17.704 (0.094)
|
17.967 (0.109)
|
18.073 (0.125)
|
17.088
|
|
hvol
|
7.208 (0.547)
|
5.587 (0.438)
|
8.256 (0.625)
|
9.416 (0.719)
|
2.608
|
|
L_cv
|
0.337 (0.828)
|
0.431 (0.594)
|
0.285 (0.953)
|
0.248 (0.969)
|
0.65
|
|
L_kurt
|
0.076 (0.328)
|
0.051 (0.234)
|
0.069 (0.344)
|
0.068 (0.391)
|
0.094
|
|
L_skew
|
0.061 (0.641)
|
0.114 (0.516)
|
0.072 (0.625)
|
0.071 (0.641)
|
0.367
|
|
L2
|
2.554 (0.125)
|
2.706 (0.141)
|
2.394 (0.156)
|
2.282 (0.203)
|
2.576
|
|
L3
|
0.108 (0.625)
|
0.261 (0.469)
|
0.106 (0.656)
|
0.093 (0.672)
|
0.733
|
|
L4
|
0.147 (0.312)
|
0.089 (0.219)
|
0.131 (0.344)
|
0.128 (0.375)
|
0.089
|
|
max
|
19.837 (0.000)
|
19.837 (0.000)
|
19.837 (0.000)
|
19.837 (0.000)
|
19.837
|
|
min
|
0.100 (1.000)
|
0.008 (0.438)
|
1.013 (1.000)
|
2.004 (1.000)
|
0
|
|
n
|
4,394.766 (0.531)
|
5,136.219 (0.406)
|
4,059.469 (0.578)
|
3,747.016 (0.594)
|
8075.203
|
|
quad_mean
|
9.519 (0.312)
|
8.801 (0.266)
|
9.910 (0.344)
|
10.302 (0.422)
|
7.004
|
|
quad_mean_c
|
10.529 (0.000)
|
10.529 (0.000)
|
10.529 (0.000)
|
10.529 (0.000)
|
10.529
|
|
rpc1
|
0.631 (0.281)
|
0.624 (0.281)
|
0.644 (0.297)
|
0.653 (0.312)
|
0.584
|
|
z_kurt
|
-0.084 (0.281)
|
-0.068 (0.266)
|
-0.134 (0.266)
|
-0.179 (0.266)
|
1.296
|
|
z_skew
|
0.239 (0.547)
|
0.378 (0.406)
|
0.300 (0.516)
|
0.305 (0.516)
|
1.148
|
|
zmean
|
8.254 (0.453)
|
7.141 (0.344)
|
8.879 (0.484)
|
9.425 (0.547)
|
4.652
|
|
zmean_c
|
9.725 (0.000)
|
9.725 (0.000)
|
9.725 (0.000)
|
9.725 (0.000)
|
9.725
|
|
Long Island
|
|
cancov
|
0.781 (0.962)
|
0.612 (0.731)
|
0.958 (1.000)
|
0.999 (1.000)
|
0.438
|
|
cv
|
0.690 (0.885)
|
0.946 (0.731)
|
0.455 (0.962)
|
0.420 (1.000)
|
1.305
|
|
cv_c
|
0.392 (0.000)
|
0.392 (0.000)
|
0.392 (0.000)
|
0.392 (0.000)
|
0.392
|
|
d10
|
0.786 (0.962)
|
0.618 (0.731)
|
0.905 (0.962)
|
0.858 (0.846)
|
0.443
|
|
d20
|
0.687 (0.808)
|
0.544 (0.692)
|
0.785 (0.846)
|
0.776 (0.846)
|
0.386
|
|
d30
|
0.605 (0.731)
|
0.477 (0.577)
|
0.710 (0.769)
|
0.702 (0.769)
|
0.336
|
|
d40
|
0.539 (0.692)
|
0.426 (0.577)
|
0.630 (0.769)
|
0.617 (0.769)
|
0.3
|
|
d50
|
0.461 (0.654)
|
0.364 (0.538)
|
0.531 (0.731)
|
0.518 (0.731)
|
0.255
|
|
d60
|
0.366 (0.654)
|
0.288 (0.500)
|
0.415 (0.769)
|
0.397 (0.731)
|
0.201
|
|
d70
|
0.254 (0.615)
|
0.198 (0.385)
|
0.286 (0.654)
|
0.272 (0.615)
|
0.137
|
|
d80
|
0.142 (0.462)
|
0.110 (0.346)
|
0.160 (0.500)
|
0.148 (0.462)
|
0.073
|
|
d90
|
0.052 (0.308)
|
0.040 (0.269)
|
0.054 (0.346)
|
0.047 (0.346)
|
0.026
|
|
h10
|
0.203 (1.000)
|
0.061 (0.962)
|
3.783 (1.000)
|
4.273 (1.000)
|
0
|
|
h20
|
1.829 (0.962)
|
0.172 (0.885)
|
5.474 (1.000)
|
5.848 (1.000)
|
0.013
|
|
h30
|
4.389 (0.962)
|
0.763 (0.808)
|
6.911 (1.000)
|
7.184 (1.000)
|
0.09
|
|
h40
|
6.319 (0.923)
|
2.644 (0.769)
|
8.086 (0.962)
|
8.335 (0.962)
|
0.283
|
|
h50
|
7.853 (0.846)
|
5.531 (0.692)
|
9.193 (0.846)
|
9.429 (0.846)
|
1.13
|
|
h60
|
9.249 (0.654)
|
7.727 (0.577)
|
10.261 (0.731)
|
10.524 (0.731)
|
3.402
|
|
h70
|
10.641 (0.500)
|
9.484 (0.423)
|
11.513 (0.538)
|
11.754 (0.577)
|
6.931
|
|
h80
|
12.216 (0.346)
|
11.433 (0.269)
|
12.873 (0.423)
|
13.025 (0.423)
|
9.875
|
|
h90
|
14.120 (0.231)
|
13.451 (0.192)
|
14.537 (0.269)
|
14.629 (0.269)
|
12.527
|
|
h95
|
15.258 (0.154)
|
14.902 (0.154)
|
15.500 (0.192)
|
15.541 (0.192)
|
14.288
|
|
h99
|
16.646 (0.115)
|
16.495 (0.077)
|
16.757 (0.115)
|
16.772 (0.115)
|
16.242
|
|
hvol
|
5.918 (0.846)
|
3.718 (0.577)
|
8.828 (0.962)
|
9.444 (0.962)
|
1.938
|
|
L_cv
|
0.379 (0.923)
|
0.512 (0.731)
|
0.248 (1.000)
|
0.230 (1.000)
|
0.652
|
|
L_kurt
|
0.033 (0.308)
|
-0.050 (0.346)
|
0.092 (0.462)
|
0.084 (0.423)
|
0.013
|
|
L_skew
|
-0.014 (0.731)
|
0.139 (0.654)
|
-0.016 (0.769)
|
-0.007 (0.769)
|
0.356
|
|
L2
|
2.821 (0.192)
|
2.980 (0.231)
|
2.241 (0.308)
|
2.161 (0.346)
|
2.697
|
|
L3
|
-0.015 (0.731)
|
0.397 (0.538)
|
-0.012 (0.731)
|
0.003 (0.731)
|
0.923
|
|
L4
|
0.026 (0.269)
|
-0.188 (0.308)
|
0.138 (0.500)
|
0.119 (0.423)
|
-0.013
|
|
max
|
17.655 (0.000)
|
17.655 (0.000)
|
17.655 (0.000)
|
17.655 (0.000)
|
17.655
|
|
min
|
0.100 (1.000)
|
0.002 (0.154)
|
1.066 (1.000)
|
2.014 (1.000)
|
0
|
|
n
|
1,498.769 (0.769)
|
1,902.077 (0.692)
|
1,229.231 (0.846)
|
1,180.115 (0.846)
|
2608.808
|
|
quad_mean
|
9.093 (0.385)
|
8.067 (0.308)
|
10.078 (0.462)
|
10.272 (0.538)
|
6.794
|
|
quad_mean_c
|
10.466 (0.000)
|
10.466 (0.000)
|
10.466 (0.000)
|
10.466 (0.000)
|
10.466
|
|
rpc1
|
0.835 (0.731)
|
0.793 (0.654)
|
0.895 (0.808)
|
0.900 (0.808)
|
0.726
|
|
z_kurt
|
-0.609 (0.231)
|
-0.784 (0.385)
|
-0.023 (0.308)
|
0.092 (0.269)
|
-0.119
|
|
z_skew
|
-0.006 (0.731)
|
0.413 (0.577)
|
-0.118 (0.731)
|
-0.125 (0.731)
|
0.967
|
|
zmean
|
7.508 (0.654)
|
5.932 (0.462)
|
9.165 (0.769)
|
9.448 (0.808)
|
4.228
|
|
zmean_c
|
9.712 (0.000)
|
9.712 (0.000)
|
9.712 (0.000)
|
9.712 (0.000)
|
9.712
|
|
Madison & Otsego
|
|
cancov
|
0.884 (0.879)
|
0.766 (0.672)
|
0.977 (0.983)
|
0.983 (0.983)
|
0.588
|
|
cv
|
0.515 (0.897)
|
0.699 (0.655)
|
0.384 (0.983)
|
0.378 (1.000)
|
1.04
|
|
cv_c
|
0.375 (0.000)
|
0.375 (0.000)
|
0.375 (0.000)
|
0.375 (0.000)
|
0.375
|
|
d10
|
0.894 (0.897)
|
0.781 (0.707)
|
0.956 (0.966)
|
0.934 (0.966)
|
0.592
|
|
d20
|
0.834 (0.879)
|
0.729 (0.655)
|
0.868 (0.948)
|
0.835 (0.914)
|
0.554
|
|
d30
|
0.736 (0.793)
|
0.642 (0.534)
|
0.757 (0.845)
|
0.718 (0.741)
|
0.49
|
|
d40
|
0.615 (0.621)
|
0.534 (0.379)
|
0.625 (0.638)
|
0.592 (0.534)
|
0.41
|
|
d50
|
0.486 (0.483)
|
0.423 (0.379)
|
0.487 (0.500)
|
0.456 (0.414)
|
0.325
|
|
d60
|
0.347 (0.448)
|
0.303 (0.310)
|
0.342 (0.431)
|
0.319 (0.397)
|
0.233
|
|
d70
|
0.208 (0.431)
|
0.183 (0.310)
|
0.204 (0.414)
|
0.190 (0.362)
|
0.14
|
|
d80
|
0.094 (0.466)
|
0.082 (0.345)
|
0.092 (0.414)
|
0.085 (0.328)
|
0.062
|
|
d90
|
0.022 (0.328)
|
0.019 (0.241)
|
0.022 (0.310)
|
0.020 (0.259)
|
0.014
|
|
h10
|
3.292 (0.983)
|
0.536 (0.966)
|
5.666 (0.983)
|
5.761 (0.983)
|
0.003
|
|
h20
|
6.121 (0.948)
|
3.470 (0.759)
|
7.690 (0.948)
|
7.779 (0.948)
|
0.253
|
|
h30
|
8.222 (0.776)
|
6.193 (0.569)
|
9.386 (0.845)
|
9.447 (0.845)
|
1.663
|
|
h40
|
10.035 (0.603)
|
8.373 (0.448)
|
10.941 (0.690)
|
10.990 (0.707)
|
4.834
|
|
h50
|
11.748 (0.466)
|
10.376 (0.362)
|
12.449 (0.552)
|
12.496 (0.552)
|
7.324
|
|
h60
|
13.294 (0.345)
|
12.219 (0.293)
|
13.822 (0.397)
|
13.857 (0.397)
|
9.645
|
|
h70
|
14.805 (0.293)
|
13.951 (0.259)
|
15.221 (0.310)
|
15.248 (0.310)
|
11.965
|
|
h80
|
16.416 (0.259)
|
15.841 (0.207)
|
16.762 (0.293)
|
16.780 (0.293)
|
14.4
|
|
h90
|
18.373 (0.224)
|
18.012 (0.172)
|
18.584 (0.241)
|
18.597 (0.241)
|
17.137
|
|
h95
|
19.663 (0.138)
|
19.405 (0.103)
|
19.832 (0.155)
|
19.842 (0.155)
|
18.837
|
|
h99
|
21.488 (0.103)
|
21.364 (0.103)
|
21.574 (0.121)
|
21.578 (0.121)
|
21.072
|
|
hvol
|
10.340 (0.672)
|
8.181 (0.466)
|
12.219 (0.759)
|
12.333 (0.776)
|
5.123
|
|
L_cv
|
0.292 (0.897)
|
0.386 (0.655)
|
0.219 (0.983)
|
0.216 (1.000)
|
0.535
|
|
L_kurt
|
0.064 (0.707)
|
0.029 (0.534)
|
0.056 (0.776)
|
0.054 (0.776)
|
-0.005
|
|
L_skew
|
-0.045 (0.603)
|
0.007 (0.448)
|
-0.005 (0.431)
|
-0.001 (0.431)
|
0.17
|
|
L2
|
3.172 (0.466)
|
3.533 (0.224)
|
2.727 (0.638)
|
2.706 (0.638)
|
3.722
|
|
L3
|
-0.179 (0.621)
|
-0.079 (0.448)
|
-0.034 (0.500)
|
-0.028 (0.500)
|
0.409
|
|
L4
|
0.204 (0.707)
|
0.077 (0.552)
|
0.145 (0.776)
|
0.141 (0.776)
|
-0.145
|
|
max
|
23.356 (0.000)
|
23.356 (0.000)
|
23.351 (0.017)
|
23.351 (0.017)
|
23.356
|
|
min
|
0.101 (1.000)
|
0.002 (0.517)
|
1.378 (0.983)
|
2.209 (0.983)
|
0
|
|
n
|
2,302.276 (0.466)
|
2,601.534 (0.414)
|
2,127.362 (0.517)
|
2,116.345 (0.517)
|
3378.845
|
|
quad_mean
|
12.625 (0.362)
|
11.820 (0.276)
|
13.189 (0.431)
|
13.223 (0.431)
|
10.363
|
|
quad_mean_c
|
13.241 (0.000)
|
13.241 (0.000)
|
13.241 (0.000)
|
13.241 (0.000)
|
13.241
|
|
rpc1
|
0.540 (0.534)
|
0.524 (0.414)
|
0.549 (0.569)
|
0.550 (0.569)
|
0.478
|
|
z_kurt
|
-0.587 (0.569)
|
-0.799 (0.397)
|
-0.713 (0.569)
|
-0.736 (0.552)
|
-0.607
|
|
z_skew
|
-0.215 (0.552)
|
-0.042 (0.362)
|
-0.014 (0.328)
|
0.007 (0.310)
|
0.435
|
|
zmean
|
11.283 (0.534)
|
9.953 (0.328)
|
12.279 (0.603)
|
12.333 (0.603)
|
7.744
|
|
zmean_c
|
12.359 (0.000)
|
12.359 (0.000)
|
12.359 (0.000)
|
12.359 (0.000)
|
12.359
|
|
Oneida Subbasin
|
|
cancov
|
0.863 (0.882)
|
0.831 (0.824)
|
0.907 (0.882)
|
0.998 (1.000)
|
0.329
|
|
cv
|
0.578 (0.941)
|
0.625 (0.941)
|
0.522 (0.941)
|
0.468 (1.000)
|
2.031
|
|
cv_c
|
0.441 (0.000)
|
0.441 (0.000)
|
0.441 (0.000)
|
0.441 (0.000)
|
0.441
|
|
d10
|
0.884 (0.941)
|
0.863 (0.882)
|
0.862 (0.882)
|
0.850 (0.882)
|
0.331
|
|
d20
|
0.748 (0.882)
|
0.741 (0.882)
|
0.728 (0.824)
|
0.711 (0.765)
|
0.291
|
|
d30
|
0.605 (0.765)
|
0.599 (0.765)
|
0.596 (0.765)
|
0.590 (0.765)
|
0.24
|
|
d40
|
0.497 (0.765)
|
0.484 (0.765)
|
0.501 (0.765)
|
0.502 (0.765)
|
0.195
|
|
d50
|
0.409 (0.647)
|
0.396 (0.647)
|
0.414 (0.647)
|
0.422 (0.706)
|
0.156
|
|
d60
|
0.330 (0.588)
|
0.323 (0.588)
|
0.333 (0.588)
|
0.333 (0.647)
|
0.124
|
|
d70
|
0.238 (0.529)
|
0.231 (0.529)
|
0.235 (0.529)
|
0.235 (0.588)
|
0.085
|
|
d80
|
0.136 (0.529)
|
0.132 (0.529)
|
0.137 (0.529)
|
0.135 (0.529)
|
0.047
|
|
d90
|
0.047 (0.471)
|
0.046 (0.471)
|
0.047 (0.529)
|
0.049 (0.471)
|
0.014
|
|
h10
|
3.048 (1.000)
|
2.260 (1.000)
|
3.761 (1.000)
|
4.328 (1.000)
|
0
|
|
h20
|
4.603 (1.000)
|
4.172 (1.000)
|
5.416 (1.000)
|
6.006 (1.000)
|
0
|
|
h30
|
6.438 (1.000)
|
6.014 (1.000)
|
7.261 (1.000)
|
7.696 (1.000)
|
0
|
|
h40
|
8.033 (0.941)
|
7.578 (0.941)
|
8.733 (0.941)
|
9.120 (0.941)
|
0.35
|
|
h50
|
9.611 (0.882)
|
9.265 (0.824)
|
9.993 (0.882)
|
10.442 (0.882)
|
0.889
|
|
h60
|
10.978 (0.647)
|
10.718 (0.647)
|
11.401 (0.647)
|
11.848 (0.706)
|
2.883
|
|
h70
|
12.899 (0.588)
|
12.633 (0.588)
|
13.206 (0.588)
|
13.549 (0.588)
|
5.005
|
|
h80
|
14.551 (0.529)
|
14.441 (0.529)
|
14.723 (0.529)
|
15.381 (0.529)
|
8.408
|
|
h90
|
16.831 (0.294)
|
16.752 (0.294)
|
16.925 (0.294)
|
17.117 (0.294)
|
12.564
|
|
h95
|
18.027 (0.235)
|
17.991 (0.235)
|
18.086 (0.294)
|
18.290 (0.294)
|
14.56
|
|
h99
|
19.864 (0.294)
|
19.836 (0.294)
|
19.891 (0.294)
|
19.956 (0.294)
|
18.459
|
|
hvol
|
8.827 (0.824)
|
8.231 (0.765)
|
9.713 (0.824)
|
10.665 (0.882)
|
1.714
|
|
L_cv
|
0.315 (1.000)
|
0.341 (0.941)
|
0.283 (1.000)
|
0.259 (1.000)
|
0.75
|
|
L_kurt
|
0.067 (0.353)
|
0.070 (0.353)
|
0.068 (0.353)
|
0.057 (0.412)
|
0.231
|
|
L_skew
|
0.059 (0.765)
|
0.050 (0.824)
|
0.060 (0.765)
|
0.054 (0.765)
|
0.532
|
|
L2
|
2.919 (0.235)
|
3.026 (0.235)
|
2.757 (0.294)
|
2.713 (0.294)
|
2.583
|
|
L3
|
0.082 (0.824)
|
0.080 (0.824)
|
0.080 (0.824)
|
0.076 (0.765)
|
1.061
|
|
L4
|
0.118 (0.353)
|
0.121 (0.294)
|
0.123 (0.353)
|
0.096 (0.412)
|
0.196
|
|
max
|
21.236 (0.000)
|
21.236 (0.000)
|
21.236 (0.000)
|
21.236 (0.000)
|
21.236
|
|
min
|
0.252 (1.000)
|
0.025 (0.824)
|
1.141 (1.000)
|
2.139 (1.000)
|
0
|
|
n
|
717.941 (0.824)
|
741.471 (0.824)
|
681.647 (0.824)
|
654.824 (0.824)
|
1783.882
|
|
quad_mean
|
11.101 (0.588)
|
10.886 (0.588)
|
11.396 (0.588)
|
11.756 (0.588)
|
6.75
|
|
quad_mean_c
|
11.978 (0.000)
|
11.978 (0.000)
|
11.978 (0.000)
|
11.978 (0.000)
|
11.978
|
|
rpc1
|
0.723 (0.176)
|
0.722 (0.176)
|
0.730 (0.176)
|
0.734 (0.176)
|
0.723
|
|
z_kurt
|
-0.020 (0.471)
|
-0.083 (0.471)
|
0.017 (0.412)
|
-0.273 (0.471)
|
6.596
|
|
z_skew
|
0.315 (0.765)
|
0.282 (0.765)
|
0.314 (0.765)
|
0.248 (0.765)
|
2.029
|
|
zmean
|
9.710 (0.706)
|
9.353 (0.706)
|
10.205 (0.706)
|
10.672 (0.765)
|
3.863
|
|
zmean_c
|
10.956 (0.000)
|
10.956 (0.000)
|
10.956 (0.000)
|
10.956 (0.000)
|
10.956
|
|
Schoharie
|
|
cancov
|
0.850 (0.467)
|
0.801 (0.333)
|
0.947 (0.767)
|
0.999 (1.000)
|
0.71
|
|
cv
|
0.568 (0.367)
|
0.661 (0.267)
|
0.428 (0.633)
|
0.390 (0.767)
|
0.871
|
|
cv_c
|
0.366 (0.000)
|
0.366 (0.000)
|
0.366 (0.000)
|
0.366 (0.000)
|
0.366
|
|
d10
|
0.856 (0.467)
|
0.809 (0.333)
|
0.909 (0.667)
|
0.911 (0.633)
|
0.715
|
|
d20
|
0.786 (0.367)
|
0.746 (0.267)
|
0.838 (0.533)
|
0.837 (0.533)
|
0.664
|
|
d30
|
0.715 (0.333)
|
0.679 (0.267)
|
0.755 (0.467)
|
0.741 (0.400)
|
0.605
|
|
d40
|
0.612 (0.333)
|
0.583 (0.233)
|
0.639 (0.367)
|
0.625 (0.300)
|
0.521
|
|
d50
|
0.496 (0.333)
|
0.473 (0.267)
|
0.513 (0.367)
|
0.499 (0.200)
|
0.422
|
|
d60
|
0.370 (0.267)
|
0.353 (0.233)
|
0.380 (0.233)
|
0.367 (0.167)
|
0.316
|
|
d70
|
0.242 (0.233)
|
0.231 (0.200)
|
0.247 (0.200)
|
0.237 (0.167)
|
0.207
|
|
d80
|
0.114 (0.167)
|
0.109 (0.167)
|
0.112 (0.133)
|
0.105 (0.133)
|
0.097
|
|
d90
|
0.021 (0.167)
|
0.020 (0.133)
|
0.021 (0.167)
|
0.020 (0.167)
|
0.017
|
|
h10
|
3.590 (0.633)
|
2.553 (0.500)
|
5.540 (0.767)
|
6.038 (0.767)
|
1.411
|
|
h20
|
6.401 (0.400)
|
5.536 (0.267)
|
7.753 (0.500)
|
8.166 (0.533)
|
3.731
|
|
h30
|
8.272 (0.233)
|
7.786 (0.200)
|
9.494 (0.367)
|
9.882 (0.367)
|
6.166
|
|
h40
|
10.006 (0.200)
|
9.437 (0.200)
|
11.039 (0.267)
|
11.375 (0.300)
|
8.263
|
|
h50
|
11.577 (0.200)
|
10.982 (0.167)
|
12.475 (0.233)
|
12.778 (0.233)
|
10.051
|
|
h60
|
13.210 (0.200)
|
12.712 (0.167)
|
13.858 (0.267)
|
14.217 (0.267)
|
11.611
|
|
h70
|
14.759 (0.167)
|
14.371 (0.133)
|
15.372 (0.200)
|
15.596 (0.233)
|
13.366
|
|
h80
|
16.220 (0.133)
|
15.997 (0.133)
|
16.741 (0.200)
|
16.918 (0.200)
|
15.299
|
|
h90
|
17.954 (0.133)
|
17.616 (0.100)
|
18.278 (0.167)
|
18.380 (0.167)
|
17.25
|
|
h95
|
19.104 (0.133)
|
18.906 (0.100)
|
19.362 (0.167)
|
19.453 (0.167)
|
18.472
|
|
h99
|
21.073 (0.100)
|
20.998 (0.100)
|
21.187 (0.100)
|
21.230 (0.100)
|
20.797
|
|
hvol
|
10.242 (0.333)
|
9.456 (0.233)
|
11.873 (0.467)
|
12.520 (0.500)
|
7.953
|
|
L_cv
|
0.310 (0.367)
|
0.349 (0.267)
|
0.240 (0.633)
|
0.219 (0.733)
|
0.425
|
|
L_kurt
|
0.064 (0.267)
|
0.064 (0.167)
|
0.061 (0.300)
|
0.061 (0.300)
|
0.06
|
|
L_skew
|
-0.030 (0.167)
|
-0.008 (0.167)
|
-0.031 (0.200)
|
-0.035 (0.200)
|
0.055
|
|
L2
|
3.019 (0.500)
|
3.132 (0.433)
|
2.717 (0.667)
|
2.645 (0.667)
|
3.305
|
|
L3
|
-0.165 (0.167)
|
-0.150 (0.167)
|
-0.121 (0.267)
|
-0.125 (0.300)
|
-0.055
|
|
L4
|
0.175 (0.200)
|
0.162 (0.167)
|
0.157 (0.233)
|
0.148 (0.233)
|
0.098
|
|
max
|
23.031 (0.000)
|
23.031 (0.000)
|
23.031 (0.000)
|
23.031 (0.000)
|
23.031
|
|
min
|
0.100 (1.000)
|
0.002 (0.133)
|
1.052 (1.000)
|
2.021 (1.000)
|
0
|
|
n
|
7,326.333 (0.233)
|
7,692.633 (0.200)
|
6,739.467 (0.267)
|
6,579.567 (0.300)
|
8653.9
|
|
quad_mean
|
12.593 (0.200)
|
12.258 (0.133)
|
13.186 (0.233)
|
13.403 (0.300)
|
11.569
|
|
quad_mean_c
|
13.566 (0.000)
|
13.566 (0.000)
|
13.566 (0.000)
|
13.566 (0.000)
|
13.566
|
|
rpc1
|
0.688 (0.233)
|
0.688 (0.233)
|
0.710 (0.367)
|
0.716 (0.367)
|
0.674
|
|
z_kurt
|
-0.281 (0.200)
|
-0.129 (0.200)
|
-0.461 (0.233)
|
-0.434 (0.200)
|
0.493
|
|
z_skew
|
-0.157 (0.167)
|
-0.073 (0.167)
|
-0.120 (0.167)
|
-0.110 (0.167)
|
0.18
|
|
zmean
|
11.259 (0.267)
|
10.739 (0.200)
|
12.219 (0.333)
|
12.528 (0.367)
|
9.696
|
|
zmean_c
|
12.755 (0.000)
|
12.755 (0.000)
|
12.755 (0.000)
|
12.755 (0.000)
|
12.755
|
|
Southwest (spring)
|
|
cancov
|
0.906 (0.865)
|
0.836 (0.730)
|
0.960 (0.973)
|
1.000 (1.000)
|
0.608
|
|
cv
|
0.497 (0.838)
|
0.601 (0.649)
|
0.422 (0.946)
|
0.383 (0.973)
|
0.957
|
|
cv_c
|
0.367 (0.000)
|
0.367 (0.000)
|
0.367 (0.000)
|
0.367 (0.000)
|
0.367
|
|
d10
|
0.891 (0.865)
|
0.824 (0.730)
|
0.914 (0.946)
|
0.918 (0.919)
|
0.6
|
|
d20
|
0.815 (0.730)
|
0.755 (0.649)
|
0.842 (0.838)
|
0.849 (0.865)
|
0.55
|
|
d30
|
0.753 (0.649)
|
0.699 (0.568)
|
0.780 (0.730)
|
0.786 (0.784)
|
0.509
|
|
d40
|
0.684 (0.595)
|
0.636 (0.486)
|
0.705 (0.622)
|
0.705 (0.622)
|
0.463
|
|
d50
|
0.597 (0.514)
|
0.556 (0.432)
|
0.610 (0.541)
|
0.605 (0.514)
|
0.405
|
|
d60
|
0.483 (0.459)
|
0.450 (0.405)
|
0.488 (0.459)
|
0.479 (0.405)
|
0.328
|
|
d70
|
0.331 (0.378)
|
0.308 (0.324)
|
0.329 (0.351)
|
0.318 (0.324)
|
0.224
|
|
d80
|
0.161 (0.324)
|
0.150 (0.297)
|
0.158 (0.324)
|
0.150 (0.297)
|
0.108
|
|
d90
|
0.039 (0.270)
|
0.035 (0.270)
|
0.038 (0.270)
|
0.036 (0.270)
|
0.026
|
|
h10
|
4.464 (1.000)
|
2.447 (1.000)
|
6.390 (1.000)
|
7.272 (1.000)
|
0
|
|
h20
|
8.128 (0.919)
|
5.658 (0.865)
|
9.877 (0.973)
|
10.534 (0.973)
|
0.132
|
|
h30
|
10.985 (0.730)
|
9.213 (0.649)
|
12.310 (0.784)
|
12.906 (0.838)
|
1.722
|
|
h40
|
13.572 (0.622)
|
12.044 (0.514)
|
14.322 (0.676)
|
14.727 (0.730)
|
5.172
|
|
h50
|
15.478 (0.486)
|
14.642 (0.405)
|
15.956 (0.486)
|
16.275 (0.541)
|
9.239
|
|
h60
|
17.040 (0.324)
|
16.532 (0.324)
|
17.387 (0.351)
|
17.644 (0.378)
|
13.282
|
|
h70
|
18.496 (0.270)
|
18.107 (0.243)
|
18.779 (0.297)
|
18.978 (0.297)
|
15.922
|
|
h80
|
20.021 (0.270)
|
19.740 (0.243)
|
20.260 (0.270)
|
20.402 (0.297)
|
18.359
|
|
h90
|
21.927 (0.189)
|
21.712 (0.162)
|
22.097 (0.216)
|
22.199 (0.243)
|
20.832
|
|
h95
|
23.227 (0.162)
|
23.057 (0.135)
|
23.329 (0.162)
|
23.401 (0.189)
|
22.484
|
|
h99
|
24.996 (0.108)
|
24.915 (0.108)
|
25.047 (0.108)
|
25.076 (0.108)
|
24.639
|
|
hvol
|
13.179 (0.703)
|
11.426 (0.568)
|
14.635 (0.757)
|
15.486 (0.838)
|
6.189
|
|
L_cv
|
0.276 (0.811)
|
0.332 (0.649)
|
0.235 (0.919)
|
0.213 (0.973)
|
0.513
|
|
L_kurt
|
0.077 (0.730)
|
0.040 (0.622)
|
0.093 (0.784)
|
0.095 (0.838)
|
-0.065
|
|
L_skew
|
-0.113 (0.541)
|
-0.087 (0.459)
|
-0.108 (0.541)
|
-0.102 (0.568)
|
0.111
|
|
L2
|
3.631 (0.514)
|
4.009 (0.378)
|
3.285 (0.649)
|
3.125 (0.649)
|
4.659
|
|
L3
|
-0.422 (0.568)
|
-0.383 (0.514)
|
-0.363 (0.595)
|
-0.334 (0.568)
|
0.384
|
|
L4
|
0.227 (0.703)
|
0.098 (0.622)
|
0.267 (0.784)
|
0.265 (0.838)
|
-0.386
|
|
max
|
26.743 (0.000)
|
26.743 (0.000)
|
26.743 (0.000)
|
26.743 (0.000)
|
26.743
|
|
min
|
0.101 (1.000)
|
0.001 (0.514)
|
1.030 (1.000)
|
2.022 (1.000)
|
0
|
|
n
|
3,332.568 (0.541)
|
3,616.541 (0.486)
|
3,159.108 (0.595)
|
3,050.865 (0.622)
|
4923.054
|
|
quad_mean
|
15.823 (0.324)
|
15.214 (0.324)
|
16.283 (0.378)
|
16.541 (0.405)
|
12.967
|
|
quad_mean_c
|
16.657 (0.000)
|
16.657 (0.000)
|
16.657 (0.000)
|
16.657 (0.000)
|
16.657
|
|
rpc1
|
0.509 (0.324)
|
0.497 (0.270)
|
0.523 (0.405)
|
0.531 (0.432)
|
0.457
|
|
z_kurt
|
-0.042 (0.568)
|
-0.429 (0.486)
|
0.177 (0.649)
|
0.148 (0.676)
|
-1.104
|
|
z_skew
|
-0.523 (0.541)
|
-0.393 (0.432)
|
-0.538 (0.541)
|
-0.511 (0.568)
|
0.239
|
|
zmean
|
14.277 (0.514)
|
13.234 (0.486)
|
15.076 (0.595)
|
15.487 (0.622)
|
9.664
|
|
zmean_c
|
15.665 (0.000)
|
15.665 (0.000)
|
15.665 (0.000)
|
15.665 (0.000)
|
15.665
|
|
Southwest (fall)
|
|
cancov
|
0.897 (0.882)
|
0.763 (0.706)
|
0.951 (0.941)
|
1.000 (1.000)
|
0.481
|
|
cv
|
0.548 (0.882)
|
0.787 (0.676)
|
0.477 (0.941)
|
0.432 (0.941)
|
1.456
|
|
cv_c
|
0.409 (0.000)
|
0.409 (0.000)
|
0.409 (0.000)
|
0.409 (0.000)
|
0.409
|
|
d10
|
0.880 (0.882)
|
0.750 (0.706)
|
0.894 (0.941)
|
0.890 (0.912)
|
0.472
|
|
d20
|
0.785 (0.794)
|
0.670 (0.618)
|
0.799 (0.794)
|
0.793 (0.794)
|
0.425
|
|
d30
|
0.698 (0.765)
|
0.595 (0.618)
|
0.711 (0.765)
|
0.705 (0.765)
|
0.378
|
|
d40
|
0.609 (0.735)
|
0.518 (0.559)
|
0.611 (0.676)
|
0.606 (0.676)
|
0.329
|
|
d50
|
0.500 (0.588)
|
0.427 (0.441)
|
0.501 (0.588)
|
0.492 (0.559)
|
0.271
|
|
d60
|
0.382 (0.500)
|
0.327 (0.382)
|
0.379 (0.441)
|
0.367 (0.441)
|
0.207
|
|
d70
|
0.249 (0.412)
|
0.214 (0.324)
|
0.244 (0.412)
|
0.236 (0.412)
|
0.135
|
|
d80
|
0.124 (0.382)
|
0.107 (0.324)
|
0.121 (0.412)
|
0.118 (0.382)
|
0.067
|
|
d90
|
0.032 (0.382)
|
0.027 (0.265)
|
0.032 (0.353)
|
0.031 (0.324)
|
0.016
|
|
h10
|
2.731 (0.971)
|
0.939 (0.971)
|
4.124 (0.971)
|
5.085 (0.971)
|
0.102
|
|
h20
|
5.943 (0.941)
|
3.009 (0.912)
|
6.983 (0.971)
|
7.716 (0.971)
|
0.297
|
|
h30
|
8.619 (0.853)
|
6.031 (0.794)
|
9.455 (0.912)
|
10.040 (0.912)
|
0.767
|
|
h40
|
10.813 (0.735)
|
8.774 (0.647)
|
11.374 (0.794)
|
11.835 (0.794)
|
1.769
|
|
h50
|
12.543 (0.647)
|
11.017 (0.559)
|
13.007 (0.676)
|
13.429 (0.706)
|
3.831
|
|
h60
|
14.232 (0.500)
|
12.961 (0.412)
|
14.633 (0.529)
|
14.926 (0.588)
|
7.639
|
|
h70
|
15.919 (0.412)
|
14.818 (0.353)
|
16.195 (0.441)
|
16.434 (0.441)
|
10.964
|
|
h80
|
17.655 (0.294)
|
16.861 (0.235)
|
17.877 (0.324)
|
18.076 (0.324)
|
13.821
|
|
h90
|
19.658 (0.206)
|
19.142 (0.206)
|
19.793 (0.206)
|
19.902 (0.235)
|
17.206
|
|
h95
|
21.008 (0.206)
|
20.695 (0.206)
|
21.111 (0.206)
|
21.185 (0.206)
|
19.364
|
|
h99
|
22.890 (0.147)
|
22.729 (0.118)
|
22.942 (0.147)
|
22.989 (0.147)
|
22.164
|
|
hvol
|
10.967 (0.735)
|
8.618 (0.559)
|
12.056 (0.794)
|
13.002 (0.794)
|
3.822
|
|
L_cv
|
0.309 (0.882)
|
0.409 (0.676)
|
0.269 (0.941)
|
0.244 (0.941)
|
0.629
|
|
L_kurt
|
0.052 (0.500)
|
0.036 (0.324)
|
0.058 (0.471)
|
0.059 (0.500)
|
0.053
|
|
L_skew
|
-0.048 (0.676)
|
0.034 (0.559)
|
-0.039 (0.676)
|
-0.033 (0.706)
|
0.322
|
|
L2
|
3.484 (0.294)
|
3.802 (0.147)
|
3.253 (0.412)
|
3.096 (0.471)
|
3.746
|
|
L3
|
-0.213 (0.735)
|
-0.050 (0.676)
|
-0.174 (0.735)
|
-0.155 (0.765)
|
0.907
|
|
L4
|
0.168 (0.500)
|
0.031 (0.353)
|
0.172 (0.471)
|
0.172 (0.500)
|
-0.109
|
|
max
|
24.655 (0.000)
|
24.655 (0.000)
|
24.655 (0.000)
|
24.655 (0.000)
|
24.655
|
|
min
|
0.101 (1.000)
|
0.002 (0.706)
|
1.054 (1.000)
|
2.025 (1.000)
|
0
|
|
n
|
2,300.559 (0.588)
|
2,561.412 (0.559)
|
2,199.088 (0.588)
|
2,119.735 (0.618)
|
4026.382
|
|
quad_mean
|
13.504 (0.500)
|
12.579 (0.441)
|
13.852 (0.500)
|
14.143 (0.529)
|
9.938
|
|
quad_mean_c
|
14.310 (0.000)
|
14.310 (0.000)
|
14.310 (0.000)
|
14.310 (0.000)
|
14.31
|
|
rpc1
|
0.706 (0.382)
|
0.692 (0.353)
|
0.712 (0.353)
|
0.716 (0.353)
|
0.649
|
|
z_kurt
|
-0.677 (0.324)
|
-0.366 (0.235)
|
-0.592 (0.324)
|
-0.566 (0.353)
|
2.634
|
|
z_skew
|
-0.177 (0.647)
|
0.118 (0.559)
|
-0.152 (0.647)
|
-0.132 (0.618)
|
1.084
|
|
zmean
|
11.953 (0.647)
|
10.473 (0.500)
|
12.549 (0.676)
|
13.002 (0.735)
|
6.711
|
|
zmean_c
|
13.250 (0.000)
|
13.250 (0.000)
|
13.250 (0.000)
|
13.250 (0.000)
|
13.25
|
|
Warren, Washington & Essex
|
|
cancov
|
0.844 (0.767)
|
0.766 (0.483)
|
0.974 (0.991)
|
1.000 (1.000)
|
0.631
|
|
cv
|
0.618 (0.733)
|
0.728 (0.517)
|
0.449 (0.948)
|
0.424 (0.974)
|
0.939
|
|
cv_c
|
0.407 (0.000)
|
0.407 (0.000)
|
0.407 (0.000)
|
0.407 (0.000)
|
0.407
|
|
d10
|
0.828 (0.767)
|
0.753 (0.483)
|
0.924 (0.940)
|
0.915 (0.940)
|
0.62
|
|
d20
|
0.749 (0.690)
|
0.681 (0.483)
|
0.833 (0.845)
|
0.821 (0.836)
|
0.561
|
|
d30
|
0.660 (0.647)
|
0.600 (0.457)
|
0.731 (0.767)
|
0.718 (0.741)
|
0.494
|
|
d40
|
0.559 (0.578)
|
0.508 (0.440)
|
0.615 (0.690)
|
0.599 (0.638)
|
0.418
|
|
d50
|
0.444 (0.474)
|
0.403 (0.362)
|
0.487 (0.560)
|
0.471 (0.526)
|
0.33
|
|
d60
|
0.318 (0.353)
|
0.288 (0.259)
|
0.345 (0.388)
|
0.330 (0.379)
|
0.235
|
|
d70
|
0.189 (0.310)
|
0.171 (0.224)
|
0.205 (0.319)
|
0.195 (0.293)
|
0.139
|
|
d80
|
0.086 (0.224)
|
0.078 (0.164)
|
0.093 (0.267)
|
0.088 (0.250)
|
0.063
|
|
d90
|
0.022 (0.198)
|
0.020 (0.147)
|
0.025 (0.216)
|
0.023 (0.181)
|
0.016
|
|
h10
|
1.092 (0.974)
|
0.336 (0.905)
|
4.843 (0.991)
|
5.377 (0.991)
|
0.041
|
|
h20
|
4.090 (0.793)
|
2.081 (0.647)
|
7.351 (0.957)
|
7.782 (0.966)
|
0.417
|
|
h30
|
6.940 (0.664)
|
4.852 (0.474)
|
9.474 (0.871)
|
9.841 (0.897)
|
1.81
|
|
h40
|
9.456 (0.569)
|
7.717 (0.431)
|
11.408 (0.724)
|
11.701 (0.759)
|
3.933
|
|
h50
|
11.679 (0.491)
|
10.405 (0.362)
|
13.189 (0.595)
|
13.412 (0.621)
|
7.196
|
|
h60
|
13.698 (0.371)
|
12.790 (0.267)
|
14.838 (0.474)
|
15.010 (0.483)
|
10.507
|
|
h70
|
15.652 (0.293)
|
14.956 (0.198)
|
16.420 (0.336)
|
16.551 (0.371)
|
13.413
|
|
h80
|
17.517 (0.198)
|
17.108 (0.147)
|
18.047 (0.267)
|
18.129 (0.276)
|
16.09
|
|
h90
|
19.615 (0.147)
|
19.364 (0.121)
|
19.978 (0.198)
|
20.052 (0.207)
|
18.778
|
|
h95
|
21.211 (0.129)
|
21.023 (0.112)
|
21.480 (0.155)
|
21.523 (0.164)
|
20.58
|
|
h99
|
23.491 (0.078)
|
23.375 (0.060)
|
23.639 (0.103)
|
23.670 (0.103)
|
23.127
|
|
hvol
|
9.469 (0.629)
|
7.870 (0.405)
|
12.520 (0.819)
|
13.070 (0.845)
|
5.469
|
|
L_cv
|
0.351 (0.733)
|
0.411 (0.534)
|
0.256 (0.931)
|
0.241 (0.966)
|
0.515
|
|
L_kurt
|
0.026 (0.578)
|
-0.012 (0.310)
|
0.058 (0.733)
|
0.058 (0.741)
|
-0.046
|
|
L_skew
|
-0.031 (0.595)
|
0.018 (0.448)
|
-0.034 (0.603)
|
-0.029 (0.586)
|
0.141
|
|
L2
|
3.825 (0.181)
|
4.031 (0.103)
|
3.217 (0.517)
|
3.117 (0.560)
|
4.125
|
|
L3
|
-0.119 (0.603)
|
0.071 (0.448)
|
-0.113 (0.647)
|
-0.095 (0.647)
|
0.552
|
|
L4
|
0.072 (0.578)
|
-0.073 (0.293)
|
0.167 (0.724)
|
0.163 (0.733)
|
-0.214
|
|
max
|
25.638 (0.000)
|
25.638 (0.000)
|
25.638 (0.000)
|
25.638 (0.000)
|
25.638
|
|
min
|
0.100 (1.000)
|
0.000 (0.009)
|
1.080 (1.000)
|
2.019 (1.000)
|
0
|
|
n
|
2,315.595 (0.440)
|
2,544.853 (0.336)
|
2,021.966 (0.603)
|
1,972.241 (0.629)
|
3089.284
|
|
quad_mean
|
13.044 (0.319)
|
12.411 (0.224)
|
14.035 (0.405)
|
14.199 (0.440)
|
11.25
|
|
quad_mean_c
|
14.324 (0.000)
|
14.324 (0.000)
|
14.324 (0.000)
|
14.324 (0.000)
|
14.324
|
|
rpc1
|
0.635 (0.517)
|
0.603 (0.431)
|
0.695 (0.681)
|
0.704 (0.707)
|
0.546
|
|
z_kurt
|
-0.898 (0.388)
|
-1.071 (0.147)
|
-0.649 (0.526)
|
-0.647 (0.526)
|
-1.097
|
|
z_skew
|
-0.124 (0.578)
|
0.021 (0.422)
|
-0.123 (0.517)
|
-0.096 (0.483)
|
0.335
|
|
zmean
|
11.125 (0.448)
|
10.099 (0.310)
|
12.814 (0.612)
|
13.074 (0.655)
|
8.339
|
|
zmean_c
|
13.265 (0.000)
|
13.265 (0.000)
|
13.265 (0.000)
|
13.265 (0.000)
|
13.265
|
Accuracy by Coverage
Table 5: RMSE for each LiDAR region at various ground filtering height thresholds.
|
|
RMSE
|
|
Region
|
# Plots
|
Unfiltered
|
0m
|
0.1m
|
1m
|
2m
|
|
All Regions
|
874
|
43.905
|
45.504
|
46.612
|
45.899
|
46.410
|
|
Allegany & Steuben
|
38
|
43.478
|
43.169
|
42.659
|
44.504
|
44.779
|
|
3 County
|
117
|
49.414
|
50.651
|
53.141
|
52.553
|
53.363
|
|
Cayuga & Oswego
|
19
|
23.361
|
42.767
|
35.802
|
36.687
|
39.947
|
|
Clinton, Essex & Franklin
|
126
|
37.601
|
40.624
|
39.900
|
39.763
|
39.550
|
|
Columbia & Rensselaer
|
23
|
42.982
|
39.721
|
43.885
|
50.282
|
50.758
|
|
Erie, Genesee & Livingston
|
9
|
56.944
|
56.296
|
30.960
|
32.279
|
38.569
|
|
Franklin & St. Lawrence
|
113
|
36.897
|
36.928
|
38.394
|
37.974
|
38.480
|
|
Fulton, Saratoga, Herkimer & Franklin
|
47
|
39.236
|
41.343
|
40.713
|
36.412
|
37.655
|
|
Great Lakes
|
64
|
34.008
|
35.901
|
38.547
|
35.568
|
35.695
|
|
Long Island
|
26
|
40.100
|
40.356
|
48.762
|
41.893
|
42.107
|
|
Madison & Otsego
|
58
|
38.434
|
40.369
|
41.281
|
39.553
|
39.839
|
|
Oneida Subbasin
|
17
|
39.928
|
41.950
|
43.741
|
45.677
|
42.743
|
|
Schoharie
|
30
|
53.666
|
48.902
|
54.183
|
57.043
|
58.710
|
|
Southwest (spring)
|
37
|
42.591
|
48.527
|
44.640
|
45.297
|
45.123
|
|
Southwest (fall)
|
34
|
57.744
|
64.114
|
65.815
|
66.126
|
60.511
|
|
Warren, Washington & Essex
|
116
|
41.074
|
39.656
|
40.299
|
41.873
|
41.975
|
Table 5: RMSE (%) for each LiDAR region at various ground filtering height thresholds.
|
|
RMSE (%)
|
|
Region
|
# Plots
|
Unfiltered
|
0m
|
0.1m
|
1m
|
2m
|
|
All Regions
|
874
|
37.24
|
38.60
|
39.54
|
38.94
|
39.37
|
|
Allegany & Steuben
|
38
|
44.52
|
44.20
|
43.68
|
45.57
|
45.85
|
|
3 County
|
117
|
34.15
|
35.00
|
36.72
|
36.32
|
36.88
|
|
Cayuga & Oswego
|
19
|
18.13
|
33.20
|
27.79
|
28.48
|
31.01
|
|
Clinton, Essex & Franklin
|
126
|
37.03
|
40.01
|
39.29
|
39.16
|
38.95
|
|
Columbia & Rensselaer
|
23
|
29.55
|
27.31
|
30.17
|
34.57
|
34.90
|
|
Erie, Genesee & Livingston
|
9
|
43.61
|
43.11
|
23.71
|
24.72
|
29.54
|
|
Franklin & St. Lawrence
|
113
|
41.04
|
41.07
|
42.70
|
42.24
|
42.80
|
|
Fulton, Saratoga, Herkimer & Franklin
|
47
|
27.64
|
29.12
|
28.68
|
25.65
|
26.53
|
|
Great Lakes
|
64
|
44.17
|
46.63
|
50.07
|
46.20
|
46.36
|
|
Long Island
|
26
|
49.62
|
49.93
|
60.33
|
51.83
|
52.10
|
|
Madison & Otsego
|
58
|
30.03
|
31.54
|
32.26
|
30.91
|
31.13
|
|
Oneida Subbasin
|
17
|
41.83
|
43.95
|
45.83
|
47.86
|
44.78
|
|
Schoharie
|
30
|
43.12
|
39.29
|
43.53
|
45.83
|
47.17
|
|
Southwest (spring)
|
37
|
28.27
|
32.21
|
29.63
|
30.06
|
29.95
|
|
Southwest (fall)
|
34
|
40.53
|
45.00
|
46.19
|
46.41
|
42.47
|
|
Warren, Washington & Essex
|
116
|
30.60
|
29.55
|
30.03
|
31.20
|
31.27
|
Table 5: MAE for each LiDAR region at various ground filtering height thresholds.
|
|
MAE
|
|
Region
|
# Plots
|
Unfiltered
|
0m
|
0.1m
|
1m
|
2m
|
|
All Regions
|
874
|
33.421
|
34.974
|
36.013
|
35.369
|
35.724
|
|
Allegany & Steuben
|
38
|
30.681
|
35.046
|
35.041
|
35.255
|
33.794
|
|
3 County
|
117
|
38.327
|
39.774
|
42.475
|
41.951
|
41.678
|
|
Cayuga & Oswego
|
19
|
17.618
|
28.778
|
25.733
|
27.545
|
32.179
|
|
Clinton, Essex & Franklin
|
126
|
30.382
|
33.306
|
31.938
|
32.644
|
31.541
|
|
Columbia & Rensselaer
|
23
|
36.638
|
32.143
|
31.581
|
38.696
|
39.233
|
|
Erie, Genesee & Livingston
|
9
|
43.743
|
49.237
|
24.948
|
27.124
|
34.122
|
|
Franklin & St. Lawrence
|
113
|
27.562
|
28.001
|
29.535
|
27.954
|
29.230
|
|
Fulton, Saratoga, Herkimer & Franklin
|
47
|
31.440
|
33.167
|
33.167
|
29.055
|
30.738
|
|
Great Lakes
|
64
|
25.153
|
26.399
|
28.769
|
28.298
|
27.392
|
|
Long Island
|
26
|
32.769
|
33.608
|
38.133
|
37.132
|
34.594
|
|
Madison & Otsego
|
58
|
31.922
|
34.292
|
34.227
|
33.218
|
33.136
|
|
Oneida Subbasin
|
17
|
34.578
|
35.095
|
37.813
|
40.118
|
36.940
|
|
Schoharie
|
30
|
41.709
|
40.245
|
43.433
|
45.601
|
48.492
|
|
Southwest (spring)
|
37
|
32.221
|
36.606
|
33.631
|
31.450
|
33.616
|
|
Southwest (fall)
|
34
|
44.847
|
47.884
|
51.662
|
52.324
|
48.292
|
|
Warren, Washington & Essex
|
116
|
31.219
|
30.497
|
31.047
|
32.129
|
31.851
|
Table 5: R2 for each LiDAR region at various ground filtering height thresholds.
|
|
R2
|
|
Region
|
# Plots
|
Unfiltered
|
0m
|
0.1m
|
1m
|
2m
|
|
All Regions
|
874
|
0.607
|
0.579
|
0.558
|
0.571
|
0.562
|
|
Allegany & Steuben
|
38
|
0.564
|
0.552
|
0.562
|
0.529
|
0.519
|
|
3 County
|
117
|
0.550
|
0.524
|
0.472
|
0.488
|
0.468
|
|
Cayuga & Oswego
|
19
|
0.778
|
0.279
|
0.524
|
0.475
|
0.354
|
|
Clinton, Essex & Franklin
|
126
|
0.547
|
0.473
|
0.491
|
0.508
|
0.502
|
|
Columbia & Rensselaer
|
23
|
0.734
|
0.775
|
0.731
|
0.637
|
0.629
|
|
Erie, Genesee & Livingston
|
9
|
0.540
|
0.545
|
0.883
|
0.871
|
0.823
|
|
Franklin & St. Lawrence
|
113
|
0.597
|
0.596
|
0.563
|
0.573
|
0.565
|
|
Fulton, Saratoga, Herkimer & Franklin
|
47
|
0.593
|
0.549
|
0.570
|
0.647
|
0.633
|
|
Great Lakes
|
64
|
0.713
|
0.677
|
0.628
|
0.683
|
0.681
|
|
Long Island
|
26
|
0.647
|
0.646
|
0.466
|
0.606
|
0.607
|
|
Madison & Otsego
|
58
|
0.684
|
0.645
|
0.641
|
0.658
|
0.657
|
|
Oneida Subbasin
|
17
|
0.547
|
0.524
|
0.446
|
0.394
|
0.479
|
|
Schoharie
|
30
|
0.608
|
0.678
|
0.599
|
0.561
|
0.538
|
|
Southwest (spring)
|
37
|
0.773
|
0.705
|
0.754
|
0.746
|
0.743
|
|
Southwest (fall)
|
34
|
0.484
|
0.363
|
0.325
|
0.385
|
0.426
|
|
Warren, Washington & Essex
|
116
|
0.436
|
0.475
|
0.458
|
0.414
|
0.413
|
Corrections
If you see mistakes or want to suggest changes, please create an issue on the source repository.
Citation
For attribution, please cite this work as
Mahoney (2022, Feb. 9). CAFRI Labs: First draft of graphics and tables for ground filtering paper. Retrieved from https://cafri-labs.github.io/acceptable-growing-stock/posts/first-draft-of-graphics-and-tables-for-ground-filtering-paper/
BibTeX citation
@misc{mahoney2022first,
author = {Mahoney, Mike},
title = {CAFRI Labs: First draft of graphics and tables for ground filtering paper},
url = {https://cafri-labs.github.io/acceptable-growing-stock/posts/first-draft-of-graphics-and-tables-for-ground-filtering-paper/},
year = {2022}
}
