Make target dataset

Purpose

This vignette documents the workflow to create the target dataset. The training dataset is extracted from the target data set at selected labelled locations.

Libraries

library(magrittr)
library(RiverML)
library(raster)

Loading data

The dataset of target streamlines is loaded with get_target_streamlines(). The target streamlines for nine regions are included in the package and accessed with target_streamlines_SFE, for SFE region corresponding to the catchment of the South Fork Eel River, California, USA. The nine regions are:

Region name	Region code
South Fork Eel	SFE
Klamath	K
North Coast	NC
North Central Coast	NCC
South Central Coast	SCC
South Coast	SC
Sacramento	SAC
South East California	SECA
San Joaquin Tulare	SJT

Loading target_streamlines

We first define a region of study with the variable region and check that get_target_streamlines() and the lazy loaded dataset target_streamlines_SFE are identical.

region <- "SFE"
target_streamlines <- get_target_streamlines(region)
all.equal(target_streamlines, target_streamlines_SFE)
#> [1] TRUE
target_streamlines
#> class       : SpatialLinesDataFrame 
#> features    : 8022 
#> extent      : -345998.6, -294127.7, 182248, 269944.6  (xmin, xmax, ymin, ymax)
#> crs         : +proj=aea +lat_0=0 +lon_0=-120 +lat_1=34 +lat_2=40.5 +x_0=0 +y_0=-4000000 +datum=NAD83 +units=m +no_defs 
#> variables   : 58
#> names       :   COMID_FID,         LENGTH, Rowid_,  COMID_FI_1,   COMID,      AREA,         SLOPE, CONFINEMEN,         RUSLE, CONFINEM_1,     RUSLEBINS, REGION, CSBIN, KMEANS_ID,     RTLBIN, ... 
#> min values  : 8283534_280, 0.886343917158,      0, 8283534_280, 8283534,    0.0036, 2.1034561e-08,          0,   0.148176916,   Confined, High Sediment,  North,    CH,         1, North_CH_1, ... 
#> max values  :  8290162_92,  200.000000006,  15660,   8290160_7, 8290162, 1785.0888, 1.57441710441,        994, 693.464281156, Unconfined,  Low Sediment,  North,    UL,         5, North_UL_5, ...

Getting target_points

From the target_streamlines, we now extract the target_points using get_target_points() which returns a data.frame containing the location of the midpoints of all the 200-m stream intervals.

target_points <- get_target_points(target_streamlines)
#> Warning in proj4string(sldf): CRS object has comment, which is lost in output
head(target_points)
#>   Name      long      lat
#> 1    1 -123.5965 39.93120
#> 2    2 -123.7821 40.09953
#> 3    3 -123.7733 40.24461
#> 4    4 -123.7836 39.94359
#> 5    5 -123.9895 40.27929
#> 6    6 -123.9035 40.10243

You will want to save this target_points data.frame as a separate .csv with format region_all_input.csv. Such a file is required for the next step, high performance computing.

fname <- paste0(region,"_all_input.csv")
write.csv(target_points, file.path("path/to/output/", fname))

High Performance Computing

At this stage, the goal is to use High Performance Computing (HPC) to highly parallelize the extraction of the data at the location defined by target_points.

HPC Optimization

While it is possible to request one HPC node per location in target_points, this is highly unefficient. This is because, as one HPC admin told me once, if you do so, most of your time might be spent in reading required data, rather than in actual compute. To estimate the optimum ratio of nodes to compute iterations, we use HPC_optim() which requires that you profile one iteration of the code using for example profvis package.

optim_df <- HPC_optim(
    nrow(target_points),
    hpc_lim = 1e4,
    io_time = 20e3,
    computing_time = 4e3,
    AssocGrpCpuLimit = 258,
    core_per_task = 1
)

optim_df
#>    task_per_array exec_time_min n_array
#> 32             32      2.466667     251

This indicates that we should submit 251 HPC jobs each computing 32 iterations with an estimated time of 2.47 minutes per array. Take this estimated execution time with a grain of salt as the io_time and computing_time values are usually derived using a local computer with likely more RAM than one HPC node, and with faster I/O speed than the I/O speed between the HPC nodes and wherever is your input data stored.

Getting the terrain analysis and statistical roughness data

Armed with the optimized number of arrays and tasks per arrays, the HPC job can be submitted. This job will compute terrain analysis metrics (TAM, e.g. slope, curvature), and more specifically metrics of such TAM (e.g., mean, max). To derive these, a digital elevation model (DEM) is tiled around the locations specified by target_points. In our case, the input DEM corresponds to a 10-m DEM of California and its size prevents use to make the rest of the vignette executable.

In the following, the HPC code is detailled and commented.

Submitting

The TAM-DM HPC job is submitted with the following chunk which you will need to tailor to your own needs. The arguments $1 and $2 specify the output directory and the type of run. One example for $1 is /home/hguillon/out/run124. One example for $2 is SFE_all.

#!/bin/bash -l

#SBATCH --partition=med
#SBATCH --time=00-03:00:00
#SBATCH --mem-per-cpu=5200
#SBATCH --mail-type=END
#SBATCH --mail-user=hguillon@ucdavis.edu
#SBATCH --job-name=main_process_tam-dm
#SBATCH --output=/home/hguillon/out/main_process_tam-dm_%A_%a.out
#SBATCH --error=/home/hguillon/out/main_process_tam-dm_%A_%a_err.out

srun Rscript ~/farm_scripts/main_process_tam-dm.R $1 $2

Initialization

We first check for arguments from the submitting slurm commands, retrieve the region and slurm_arrayid variables and define the output files, fname_tam and fname_H.

args = commandArgs(trailingOnly=TRUE) # checking for args

if (length(args)!=2) { # test if there is at least one argument: if not, return an error
  stop("Output dir or input file missing.\n", call.=FALSE)
}

outdir <- args[1]
run_type <- args[2]
region <- unlist(strsplit(run_type, "_"))[1]

slurm_arrayid <- Sys.getenv('SLURM_ARRAY_TASK_ID') # grab the array id value from the environment variable passed from sbatch
slurm_arrayid <- as.numeric(slurm_arrayid) # coerce the value to an integer

fname_tam <- paste0(outdir, slurm_arrayid,'_tam.csv')
fname_H <- paste0(outdir, slurm_arrayid,'_H.csv')

Data Loading

Assuming run_type <- "SFE_all":

input_dir <- system.file("extdata/input_data", package = "RiverML")
fname <- paste0(run_type,"_input.csv")
input_data <- get_input_data(file.path(input_dir, fname))
head(input_data)
#>   X Name      long      lat
#> 1 1    1 -123.5965 39.93120
#> 2 2    2 -123.7821 40.09953
#> 3 3    3 -123.7733 40.24461
#> 4 4    4 -123.7836 39.94359
#> 5 5    5 -123.9895 40.27929
#> 6 6    6 -123.9035 40.10243

Assuming slurm_arrayid <- 89:

df_optim <- HPC_optim(nrow(input_data), io_time = 20e3, computing_time = 4e3, pl = FALSE)
n_start <- (slurm_arrayid - 1) * df_optim$task_per_array + 1
n_end <- n_start + (df_optim$task_per_array - 1)
if (n_end > nrow(input_data)) n_end <- nrow(input_data)
n <- seq(n_start, n_end)

This selects the iterations between 2817 and 2848.

Getting the TAM-DM data

We now calculate the TAM-DM. We first compute the tile extents with get_input_polygons() and feed the resulting SpatialPolygons to get_terrain_metrics() which produces a stack of terrain analysis Raster objects. This is then summarized with get_stats_df() at the level of the entire tile (raster_stats) and along a 100-m riparian buffer (near_channel_stats), requiring to retrieve the target_strealines with get_target_streamlines().

# if(!file.exists(fname_tam)){
    dem_dir <- "/vsicurl/https://riverml.s3-us-west-2.amazonaws.com/"
    dem_file <- "DEM_SFE.tif"
    DEM <- raster(paste0(dem_dir, dem_file))
    polys <- get_input_polygons(input_data, n, DEM, .dl = 25)
    ls <- get_terrain_metrics(polys, DEM, curvature = FALSE)

    # raster stats
    raster_stats_df <- get_stats_df(raster_stats, "rstr", ls, dem_file)

    # near channel stats
    target_streamlines <- get_target_streamlines(region)
    target_streamlines <- target_streamlines[n, ]
    near_channel_stats_df <- get_stats_df(near_channel_stats, "nrch", ls, dem_file, lines = target_streamlines)

    target_data_df_tam <- cbind(raster_stats_df, near_channel_stats_df)
    # write.csv(target_data_df_tam, file.path(fname_tam), row.names = FALSE) # saving
    # rm(DEM) # clean up
    # gc()
# }

TAM-DM data

aspect_max.rstr	aspect_mean.rstr	aspect_median.rstr	aspect_min.rstr	aspect_sd.rstr	aspect_skew.rstr	elevation_max.rstr	elevation_mean.rstr	elevation_median.rstr	elevation_min.rstr	elevation_sd.rstr	elevation_skew.rstr	flowdir_max.rstr	flowdir_mean.rstr	flowdir_median.rstr	flowdir_min.rstr	flowdir_sd.rstr	flowdir_skew.rstr	roughness_max.rstr	roughness_mean.rstr	roughness_median.rstr	roughness_min.rstr	roughness_sd.rstr	roughness_skew.rstr	slope_max.rstr	slope_mean.rstr	slope_median.rstr	slope_min.rstr	slope_sd.rstr	slope_skew.rstr	tpi_max.rstr	tpi_mean.rstr	tpi_median.rstr	tpi_min.rstr	tpi_sd.rstr	tpi_skew.rstr	tri_max.rstr	tri_mean.rstr	tri_median.rstr	tri_min.rstr	tri_sd.rstr	tri_skew.rstr	aspect_max.nrch	aspect_mean.nrch	aspect_median.nrch	aspect_min.nrch	aspect_sd.nrch	aspect_skew.nrch	elevation_max.nrch	elevation_mean.nrch	elevation_median.nrch	elevation_min.nrch	elevation_sd.nrch	elevation_skew.nrch	flowdir_max.nrch	flowdir_mean.nrch	flowdir_median.nrch	flowdir_min.nrch	flowdir_sd.nrch	flowdir_skew.nrch	roughness_max.nrch	roughness_mean.nrch	roughness_median.nrch	roughness_min.nrch	roughness_sd.nrch	roughness_skew.nrch	slope_max.nrch	slope_mean.nrch	slope_median.nrch	slope_min.nrch	slope_sd.nrch	slope_skew.nrch	tpi_max.nrch	tpi_mean.nrch	tpi_median.nrch	tpi_min.nrch	tpi_sd.nrch	tpi_skew.nrch	tri_max.nrch	tri_mean.nrch	tri_median.nrch	tri_min.nrch	tri_sd.nrch	tri_skew.nrch
6.280	2.923	2.010	0.000	1.975	0.246	217.864	139.235	136.980	95.847	27.756	0.355	128	9.331	1	1	14.069	5.204	18.743	8.506	8.407	1.312	2.988	0.338	0.822	0.365	0.367	0.006	0.130	-0.032	2.400	-0.045	0.012	-2.424	0.463	-0.768	5.646	2.496	2.443	0.419	0.836	0.313	5.885	5.027	5.300	0.505	1.206	-3.007	119.741	110.690	110.354	105.937	3.395	1.018	128	30.857	16	16	32.274	2.026	11.815	8.083	7.934	2.912	2.334	-0.263	0.507	0.321	0.335	0.058	0.131	-0.322	0.737	-0.850	-0.753	-2.424	0.736	-0.187	3.372	2.281	2.275	0.927	0.714	-0.150
6.282	2.842	3.306	0.000	1.830	0.065	359.690	237.774	235.030	190.088	31.841	0.676	128	11.395	16	1	13.204	5.163	26.886	10.006	9.846	0.130	5.277	0.276	1.162	0.428	0.417	0.002	0.232	0.213	2.321	-0.025	0.037	-2.656	0.635	-0.497	9.245	3.208	3.130	0.044	1.753	0.331	6.282	0.999	0.192	0.001	2.031	2.067	199.986	195.079	194.720	190.088	3.532	0.050	128	12.548	1	1	25.802	3.127	13.325	7.934	8.686	2.700	3.539	-0.144	0.592	0.341	0.384	0.092	0.164	-0.100	-0.352	-1.103	-1.139	-2.013	0.422	-0.126	4.633	2.703	3.011	0.615	1.269	-0.105
3.758	1.787	1.762	0.000	0.672	0.249	255.043	166.294	161.938	94.511	38.345	0.243	16	1.419	1	1	2.433	5.790	20.823	8.602	7.763	2.407	3.608	0.871	0.831	0.382	0.352	0.005	0.158	0.481	1.685	-0.013	0.057	-3.733	0.512	-1.884	6.202	2.586	2.390	0.702	1.048	0.657	3.000	1.791	1.534	0.510	0.729	0.272	165.652	138.544	138.860	116.925	15.911	0.193	2	1.032	1	1	0.180	5.041	13.474	8.496	8.419	3.205	2.622	-0.147	0.617	0.331	0.337	0.075	0.131	-0.056	-0.016	-1.408	-1.288	-3.733	0.963	-0.590	4.823	2.759	2.646	1.222	0.926	0.417
6.283	2.700	1.810	0.000	2.372	0.414	591.297	468.245	463.303	401.869	39.700	0.763	128	8.864	1	1	17.233	5.164	26.773	9.347	8.115	1.599	5.006	0.697	1.053	0.396	0.355	0.062	0.205	0.616	2.491	-0.012	-0.010	-3.260	0.457	-0.566	7.981	2.866	2.492	0.501	1.500	0.620	6.281	1.724	0.613	0.019	2.409	1.226	455.410	444.405	444.139	434.061	6.729	0.062	128	37.531	1	1	54.372	0.982	6.909	4.496	4.496	2.676	1.053	0.427	0.318	0.169	0.161	0.081	0.056	0.654	-0.171	-0.658	-0.653	-1.252	0.280	-0.088	2.455	1.465	1.406	0.947	0.343	0.906
4.636	3.116	3.171	1.034	0.819	-0.222	210.511	135.336	135.369	73.301	33.487	0.095	16	8.724	16	1	7.419	-0.051	14.123	7.458	7.446	1.123	2.036	-0.056	0.620	0.316	0.317	0.024	0.088	-0.131	1.242	-0.029	0.027	-3.548	0.317	-2.722	4.880	2.282	2.238	0.388	0.654	0.225	4.213	2.884	2.501	1.917	0.825	0.420	134.679	113.445	112.736	96.866	10.705	0.280	16	5.704	2	1	6.402	0.880	10.968	6.239	5.436	4.018	2.105	1.061	0.473	0.250	0.212	0.154	0.098	1.058	-0.173	-0.638	-0.566	-1.319	0.320	-0.268	3.158	1.881	1.611	1.367	0.561	1.209
6.264	3.578	3.456	0.000	1.325	-0.068	549.654	506.085	505.911	463.660	15.478	0.090	128	9.796	16	1	8.779	3.385	17.613	5.963	5.739	0.201	3.470	0.486	0.721	0.248	0.233	0.001	0.152	0.586	2.478	-0.014	0.026	-2.705	0.477	-1.268	5.180	1.742	1.677	0.063	0.982	0.453	5.322	3.660	3.515	2.007	1.400	0.006	484.865	481.839	481.979	477.848	1.961	-0.339	16	7.138	8	1	5.350	0.536	12.801	5.838	4.632	2.446	3.086	1.033	0.559	0.189	0.152	0.025	0.153	1.442	-0.366	-1.198	-1.181	-2.705	0.562	-0.863	3.579	1.731	1.404	0.778	0.848	0.989
6.272	2.350	2.071	0.000	1.477	0.288	350.112	306.906	310.456	256.568	23.149	-0.298	128	7.520	1	1	10.057	5.098	22.538	9.622	9.862	0.806	3.230	-0.002	1.024	0.403	0.424	0.020	0.146	-0.205	3.954	0.001	0.015	-3.302	0.672	0.235	8.045	2.878	2.936	0.361	0.985	0.180	4.197	3.499	3.741	1.710	0.686	-1.460	284.178	272.018	268.670	264.867	6.054	0.606	16	11.067	16	1	6.648	-0.573	10.590	5.132	4.735	1.487	1.922	0.593	0.438	0.188	0.175	0.034	0.087	0.566	-0.206	-0.633	-0.504	-1.284	0.354	-0.578	3.084	1.451	1.361	0.422	0.596	0.453
6.283	3.934	3.487	0.002	1.667	-0.354	627.515	559.407	561.557	510.790	27.812	-0.020	128	11.152	16	1	9.818	2.388	27.496	9.740	9.932	1.053	4.165	0.268	1.106	0.405	0.406	0.012	0.183	0.323	1.821	-0.020	0.019	-3.041	0.599	-0.955	8.255	2.994	2.941	0.374	1.335	0.607	6.096	5.842	5.880	5.339	0.162	-1.061	521.241	517.924	517.871	515.136	1.772	0.084	16	16.000	16	16	0.000	NaN	6.457	3.916	3.829	2.321	0.983	0.586	0.267	0.155	0.155	0.050	0.048	0.008	-0.108	-0.446	-0.350	-0.888	0.270	-0.342	2.119	1.249	1.231	0.833	0.326	0.668
4.941	2.825	2.866	0.669	1.044	-0.002	581.739	512.388	519.838	420.929	39.281	-0.441	16	7.060	1	1	7.245	0.405	29.378	10.140	9.472	0.443	4.322	0.904	1.330	0.440	0.415	0.007	0.192	0.955	3.051	-0.033	0.045	-4.252	0.748	-0.905	8.518	3.065	2.838	0.149	1.295	0.827	3.930	2.936	2.903	1.415	0.758	-0.459	499.151	482.925	486.330	460.208	12.871	-0.302	16	6.333	4	1	6.278	0.806	12.964	9.459	9.519	5.392	2.133	-0.229	0.521	0.343	0.330	0.152	0.108	0.097	0.486	-1.078	-0.908	-2.486	0.782	-0.136	4.088	2.850	2.814	1.604	0.715	0.232
6.282	2.306	1.232	0.000	1.901	0.513	448.274	276.682	252.922	228.611	49.156	1.213	128	8.472	1	1	14.309	5.216	28.112	10.813	12.224	0.084	7.443	-0.019	1.134	0.441	0.506	0.000	0.306	-0.014	2.050	-0.092	-0.030	-3.173	0.624	-0.686	8.763	3.215	3.662	0.053	2.225	0.030	3.877	1.361	0.773	0.504	1.233	1.195	237.017	235.548	235.416	235.088	0.492	1.503	32	7.273	1	1	10.194	1.285	7.539	2.762	2.201	0.831	1.874	1.044	0.265	0.094	0.073	0.007	0.072	0.791	-0.129	-0.418	-0.416	-0.836	0.172	-0.290	1.817	0.729	0.544	0.299	0.447	1.037
5.173	2.759	2.216	0.000	1.381	0.323	747.221	642.210	641.702	558.905	43.418	0.119	16	6.660	1	1	7.219	0.513	29.030	13.340	13.433	2.137	4.380	-0.071	1.418	0.626	0.636	0.017	0.226	-0.067	3.433	-0.081	-0.049	-3.116	0.669	0.151	8.689	4.118	4.191	0.682	1.360	-0.040	2.788	2.095	1.984	1.395	0.446	0.142	597.764	586.481	585.294	582.173	3.971	1.265	4	1.111	1	1	0.577	4.633	11.987	8.783	8.984	4.349	1.684	-0.387	0.617	0.391	0.385	0.167	0.103	-0.153	0.214	-0.492	-0.438	-1.595	0.504	-0.710	3.895	2.624	2.493	1.195	0.639	-0.016
6.281	2.784	3.142	0.000	1.912	0.137	384.267	318.677	316.353	272.487	29.673	0.259	128	10.384	16	1	15.081	5.126	21.488	10.822	11.250	0.551	4.312	-0.259	0.913	0.446	0.470	0.006	0.189	-0.303	2.503	-0.051	0.024	-4.851	0.729	-1.020	7.234	3.315	3.438	0.192	1.325	-0.250	6.274	2.697	0.492	0.006	2.819	0.311	287.230	279.889	278.816	275.770	3.027	0.892	128	17.645	1	1	37.338	2.444	19.197	10.469	10.639	2.131	5.337	0.011	0.765	0.419	0.405	0.008	0.250	-0.119	0.702	-0.950	-0.799	-2.951	0.968	-0.218	5.928	3.466	3.171	0.760	1.776	-0.094
6.282	3.155	2.289	0.000	2.149	0.302	369.461	300.612	301.687	230.841	33.419	-0.041	128	7.964	1	1	15.344	5.798	22.442	10.168	9.754	2.108	3.456	0.549	0.910	0.428	0.417	0.025	0.139	0.355	1.756	-0.008	0.062	-2.888	0.528	-1.196	7.070	3.119	2.964	0.741	1.062	0.687	2.545	1.801	2.021	0.628	0.539	-0.769	266.134	256.395	255.626	244.387	7.167	-0.131	1	1.000	1	1	0.000	NaN	12.140	7.072	7.147	3.255	2.494	0.103	0.511	0.250	0.240	0.079	0.123	0.342	-0.166	-1.315	-1.255	-2.888	0.622	-0.461	3.385	2.118	2.108	1.095	0.580	0.280
6.277	3.001	2.305	0.000	1.565	0.308	395.588	263.732	253.316	225.042	39.440	1.170	128	8.129	1	1	13.167	5.700	31.072	11.550	11.937	0.397	7.040	0.194	1.262	0.505	0.552	0.001	0.303	0.039	4.869	-0.051	-0.056	-3.591	0.689	-0.027	8.402	3.357	3.617	0.114	1.970	0.039	2.194	1.805	1.773	1.547	0.152	0.545	230.123	227.744	227.865	225.596	1.329	0.047	1	1.000	1	1	0.000	NaN	7.655	3.868	3.453	1.869	1.537	1.024	0.366	0.191	0.173	0.082	0.079	0.885	0.068	-0.268	-0.240	-0.614	0.186	-0.151	2.285	1.200	1.080	0.520	0.481	0.875
6.282	2.310	2.874	0.000	1.463	0.425	880.071	782.797	778.182	698.828	41.881	0.167	128	7.841	1	1	11.307	5.665	22.312	12.620	12.324	2.515	3.666	0.029	0.930	0.528	0.528	0.000	0.161	-0.231	2.331	-0.052	0.021	-3.808	0.578	-0.685	7.409	3.902	3.852	0.836	1.237	0.307	1.790	0.857	0.830	0.477	0.291	1.145	744.425	729.751	729.482	716.578	8.628	0.199	1	1.000	1	1	0.000	NaN	12.564	8.568	8.501	4.626	2.231	0.137	0.531	0.329	0.321	0.142	0.107	0.090	0.008	-1.009	-0.955	-2.128	0.508	0.193	3.955	2.420	2.197	1.213	0.700	0.425
6.277	3.179	3.142	0.000	1.617	0.050	219.136	168.244	167.165	133.213	18.956	0.243	128	8.773	8	1	8.697	2.791	29.102	8.595	8.422	0.131	3.521	1.058	1.304	0.368	0.366	0.001	0.156	0.918	6.781	-0.061	0.008	-3.619	0.608	0.785	8.349	2.583	2.477	0.027	1.086	1.131	4.788	2.703	2.119	1.582	1.043	0.835	147.368	142.639	143.162	137.452	3.108	-0.128	16	3.308	2	1	3.461	2.043	7.130	4.066	4.268	1.660	1.464	0.232	0.265	0.140	0.130	0.047	0.067	0.272	-0.067	-0.880	-0.935	-1.713	0.532	0.005	1.921	1.255	1.332	0.605	0.398	-0.163
6.283	2.919	3.459	0.000	1.528	-0.233	251.189	154.297	149.131	123.599	23.792	1.225	128	10.030	16	1	11.148	5.620	24.537	7.932	7.413	0.329	3.971	0.904	1.256	0.331	0.307	0.001	0.178	1.077	2.515	-0.084	-0.027	-3.412	0.473	-0.996	8.033	2.331	2.127	0.064	1.258	1.144	3.718	1.591	1.329	0.385	0.959	0.885	131.517	129.215	129.414	127.399	1.060	0.017	4	1.400	1	1	0.814	2.168	5.520	2.199	1.841	0.545	1.302	0.911	0.221	0.076	0.062	0.014	0.057	0.941	-0.048	-0.388	-0.350	-1.098	0.218	-1.277	1.637	0.592	0.461	0.197	0.360	1.372
5.681	3.113	3.172	0.000	1.274	-0.253	275.436	227.883	229.529	169.352	23.630	-0.332	16	8.750	16	1	7.425	-0.057	16.031	7.766	7.613	1.994	2.569	0.380	0.821	0.347	0.348	0.005	0.115	0.326	1.588	-0.034	0.022	-2.021	0.403	-1.141	4.940	2.360	2.327	0.623	0.772	0.359	2.018	1.518	1.342	1.089	0.323	0.460	221.288	213.650	213.601	203.575	5.095	-0.194	1	1.000	1	1	0.000	NaN	14.137	10.896	10.532	8.400	1.766	0.394	0.750	0.537	0.515	0.390	0.112	0.635	1.306	0.029	0.058	-1.326	0.478	-0.217	4.804	3.432	3.168	2.507	0.717	0.645
6.262	2.373	2.282	0.117	0.982	1.439	168.665	100.833	98.368	71.975	20.142	0.545	128	2.905	1	1	9.549	9.911	16.261	5.131	4.840	0.003	2.615	0.616	0.688	0.213	0.199	0.000	0.111	0.691	1.331	-0.031	0.008	-2.170	0.365	-1.160	4.843	1.517	1.431	0.000	0.811	0.849	2.391	1.478	1.430	0.914	0.374	0.552	112.161	98.337	98.914	82.799	9.019	-0.095	1	1.000	1	1	0.000	NaN	5.282	3.207	3.190	1.768	0.865	0.412	0.243	0.150	0.145	0.075	0.043	0.392	0.896	-0.033	0.049	-0.761	0.391	0.094	1.583	1.006	1.035	0.512	0.271	0.170
4.978	3.083	3.173	1.135	1.078	-0.160	573.646	494.014	494.094	416.583	33.629	0.094	16	8.632	16	1	7.428	-0.026	23.322	8.797	8.507	2.429	2.844	0.827	0.904	0.385	0.372	0.018	0.113	0.522	1.620	-0.039	0.006	-2.110	0.392	-0.722	6.139	2.639	2.548	0.753	0.779	0.699	3.052	2.377	2.392	1.564	0.383	-0.176	490.110	465.199	463.409	448.230	13.707	0.356	1	1.000	1	1	0.000	NaN	13.466	8.246	8.375	2.858	3.002	-0.063	0.567	0.336	0.339	0.111	0.123	0.077	0.561	-0.020	-0.038	-0.726	0.326	0.194	3.632	2.334	2.420	0.903	0.752	-0.241
6.283	2.922	3.144	0.000	2.034	0.066	591.819	490.213	485.501	442.171	35.599	0.553	128	9.452	16	1	10.649	4.319	27.302	11.457	12.144	1.001	4.927	-0.459	0.948	0.476	0.522	0.008	0.211	-0.541	2.598	-0.061	-0.028	-3.311	0.621	-0.319	8.109	3.604	3.824	0.375	1.555	-0.377	6.272	2.929	0.140	0.003	3.129	0.136	448.050	445.543	445.524	444.129	1.063	0.944	32	11.286	16	1	10.266	0.494	5.765	3.877	3.821	1.691	1.093	-0.087	0.264	0.172	0.173	0.037	0.059	-0.441	-0.143	-0.724	-0.849	-1.014	0.278	0.697	2.056	1.395	1.349	0.845	0.372	0.199
6.283	1.534	1.577	0.000	0.798	0.682	697.598	633.265	632.196	561.927	28.115	0.051	128	1.263	1	1	4.367	24.158	18.355	6.984	6.416	1.935	2.633	1.121	0.715	0.302	0.288	0.002	0.101	0.773	0.934	0.014	0.058	-2.380	0.327	-2.307	5.295	2.075	1.957	0.679	0.728	1.206	1.836	1.023	0.984	0.529	0.332	0.853	629.956	610.872	611.836	589.158	11.373	-0.205	1	1.000	1	1	0.000	NaN	10.997	6.964	6.564	3.921	2.139	0.088	0.440	0.279	0.261	0.163	0.088	0.160	0.103	-0.663	-0.727	-1.308	0.439	0.227	2.946	2.023	2.070	1.166	0.496	-0.111
6.257	2.441	1.863	0.000	1.677	0.228	342.218	269.049	265.404	234.600	22.322	0.604	128	6.942	1	1	9.002	4.673	21.780	8.368	8.053	0.869	4.114	0.390	0.983	0.366	0.352	0.001	0.186	0.464	2.850	-0.053	0.041	-3.905	0.655	-1.000	6.471	2.564	2.445	0.252	1.272	0.493	4.182	1.777	1.432	0.823	0.986	1.546	241.713	238.937	238.434	237.983	1.161	1.238	2	1.154	1	1	0.376	1.702	6.461	2.520	1.748	0.869	1.940	1.131	0.378	0.122	0.071	0.004	0.126	1.028	-0.025	-0.335	-0.326	-0.730	0.207	-0.579	2.396	0.854	0.508	0.252	0.734	1.144
5.710	3.239	2.367	0.000	1.516	0.032	396.025	343.745	344.177	310.978	16.949	0.306	128	9.301	4	1	12.270	5.462	25.212	6.970	5.382	0.352	4.544	1.060	1.124	0.310	0.246	0.000	0.213	1.128	3.361	-0.023	0.006	-3.620	0.644	-1.064	7.352	2.048	1.613	0.105	1.363	1.172	2.368	2.054	2.026	1.724	0.149	0.423	324.350	318.673	318.673	313.742	2.847	0.068	1	1.000	1	1	0.000	NaN	19.915	13.886	13.646	7.352	3.519	-0.123	0.943	0.645	0.627	0.338	0.167	0.127	1.243	-0.271	-0.045	-2.654	1.018	-0.883	6.351	4.218	4.105	2.227	1.142	0.248
3.383	1.736	1.678	0.000	0.769	0.225	335.609	262.562	264.370	179.750	33.982	-0.081	16	1.405	1	1	2.396	5.893	23.116	9.308	8.519	3.313	3.796	0.700	0.987	0.399	0.368	0.004	0.156	0.699	2.092	-0.021	0.066	-4.898	0.552	-1.848	7.472	2.779	2.470	1.000	1.167	0.908	3.268	2.982	3.039	2.468	0.214	-0.838	251.682	226.790	224.229	210.834	13.612	0.405	16	6.133	1	1	7.104	0.666	17.237	13.525	14.305	6.771	2.879	-0.709	0.817	0.563	0.610	0.238	0.162	-0.364	0.897	-1.206	-1.381	-2.564	0.850	0.501	6.322	4.475	4.712	2.512	1.111	-0.087
6.279	1.916	1.352	0.008	1.631	0.819	536.487	453.520	447.794	420.489	24.166	0.995	128	4.925	1	1	10.236	6.988	22.502	7.562	7.016	0.328	3.857	0.530	1.144	0.309	0.283	0.005	0.170	0.819	2.010	-0.086	-0.035	-3.278	0.500	-0.677	7.199	2.317	2.135	0.150	1.204	0.640	6.062	1.147	0.727	0.029	1.511	2.278	432.143	425.536	424.293	422.390	2.888	0.834	128	11.310	1	1	32.651	3.122	11.274	6.050	4.573	2.481	3.191	0.465	0.462	0.221	0.168	0.006	0.154	0.271	0.082	-0.936	-1.131	-1.633	0.551	0.678	3.247	1.934	1.610	1.166	0.702	0.536
5.632	3.797	3.900	2.612	0.702	0.039	995.191	831.189	833.780	702.900	58.113	-0.004	16	11.493	16	1	6.812	-0.865	24.609	12.141	11.356	3.592	3.747	0.703	0.957	0.534	0.517	0.175	0.146	0.260	1.305	-0.072	0.005	-2.283	0.430	-1.201	7.237	3.758	3.723	1.171	0.904	0.386	4.575	4.180	4.311	3.177	0.355	-1.288	836.662	796.690	795.324	764.172	23.144	0.166	16	15.273	16	8	2.335	-2.718	13.746	8.762	8.877	5.253	2.234	0.261	0.586	0.392	0.431	0.196	0.108	-0.327	0.279	-0.550	-0.484	-2.283	0.496	-1.098	3.944	2.689	2.692	1.668	0.604	0.280
6.281	2.778	1.789	0.000	2.132	0.347	304.463	272.489	277.433	237.454	14.274	-0.596	128	9.827	1	1	18.191	4.759	19.531	4.498	3.475	0.212	3.587	1.422	0.934	0.199	0.147	0.001	0.168	1.592	1.843	-0.005	0.020	-2.729	0.426	-0.630	5.961	1.344	1.039	0.051	1.083	1.522	2.090	1.807	1.821	1.394	0.234	-0.286	268.409	258.611	259.082	249.548	6.199	0.096	1	1.000	1	1	0.000	NaN	16.284	10.674	13.475	2.464	5.270	-0.462	0.815	0.536	0.618	0.122	0.251	-0.424	1.591	-0.118	-0.181	-1.827	0.860	0.138	5.377	3.427	4.015	0.746	1.661	-0.381
6.283	3.301	3.222	0.001	1.746	-0.268	538.059	455.067	455.203	397.051	28.981	0.074	128	9.942	16	1	11.018	4.405	28.289	12.352	11.923	1.859	4.093	0.447	1.137	0.515	0.504	0.037	0.180	0.188	4.015	-0.093	0.050	-4.117	0.894	-0.643	8.691	3.914	3.830	0.612	1.297	0.409	6.150	5.556	5.784	3.269	0.703	-2.157	417.067	409.906	410.314	401.699	4.305	-0.227	16	16.000	16	16	0.000	NaN	22.010	13.148	13.621	3.759	4.778	-0.056	0.903	0.524	0.569	0.125	0.231	-0.161	0.445	-1.549	-1.826	-2.793	0.817	0.707	7.160	4.207	4.386	1.870	1.567	0.072
6.282	3.128	2.727	0.000	2.012	0.239	467.070	402.569	403.448	328.314	32.255	-0.150	128	8.790	1	1	15.779	5.488	23.895	12.595	12.455	3.082	4.296	0.205	1.009	0.529	0.519	0.046	0.180	0.038	3.954	-0.036	0.027	-2.654	0.659	-0.008	7.980	3.988	3.821	1.023	1.405	0.401	6.207	2.341	1.868	0.043	1.968	1.074	360.056	349.893	349.823	340.060	5.643	0.084	128	11.613	1	1	31.565	3.205	9.975	7.056	7.386	3.382	1.771	-0.257	0.508	0.290	0.300	0.095	0.111	0.029	-0.199	-0.755	-0.738	-1.493	0.359	-0.287	3.376	2.162	2.206	1.023	0.645	0.124
6.282	3.382	3.683	0.000	1.919	-0.514	401.752	349.791	347.850	317.162	20.111	0.364	128	13.219	16	1	12.597	4.743	14.434	6.916	6.953	0.201	2.476	-0.058	0.633	0.281	0.285	0.001	0.110	-0.099	2.221	-0.054	0.006	-2.537	0.456	-0.842	4.455	2.088	2.092	0.050	0.771	0.056	6.222	3.304	4.142	0.068	2.245	-0.343	327.735	321.824	321.823	317.460	3.482	0.137	64	19.118	16	1	19.196	1.290	7.261	3.251	2.989	0.201	1.783	0.373	0.262	0.100	0.083	0.002	0.067	0.596	-0.028	-0.594	-0.588	-1.330	0.345	-0.109	2.057	0.904	0.952	0.050	0.489	0.097
6.283	2.358	2.143	0.003	1.506	0.453	344.219	275.440	276.795	213.397	27.074	-0.048	128	7.779	1	1	12.004	5.746	23.032	10.146	9.821	1.764	3.558	0.550	0.918	0.420	0.405	0.030	0.155	0.419	2.699	-0.050	0.014	-3.993	0.739	-0.711	6.967	3.067	3.001	0.593	1.057	0.543	6.266	1.320	0.734	0.119	1.670	2.327	249.214	235.196	233.050	224.260	7.429	0.363	128	6.438	1	1	22.619	4.846	16.569	9.802	9.276	4.880	2.780	0.415	0.639	0.370	0.356	0.087	0.141	-0.006	-0.270	-1.296	-1.228	-2.791	0.655	-0.490	4.889	2.886	2.817	1.380	0.932	0.400

Getting the statistical roughness data

Rasters of the statistical roughness of California were computed using the R package statisticalRoughness from scales from 640 to 8.192^{4} meters. The resulting rasters and associated scales are loaded with get_H_rasters().

# if(!file.exists(fname_H)){
    lH <- get_H_rasters()
    H_rasters <- lH$H_rasters
    upper_scales <- lH$upper_scales
    target_data_df_H <- join_streamlines_with_H_rasters(H_rasters, target_streamlines, upper_scales)
    # write.csv(target_data_df_H, file.path(fname_H), row.names = FALSE) # saving
# }

statistical roughness data

H.640	H.960	H.1280	H.1600	H.1920	H.2240	H.2560	H.2880	H.3200	H.3840	H.4480	H.5120	H.5760	H.6400	H.7680	H.8960	H.10240	H.11520	H.12800	H.15360	H.17920	H.20480	H.23040	H.25600	H.30720	H.35840	H.40960	H.46080	H.51200	H.61440	H.71680	H.81920
0.859	0.785	0.816	0.772	0.649	0.790	0.704	0.683	0.631	0.666	0.636	0.561	0.587	0.547	0.544	0.548	0.528	0.481	0.577	0.458	0.537	0.459	0.416	0.377	0.390	0.485	0.394	0.385	0.449	0.368	0.368	0.474
0.954	0.906	0.856	0.718	0.789	0.702	0.764	0.654	0.661	0.671	0.548	0.602	0.546	0.538	0.579	0.418	0.488	0.461	0.465	0.470	0.367	0.481	0.417	0.395	0.466	0.362	0.454	0.513	0.449	0.404	0.368	0.366
0.927	0.860	0.886	0.900	0.873	0.915	0.843	0.907	0.910	0.792	0.843	0.770	0.692	0.763	0.576	0.665	0.622	0.558	0.643	0.562	0.553	0.520	0.416	0.468	0.390	0.485	0.397	0.385	0.366	0.368	0.368	0.474
0.975	0.862	0.837	0.830	0.757	0.766	0.702	0.715	0.719	0.725	0.667	0.698	0.669	0.672	0.622	0.590	0.533	0.591	0.556	0.516	0.524	0.406	0.487	0.395	0.443	0.362	0.405	0.398	0.449	0.404	0.368	0.362
0.892	0.900	0.993	0.983	0.964	0.853	0.827	0.833	0.877	0.806	0.847	0.802	0.778	0.845	0.694	0.690	0.648	0.622	0.575	0.509	0.500	0.500	0.448	0.468	0.419	0.419	0.397	0.385	0.366	0.464	0.420	0.474
0.759	0.789	0.749	0.713	0.765	0.712	0.719	0.662	0.716	0.675	0.652	0.673	0.555	0.569	0.563	0.556	0.581	0.553	0.573	0.627	0.547	0.537	0.459	0.549	0.443	0.476	0.405	0.398	0.428	0.404	0.368	0.362
0.840	0.739	0.711	0.721	0.645	0.632	0.655	0.537	0.639	0.627	0.623	0.508	0.532	0.547	0.544	0.568	0.552	0.558	0.577	0.458	0.545	0.459	0.416	0.377	0.390	0.485	0.394	0.385	0.449	0.368	0.368	0.474
0.898	0.864	0.882	0.832	0.807	0.758	0.753	0.750	0.743	0.693	0.712	0.671	0.671	0.639	0.570	0.609	0.539	0.532	0.484	0.489	0.452	0.406	0.459	0.405	0.348	0.362	0.405	0.398	0.322	0.404	0.368	0.362
0.931	0.875	0.859	0.826	0.765	0.753	0.801	0.753	0.710	0.776	0.665	0.782	0.645	0.731	0.643	0.658	0.635	0.649	0.643	0.562	0.538	0.520	0.448	0.468	0.390	0.438	0.397	0.385	0.366	0.368	0.812	0.474
0.973	0.882	0.777	0.849	0.726	0.738	0.689	0.647	0.709	0.643	0.561	0.575	0.556	0.470	0.465	0.418	0.367	0.461	0.409	0.409	0.367	0.406	0.417	0.395	0.466	0.362	0.405	0.513	0.449	0.404	0.368	0.362
0.924	0.867	0.855	0.857	0.827	0.768	0.785	0.752	0.763	0.732	0.686	0.688	0.695	0.587	0.622	0.590	0.614	0.610	0.573	0.516	0.524	0.586	0.487	0.549	0.443	0.362	0.454	0.398	0.428	0.404	0.368	0.366
0.886	0.793	0.771	0.712	0.652	0.610	0.603	0.554	0.545	0.503	0.439	0.431	0.437	0.523	0.630	0.570	0.383	0.471	0.364	0.347	0.577	0.334	0.791	0.552	0.466	0.665	0.394	0.513	0.449	0.404	0.812	0.474
0.921	0.883	0.847	0.836	0.837	0.798	0.746	0.760	0.771	0.745	0.700	0.680	0.723	0.674	0.591	0.573	0.580	0.546	0.600	0.546	0.538	0.500	0.448	0.468	0.581	0.438	0.397	0.385	0.366	0.464	0.812	0.474
0.954	0.835	0.759	0.789	0.824	0.761	0.681	0.718	0.709	0.664	0.662	0.592	0.556	0.470	0.465	0.418	0.488	0.461	0.409	0.409	0.367	0.481	0.417	0.395	0.466	0.362	0.454	0.513	0.449	0.404	0.368	0.366
0.914	0.865	0.846	0.802	0.790	0.795	0.776	0.709	0.721	0.741	0.670	0.673	0.679	0.602	0.636	0.609	0.612	0.645	0.596	0.489	0.452	0.537	0.459	0.481	0.348	0.362	0.405	0.398	0.368	0.404	0.368	0.362
0.891	0.820	0.831	0.819	0.799	0.835	0.808	0.820	0.786	0.723	0.764	0.728	0.730	0.724	0.694	0.677	0.622	0.678	0.620	0.584	0.553	0.520	0.416	0.545	0.390	0.485	0.397	0.385	0.366	0.368	0.368	0.474
0.913	0.810	0.769	0.763	0.622	0.713	0.774	0.594	0.516	0.504	0.701	0.671	0.532	0.547	0.544	0.461	0.551	0.558	0.577	0.458	0.388	0.459	0.416	0.377	0.390	0.438	0.394	0.385	0.449	0.368	0.812	0.474
0.889	0.861	0.871	0.805	0.798	0.795	0.728	0.703	0.719	0.715	0.653	0.591	0.591	0.581	0.562	0.502	0.504	0.481	0.436	0.458	0.537	0.459	0.416	0.377	0.390	0.485	0.394	0.385	0.449	0.368	0.368	0.474
0.869	0.906	0.897	0.876	0.867	0.841	0.834	0.846	0.804	0.779	0.735	0.726	0.679	0.715	0.607	0.589	0.552	0.558	0.636	0.601	0.553	0.459	0.416	0.508	0.390	0.485	0.394	0.385	0.449	0.368	0.368	0.474
0.968	0.912	0.910	0.894	0.872	0.874	0.867	0.864	0.838	0.769	0.706	0.783	0.676	0.769	0.694	0.678	0.612	0.578	0.611	0.527	0.524	0.481	0.487	0.395	0.443	0.362	0.454	0.398	0.449	0.404	0.368	0.366
0.907	0.814	0.801	0.694	0.694	0.644	0.657	0.601	0.563	0.519	0.515	0.478	0.507	0.466	0.399	0.455	0.367	0.380	0.409	0.409	0.451	0.406	0.404	0.395	0.466	0.362	0.405	0.513	0.449	0.404	0.368	0.362
0.911	0.858	0.887	0.816	0.817	0.856	0.834	0.828	0.838	0.812	0.799	0.783	0.748	0.769	0.625	0.678	0.612	0.578	0.611	0.527	0.524	0.481	0.487	0.395	0.443	0.362	0.454	0.398	0.449	0.404	0.368	0.366
0.841	0.727	0.685	0.714	0.574	0.543	0.545	0.534	0.493	0.474	0.439	0.431	0.437	0.523	0.456	0.570	0.383	0.471	0.364	0.347	0.577	0.334	0.791	0.552	0.466	0.665	0.394	0.513	0.449	0.404	0.812	0.474
0.892	0.844	0.794	0.724	0.764	0.685	0.644	0.628	0.577	0.537	0.483	0.484	0.431	0.466	0.482	0.455	0.367	0.380	0.409	0.409	0.451	0.406	0.404	0.395	0.466	0.362	0.405	0.513	0.449	0.404	0.368	0.362
0.902	0.888	0.857	0.862	0.808	0.793	0.800	0.732	0.774	0.732	0.730	0.756	0.682	0.680	0.628	0.502	0.498	0.435	0.560	0.470	0.537	0.334	0.417	0.508	0.466	0.485	0.394	0.513	0.449	0.404	0.368	0.474
0.929	0.856	0.821	0.803	0.799	0.776	0.757	0.708	0.660	0.606	0.674	0.593	0.540	0.575	0.570	0.533	0.539	0.512	0.484	0.489	0.452	0.406	0.459	0.405	0.348	0.362	0.405	0.398	0.322	0.404	0.368	0.362
0.961	0.927	0.917	0.860	0.840	0.863	0.847	0.845	0.771	0.744	0.691	0.713	0.630	0.698	0.578	0.629	0.533	0.512	0.556	0.516	0.452	0.406	0.459	0.395	0.443	0.362	0.405	0.398	0.449	0.404	0.368	0.362
0.715	0.847	0.842	0.768	0.833	0.782	0.790	0.772	0.755	0.694	0.696	0.711	0.599	0.535	0.435	0.422	0.498	0.435	0.465	0.470	0.367	0.334	0.417	0.395	0.466	0.362	0.394	0.513	0.449	0.404	0.368	0.474
0.858	0.846	0.810	0.694	0.705	0.644	0.657	0.601	0.563	0.596	0.515	0.478	0.507	0.466	0.399	0.455	0.367	0.380	0.409	0.409	0.451	0.406	0.404	0.395	0.466	0.362	0.405	0.513	0.449	0.404	0.368	0.362
0.905	0.788	0.774	0.829	0.746	0.739	0.709	0.679	0.651	0.643	0.642	0.575	0.556	0.608	0.465	0.561	0.367	0.461	0.556	0.409	0.524	0.406	0.417	0.395	0.466	0.362	0.405	0.513	0.449	0.404	0.368	0.362
0.784	0.869	0.825	0.828	0.839	0.799	0.783	0.752	0.767	0.762	0.713	0.713	0.636	0.657	0.591	0.573	0.580	0.649	0.600	0.546	0.538	0.500	0.448	0.468	0.581	0.438	0.397	0.385	0.366	0.464	0.812	0.474
0.892	0.808	0.843	0.795	0.656	0.679	0.633	0.594	0.704	0.504	0.601	0.671	0.532	0.608	0.544	0.576	0.551	0.558	0.577	0.458	0.538	0.459	0.416	0.377	0.390	0.438	0.394	0.385	0.449	0.368	0.812	0.474

Getting the StreamCat data

Typically, the following chunks are executed after having calculated target_data_df_H and target_data_df_tam for each HPC array. Now is time to join all of them and to add StreamCat data to the resulting unified data.frame.

Loading StreamCat data

StreamCat data are publicly available. In our case, we retrieved the following data from HydroRegions corresponding to California, Nevada and Oregon:

• ICI_IWI_Region18
• Lithology_Region18
• Mines_Region18
• MinesRipBuf100_Region18
• NLCD2011_Region18
• NLCD2011RipBuf100_Region18
• PRISM_1981_2010_Region18
• Runoff_Region18
• STATSGO_Set1_Region18
• STATSGO_Set2_Region18

These data are aggregated into streamcat_df with get_streamcat_df().

An cloud-based version of streamcat_df can be loaded directly with:

streamcat_df <- data.table::fread("https://riverml.s3-us-west-2.amazonaws.com/streamcat_df.csv.bz2")

StreamCat data

COMID	CatAreaSqKm	WsAreaSqKm	CatPctFull	WsPctFull	CHYD	CCHEM	CSED	CCONN	CTEMP	CHABT	ICI	WHYD	WCHEM	WSED	WCONN	WTEMP	WHABT	IWI	PctCarbResidCat	PctNonCarbResidCat	PctAlkIntruVolCat	PctSilicicCat	PctExtruVolCat	PctColluvSedCat	PctGlacTilClayCat	PctGlacTilLoamCat	PctGlacTilCrsCat	PctGlacLakeCrsCat	PctGlacLakeFineCat	PctHydricCat	PctEolCrsCat	PctEolFineCat	PctSalLakeCat	PctAlluvCoastCat	PctCoastCrsCat	PctWaterCat	PctCarbResidWs	PctNonCarbResidWs	PctAlkIntruVolWs	PctSilicicWs	PctExtruVolWs	PctColluvSedWs	PctGlacTilClayWs	PctGlacTilLoamWs	PctGlacTilCrsWs	PctGlacLakeCrsWs	PctGlacLakeFineWs	PctHydricWs	PctEolCrsWs	PctEolFineWs	PctSalLakeWs	PctAlluvCoastWs	PctCoastCrsWs	PctWaterWs	MineDensCat	MineDensWs	MineDensCatRp100	MineDensWsRp100	PctOw2011Cat	PctIce2011Cat	PctUrbOp2011Cat	PctUrbLo2011Cat	PctUrbMd2011Cat	PctUrbHi2011Cat	PctBl2011Cat	PctDecid2011Cat	PctConif2011Cat	PctMxFst2011Cat	PctShrb2011Cat	PctGrs2011Cat	PctHay2011Cat	PctCrop2011Cat	PctWdWet2011Cat	PctHbWet2011Cat	PctOw2011Ws	PctIce2011Ws	PctUrbOp2011Ws	PctUrbLo2011Ws	PctUrbMd2011Ws	PctUrbHi2011Ws	PctBl2011Ws	PctDecid2011Ws	PctConif2011Ws	PctMxFst2011Ws	PctShrb2011Ws	PctGrs2011Ws	PctHay2011Ws	PctCrop2011Ws	PctWdWet2011Ws	PctHbWet2011Ws	PctOw2011CatRp100	PctIce2011CatRp100	PctUrbOp2011CatRp100	PctUrbLo2011CatRp100	PctUrbMd2011CatRp100	PctUrbHi2011CatRp100	PctBl2011CatRp100	PctDecid2011CatRp100	PctConif2011CatRp100	PctMxFst2011CatRp100	PctShrb2011CatRp100	PctGrs2011CatRp100	PctHay2011CatRp100	PctCrop2011CatRp100	PctWdWet2011CatRp100	PctHbWet2011CatRp100	PctOw2011WsRp100	PctIce2011WsRp100	PctUrbOp2011WsRp100	PctUrbLo2011WsRp100	PctUrbMd2011WsRp100	PctUrbHi2011WsRp100	PctBl2011WsRp100	PctDecid2011WsRp100	PctConif2011WsRp100	PctMxFst2011WsRp100	PctShrb2011WsRp100	PctGrs2011WsRp100	PctHay2011WsRp100	PctCrop2011WsRp100	PctWdWet2011WsRp100	PctHbWet2011WsRp100	Precip8110Cat	Tmax8110Cat	Tmean8110Cat	Tmin8110Cat	Precip8110Ws	Tmax8110Ws	Tmean8110Ws	Tmin8110Ws	RunoffCat	RunoffWs	ClayCat	SandCat	ClayWs	SandWs	OmCat	PermCat	RckDepCat	WtDepCat	OmWs	PermWs	RckDepWs	WtDepWs
-258277	9.231	9.231	100.000	100.000	0.999	0.996	0.993	1.000	1.000	0.989	0.978	0.999	0.996	0.992	1.000	1.000	0.983	0.972	0.000	14.386	0	85.614	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0	0.000	6.225	0	93.775	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0.000	0.000	0.000	0.000	0.000	32.438	0.468	63.996	3.098	0.000	0.000	0.000	0.000	0.000	0	0.000	0.002	0.000	0.000	0.000	0.000	45.203	0.186	53.313	1.227	0.000	0.000	0.070	0.000	0.000	0	0.000	0.000	0.000	0.000	0.000	0.000	50.483	0.967	44.898	3.652	0.000	0.000	0.000	0.000	0.000	0	0.000	0.000	0.000	0.000	0.000	0.000	42.505	0.502	55.428	0.963	0.000	0.000	0.602	0.000	3197.369	17.276	11.081	4.882	3638.408	16.375	10.643	4.906	2150.000	2150.388	29.115	24.994	27.518	28.147	0.893	2.687	87.767	182.880	1.158	2.906	88.131	182.880
-258276	3.346	3.346	100.000	100.000	1.000	0.994	0.995	1.000	1.000	1.000	0.989	1.000	0.994	0.995	1.000	1.000	1.000	0.988	64.177	0.000	0	35.823	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0	69.329	0.000	0	30.671	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0.000	0.000	0.000	0.000	0.389	90.124	1.929	7.540	0.018	0.000	0.000	0.000	0.000	0.000	0	0.000	0.000	0.000	0.000	0.000	0.608	80.140	3.695	14.636	0.921	0.000	0.000	0.000	0.000	0.000	0	0.000	0.000	0.000	0.000	0.000	3.066	73.585	7.783	15.566	0.000	0.000	0.000	0.000	0.000	0.000	0	0.000	0.000	0.000	0.000	0.000	1.819	85.020	5.126	8.036	0.000	0.000	0.000	0.000	0.000	2476.778	16.495	10.438	4.376	2716.114	15.565	9.911	4.252	2150.000	2106.857	23.204	36.020	21.070	43.496	1.217	4.533	96.103	182.880	0.953	7.129	87.566	182.598
-258275	11.939	11.939	100.000	100.000	1.000	0.993	0.998	1.000	1.000	1.000	0.991	1.000	0.993	0.997	1.000	1.000	1.000	0.991	0.000	0.000	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0	0.000	0.005	0	99.995	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	3.226	0.000	0.523	0.000	1.308	0.436	21.186	0.000	57.716	15.606	0.000	0.000	0.000	0.000	0.009	0	1.717	0.243	0.013	0.000	0.088	0.053	56.641	0.797	37.826	2.582	0.000	0.000	0.031	0.000	0.000	0	13.525	0.000	2.459	0.000	0.000	0.000	28.279	0.000	40.164	15.574	0.000	0.000	0.000	0.000	0.000	0	2.160	0.124	0.051	0.000	0.168	0.000	64.400	1.574	28.551	2.804	0.000	0.000	0.168	0.000	2481.713	19.558	11.857	4.150	2827.991	17.923	11.145	4.362	2150.000	2134.858	30.670	24.750	29.561	25.760	0.670	2.250	89.660	182.880	0.821	2.320	92.749	182.880
-258274	21.271	21.271	100.000	100.000	1.000	0.997	0.999	1.000	1.000	0.998	0.994	1.000	0.997	0.999	1.000	1.000	0.998	0.994	0.000	0.000	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0	10.084	0.000	0	89.916	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	9.002	2.701	0.000	0.675	0.750	0.450	83.346	0.000	2.551	0.525	0.000	0.000	0.000	0.000	0.010	0	4.212	0.075	0.010	0.009	0.066	1.000	80.795	7.744	5.857	0.224	0.000	0.000	0.000	0.000	0.000	0	37.658	9.177	0.000	2.848	0.316	1.899	46.519	0.000	1.582	0.000	0.000	0.000	0.000	0.000	0.000	0	6.544	0.281	0.004	0.045	0.011	1.931	76.324	12.028	2.737	0.096	0.000	0.000	0.000	0.000	2106.690	19.830	12.266	4.696	2237.848	17.541	10.776	4.006	2150.000	2137.193	23.240	31.492	23.252	34.237	1.690	2.720	110.360	182.880	1.375	3.913	101.527	182.858
-258273	32.420	32.420	100.000	100.000	0.996	0.997	0.996	0.997	1.000	1.000	0.986	0.994	0.997	0.995	0.994	1.000	1.000	0.980	0.000	19.746	0	0.000	0	0	0	0	0	0	0	0	0	0	0	80.254	0	0	1.335	12.288	0	85.480	0	0	0	0	0	0	0	0	0	0	0	0.897	0	0	0	0	0	0	7.785	0	7.217	1.634	2.065	0.885	0.931	2.179	15.138	3.427	2.111	4.698	23.218	18.293	2.701	7.717	0.153	0	3.075	0.161	0.035	0.007	0.201	1.439	71.358	6.618	15.904	0.807	0.078	0.072	0.059	0.034	7.704	0	8.459	0.302	0.000	0.000	6.193	0.000	0.000	0.755	7.553	6.193	14.199	2.115	15.106	31.420	0.392	0	3.545	0.344	0.101	0.018	0.728	2.589	69.476	10.463	11.137	0.807	0.038	0.005	0.227	0.129	1863.625	15.800	11.771	7.737	2700.126	17.548	11.385	5.217	2150.000	2142.661	25.756	25.042	26.767	29.109	2.968	7.984	137.572	147.931	1.145	3.159	102.674	179.212
-258261	42.760	42.760	100.000	100.000	1.000	0.991	0.992	0.998	0.997	0.990	0.968	1.000	0.991	0.991	0.998	0.997	0.989	0.966	0.000	0.000	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0	0.000	0.000	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0.000	0.000	0.000	0.000	0.000	42.569	2.165	55.267	0.000	0.000	0.000	0.000	0.000	0.000	0	0.000	0.011	0.000	0.000	0.000	2.263	41.441	0.703	55.318	0.264	0.000	0.000	0.000	0.000	0.000	0	0.000	0.000	0.000	0.000	0.000	0.000	39.462	13.453	47.085	0.000	0.000	0.000	0.000	0.000	0.000	0	0.000	0.000	0.000	0.000	0.000	6.840	40.698	3.488	48.974	0.000	0.000	0.000	0.000	0.000	3096.049	17.229	11.327	5.422	3047.640	16.874	11.415	5.950	2150.000	2150.000	30.670	24.750	30.670	24.750	0.670	2.250	89.660	182.880	0.670	2.250	89.660	182.880
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-258250	0.009	0.009	100.000	100.000	0.795	0.905	0.924	0.843	0.831	0.857	0.399	0.757	0.895	0.921	0.815	0.831	0.855	0.362	0.000	0.000	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0	0.000	47.469	0	52.531	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0.000	0.000	0.000	0.000	0.000	42.537	0.000	57.463	0.000	0.000	0.000	0.000	0.000	0.000	0	1.225	0.017	0.000	0.000	0.000	0.000	64.610	0.406	33.457	0.284	0.000	0.000	0.000	0.000	0.000	0	0.000	0.000	0.000	0.000	0.000	0.000	72.840	0.000	27.160	0.000	0.000	0.000	0.000	0.000	0.000	0	2.087	0.161	0.000	0.000	0.000	0.000	76.351	1.605	19.369	0.428	0.000	0.000	0.000	0.000	2591.698	18.848	11.773	4.695	2818.412	17.803	11.870	5.933	2150.000	2157.774	30.670	24.750	31.008	23.373	0.670	2.250	89.660	182.880	1.074	2.212	92.294	182.880
-258249	0.020	0.020	100.000	100.000	0.778	0.904	0.920	0.832	0.827	0.849	0.378	0.727	0.893	0.917	0.794	0.827	0.847	0.331	0.000	0.000	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0	0.000	0.000	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0.000	0.000	0.000	0.000	0.000	80.727	0.097	19.176	0.000	0.000	0.000	0.000	0.000	0.000	0	0.270	0.000	0.000	0.000	0.000	0.000	59.554	1.366	38.646	0.142	0.000	0.000	0.022	0.000	0.000	0	0.000	0.000	0.000	0.000	0.000	0.000	81.792	0.000	18.208	0.000	0.000	0.000	0.000	0.000	0.000	0	0.000	0.000	0.000	0.000	0.000	0.000	66.371	0.723	32.721	0.000	0.000	0.000	0.186	0.000	3399.852	17.857	11.043	4.224	3651.206	17.102	10.723	4.339	2150.000	2088.820	30.670	24.750	29.368	26.616	0.670	2.250	89.660	182.880	0.880	2.484	89.394	182.880
-258248	0.102	0.102	100.000	100.000	0.800	0.895	0.912	1.000	0.750	0.750	0.367	0.800	0.882	0.909	1.000	0.750	0.750	0.361	0.000	0.000	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0	0.000	0.000	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0.000	0.000	0.000	0.000	0.000	95.271	1.618	3.111	0.000	0.000	0.000	0.000	0.000	0.000	0	0.153	0.000	0.000	0.000	0.084	0.300	82.098	1.770	15.568	0.026	0.000	0.000	0.000	0.000	0.000	0	0.000	0.000	0.000	0.000	0.000	0.000	93.386	6.614	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0	0.000	0.000	0.000	0.000	0.126	0.284	87.709	2.686	9.194	0.000	0.000	0.000	0.000	0.000	3253.438	17.747	11.294	4.833	3734.824	15.727	10.213	4.692	2150.000	2133.125	23.240	31.510	21.002	36.066	1.690	2.720	110.360	182.880	1.397	4.707	110.864	182.813
-258247	0.034	0.034	100.000	100.000	0.801	0.904	0.918	0.850	0.823	0.845	0.393	0.773	0.893	0.915	0.829	0.823	0.842	0.363	0.000	46.584	0	0.000	0	0	0	0	0	0	0	0	0	0	0	53.416	0	0	1.341	12.201	0	85.866	0	0	0	0	0	0	0	0	0	0	0	0.592	0	0	0	0	0	0	7.867	0	7.660	0.000	0.000	0.000	20.083	22.774	16.563	11.801	6.004	1.449	0.000	0.000	0.000	5.797	0.128	0	3.058	0.155	0.027	0.004	0.194	1.425	71.571	6.606	15.959	0.790	0.007	0.013	0.050	0.012	3.247	0	14.286	0.000	0.000	0.000	35.065	9.091	8.442	14.286	0.000	3.247	0.000	0.000	0.000	12.338	0.369	0	3.529	0.345	0.094	0.017	0.711	2.589	69.708	10.460	11.155	0.789	0.000	0.001	0.185	0.049	1877.664	16.221	11.775	7.326	2703.767	17.554	11.383	5.207	2150.000	2142.627	33.310	14.721	26.763	29.143	3.870	1.950	110.230	182.880	1.136	3.147	102.555	179.314

Loading the target_streamlines (again)

Because, as explained, these chunks are likely executed in a separate run than the previous ones, we need to reload the target_streamlines. For the sake of this vignette, we keep the reduced version with only 32 stream intervals.

target_streamlines <- get_target_streamlines(region)

Using get_target_streamcat_df(), we bind select the lines of streamcat_df matching the COMID of target_streamlines. get_target_streamcat_df() also drops some variables under the hood that are not required for our predictions.

target_streamcat_df <- get_target_streamcat_df(streamcat_df, target_streamlines)

StreamCat data

COMID	CatAreaSqKm	WsAreaSqKm	CHYD	CCHEM	CSED	CCONN	CTEMP	CHABT	ICI	WHYD	WCHEM	WSED	WCONN	WTEMP	WHABT	IWI	PctCarbResidCat	PctNonCarbResidCat	PctAlkIntruVolCat	PctSilicicCat	PctExtruVolCat	PctColluvSedCat	PctGlacTilClayCat	PctGlacTilLoamCat	PctGlacTilCrsCat	PctGlacLakeCrsCat	PctGlacLakeFineCat	PctHydricCat	PctEolCrsCat	PctEolFineCat	PctSalLakeCat	PctAlluvCoastCat	PctCoastCrsCat	PctWaterCat	PctCarbResidWs	PctNonCarbResidWs	PctAlkIntruVolWs	PctSilicicWs	PctExtruVolWs	PctColluvSedWs	PctGlacTilClayWs	PctGlacTilLoamWs	PctGlacTilCrsWs	PctGlacLakeCrsWs	PctGlacLakeFineWs	PctHydricWs	PctEolCrsWs	PctEolFineWs	PctSalLakeWs	PctAlluvCoastWs	PctCoastCrsWs	PctWaterWs	MineDensCat	MineDensWs	MineDensCatRp100	MineDensWsRp100	PctOw2011Cat	PctIce2011Cat	PctUrbOp2011Cat	PctUrbLo2011Cat	PctUrbMd2011Cat	PctUrbHi2011Cat	PctBl2011Cat	PctDecid2011Cat	PctConif2011Cat	PctMxFst2011Cat	PctShrb2011Cat	PctGrs2011Cat	PctHay2011Cat	PctCrop2011Cat	PctWdWet2011Cat	PctHbWet2011Cat	PctOw2011Ws	PctIce2011Ws	PctUrbOp2011Ws	PctUrbLo2011Ws	PctUrbMd2011Ws	PctUrbHi2011Ws	PctBl2011Ws	PctDecid2011Ws	PctConif2011Ws	PctMxFst2011Ws	PctShrb2011Ws	PctGrs2011Ws	PctHay2011Ws	PctCrop2011Ws	PctWdWet2011Ws	PctHbWet2011Ws	PctOw2011CatRp100	PctIce2011CatRp100	PctUrbOp2011CatRp100	PctUrbLo2011CatRp100	PctUrbMd2011CatRp100	PctUrbHi2011CatRp100	PctBl2011CatRp100	PctDecid2011CatRp100	PctConif2011CatRp100	PctMxFst2011CatRp100	PctShrb2011CatRp100	PctGrs2011CatRp100	PctHay2011CatRp100	PctCrop2011CatRp100	PctWdWet2011CatRp100	PctHbWet2011CatRp100	PctOw2011WsRp100	PctIce2011WsRp100	PctUrbOp2011WsRp100	PctUrbLo2011WsRp100	PctUrbMd2011WsRp100	PctUrbHi2011WsRp100	PctBl2011WsRp100	PctDecid2011WsRp100	PctConif2011WsRp100	PctMxFst2011WsRp100	PctShrb2011WsRp100	PctGrs2011WsRp100	PctHay2011WsRp100	PctCrop2011WsRp100	PctWdWet2011WsRp100	PctHbWet2011WsRp100	Precip8110Cat	Tmax8110Cat	Tmean8110Cat	Tmin8110Cat	Precip8110Ws	Tmax8110Ws	Tmean8110Ws	Tmin8110Ws	RunoffCat	RunoffWs	ClayCat	SandCat	ClayWs	SandWs	OmCat	PermCat	RckDepCat	WtDepCat	OmWs	PermWs	RckDepWs	WtDepWs
8285266	2.284	3.316	1.000	0.986	0.996	1.000	1.000	0.993	0.976	1.000	0.986	0.997	1.000	1.000	0.994	0.977	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.485	0	0.000	0.000	0	0	85.437	0.000	0.000	0.000	14.078	0.000	0	0	0	0.000	1.098	0.000	0.000	0.000	0.000	0	93.243	0.000	0.000	0.000	5.068	0.591	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.888	0.000	55.827	0	42.952	0.333	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.888	0.000	55.827	0	42.952	0.333	0.000	0	0.000	0.000	1526.435	7.095	0.900	-5.298	1566.804	7.022	0.669	-5.687	293.000	293.000	5.979	66.806	6.511	65.240	1.415	22.751	150.888	163.988	1.367	21.824	147.900	164.301
8288618	3.392	664.736	0.994	0.975	0.985	0.951	0.935	0.980	0.831	0.982	0.970	0.975	0.974	0.969	0.968	0.849	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.000	0.000	41.871	0.000	52.116	6.013	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	0.000	0.000	50.887	0.000	48.172	0.644	0	0	0.000	0.297	0.000	0	0.000	0.000	0	0	0.000	0.000	2.339	0	83.158	14.503	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	2.339	0	83.158	14.503	0.000	0	0.000	0.000	309.063	18.906	12.519	6.129	408.335	16.279	10.005	3.726	106.000	104.443	15.140	53.570	14.881	53.690	0.710	6.770	88.260	182.880	0.917	7.048	86.787	182.225
8284974	1.631	1.631	0.998	0.978	0.972	0.970	0.965	0.959	0.851	0.998	0.978	0.968	0.944	0.965	0.949	0.816	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	5.615	0	0.000	0.000	0	0	87.433	0.000	0.000	0.000	6.952	0.000	0	0	0	0.000	5.615	0.000	0.000	0.000	0.000	0	87.433	0.000	0.000	0.000	6.952	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	70.040	0	28.239	1.721	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	70.040	0	28.239	1.721	0.000	0	0.000	0.000	1070.291	4.233	-1.746	-7.721	1070.291	4.233	-1.746	-7.721	293.000	293.000	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830
8287366	1.615	3.154	0.992	0.974	0.978	0.973	0.966	0.968	0.859	0.986	0.972	0.978	0.966	0.968	0.967	0.848	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.375	0.000	59.212	0.000	36.474	3.938	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	0.375	0.000	59.212	0.000	36.474	3.938	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	16.374	0	77.193	6.433	0	0	0.000	0.000	0.000	0	0.209	0.004	0	0	0.673	0.000	40.193	0	51.023	5.095	0.027	0	0.000	2.776	523.404	10.386	2.313	-5.765	523.404	10.386	2.313	-5.765	241.362	241.362	2.340	80.625	2.340	80.625	1.820	33.020	50.800	182.880	1.820	33.020	50.800	182.880
8284776	1.418	1.418	1.000	0.984	0.996	0.996	0.996	0.991	0.963	1.000	0.984	0.995	0.985	0.996	0.988	0.949	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	8.920	4.840	0	0	0.000	0.432	11.046	0.000	44.080	30.683	0	0	0	0.000	0.000	0.000	4.594	1.005	0.019	0	0.000	0.918	31.676	2.862	52.612	6.314	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	100.000	0.000	0	0.000	0.000	0	0	39.202	0.000	0.778	0	17.510	41.537	0.000	0	0.000	0.973	392.023	21.599	14.155	6.704	629.321	18.216	11.438	4.654	293.000	290.129	12.460	62.279	14.773	55.437	0.658	8.937	67.408	181.494	0.706	7.209	85.976	182.676
8288660	4.005	4.005	0.946	0.951	0.952	0.947	0.930	0.946	0.713	0.946	0.951	0.951	0.945	0.930	0.943	0.709	0	0	0	70.332	0	0	0	0	0	0	0	0	0	0	0	29.668	0	0.000	0	0	0	95.905	0	0	0	0	0.000	0	0	0	0	0	0	4.095	0	0.000	0	0	0	0	0.000	0	3.666	0.000	0	0	0.000	0.000	1.417	0.000	79.179	15.738	0	0	0	0.000	0.000	0.000	0.584	0.021	0.000	0	0.039	0.000	34.144	0.000	56.597	8.615	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	42.336	0	57.664	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	42.336	0	57.664	0.000	0.000	0	0.000	0.000	255.266	21.798	15.111	8.418	319.791	19.420	12.553	5.682	106.000	102.655	5.801	74.807	9.776	66.484	0.203	33.669	103.351	179.352	0.475	22.964	89.801	181.910
8285178	0.525	0.525	1.000	0.987	0.996	0.998	1.000	0.995	0.976	1.000	0.987	0.996	0.984	1.000	0.989	0.956	0	0	0	1.550	0	0	0	0	0	0	0	0	0	0	0	0.000	0	98.450	0	0	0	99.025	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.975	0	0	0	0	0.000	0	10.078	4.651	0	0	0.000	6.202	0.000	0.000	21.705	27.907	0	0	0	29.457	0.000	0.000	5.603	2.506	0.225	0	0.000	0.711	26.754	2.172	50.728	11.203	0	0	0.000	0.097	0.000	0	0.000	0.000	0	0	0.000	0.000	68.699	0	31.301	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	68.699	0	31.301	0.000	0.000	0	0.000	0.000	288.363	24.685	16.794	8.893	577.424	18.900	12.019	5.133	293.000	290.821	8.050	69.400	13.794	57.900	0.100	7.470	151.230	169.920	0.687	7.641	86.024	181.953
8287704	8.551	9.359	0.995	0.973	0.985	0.978	0.971	0.979	0.888	0.996	0.974	0.985	0.980	0.975	0.979	0.894	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	19.426	0.000	56.964	0.000	22.893	0.717	0	0	0	0.000	1.476	0.000	0.000	0.000	0.000	0	21.402	0.000	52.197	0.000	24.287	0.637	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	16.129	0.000	38.710	0	45.161	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	34.528	0.000	18.241	0	45.928	1.303	0.000	0	0.000	0.000	1253.501	10.414	4.964	-0.491	1262.296	10.383	4.964	-0.461	293.000	291.693	5.642	69.969	5.656	70.157	1.472	23.536	148.940	164.459	1.467	23.472	149.642	164.331
8284946	0.472	0.472	1.000	0.986	1.000	1.000	1.000	1.000	0.985	1.000	0.986	1.000	1.000	1.000	0.999	0.985	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	75.864	0.000	0.000	0.000	9.818	14.318	0	0	0	0.000	0.868	0.000	0.000	0.000	0.000	0	82.998	0.000	0.000	0.000	7.170	8.965	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	35.526	0	64.474	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	35.526	0	64.474	0.000	0.000	0	0.000	0.000	914.491	5.938	-0.348	-6.632	994.184	4.607	-1.399	-7.402	293.000	280.295	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830
8287296	0.728	485.539	0.998	0.979	0.984	0.986	0.982	0.980	0.913	0.978	0.967	0.971	0.972	0.966	0.963	0.831	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.000	0.000	97.130	1.241	1.629	0.000	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	0.238	0.000	93.141	0.518	5.660	0.000	0	0	0.367	0.076	0.000	0	0.000	0.000	0	0	0.000	0.000	25.731	0	74.123	0.146	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	47.555	0	49.231	2.086	0.000	0	0.000	1.128	992.699	15.960	9.253	2.544	1042.302	14.723	8.718	2.708	293.000	292.517	10.370	66.678	11.535	64.369	0.860	9.840	71.200	182.880	0.870	9.449	78.473	182.880
8287300	3.739	3.739	0.990	0.974	0.984	0.993	0.990	0.977	0.912	0.990	0.974	0.983	0.993	0.990	0.975	0.909	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.890	0.000	53.116	0.000	45.570	0.424	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	0.890	0.000	53.116	0.000	45.570	0.424	0	0	0.000	0.000	0.000	0	20.035	1.045	0	0	0.000	0.697	5.749	0	67.596	0.000	0	0	4.878	0.000	0.000	0	3.006	0.121	0	0	0.017	0.022	26.562	0	62.056	8.061	0.000	0	0.154	0.000	535.598	11.900	5.194	-1.522	535.598	11.900	5.194	-1.522	293.000	293.000	7.220	60.370	7.220	60.370	1.160	16.170	89.050	177.620	1.160	16.170	89.050	177.620
8287086	8.818	10.075	1.000	0.980	0.991	0.979	0.972	0.983	0.908	1.000	0.980	0.990	0.982	0.977	0.981	0.913	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	57.537	0.000	5.147	0.000	20.588	16.728	0	0	0	0.000	2.205	0.480	0.000	0.000	0.000	0	69.101	0.000	2.491	0.000	13.776	11.830	0	0	0.000	0.117	0.000	0	0.000	0.000	0	0	0.000	0.000	5.254	0	94.746	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	5.254	0	94.746	0.000	0.000	0	0.000	0.000	761.785	7.141	1.364	-4.421	854.387	6.034	0.374	-5.288	293.000	296.374	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830
8283564	3.236	3.236	1.000	0.979	0.994	1.000	1.000	0.998	0.972	1.000	0.979	0.994	1.000	1.000	0.998	0.971	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	4.902	0	0.000	0.000	0	0	57.843	0.000	15.441	0.000	15.931	5.882	0	0	0	0.000	1.987	0.145	0.000	0.000	0.000	0	54.659	0.000	2.163	0.000	21.976	19.035	0	0	0.000	0.035	0.000	0	0.000	0.000	0	0	1.983	0.000	94.334	0	3.683	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	18.055	0.000	60.984	0	19.173	1.789	0.000	0	0.000	0.000	732.417	7.161	1.222	-4.719	893.769	5.869	0.140	-5.590	293.000	295.859	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830
8287256	7.041	642.502	0.998	0.972	0.981	0.973	0.963	0.972	0.866	0.982	0.970	0.975	0.974	0.969	0.967	0.847	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.052	0.000	76.563	0.000	22.748	0.637	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	0.052	0.000	76.563	0.000	22.748	0.637	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	2.186	0.000	0.000	0	54.645	17.486	0	0	0.000	25.683	0.000	0	0.000	0.000	0	0	1.784	0.000	40.948	0	48.851	5.252	0.000	0	0.000	3.165	902.033	13.458	6.639	-0.184	902.033	13.458	6.639	-0.184	293.000	293.000	12.869	58.851	12.869	58.851	0.665	10.062	99.021	182.880	0.665	10.062	99.021	182.880
8287692	7.790	7.790	0.988	0.969	0.979	0.980	0.973	0.976	0.872	0.988	0.969	0.978	0.977	0.973	0.972	0.866	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	81.069	0.000	1.227	0.000	13.497	4.207	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	81.069	0.000	1.227	0.000	13.497	4.207	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	0.000	0	82.744	7.277	0	0	0.000	9.979	0.000	0	0.000	0.000	0	0	1.624	0.000	34.774	0	50.623	7.254	0.000	0	0.000	5.725	1455.446	7.868	1.641	-4.596	1455.446	7.868	1.641	-4.596	318.478	318.478	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830
8284984	2.057	2.727	0.999	0.984	0.996	0.999	0.999	0.998	0.975	0.997	0.982	0.991	0.994	0.993	0.991	0.949	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.000	0.000	77.236	0.000	22.681	0.083	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	0.000	0.000	77.236	0.000	22.681	0.083	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	84.375	0	13.920	0.000	0	0	0.000	1.705	0.000	0	0.000	0.000	0	0	0.000	0.000	89.168	0	10.040	0.000	0.000	0	0.000	0.793	687.955	12.796	6.016	-0.768	687.955	12.796	6.016	-0.768	293.000	293.000	5.909	69.829	5.909	69.829	1.713	26.533	80.182	176.326	1.713	26.533	80.182	176.326
8285182	3.397	9.698	1.000	0.986	0.985	1.000	1.000	0.986	0.957	1.000	0.986	0.981	0.998	1.000	0.978	0.943	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.000	0.000	23.376	0.000	75.944	0.680	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	0.028	0.000	62.830	0.000	36.232	0.512	0	0	0.000	0.399	0.858	0	0.000	0.000	0	0	43.777	0.000	9.442	0	44.635	1.288	0	0	0.000	0.000	0.506	0	0.000	0.000	0	0	39.118	0.000	6.291	0	19.017	35.069	0.000	0	0.000	0.000	679.574	15.445	7.569	-0.315	652.545	13.426	5.925	-1.582	293.000	280.069	8.679	67.705	5.589	70.651	1.640	23.247	87.622	182.880	1.663	25.076	73.048	180.064
8285400	1.047	4.061	0.999	0.980	0.987	0.999	0.998	0.977	0.940	0.998	0.979	0.987	0.991	0.993	0.982	0.932	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.543	0.000	64.674	0.000	34.058	0.725	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	0.069	0.000	54.404	0.000	40.395	5.132	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	30.000	0	70.000	0.000	0	0	0.000	0.000	0.176	0	0.000	0.000	0	0	15.425	0.000	43.805	0	36.110	3.706	0.000	0	0.000	0.777	566.007	11.710	5.243	-1.227	553.650	11.027	4.814	-1.405	293.000	293.000	5.348	69.868	5.685	67.884	1.652	24.890	76.882	178.485	1.553	23.318	79.076	178.329
8285160	1.111	1.846	0.960	0.968	0.955	0.970	0.960	0.951	0.786	0.961	0.968	0.952	0.961	0.961	0.946	0.773	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.000	0.000	89.361	0.000	10.073	0.216	0	0	0	0.350	0.000	0.000	0.000	0.000	0.000	0	0.000	0.000	89.361	0.000	10.073	0.216	0	0	0.000	0.350	0.000	0	0.000	0.000	0	0	23.770	0.000	0.000	0	50.000	26.230	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	67.964	0.000	0.000	0	10.479	21.557	0.000	0	0.000	0.000	671.255	12.097	5.271	-1.557	671.255	12.097	5.271	-1.557	261.024	261.024	7.070	61.436	7.070	61.436	1.199	16.869	88.075	177.689	1.199	16.869	88.075	177.689
8287020	1.738	1.738	0.959	0.962	0.959	0.968	0.959	0.953	0.783	0.959	0.962	0.958	0.956	0.959	0.949	0.770	0	0	0	0.000	0	0	0	0	100	0	0	0	0	0	0	0.000	0	0.000	0	0	0	36.668	0	0	0	0	63.332	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	6.697	0.000	84.094	0.000	8.371	0.837	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	48.644	0.000	37.487	0.000	12.999	0.716	0	0	0.000	0.154	0.000	0	0.000	0.000	0	0	0.000	0.000	100.000	0	0.000	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	100.000	0	0.000	0.000	0.000	0	0.000	0.000	726.386	9.044	2.985	-3.076	827.937	7.483	1.387	-4.710	293.000	293.000	9.880	55.746	8.602	59.960	2.020	10.160	152.400	147.460	1.841	14.164	152.400	152.478
8287490	5.613	6.705	1.000	0.981	0.994	0.979	0.972	0.991	0.919	1.000	0.981	0.992	0.980	0.977	0.989	0.923	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	1.424	0	0.000	0.000	0	0	94.066	0.000	0.000	0.000	2.057	2.453	0	0	0	0.000	1.424	0.000	0.000	0.000	0.000	0	94.066	0.000	0.000	0.000	2.057	2.453	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	40.113	0	59.887	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	56.689	0	40.055	1.271	0.000	0	0.000	1.984	857.626	5.207	-1.505	-8.210	857.626	5.207	-1.505	-8.210	293.000	293.000	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830
8287080	0.840	0.840	0.997	0.978	0.990	0.993	0.995	0.989	0.942	0.997	0.978	0.989	0.973	0.995	0.985	0.918	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	8.840	0	0.000	0.000	0	0	70.608	0.000	9.834	0.000	5.414	5.304	0	0	0	0.000	5.151	0.000	0.000	0.000	0.000	0	80.439	0.000	2.038	0.000	5.654	6.718	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	54.654	0	44.055	1.290	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	54.654	0	44.055	1.290	0.000	0	0.000	0.000	822.659	6.410	0.265	-5.885	876.693	5.550	-0.718	-6.985	293.000	289.990	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830
8287030	1.778	4.508	1.000	0.979	0.989	0.980	0.974	0.970	0.897	1.000	0.979	0.987	0.980	0.975	0.976	0.900	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.510	0	0.000	0.000	0	0	38.736	0.000	22.834	0.000	32.008	4.485	0	0	0	1.427	0.791	0.602	0.000	0.000	0.000	0	74.848	0.000	2.093	0.000	10.920	10.532	0	0	0.000	0.214	0.000	0	0.000	0.000	0	0	0.000	0.000	56.006	0	31.494	0.000	0	0	0.000	12.500	0.000	0	0.000	0.000	0	0	0.000	0.000	56.006	0	31.494	0.000	0.000	0	0.000	12.500	919.097	7.783	1.774	-4.244	1063.253	6.998	1.061	-4.880	293.000	298.674	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830
8288630	3.391	75.776	1.000	0.978	0.987	0.975	0.967	0.981	0.892	1.000	0.980	0.989	0.980	0.975	0.983	0.910	0	0	0	40.972	0	0	0	0	0	0	0	0	0	0	0	59.028	0	0.000	0	0	0	95.079	0	0	0	0	0.000	0	0	0	0	0	0	4.921	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.000	0.000	15.865	0.000	78.466	1.286	0	0	0	4.383	0.007	0.000	0.000	0.000	0.000	0	1.985	0.000	46.502	0.000	45.544	5.097	0	0	0.000	0.866	0.000	0	0.000	0.000	0	0	0.000	0.000	0.000	0	100.000	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	1.349	0	98.651	0.000	0.000	0	0.000	0.000	561.389	14.134	6.153	-1.833	484.746	11.495	3.908	-3.684	106.000	108.153	16.850	56.820	6.440	71.718	1.010	13.840	80.250	182.880	1.681	25.854	66.136	181.420
8285476	0.460	0.460	1.000	0.978	0.991	0.971	0.978	0.988	0.909	1.000	0.978	0.990	0.884	0.978	0.975	0.817	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	33.091	0.000	56.680	0.000	10.229	0.000	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	33.091	0.000	56.680	0.000	10.229	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	1.978	97.143	0	0.879	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	1.978	97.143	0	0.879	0.000	0.000	0	0.000	0.000	850.999	10.058	3.370	-3.323	850.999	10.058	3.370	-3.323	293.000	293.000	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830
8287586	1.004	10.185	0.994	0.975	0.989	0.974	0.966	0.984	0.888	0.999	0.981	0.985	0.989	0.989	0.982	0.927	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	10.345	0	0.000	0.000	0	0	34.483	0.000	6.897	0.000	48.276	0.000	0	0	0	0.000	4.644	0.000	0.000	0.000	0.000	0	60.968	0.000	13.340	0.000	19.763	1.285	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	3.518	0.000	21.608	0	64.070	10.804	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	9.158	0.000	24.567	0	56.848	7.983	0.000	0	0.000	1.444	661.410	7.776	1.755	-4.277	661.900	7.595	1.613	-4.377	293.000	293.000	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830
8287484	2.853	2.853	1.000	0.983	0.994	0.999	1.000	0.987	0.964	1.000	0.983	0.993	0.994	1.000	0.984	0.955	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.000	0.000	8.068	0.000	91.664	0.267	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	0.000	0.000	8.068	0.000	91.664	0.267	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	37.500	0	52.500	10.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	49.980	0	47.102	1.694	0.000	0	0.000	1.224	887.319	17.359	9.880	2.394	887.319	17.359	9.880	2.394	293.000	293.000	11.130	62.279	11.130	62.279	0.750	9.830	40.760	182.880	0.750	9.830	40.760	182.880
8287098	1.682	1.682	1.000	0.974	0.966	0.977	0.974	0.970	0.868	1.000	0.974	0.962	0.953	0.974	0.958	0.834	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	69.416	0.000	0.474	0.000	10.655	18.745	0	0	0	0.710	0.814	0.000	0.000	0.000	0.000	0	73.614	0.000	0.233	0.000	10.527	14.463	0	0	0.000	0.349	0.000	0	0.000	0.000	0	0	0.000	0.000	80.944	0	19.056	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	80.944	0	19.056	0.000	0.000	0	0.000	0.000	1036.797	5.062	-0.850	-6.758	1091.892	4.873	-1.001	-6.870	293.000	265.051	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830
8287450	1.015	1.015	1.000	0.983	0.996	0.992	0.989	0.995	0.956	1.000	0.983	0.996	0.992	0.989	0.995	0.955	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.000	0.000	26.265	0.000	72.513	1.222	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	1.257	0.000	42.228	0.000	56.025	0.489	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	23.529	0	70.778	5.693	0	0	0.000	0.000	0.000	0	0.164	0.003	0	0	0.549	0.000	35.221	0	55.965	5.736	0.021	0	0.000	2.340	539.008	14.095	6.447	-1.203	527.038	12.694	5.687	-1.326	293.000	293.000	7.220	60.370	7.220	60.370	1.160	16.170	89.050	177.620	1.160	16.170	89.050	177.620
8287374	1.622	1.622	1.000	0.982	0.989	0.988	0.986	0.982	0.929	1.000	0.982	0.987	0.983	0.986	0.978	0.919	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.000	0.000	53.579	0.000	43.558	2.863	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	2.627	0.000	52.884	0.000	41.805	2.684	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	50.464	0	47.059	2.477	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	50.464	0	47.059	2.477	0.000	0	0.000	0.000	822.071	13.265	6.108	-1.055	834.743	12.277	5.497	-1.288	293.000	293.000	12.856	53.631	13.081	54.736	0.722	11.057	118.914	176.878	0.694	10.786	120.298	178.690
8284934	4.895	4.895	1.000	0.977	0.988	0.991	0.988	0.984	0.931	1.000	0.977	0.986	0.990	0.988	0.981	0.926	0	0	0	98.517	0	0	0	0	0	0	0	0	0	0	0	0.000	0	1.483	0	0	0	98.517	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	1.483	0	0	0	0	0.000	0	3.377	1.188	0	0	0.000	0.000	6.361	3.404	71.235	14.168	0	0	0	0.268	0.000	0.000	3.377	1.188	0.000	0	0.000	0.000	6.361	3.404	71.235	14.168	0	0	0.000	0.268	0.000	0	0.000	0.000	0	0	1.711	0.000	22.368	0	46.184	25.789	0	0	0.000	3.947	0.000	0	0.000	0.000	0	0	1.711	0.000	22.368	0	46.184	25.789	0.000	0	0.000	3.947	417.362	20.607	13.517	6.421	417.362	20.607	13.517	6.421	293.000	293.000	14.204	56.572	14.204	56.572	0.626	7.282	86.530	181.455	0.626	7.282	86.530	181.455
8285166	3.000	3.000	1.000	0.986	0.983	0.999	1.000	0.978	0.947	1.000	0.986	0.981	0.993	1.000	0.972	0.934	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.000	0.000	67.861	0.000	31.770	0.224	0	0	0	0.144	0.000	0.000	0.000	0.000	0.000	0	1.098	0.000	77.443	0.000	20.990	0.256	0	0	0.000	0.213	0.000	0	0.000	0.000	0	0	0.000	0.000	76.842	0	23.158	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	76.842	0	23.158	0.000	0.000	0	0.000	0.000	643.105	12.231	4.900	-2.435	621.664	11.102	4.105	-2.897	293.000	281.369	4.063	76.580	5.051	71.466	1.990	30.886	68.382	179.120	1.728	26.277	74.881	178.642

Adding GIS predictors

We can now add some predictors stored in target_streamlines: slope (SLOPE), valley confinement distance (CONFINEMEN), an estimate of sediment-supply (RUSLE), the Strahler’s stream order (SO) and the local drainage density (LDD). Finally, we drop the COMID.

target_streamcat_df <- cbind(target_streamcat_df,
    SLOPE = target_streamlines$SLOPE,
    CONFINEMEN = target_streamlines$CONFINEMEN,
    RUSLE = target_streamlines$RUSLE,
    SO = target_streamlines$StreamOrde,
    LDD = target_streamlines$LDD)
target_streamcat_df$COMID <- NULL

Loading TAM-DM and statistical roughness results

The following two chunks the .csv files corresponding to all arrays.

lf <- list.files(file.path(outdir), pattern = "tam.csv")
ids <- unlist(lapply(lf, function(x) unlist(strsplit(x,"_"))[1]))
ids <- sapply(ids, as.numeric)
lf <- lf[order(ids)]
l_target_data_df_tam <- lapply(lf, function(f) read.csv(file.path(outdir, f)))
target_data_df_tam <- do.call(rbind, l_target_data_df_tam)

lf <- list.files(file.path(outdir), pattern = "H.csv")
ids <- unlist(lapply(lf, function(x) unlist(strsplit(x,"_"))[1]))
ids <- sapply(ids, as.numeric)
lf <- lf[order(ids)]
l_target_data_df_H <- lapply(lf, function(f) read.csv(file.path(outdir, f)))
target_data_df_H <- do.call(rbind, l_target_data_df_H)

Binding everything

Finally, we can bind together the data from StreamCat, the TAM-DM and the statistical roughness.

target_data_df <- cbind(target_streamcat_df, target_data_df_tam, target_data_df_H)
# write.csv(target_data_df, file = file.path(outdir, paste0(region, '_all_data_df.csv')), row.names = FALSE)

target data

CatAreaSqKm	WsAreaSqKm	CHYD	CCHEM	CSED	CCONN	CTEMP	CHABT	ICI	WHYD	WCHEM	WSED	WCONN	WTEMP	WHABT	IWI	PctCarbResidCat	PctNonCarbResidCat	PctAlkIntruVolCat	PctSilicicCat	PctExtruVolCat	PctColluvSedCat	PctGlacTilClayCat	PctGlacTilLoamCat	PctGlacTilCrsCat	PctGlacLakeCrsCat	PctGlacLakeFineCat	PctHydricCat	PctEolCrsCat	PctEolFineCat	PctSalLakeCat	PctAlluvCoastCat	PctCoastCrsCat	PctWaterCat	PctCarbResidWs	PctNonCarbResidWs	PctAlkIntruVolWs	PctSilicicWs	PctExtruVolWs	PctColluvSedWs	PctGlacTilClayWs	PctGlacTilLoamWs	PctGlacTilCrsWs	PctGlacLakeCrsWs	PctGlacLakeFineWs	PctHydricWs	PctEolCrsWs	PctEolFineWs	PctSalLakeWs	PctAlluvCoastWs	PctCoastCrsWs	PctWaterWs	MineDensCat	MineDensWs	MineDensCatRp100	MineDensWsRp100	PctOw2011Cat	PctIce2011Cat	PctUrbOp2011Cat	PctUrbLo2011Cat	PctUrbMd2011Cat	PctUrbHi2011Cat	PctBl2011Cat	PctDecid2011Cat	PctConif2011Cat	PctMxFst2011Cat	PctShrb2011Cat	PctGrs2011Cat	PctHay2011Cat	PctCrop2011Cat	PctWdWet2011Cat	PctHbWet2011Cat	PctOw2011Ws	PctIce2011Ws	PctUrbOp2011Ws	PctUrbLo2011Ws	PctUrbMd2011Ws	PctUrbHi2011Ws	PctBl2011Ws	PctDecid2011Ws	PctConif2011Ws	PctMxFst2011Ws	PctShrb2011Ws	PctGrs2011Ws	PctHay2011Ws	PctCrop2011Ws	PctWdWet2011Ws	PctHbWet2011Ws	PctOw2011CatRp100	PctIce2011CatRp100	PctUrbOp2011CatRp100	PctUrbLo2011CatRp100	PctUrbMd2011CatRp100	PctUrbHi2011CatRp100	PctBl2011CatRp100	PctDecid2011CatRp100	PctConif2011CatRp100	PctMxFst2011CatRp100	PctShrb2011CatRp100	PctGrs2011CatRp100	PctHay2011CatRp100	PctCrop2011CatRp100	PctWdWet2011CatRp100	PctHbWet2011CatRp100	PctOw2011WsRp100	PctIce2011WsRp100	PctUrbOp2011WsRp100	PctUrbLo2011WsRp100	PctUrbMd2011WsRp100	PctUrbHi2011WsRp100	PctBl2011WsRp100	PctDecid2011WsRp100	PctConif2011WsRp100	PctMxFst2011WsRp100	PctShrb2011WsRp100	PctGrs2011WsRp100	PctHay2011WsRp100	PctCrop2011WsRp100	PctWdWet2011WsRp100	PctHbWet2011WsRp100	Precip8110Cat	Tmax8110Cat	Tmean8110Cat	Tmin8110Cat	Precip8110Ws	Tmax8110Ws	Tmean8110Ws	Tmin8110Ws	RunoffCat	RunoffWs	ClayCat	SandCat	ClayWs	SandWs	OmCat	PermCat	RckDepCat	WtDepCat	OmWs	PermWs	RckDepWs	WtDepWs	SLOPE	CONFINEMEN	RUSLE	SO	LDD	aspect_max.rstr	aspect_mean.rstr	aspect_median.rstr	aspect_min.rstr	aspect_sd.rstr	aspect_skew.rstr	elevation_max.rstr	elevation_mean.rstr	elevation_median.rstr	elevation_min.rstr	elevation_sd.rstr	elevation_skew.rstr	flowdir_max.rstr	flowdir_mean.rstr	flowdir_median.rstr	flowdir_min.rstr	flowdir_sd.rstr	flowdir_skew.rstr	roughness_max.rstr	roughness_mean.rstr	roughness_median.rstr	roughness_min.rstr	roughness_sd.rstr	roughness_skew.rstr	slope_max.rstr	slope_mean.rstr	slope_median.rstr	slope_min.rstr	slope_sd.rstr	slope_skew.rstr	tpi_max.rstr	tpi_mean.rstr	tpi_median.rstr	tpi_min.rstr	tpi_sd.rstr	tpi_skew.rstr	tri_max.rstr	tri_mean.rstr	tri_median.rstr	tri_min.rstr	tri_sd.rstr	tri_skew.rstr	aspect_max.nrch	aspect_mean.nrch	aspect_median.nrch	aspect_min.nrch	aspect_sd.nrch	aspect_skew.nrch	elevation_max.nrch	elevation_mean.nrch	elevation_median.nrch	elevation_min.nrch	elevation_sd.nrch	elevation_skew.nrch	flowdir_max.nrch	flowdir_mean.nrch	flowdir_median.nrch	flowdir_min.nrch	flowdir_sd.nrch	flowdir_skew.nrch	roughness_max.nrch	roughness_mean.nrch	roughness_median.nrch	roughness_min.nrch	roughness_sd.nrch	roughness_skew.nrch	slope_max.nrch	slope_mean.nrch	slope_median.nrch	slope_min.nrch	slope_sd.nrch	slope_skew.nrch	tpi_max.nrch	tpi_mean.nrch	tpi_median.nrch	tpi_min.nrch	tpi_sd.nrch	tpi_skew.nrch	tri_max.nrch	tri_mean.nrch	tri_median.nrch	tri_min.nrch	tri_sd.nrch	tri_skew.nrch	H.640	H.960	H.1280	H.1600	H.1920	H.2240	H.2560	H.2880	H.3200	H.3840	H.4480	H.5120	H.5760	H.6400	H.7680	H.8960	H.10240	H.11520	H.12800	H.15360	H.17920	H.20480	H.23040	H.25600	H.30720	H.35840	H.40960	H.46080	H.51200	H.61440	H.71680	H.81920
2.284	3.316	1.000	0.986	0.996	1.000	1.000	0.993	0.976	1.000	0.986	0.997	1.000	1.000	0.994	0.977	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.485	0	0.000	0.000	0	0	85.437	0.000	0.000	0.000	14.078	0.000	0	0	0	0.000	1.098	0.000	0.000	0.000	0.000	0	93.243	0.000	0.000	0.000	5.068	0.591	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.888	0.000	55.827	0	42.952	0.333	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.888	0.000	55.827	0	42.952	0.333	0.000	0	0.000	0.000	1526.435	7.095	0.900	-5.298	1566.804	7.022	0.669	-5.687	293.000	293.000	5.979	66.806	6.511	65.240	1.415	22.751	150.888	163.988	1.367	21.824	147.900	164.301	0.075	0	1.138	1	0.848	6.280	2.923	2.010	0.000	1.975	0.246	217.864	139.235	136.980	95.847	27.756	0.355	128	9.331	1	1	14.069	5.204	18.743	8.506	8.407	1.312	2.988	0.338	0.822	0.365	0.367	0.006	0.130	-0.032	2.400	-0.045	0.012	-2.424	0.463	-0.768	5.646	2.496	2.443	0.419	0.836	0.313	5.885	5.027	5.300	0.505	1.206	-3.007	119.741	110.690	110.354	105.937	3.395	1.018	128	30.857	16	16	32.274	2.026	11.815	8.083	7.934	2.912	2.334	-0.263	0.507	0.321	0.335	0.058	0.131	-0.322	0.737	-0.850	-0.753	-2.424	0.736	-0.187	3.372	2.281	2.275	0.927	0.714	-0.150	0.859	0.785	0.816	0.772	0.649	0.790	0.704	0.683	0.631	0.666	0.636	0.561	0.587	0.547	0.544	0.548	0.528	0.481	0.577	0.458	0.537	0.459	0.416	0.377	0.390	0.485	0.394	0.385	0.449	0.368	0.368	0.474
3.392	664.736	0.994	0.975	0.985	0.951	0.935	0.980	0.831	0.982	0.970	0.975	0.974	0.969	0.968	0.849	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.000	0.000	41.871	0.000	52.116	6.013	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	0.000	0.000	50.887	0.000	48.172	0.644	0	0	0.000	0.297	0.000	0	0.000	0.000	0	0	0.000	0.000	2.339	0	83.158	14.503	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	2.339	0	83.158	14.503	0.000	0	0.000	0.000	309.063	18.906	12.519	6.129	408.335	16.279	10.005	3.726	106.000	104.443	15.140	53.570	14.881	53.690	0.710	6.770	88.260	182.880	0.917	7.048	86.787	182.225	0.028	18	3.116	5	0.881	6.282	2.842	3.306	0.000	1.830	0.065	359.690	237.774	235.030	190.088	31.841	0.676	128	11.395	16	1	13.204	5.163	26.886	10.006	9.846	0.130	5.277	0.276	1.162	0.428	0.417	0.002	0.232	0.213	2.321	-0.025	0.037	-2.656	0.635	-0.497	9.245	3.208	3.130	0.044	1.753	0.331	6.282	0.999	0.192	0.001	2.031	2.067	199.986	195.079	194.720	190.088	3.532	0.050	128	12.548	1	1	25.802	3.127	13.325	7.934	8.686	2.700	3.539	-0.144	0.592	0.341	0.384	0.092	0.164	-0.100	-0.352	-1.103	-1.139	-2.013	0.422	-0.126	4.633	2.703	3.011	0.615	1.269	-0.105	0.954	0.906	0.856	0.718	0.789	0.702	0.764	0.654	0.661	0.671	0.548	0.602	0.546	0.538	0.579	0.418	0.488	0.461	0.465	0.470	0.367	0.481	0.417	0.395	0.466	0.362	0.454	0.513	0.449	0.404	0.368	0.366
1.631	1.631	0.998	0.978	0.972	0.970	0.965	0.959	0.851	0.998	0.978	0.968	0.944	0.965	0.949	0.816	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	5.615	0	0.000	0.000	0	0	87.433	0.000	0.000	0.000	6.952	0.000	0	0	0	0.000	5.615	0.000	0.000	0.000	0.000	0	87.433	0.000	0.000	0.000	6.952	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	70.040	0	28.239	1.721	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	70.040	0	28.239	1.721	0.000	0	0.000	0.000	1070.291	4.233	-1.746	-7.721	1070.291	4.233	-1.746	-7.721	293.000	293.000	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830	0.261	0	1.252	1	1.233	3.758	1.787	1.762	0.000	0.672	0.249	255.043	166.294	161.938	94.511	38.345	0.243	16	1.419	1	1	2.433	5.790	20.823	8.602	7.763	2.407	3.608	0.871	0.831	0.382	0.352	0.005	0.158	0.481	1.685	-0.013	0.057	-3.733	0.512	-1.884	6.202	2.586	2.390	0.702	1.048	0.657	3.000	1.791	1.534	0.510	0.729	0.272	165.652	138.544	138.860	116.925	15.911	0.193	2	1.032	1	1	0.180	5.041	13.474	8.496	8.419	3.205	2.622	-0.147	0.617	0.331	0.337	0.075	0.131	-0.056	-0.016	-1.408	-1.288	-3.733	0.963	-0.590	4.823	2.759	2.646	1.222	0.926	0.417	0.927	0.860	0.886	0.900	0.873	0.915	0.843	0.907	0.910	0.792	0.843	0.770	0.692	0.763	0.576	0.665	0.622	0.558	0.643	0.562	0.553	0.520	0.416	0.468	0.390	0.485	0.397	0.385	0.366	0.368	0.368	0.474
1.615	3.154	0.992	0.974	0.978	0.973	0.966	0.968	0.859	0.986	0.972	0.978	0.966	0.968	0.967	0.848	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.375	0.000	59.212	0.000	36.474	3.938	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	0.375	0.000	59.212	0.000	36.474	3.938	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	16.374	0	77.193	6.433	0	0	0.000	0.000	0.000	0	0.209	0.004	0	0	0.673	0.000	40.193	0	51.023	5.095	0.027	0	0.000	2.776	523.404	10.386	2.313	-5.765	523.404	10.386	2.313	-5.765	241.362	241.362	2.340	80.625	2.340	80.625	1.820	33.020	50.800	182.880	1.820	33.020	50.800	182.880	0.109	50	3.570	1	0.951	6.283	2.700	1.810	0.000	2.372	0.414	591.297	468.245	463.303	401.869	39.700	0.763	128	8.864	1	1	17.233	5.164	26.773	9.347	8.115	1.599	5.006	0.697	1.053	0.396	0.355	0.062	0.205	0.616	2.491	-0.012	-0.010	-3.260	0.457	-0.566	7.981	2.866	2.492	0.501	1.500	0.620	6.281	1.724	0.613	0.019	2.409	1.226	455.410	444.405	444.139	434.061	6.729	0.062	128	37.531	1	1	54.372	0.982	6.909	4.496	4.496	2.676	1.053	0.427	0.318	0.169	0.161	0.081	0.056	0.654	-0.171	-0.658	-0.653	-1.252	0.280	-0.088	2.455	1.465	1.406	0.947	0.343	0.906	0.975	0.862	0.837	0.830	0.757	0.766	0.702	0.715	0.719	0.725	0.667	0.698	0.669	0.672	0.622	0.590	0.533	0.591	0.556	0.516	0.524	0.406	0.487	0.395	0.443	0.362	0.405	0.398	0.449	0.404	0.368	0.362
1.418	1.418	1.000	0.984	0.996	0.996	0.996	0.991	0.963	1.000	0.984	0.995	0.985	0.996	0.988	0.949	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	8.920	4.840	0	0	0.000	0.432	11.046	0.000	44.080	30.683	0	0	0	0.000	0.000	0.000	4.594	1.005	0.019	0	0.000	0.918	31.676	2.862	52.612	6.314	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	100.000	0.000	0	0.000	0.000	0	0	39.202	0.000	0.778	0	17.510	41.537	0.000	0	0.000	0.973	392.023	21.599	14.155	6.704	629.321	18.216	11.438	4.654	293.000	290.129	12.460	62.279	14.773	55.437	0.658	8.937	67.408	181.494	0.706	7.209	85.976	182.676	0.189	16	4.739	1	1.435	4.636	3.116	3.171	1.034	0.819	-0.222	210.511	135.336	135.369	73.301	33.487	0.095	16	8.724	16	1	7.419	-0.051	14.123	7.458	7.446	1.123	2.036	-0.056	0.620	0.316	0.317	0.024	0.088	-0.131	1.242	-0.029	0.027	-3.548	0.317	-2.722	4.880	2.282	2.238	0.388	0.654	0.225	4.213	2.884	2.501	1.917	0.825	0.420	134.679	113.445	112.736	96.866	10.705	0.280	16	5.704	2	1	6.402	0.880	10.968	6.239	5.436	4.018	2.105	1.061	0.473	0.250	0.212	0.154	0.098	1.058	-0.173	-0.638	-0.566	-1.319	0.320	-0.268	3.158	1.881	1.611	1.367	0.561	1.209	0.892	0.900	0.993	0.983	0.964	0.853	0.827	0.833	0.877	0.806	0.847	0.802	0.778	0.845	0.694	0.690	0.648	0.622	0.575	0.509	0.500	0.500	0.448	0.468	0.419	0.419	0.397	0.385	0.366	0.464	0.420	0.474
4.005	4.005	0.946	0.951	0.952	0.947	0.930	0.946	0.713	0.946	0.951	0.951	0.945	0.930	0.943	0.709	0	0	0	70.332	0	0	0	0	0	0	0	0	0	0	0	29.668	0	0.000	0	0	0	95.905	0	0	0	0	0.000	0	0	0	0	0	0	4.095	0	0.000	0	0	0	0	0.000	0	3.666	0.000	0	0	0.000	0.000	1.417	0.000	79.179	15.738	0	0	0	0.000	0.000	0.000	0.584	0.021	0.000	0	0.039	0.000	34.144	0.000	56.597	8.615	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	42.336	0	57.664	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	42.336	0	57.664	0.000	0.000	0	0.000	0.000	255.266	21.798	15.111	8.418	319.791	19.420	12.553	5.682	106.000	102.655	5.801	74.807	9.776	66.484	0.203	33.669	103.351	179.352	0.475	22.964	89.801	181.910	0.035	0	1.722	1	0.725	6.264	3.578	3.456	0.000	1.325	-0.068	549.654	506.085	505.911	463.660	15.478	0.090	128	9.796	16	1	8.779	3.385	17.613	5.963	5.739	0.201	3.470	0.486	0.721	0.248	0.233	0.001	0.152	0.586	2.478	-0.014	0.026	-2.705	0.477	-1.268	5.180	1.742	1.677	0.063	0.982	0.453	5.322	3.660	3.515	2.007	1.400	0.006	484.865	481.839	481.979	477.848	1.961	-0.339	16	7.138	8	1	5.350	0.536	12.801	5.838	4.632	2.446	3.086	1.033	0.559	0.189	0.152	0.025	0.153	1.442	-0.366	-1.198	-1.181	-2.705	0.562	-0.863	3.579	1.731	1.404	0.778	0.848	0.989	0.759	0.789	0.749	0.713	0.765	0.712	0.719	0.662	0.716	0.675	0.652	0.673	0.555	0.569	0.563	0.556	0.581	0.553	0.573	0.627	0.547	0.537	0.459	0.549	0.443	0.476	0.405	0.398	0.428	0.404	0.368	0.362
0.525	0.525	1.000	0.987	0.996	0.998	1.000	0.995	0.976	1.000	0.987	0.996	0.984	1.000	0.989	0.956	0	0	0	1.550	0	0	0	0	0	0	0	0	0	0	0	0.000	0	98.450	0	0	0	99.025	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.975	0	0	0	0	0.000	0	10.078	4.651	0	0	0.000	6.202	0.000	0.000	21.705	27.907	0	0	0	29.457	0.000	0.000	5.603	2.506	0.225	0	0.000	0.711	26.754	2.172	50.728	11.203	0	0	0.000	0.097	0.000	0	0.000	0.000	0	0	0.000	0.000	68.699	0	31.301	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	68.699	0	31.301	0.000	0.000	0	0.000	0.000	288.363	24.685	16.794	8.893	577.424	18.900	12.019	5.133	293.000	290.821	8.050	69.400	13.794	57.900	0.100	7.470	151.230	169.920	0.687	7.641	86.024	181.953	0.093	0	1.070	1	2.350	6.272	2.350	2.071	0.000	1.477	0.288	350.112	306.906	310.456	256.568	23.149	-0.298	128	7.520	1	1	10.057	5.098	22.538	9.622	9.862	0.806	3.230	-0.002	1.024	0.403	0.424	0.020	0.146	-0.205	3.954	0.001	0.015	-3.302	0.672	0.235	8.045	2.878	2.936	0.361	0.985	0.180	4.197	3.499	3.741	1.710	0.686	-1.460	284.178	272.018	268.670	264.867	6.054	0.606	16	11.067	16	1	6.648	-0.573	10.590	5.132	4.735	1.487	1.922	0.593	0.438	0.188	0.175	0.034	0.087	0.566	-0.206	-0.633	-0.504	-1.284	0.354	-0.578	3.084	1.451	1.361	0.422	0.596	0.453	0.840	0.739	0.711	0.721	0.645	0.632	0.655	0.537	0.639	0.627	0.623	0.508	0.532	0.547	0.544	0.568	0.552	0.558	0.577	0.458	0.545	0.459	0.416	0.377	0.390	0.485	0.394	0.385	0.449	0.368	0.368	0.474
8.551	9.359	0.995	0.973	0.985	0.978	0.971	0.979	0.888	0.996	0.974	0.985	0.980	0.975	0.979	0.894	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	19.426	0.000	56.964	0.000	22.893	0.717	0	0	0	0.000	1.476	0.000	0.000	0.000	0.000	0	21.402	0.000	52.197	0.000	24.287	0.637	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	16.129	0.000	38.710	0	45.161	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	34.528	0.000	18.241	0	45.928	1.303	0.000	0	0.000	0.000	1253.501	10.414	4.964	-0.491	1262.296	10.383	4.964	-0.461	293.000	291.693	5.642	69.969	5.656	70.157	1.472	23.536	148.940	164.459	1.467	23.472	149.642	164.331	0.028	32	9.532	1	0.708	6.283	3.934	3.487	0.002	1.667	-0.354	627.515	559.407	561.557	510.790	27.812	-0.020	128	11.152	16	1	9.818	2.388	27.496	9.740	9.932	1.053	4.165	0.268	1.106	0.405	0.406	0.012	0.183	0.323	1.821	-0.020	0.019	-3.041	0.599	-0.955	8.255	2.994	2.941	0.374	1.335	0.607	6.096	5.842	5.880	5.339	0.162	-1.061	521.241	517.924	517.871	515.136	1.772	0.084	16	16.000	16	16	0.000	NaN	6.457	3.916	3.829	2.321	0.983	0.586	0.267	0.155	0.155	0.050	0.048	0.008	-0.108	-0.446	-0.350	-0.888	0.270	-0.342	2.119	1.249	1.231	0.833	0.326	0.668	0.898	0.864	0.882	0.832	0.807	0.758	0.753	0.750	0.743	0.693	0.712	0.671	0.671	0.639	0.570	0.609	0.539	0.532	0.484	0.489	0.452	0.406	0.459	0.405	0.348	0.362	0.405	0.398	0.322	0.404	0.368	0.362
0.472	0.472	1.000	0.986	1.000	1.000	1.000	1.000	0.985	1.000	0.986	1.000	1.000	1.000	0.999	0.985	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	75.864	0.000	0.000	0.000	9.818	14.318	0	0	0	0.000	0.868	0.000	0.000	0.000	0.000	0	82.998	0.000	0.000	0.000	7.170	8.965	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	35.526	0	64.474	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	35.526	0	64.474	0.000	0.000	0	0.000	0.000	914.491	5.938	-0.348	-6.632	994.184	4.607	-1.399	-7.402	293.000	280.295	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830	0.289	0	1.900	1	1.570	4.941	2.825	2.866	0.669	1.044	-0.002	581.739	512.388	519.838	420.929	39.281	-0.441	16	7.060	1	1	7.245	0.405	29.378	10.140	9.472	0.443	4.322	0.904	1.330	0.440	0.415	0.007	0.192	0.955	3.051	-0.033	0.045	-4.252	0.748	-0.905	8.518	3.065	2.838	0.149	1.295	0.827	3.930	2.936	2.903	1.415	0.758	-0.459	499.151	482.925	486.330	460.208	12.871	-0.302	16	6.333	4	1	6.278	0.806	12.964	9.459	9.519	5.392	2.133	-0.229	0.521	0.343	0.330	0.152	0.108	0.097	0.486	-1.078	-0.908	-2.486	0.782	-0.136	4.088	2.850	2.814	1.604	0.715	0.232	0.931	0.875	0.859	0.826	0.765	0.753	0.801	0.753	0.710	0.776	0.665	0.782	0.645	0.731	0.643	0.658	0.635	0.649	0.643	0.562	0.538	0.520	0.448	0.468	0.390	0.438	0.397	0.385	0.366	0.368	0.812	0.474
0.728	485.539	0.998	0.979	0.984	0.986	0.982	0.980	0.913	0.978	0.967	0.971	0.972	0.966	0.963	0.831	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.000	0.000	97.130	1.241	1.629	0.000	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	0.238	0.000	93.141	0.518	5.660	0.000	0	0	0.367	0.076	0.000	0	0.000	0.000	0	0	0.000	0.000	25.731	0	74.123	0.146	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	47.555	0	49.231	2.086	0.000	0	0.000	1.128	992.699	15.960	9.253	2.544	1042.302	14.723	8.718	2.708	293.000	292.517	10.370	66.678	11.535	64.369	0.860	9.840	71.200	182.880	0.870	9.449	78.473	182.880	0.003	132	4.668	5	0.865	6.282	2.306	1.232	0.000	1.901	0.513	448.274	276.682	252.922	228.611	49.156	1.213	128	8.472	1	1	14.309	5.216	28.112	10.813	12.224	0.084	7.443	-0.019	1.134	0.441	0.506	0.000	0.306	-0.014	2.050	-0.092	-0.030	-3.173	0.624	-0.686	8.763	3.215	3.662	0.053	2.225	0.030	3.877	1.361	0.773	0.504	1.233	1.195	237.017	235.548	235.416	235.088	0.492	1.503	32	7.273	1	1	10.194	1.285	7.539	2.762	2.201	0.831	1.874	1.044	0.265	0.094	0.073	0.007	0.072	0.791	-0.129	-0.418	-0.416	-0.836	0.172	-0.290	1.817	0.729	0.544	0.299	0.447	1.037	0.973	0.882	0.777	0.849	0.726	0.738	0.689	0.647	0.709	0.643	0.561	0.575	0.556	0.470	0.465	0.418	0.367	0.461	0.409	0.409	0.367	0.406	0.417	0.395	0.466	0.362	0.405	0.513	0.449	0.404	0.368	0.362
3.739	3.739	0.990	0.974	0.984	0.993	0.990	0.977	0.912	0.990	0.974	0.983	0.993	0.990	0.975	0.909	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.890	0.000	53.116	0.000	45.570	0.424	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	0.890	0.000	53.116	0.000	45.570	0.424	0	0	0.000	0.000	0.000	0	20.035	1.045	0	0	0.000	0.697	5.749	0	67.596	0.000	0	0	4.878	0.000	0.000	0	3.006	0.121	0	0	0.017	0.022	26.562	0	62.056	8.061	0.000	0	0.154	0.000	535.598	11.900	5.194	-1.522	535.598	11.900	5.194	-1.522	293.000	293.000	7.220	60.370	7.220	60.370	1.160	16.170	89.050	177.620	1.160	16.170	89.050	177.620	0.044	0	33.303	1	0.632	5.173	2.759	2.216	0.000	1.381	0.323	747.221	642.210	641.702	558.905	43.418	0.119	16	6.660	1	1	7.219	0.513	29.030	13.340	13.433	2.137	4.380	-0.071	1.418	0.626	0.636	0.017	0.226	-0.067	3.433	-0.081	-0.049	-3.116	0.669	0.151	8.689	4.118	4.191	0.682	1.360	-0.040	2.788	2.095	1.984	1.395	0.446	0.142	597.764	586.481	585.294	582.173	3.971	1.265	4	1.111	1	1	0.577	4.633	11.987	8.783	8.984	4.349	1.684	-0.387	0.617	0.391	0.385	0.167	0.103	-0.153	0.214	-0.492	-0.438	-1.595	0.504	-0.710	3.895	2.624	2.493	1.195	0.639	-0.016	0.924	0.867	0.855	0.857	0.827	0.768	0.785	0.752	0.763	0.732	0.686	0.688	0.695	0.587	0.622	0.590	0.614	0.610	0.573	0.516	0.524	0.586	0.487	0.549	0.443	0.362	0.454	0.398	0.428	0.404	0.368	0.366
8.818	10.075	1.000	0.980	0.991	0.979	0.972	0.983	0.908	1.000	0.980	0.990	0.982	0.977	0.981	0.913	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	57.537	0.000	5.147	0.000	20.588	16.728	0	0	0	0.000	2.205	0.480	0.000	0.000	0.000	0	69.101	0.000	2.491	0.000	13.776	11.830	0	0	0.000	0.117	0.000	0	0.000	0.000	0	0	0.000	0.000	5.254	0	94.746	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	5.254	0	94.746	0.000	0.000	0	0.000	0.000	761.785	7.141	1.364	-4.421	854.387	6.034	0.374	-5.288	293.000	296.374	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830	0.010	0	4.244	1	0.687	6.281	2.784	3.142	0.000	1.912	0.137	384.267	318.677	316.353	272.487	29.673	0.259	128	10.384	16	1	15.081	5.126	21.488	10.822	11.250	0.551	4.312	-0.259	0.913	0.446	0.470	0.006	0.189	-0.303	2.503	-0.051	0.024	-4.851	0.729	-1.020	7.234	3.315	3.438	0.192	1.325	-0.250	6.274	2.697	0.492	0.006	2.819	0.311	287.230	279.889	278.816	275.770	3.027	0.892	128	17.645	1	1	37.338	2.444	19.197	10.469	10.639	2.131	5.337	0.011	0.765	0.419	0.405	0.008	0.250	-0.119	0.702	-0.950	-0.799	-2.951	0.968	-0.218	5.928	3.466	3.171	0.760	1.776	-0.094	0.886	0.793	0.771	0.712	0.652	0.610	0.603	0.554	0.545	0.503	0.439	0.431	0.437	0.523	0.630	0.570	0.383	0.471	0.364	0.347	0.577	0.334	0.791	0.552	0.466	0.665	0.394	0.513	0.449	0.404	0.812	0.474
3.236	3.236	1.000	0.979	0.994	1.000	1.000	0.998	0.972	1.000	0.979	0.994	1.000	1.000	0.998	0.971	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	4.902	0	0.000	0.000	0	0	57.843	0.000	15.441	0.000	15.931	5.882	0	0	0	0.000	1.987	0.145	0.000	0.000	0.000	0	54.659	0.000	2.163	0.000	21.976	19.035	0	0	0.000	0.035	0.000	0	0.000	0.000	0	0	1.983	0.000	94.334	0	3.683	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	18.055	0.000	60.984	0	19.173	1.789	0.000	0	0.000	0.000	732.417	7.161	1.222	-4.719	893.769	5.869	0.140	-5.590	293.000	295.859	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830	0.111	8	3.225	1	0.775	6.282	3.155	2.289	0.000	2.149	0.302	369.461	300.612	301.687	230.841	33.419	-0.041	128	7.964	1	1	15.344	5.798	22.442	10.168	9.754	2.108	3.456	0.549	0.910	0.428	0.417	0.025	0.139	0.355	1.756	-0.008	0.062	-2.888	0.528	-1.196	7.070	3.119	2.964	0.741	1.062	0.687	2.545	1.801	2.021	0.628	0.539	-0.769	266.134	256.395	255.626	244.387	7.167	-0.131	1	1.000	1	1	0.000	NaN	12.140	7.072	7.147	3.255	2.494	0.103	0.511	0.250	0.240	0.079	0.123	0.342	-0.166	-1.315	-1.255	-2.888	0.622	-0.461	3.385	2.118	2.108	1.095	0.580	0.280	0.921	0.883	0.847	0.836	0.837	0.798	0.746	0.760	0.771	0.745	0.700	0.680	0.723	0.674	0.591	0.573	0.580	0.546	0.600	0.546	0.538	0.500	0.448	0.468	0.581	0.438	0.397	0.385	0.366	0.464	0.812	0.474
7.041	642.502	0.998	0.972	0.981	0.973	0.963	0.972	0.866	0.982	0.970	0.975	0.974	0.969	0.967	0.847	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.052	0.000	76.563	0.000	22.748	0.637	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	0.052	0.000	76.563	0.000	22.748	0.637	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	2.186	0.000	0.000	0	54.645	17.486	0	0	0.000	25.683	0.000	0	0.000	0.000	0	0	1.784	0.000	40.948	0	48.851	5.252	0.000	0	0.000	3.165	902.033	13.458	6.639	-0.184	902.033	13.458	6.639	-0.184	293.000	293.000	12.869	58.851	12.869	58.851	0.665	10.062	99.021	182.880	0.665	10.062	99.021	182.880	0.001	42	2.445	5	0.884	6.277	3.001	2.305	0.000	1.565	0.308	395.588	263.732	253.316	225.042	39.440	1.170	128	8.129	1	1	13.167	5.700	31.072	11.550	11.937	0.397	7.040	0.194	1.262	0.505	0.552	0.001	0.303	0.039	4.869	-0.051	-0.056	-3.591	0.689	-0.027	8.402	3.357	3.617	0.114	1.970	0.039	2.194	1.805	1.773	1.547	0.152	0.545	230.123	227.744	227.865	225.596	1.329	0.047	1	1.000	1	1	0.000	NaN	7.655	3.868	3.453	1.869	1.537	1.024	0.366	0.191	0.173	0.082	0.079	0.885	0.068	-0.268	-0.240	-0.614	0.186	-0.151	2.285	1.200	1.080	0.520	0.481	0.875	0.954	0.835	0.759	0.789	0.824	0.761	0.681	0.718	0.709	0.664	0.662	0.592	0.556	0.470	0.465	0.418	0.488	0.461	0.409	0.409	0.367	0.481	0.417	0.395	0.466	0.362	0.454	0.513	0.449	0.404	0.368	0.366
7.790	7.790	0.988	0.969	0.979	0.980	0.973	0.976	0.872	0.988	0.969	0.978	0.977	0.973	0.972	0.866	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	81.069	0.000	1.227	0.000	13.497	4.207	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	81.069	0.000	1.227	0.000	13.497	4.207	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	0.000	0	82.744	7.277	0	0	0.000	9.979	0.000	0	0.000	0.000	0	0	1.624	0.000	34.774	0	50.623	7.254	0.000	0	0.000	5.725	1455.446	7.868	1.641	-4.596	1455.446	7.868	1.641	-4.596	318.478	318.478	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830	0.124	9	0.810	1	0.798	6.282	2.310	2.874	0.000	1.463	0.425	880.071	782.797	778.182	698.828	41.881	0.167	128	7.841	1	1	11.307	5.665	22.312	12.620	12.324	2.515	3.666	0.029	0.930	0.528	0.528	0.000	0.161	-0.231	2.331	-0.052	0.021	-3.808	0.578	-0.685	7.409	3.902	3.852	0.836	1.237	0.307	1.790	0.857	0.830	0.477	0.291	1.145	744.425	729.751	729.482	716.578	8.628	0.199	1	1.000	1	1	0.000	NaN	12.564	8.568	8.501	4.626	2.231	0.137	0.531	0.329	0.321	0.142	0.107	0.090	0.008	-1.009	-0.955	-2.128	0.508	0.193	3.955	2.420	2.197	1.213	0.700	0.425	0.914	0.865	0.846	0.802	0.790	0.795	0.776	0.709	0.721	0.741	0.670	0.673	0.679	0.602	0.636	0.609	0.612	0.645	0.596	0.489	0.452	0.537	0.459	0.481	0.348	0.362	0.405	0.398	0.368	0.404	0.368	0.362
2.057	2.727	0.999	0.984	0.996	0.999	0.999	0.998	0.975	0.997	0.982	0.991	0.994	0.993	0.991	0.949	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.000	0.000	77.236	0.000	22.681	0.083	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	0.000	0.000	77.236	0.000	22.681	0.083	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	84.375	0	13.920	0.000	0	0	0.000	1.705	0.000	0	0.000	0.000	0	0	0.000	0.000	89.168	0	10.040	0.000	0.000	0	0.000	0.793	687.955	12.796	6.016	-0.768	687.955	12.796	6.016	-0.768	293.000	293.000	5.909	69.829	5.909	69.829	1.713	26.533	80.182	176.326	1.713	26.533	80.182	176.326	0.047	9	1.841	1	0.729	6.277	3.179	3.142	0.000	1.617	0.050	219.136	168.244	167.165	133.213	18.956	0.243	128	8.773	8	1	8.697	2.791	29.102	8.595	8.422	0.131	3.521	1.058	1.304	0.368	0.366	0.001	0.156	0.918	6.781	-0.061	0.008	-3.619	0.608	0.785	8.349	2.583	2.477	0.027	1.086	1.131	4.788	2.703	2.119	1.582	1.043	0.835	147.368	142.639	143.162	137.452	3.108	-0.128	16	3.308	2	1	3.461	2.043	7.130	4.066	4.268	1.660	1.464	0.232	0.265	0.140	0.130	0.047	0.067	0.272	-0.067	-0.880	-0.935	-1.713	0.532	0.005	1.921	1.255	1.332	0.605	0.398	-0.163	0.891	0.820	0.831	0.819	0.799	0.835	0.808	0.820	0.786	0.723	0.764	0.728	0.730	0.724	0.694	0.677	0.622	0.678	0.620	0.584	0.553	0.520	0.416	0.545	0.390	0.485	0.397	0.385	0.366	0.368	0.368	0.474
3.397	9.698	1.000	0.986	0.985	1.000	1.000	0.986	0.957	1.000	0.986	0.981	0.998	1.000	0.978	0.943	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.000	0.000	23.376	0.000	75.944	0.680	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	0.028	0.000	62.830	0.000	36.232	0.512	0	0	0.000	0.399	0.858	0	0.000	0.000	0	0	43.777	0.000	9.442	0	44.635	1.288	0	0	0.000	0.000	0.506	0	0.000	0.000	0	0	39.118	0.000	6.291	0	19.017	35.069	0.000	0	0.000	0.000	679.574	15.445	7.569	-0.315	652.545	13.426	5.925	-1.582	293.000	280.069	8.679	67.705	5.589	70.651	1.640	23.247	87.622	182.880	1.663	25.076	73.048	180.064	0.017	24	56.655	2	0.575	6.283	2.919	3.459	0.000	1.528	-0.233	251.189	154.297	149.131	123.599	23.792	1.225	128	10.030	16	1	11.148	5.620	24.537	7.932	7.413	0.329	3.971	0.904	1.256	0.331	0.307	0.001	0.178	1.077	2.515	-0.084	-0.027	-3.412	0.473	-0.996	8.033	2.331	2.127	0.064	1.258	1.144	3.718	1.591	1.329	0.385	0.959	0.885	131.517	129.215	129.414	127.399	1.060	0.017	4	1.400	1	1	0.814	2.168	5.520	2.199	1.841	0.545	1.302	0.911	0.221	0.076	0.062	0.014	0.057	0.941	-0.048	-0.388	-0.350	-1.098	0.218	-1.277	1.637	0.592	0.461	0.197	0.360	1.372	0.913	0.810	0.769	0.763	0.622	0.713	0.774	0.594	0.516	0.504	0.701	0.671	0.532	0.547	0.544	0.461	0.551	0.558	0.577	0.458	0.388	0.459	0.416	0.377	0.390	0.438	0.394	0.385	0.449	0.368	0.812	0.474
1.047	4.061	0.999	0.980	0.987	0.999	0.998	0.977	0.940	0.998	0.979	0.987	0.991	0.993	0.982	0.932	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.543	0.000	64.674	0.000	34.058	0.725	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	0.069	0.000	54.404	0.000	40.395	5.132	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	30.000	0	70.000	0.000	0	0	0.000	0.000	0.176	0	0.000	0.000	0	0	15.425	0.000	43.805	0	36.110	3.706	0.000	0	0.000	0.777	566.007	11.710	5.243	-1.227	553.650	11.027	4.814	-1.405	293.000	293.000	5.348	69.868	5.685	67.884	1.652	24.890	76.882	178.485	1.553	23.318	79.076	178.329	0.070	0	2.507	2	0.965	5.681	3.113	3.172	0.000	1.274	-0.253	275.436	227.883	229.529	169.352	23.630	-0.332	16	8.750	16	1	7.425	-0.057	16.031	7.766	7.613	1.994	2.569	0.380	0.821	0.347	0.348	0.005	0.115	0.326	1.588	-0.034	0.022	-2.021	0.403	-1.141	4.940	2.360	2.327	0.623	0.772	0.359	2.018	1.518	1.342	1.089	0.323	0.460	221.288	213.650	213.601	203.575	5.095	-0.194	1	1.000	1	1	0.000	NaN	14.137	10.896	10.532	8.400	1.766	0.394	0.750	0.537	0.515	0.390	0.112	0.635	1.306	0.029	0.058	-1.326	0.478	-0.217	4.804	3.432	3.168	2.507	0.717	0.645	0.889	0.861	0.871	0.805	0.798	0.795	0.728	0.703	0.719	0.715	0.653	0.591	0.591	0.581	0.562	0.502	0.504	0.481	0.436	0.458	0.537	0.459	0.416	0.377	0.390	0.485	0.394	0.385	0.449	0.368	0.368	0.474
1.111	1.846	0.960	0.968	0.955	0.970	0.960	0.951	0.786	0.961	0.968	0.952	0.961	0.961	0.946	0.773	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.000	0.000	89.361	0.000	10.073	0.216	0	0	0	0.350	0.000	0.000	0.000	0.000	0.000	0	0.000	0.000	89.361	0.000	10.073	0.216	0	0	0.000	0.350	0.000	0	0.000	0.000	0	0	23.770	0.000	0.000	0	50.000	26.230	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	67.964	0.000	0.000	0	10.479	21.557	0.000	0	0.000	0.000	671.255	12.097	5.271	-1.557	671.255	12.097	5.271	-1.557	261.024	261.024	7.070	61.436	7.070	61.436	1.199	16.869	88.075	177.689	1.199	16.869	88.075	177.689	0.146	91	7.142	2	1.115	6.262	2.373	2.282	0.117	0.982	1.439	168.665	100.833	98.368	71.975	20.142	0.545	128	2.905	1	1	9.549	9.911	16.261	5.131	4.840	0.003	2.615	0.616	0.688	0.213	0.199	0.000	0.111	0.691	1.331	-0.031	0.008	-2.170	0.365	-1.160	4.843	1.517	1.431	0.000	0.811	0.849	2.391	1.478	1.430	0.914	0.374	0.552	112.161	98.337	98.914	82.799	9.019	-0.095	1	1.000	1	1	0.000	NaN	5.282	3.207	3.190	1.768	0.865	0.412	0.243	0.150	0.145	0.075	0.043	0.392	0.896	-0.033	0.049	-0.761	0.391	0.094	1.583	1.006	1.035	0.512	0.271	0.170	0.869	0.906	0.897	0.876	0.867	0.841	0.834	0.846	0.804	0.779	0.735	0.726	0.679	0.715	0.607	0.589	0.552	0.558	0.636	0.601	0.553	0.459	0.416	0.508	0.390	0.485	0.394	0.385	0.449	0.368	0.368	0.474
1.738	1.738	0.959	0.962	0.959	0.968	0.959	0.953	0.783	0.959	0.962	0.958	0.956	0.959	0.949	0.770	0	0	0	0.000	0	0	0	0	100	0	0	0	0	0	0	0.000	0	0.000	0	0	0	36.668	0	0	0	0	63.332	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	6.697	0.000	84.094	0.000	8.371	0.837	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	48.644	0.000	37.487	0.000	12.999	0.716	0	0	0.000	0.154	0.000	0	0.000	0.000	0	0	0.000	0.000	100.000	0	0.000	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	100.000	0	0.000	0.000	0.000	0	0.000	0.000	726.386	9.044	2.985	-3.076	827.937	7.483	1.387	-4.710	293.000	293.000	9.880	55.746	8.602	59.960	2.020	10.160	152.400	147.460	1.841	14.164	152.400	152.478	0.224	0	3.094	1	1.135	4.978	3.083	3.173	1.135	1.078	-0.160	573.646	494.014	494.094	416.583	33.629	0.094	16	8.632	16	1	7.428	-0.026	23.322	8.797	8.507	2.429	2.844	0.827	0.904	0.385	0.372	0.018	0.113	0.522	1.620	-0.039	0.006	-2.110	0.392	-0.722	6.139	2.639	2.548	0.753	0.779	0.699	3.052	2.377	2.392	1.564	0.383	-0.176	490.110	465.199	463.409	448.230	13.707	0.356	1	1.000	1	1	0.000	NaN	13.466	8.246	8.375	2.858	3.002	-0.063	0.567	0.336	0.339	0.111	0.123	0.077	0.561	-0.020	-0.038	-0.726	0.326	0.194	3.632	2.334	2.420	0.903	0.752	-0.241	0.968	0.912	0.910	0.894	0.872	0.874	0.867	0.864	0.838	0.769	0.706	0.783	0.676	0.769	0.694	0.678	0.612	0.578	0.611	0.527	0.524	0.481	0.487	0.395	0.443	0.362	0.454	0.398	0.449	0.404	0.368	0.366
5.613	6.705	1.000	0.981	0.994	0.979	0.972	0.991	0.919	1.000	0.981	0.992	0.980	0.977	0.989	0.923	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	1.424	0	0.000	0.000	0	0	94.066	0.000	0.000	0.000	2.057	2.453	0	0	0	0.000	1.424	0.000	0.000	0.000	0.000	0	94.066	0.000	0.000	0.000	2.057	2.453	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	40.113	0	59.887	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	56.689	0	40.055	1.271	0.000	0	0.000	1.984	857.626	5.207	-1.505	-8.210	857.626	5.207	-1.505	-8.210	293.000	293.000	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830	0.012	42	1.590	1	1.109	6.283	2.922	3.144	0.000	2.034	0.066	591.819	490.213	485.501	442.171	35.599	0.553	128	9.452	16	1	10.649	4.319	27.302	11.457	12.144	1.001	4.927	-0.459	0.948	0.476	0.522	0.008	0.211	-0.541	2.598	-0.061	-0.028	-3.311	0.621	-0.319	8.109	3.604	3.824	0.375	1.555	-0.377	6.272	2.929	0.140	0.003	3.129	0.136	448.050	445.543	445.524	444.129	1.063	0.944	32	11.286	16	1	10.266	0.494	5.765	3.877	3.821	1.691	1.093	-0.087	0.264	0.172	0.173	0.037	0.059	-0.441	-0.143	-0.724	-0.849	-1.014	0.278	0.697	2.056	1.395	1.349	0.845	0.372	0.199	0.907	0.814	0.801	0.694	0.694	0.644	0.657	0.601	0.563	0.519	0.515	0.478	0.507	0.466	0.399	0.455	0.367	0.380	0.409	0.409	0.451	0.406	0.404	0.395	0.466	0.362	0.405	0.513	0.449	0.404	0.368	0.362
0.840	0.840	0.997	0.978	0.990	0.993	0.995	0.989	0.942	0.997	0.978	0.989	0.973	0.995	0.985	0.918	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	8.840	0	0.000	0.000	0	0	70.608	0.000	9.834	0.000	5.414	5.304	0	0	0	0.000	5.151	0.000	0.000	0.000	0.000	0	80.439	0.000	2.038	0.000	5.654	6.718	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	54.654	0	44.055	1.290	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	54.654	0	44.055	1.290	0.000	0	0.000	0.000	822.659	6.410	0.265	-5.885	876.693	5.550	-0.718	-6.985	293.000	289.990	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830	0.205	0	3.389	1	2.339	6.283	1.534	1.577	0.000	0.798	0.682	697.598	633.265	632.196	561.927	28.115	0.051	128	1.263	1	1	4.367	24.158	18.355	6.984	6.416	1.935	2.633	1.121	0.715	0.302	0.288	0.002	0.101	0.773	0.934	0.014	0.058	-2.380	0.327	-2.307	5.295	2.075	1.957	0.679	0.728	1.206	1.836	1.023	0.984	0.529	0.332	0.853	629.956	610.872	611.836	589.158	11.373	-0.205	1	1.000	1	1	0.000	NaN	10.997	6.964	6.564	3.921	2.139	0.088	0.440	0.279	0.261	0.163	0.088	0.160	0.103	-0.663	-0.727	-1.308	0.439	0.227	2.946	2.023	2.070	1.166	0.496	-0.111	0.911	0.858	0.887	0.816	0.817	0.856	0.834	0.828	0.838	0.812	0.799	0.783	0.748	0.769	0.625	0.678	0.612	0.578	0.611	0.527	0.524	0.481	0.487	0.395	0.443	0.362	0.454	0.398	0.449	0.404	0.368	0.366
1.778	4.508	1.000	0.979	0.989	0.980	0.974	0.970	0.897	1.000	0.979	0.987	0.980	0.975	0.976	0.900	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.510	0	0.000	0.000	0	0	38.736	0.000	22.834	0.000	32.008	4.485	0	0	0	1.427	0.791	0.602	0.000	0.000	0.000	0	74.848	0.000	2.093	0.000	10.920	10.532	0	0	0.000	0.214	0.000	0	0.000	0.000	0	0	0.000	0.000	56.006	0	31.494	0.000	0	0	0.000	12.500	0.000	0	0.000	0.000	0	0	0.000	0.000	56.006	0	31.494	0.000	0.000	0	0.000	12.500	919.097	7.783	1.774	-4.244	1063.253	6.998	1.061	-4.880	293.000	298.674	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830	0.041	39	2.405	1	0.803	6.257	2.441	1.863	0.000	1.677	0.228	342.218	269.049	265.404	234.600	22.322	0.604	128	6.942	1	1	9.002	4.673	21.780	8.368	8.053	0.869	4.114	0.390	0.983	0.366	0.352	0.001	0.186	0.464	2.850	-0.053	0.041	-3.905	0.655	-1.000	6.471	2.564	2.445	0.252	1.272	0.493	4.182	1.777	1.432	0.823	0.986	1.546	241.713	238.937	238.434	237.983	1.161	1.238	2	1.154	1	1	0.376	1.702	6.461	2.520	1.748	0.869	1.940	1.131	0.378	0.122	0.071	0.004	0.126	1.028	-0.025	-0.335	-0.326	-0.730	0.207	-0.579	2.396	0.854	0.508	0.252	0.734	1.144	0.841	0.727	0.685	0.714	0.574	0.543	0.545	0.534	0.493	0.474	0.439	0.431	0.437	0.523	0.456	0.570	0.383	0.471	0.364	0.347	0.577	0.334	0.791	0.552	0.466	0.665	0.394	0.513	0.449	0.404	0.812	0.474
3.391	75.776	1.000	0.978	0.987	0.975	0.967	0.981	0.892	1.000	0.980	0.989	0.980	0.975	0.983	0.910	0	0	0	40.972	0	0	0	0	0	0	0	0	0	0	0	59.028	0	0.000	0	0	0	95.079	0	0	0	0	0.000	0	0	0	0	0	0	4.921	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.000	0.000	15.865	0.000	78.466	1.286	0	0	0	4.383	0.007	0.000	0.000	0.000	0.000	0	1.985	0.000	46.502	0.000	45.544	5.097	0	0	0.000	0.866	0.000	0	0.000	0.000	0	0	0.000	0.000	0.000	0	100.000	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	1.349	0	98.651	0.000	0.000	0	0.000	0.000	561.389	14.134	6.153	-1.833	484.746	11.495	3.908	-3.684	106.000	108.153	16.850	56.820	6.440	71.718	1.010	13.840	80.250	182.880	1.681	25.854	66.136	181.420	0.022	0	4.944	3	1.001	5.710	3.239	2.367	0.000	1.516	0.032	396.025	343.745	344.177	310.978	16.949	0.306	128	9.301	4	1	12.270	5.462	25.212	6.970	5.382	0.352	4.544	1.060	1.124	0.310	0.246	0.000	0.213	1.128	3.361	-0.023	0.006	-3.620	0.644	-1.064	7.352	2.048	1.613	0.105	1.363	1.172	2.368	2.054	2.026	1.724	0.149	0.423	324.350	318.673	318.673	313.742	2.847	0.068	1	1.000	1	1	0.000	NaN	19.915	13.886	13.646	7.352	3.519	-0.123	0.943	0.645	0.627	0.338	0.167	0.127	1.243	-0.271	-0.045	-2.654	1.018	-0.883	6.351	4.218	4.105	2.227	1.142	0.248	0.892	0.844	0.794	0.724	0.764	0.685	0.644	0.628	0.577	0.537	0.483	0.484	0.431	0.466	0.482	0.455	0.367	0.380	0.409	0.409	0.451	0.406	0.404	0.395	0.466	0.362	0.405	0.513	0.449	0.404	0.368	0.362
0.460	0.460	1.000	0.978	0.991	0.971	0.978	0.988	0.909	1.000	0.978	0.990	0.884	0.978	0.975	0.817	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	33.091	0.000	56.680	0.000	10.229	0.000	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	33.091	0.000	56.680	0.000	10.229	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	1.978	97.143	0	0.879	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	1.978	97.143	0	0.879	0.000	0.000	0	0.000	0.000	850.999	10.058	3.370	-3.323	850.999	10.058	3.370	-3.323	293.000	293.000	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830	0.186	0	2.628	1	2.261	3.383	1.736	1.678	0.000	0.769	0.225	335.609	262.562	264.370	179.750	33.982	-0.081	16	1.405	1	1	2.396	5.893	23.116	9.308	8.519	3.313	3.796	0.700	0.987	0.399	0.368	0.004	0.156	0.699	2.092	-0.021	0.066	-4.898	0.552	-1.848	7.472	2.779	2.470	1.000	1.167	0.908	3.268	2.982	3.039	2.468	0.214	-0.838	251.682	226.790	224.229	210.834	13.612	0.405	16	6.133	1	1	7.104	0.666	17.237	13.525	14.305	6.771	2.879	-0.709	0.817	0.563	0.610	0.238	0.162	-0.364	0.897	-1.206	-1.381	-2.564	0.850	0.501	6.322	4.475	4.712	2.512	1.111	-0.087	0.902	0.888	0.857	0.862	0.808	0.793	0.800	0.732	0.774	0.732	0.730	0.756	0.682	0.680	0.628	0.502	0.498	0.435	0.560	0.470	0.537	0.334	0.417	0.508	0.466	0.485	0.394	0.513	0.449	0.404	0.368	0.474
1.004	10.185	0.994	0.975	0.989	0.974	0.966	0.984	0.888	0.999	0.981	0.985	0.989	0.989	0.982	0.927	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	10.345	0	0.000	0.000	0	0	34.483	0.000	6.897	0.000	48.276	0.000	0	0	0	0.000	4.644	0.000	0.000	0.000	0.000	0	60.968	0.000	13.340	0.000	19.763	1.285	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	3.518	0.000	21.608	0	64.070	10.804	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	9.158	0.000	24.567	0	56.848	7.983	0.000	0	0.000	1.444	661.410	7.776	1.755	-4.277	661.900	7.595	1.613	-4.377	293.000	293.000	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830	0.017	98	4.075	2	0.732	6.279	1.916	1.352	0.008	1.631	0.819	536.487	453.520	447.794	420.489	24.166	0.995	128	4.925	1	1	10.236	6.988	22.502	7.562	7.016	0.328	3.857	0.530	1.144	0.309	0.283	0.005	0.170	0.819	2.010	-0.086	-0.035	-3.278	0.500	-0.677	7.199	2.317	2.135	0.150	1.204	0.640	6.062	1.147	0.727	0.029	1.511	2.278	432.143	425.536	424.293	422.390	2.888	0.834	128	11.310	1	1	32.651	3.122	11.274	6.050	4.573	2.481	3.191	0.465	0.462	0.221	0.168	0.006	0.154	0.271	0.082	-0.936	-1.131	-1.633	0.551	0.678	3.247	1.934	1.610	1.166	0.702	0.536	0.929	0.856	0.821	0.803	0.799	0.776	0.757	0.708	0.660	0.606	0.674	0.593	0.540	0.575	0.570	0.533	0.539	0.512	0.484	0.489	0.452	0.406	0.459	0.405	0.348	0.362	0.405	0.398	0.322	0.404	0.368	0.362
2.853	2.853	1.000	0.983	0.994	0.999	1.000	0.987	0.964	1.000	0.983	0.993	0.994	1.000	0.984	0.955	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.000	0.000	8.068	0.000	91.664	0.267	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	0.000	0.000	8.068	0.000	91.664	0.267	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	37.500	0	52.500	10.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	49.980	0	47.102	1.694	0.000	0	0.000	1.224	887.319	17.359	9.880	2.394	887.319	17.359	9.880	2.394	293.000	293.000	11.130	62.279	11.130	62.279	0.750	9.830	40.760	182.880	0.750	9.830	40.760	182.880	0.356	0	442.972	1	1.009	5.632	3.797	3.900	2.612	0.702	0.039	995.191	831.189	833.780	702.900	58.113	-0.004	16	11.493	16	1	6.812	-0.865	24.609	12.141	11.356	3.592	3.747	0.703	0.957	0.534	0.517	0.175	0.146	0.260	1.305	-0.072	0.005	-2.283	0.430	-1.201	7.237	3.758	3.723	1.171	0.904	0.386	4.575	4.180	4.311	3.177	0.355	-1.288	836.662	796.690	795.324	764.172	23.144	0.166	16	15.273	16	8	2.335	-2.718	13.746	8.762	8.877	5.253	2.234	0.261	0.586	0.392	0.431	0.196	0.108	-0.327	0.279	-0.550	-0.484	-2.283	0.496	-1.098	3.944	2.689	2.692	1.668	0.604	0.280	0.961	0.927	0.917	0.860	0.840	0.863	0.847	0.845	0.771	0.744	0.691	0.713	0.630	0.698	0.578	0.629	0.533	0.512	0.556	0.516	0.452	0.406	0.459	0.395	0.443	0.362	0.405	0.398	0.449	0.404	0.368	0.362
1.682	1.682	1.000	0.974	0.966	0.977	0.974	0.970	0.868	1.000	0.974	0.962	0.953	0.974	0.958	0.834	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	69.416	0.000	0.474	0.000	10.655	18.745	0	0	0	0.710	0.814	0.000	0.000	0.000	0.000	0	73.614	0.000	0.233	0.000	10.527	14.463	0	0	0.000	0.349	0.000	0	0.000	0.000	0	0	0.000	0.000	80.944	0	19.056	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	80.944	0	19.056	0.000	0.000	0	0.000	0.000	1036.797	5.062	-0.850	-6.758	1091.892	4.873	-1.001	-6.870	293.000	265.051	5.710	69.130	5.710	69.130	1.450	23.220	152.400	163.830	1.450	23.220	152.400	163.830	0.083	0	0.939	1	1.638	6.281	2.778	1.789	0.000	2.132	0.347	304.463	272.489	277.433	237.454	14.274	-0.596	128	9.827	1	1	18.191	4.759	19.531	4.498	3.475	0.212	3.587	1.422	0.934	0.199	0.147	0.001	0.168	1.592	1.843	-0.005	0.020	-2.729	0.426	-0.630	5.961	1.344	1.039	0.051	1.083	1.522	2.090	1.807	1.821	1.394	0.234	-0.286	268.409	258.611	259.082	249.548	6.199	0.096	1	1.000	1	1	0.000	NaN	16.284	10.674	13.475	2.464	5.270	-0.462	0.815	0.536	0.618	0.122	0.251	-0.424	1.591	-0.118	-0.181	-1.827	0.860	0.138	5.377	3.427	4.015	0.746	1.661	-0.381	0.715	0.847	0.842	0.768	0.833	0.782	0.790	0.772	0.755	0.694	0.696	0.711	0.599	0.535	0.435	0.422	0.498	0.435	0.465	0.470	0.367	0.334	0.417	0.395	0.466	0.362	0.394	0.513	0.449	0.404	0.368	0.474
1.015	1.015	1.000	0.983	0.996	0.992	0.989	0.995	0.956	1.000	0.983	0.996	0.992	0.989	0.995	0.955	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.000	0.000	26.265	0.000	72.513	1.222	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	1.257	0.000	42.228	0.000	56.025	0.489	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	23.529	0	70.778	5.693	0	0	0.000	0.000	0.000	0	0.164	0.003	0	0	0.549	0.000	35.221	0	55.965	5.736	0.021	0	0.000	2.340	539.008	14.095	6.447	-1.203	527.038	12.694	5.687	-1.326	293.000	293.000	7.220	60.370	7.220	60.370	1.160	16.170	89.050	177.620	1.160	16.170	89.050	177.620	0.050	0	2.620	1	1.136	6.283	3.301	3.222	0.001	1.746	-0.268	538.059	455.067	455.203	397.051	28.981	0.074	128	9.942	16	1	11.018	4.405	28.289	12.352	11.923	1.859	4.093	0.447	1.137	0.515	0.504	0.037	0.180	0.188	4.015	-0.093	0.050	-4.117	0.894	-0.643	8.691	3.914	3.830	0.612	1.297	0.409	6.150	5.556	5.784	3.269	0.703	-2.157	417.067	409.906	410.314	401.699	4.305	-0.227	16	16.000	16	16	0.000	NaN	22.010	13.148	13.621	3.759	4.778	-0.056	0.903	0.524	0.569	0.125	0.231	-0.161	0.445	-1.549	-1.826	-2.793	0.817	0.707	7.160	4.207	4.386	1.870	1.567	0.072	0.858	0.846	0.810	0.694	0.705	0.644	0.657	0.601	0.563	0.596	0.515	0.478	0.507	0.466	0.399	0.455	0.367	0.380	0.409	0.409	0.451	0.406	0.404	0.395	0.466	0.362	0.405	0.513	0.449	0.404	0.368	0.362
1.622	1.622	1.000	0.982	0.989	0.988	0.986	0.982	0.929	1.000	0.982	0.987	0.983	0.986	0.978	0.919	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.000	0.000	53.579	0.000	43.558	2.863	0	0	0	0.000	0.000	0.000	0.000	0.000	0.000	0	2.627	0.000	52.884	0.000	41.805	2.684	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	50.464	0	47.059	2.477	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	50.464	0	47.059	2.477	0.000	0	0.000	0.000	822.071	13.265	6.108	-1.055	834.743	12.277	5.497	-1.288	293.000	293.000	12.856	53.631	13.081	54.736	0.722	11.057	118.914	176.878	0.694	10.786	120.298	178.690	0.098	0	2.847	1	0.996	6.282	3.128	2.727	0.000	2.012	0.239	467.070	402.569	403.448	328.314	32.255	-0.150	128	8.790	1	1	15.779	5.488	23.895	12.595	12.455	3.082	4.296	0.205	1.009	0.529	0.519	0.046	0.180	0.038	3.954	-0.036	0.027	-2.654	0.659	-0.008	7.980	3.988	3.821	1.023	1.405	0.401	6.207	2.341	1.868	0.043	1.968	1.074	360.056	349.893	349.823	340.060	5.643	0.084	128	11.613	1	1	31.565	3.205	9.975	7.056	7.386	3.382	1.771	-0.257	0.508	0.290	0.300	0.095	0.111	0.029	-0.199	-0.755	-0.738	-1.493	0.359	-0.287	3.376	2.162	2.206	1.023	0.645	0.124	0.905	0.788	0.774	0.829	0.746	0.739	0.709	0.679	0.651	0.643	0.642	0.575	0.556	0.608	0.465	0.561	0.367	0.461	0.556	0.409	0.524	0.406	0.417	0.395	0.466	0.362	0.405	0.513	0.449	0.404	0.368	0.362
4.895	4.895	1.000	0.977	0.988	0.991	0.988	0.984	0.931	1.000	0.977	0.986	0.990	0.988	0.981	0.926	0	0	0	98.517	0	0	0	0	0	0	0	0	0	0	0	0.000	0	1.483	0	0	0	98.517	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	1.483	0	0	0	0	0.000	0	3.377	1.188	0	0	0.000	0.000	6.361	3.404	71.235	14.168	0	0	0	0.268	0.000	0.000	3.377	1.188	0.000	0	0.000	0.000	6.361	3.404	71.235	14.168	0	0	0.000	0.268	0.000	0	0.000	0.000	0	0	1.711	0.000	22.368	0	46.184	25.789	0	0	0.000	3.947	0.000	0	0.000	0.000	0	0	1.711	0.000	22.368	0	46.184	25.789	0.000	0	0.000	3.947	417.362	20.607	13.517	6.421	417.362	20.607	13.517	6.421	293.000	293.000	14.204	56.572	14.204	56.572	0.626	7.282	86.530	181.455	0.626	7.282	86.530	181.455	0.050	11	6.452	1	0.623	6.282	3.382	3.683	0.000	1.919	-0.514	401.752	349.791	347.850	317.162	20.111	0.364	128	13.219	16	1	12.597	4.743	14.434	6.916	6.953	0.201	2.476	-0.058	0.633	0.281	0.285	0.001	0.110	-0.099	2.221	-0.054	0.006	-2.537	0.456	-0.842	4.455	2.088	2.092	0.050	0.771	0.056	6.222	3.304	4.142	0.068	2.245	-0.343	327.735	321.824	321.823	317.460	3.482	0.137	64	19.118	16	1	19.196	1.290	7.261	3.251	2.989	0.201	1.783	0.373	0.262	0.100	0.083	0.002	0.067	0.596	-0.028	-0.594	-0.588	-1.330	0.345	-0.109	2.057	0.904	0.952	0.050	0.489	0.097	0.784	0.869	0.825	0.828	0.839	0.799	0.783	0.752	0.767	0.762	0.713	0.713	0.636	0.657	0.591	0.573	0.580	0.649	0.600	0.546	0.538	0.500	0.448	0.468	0.581	0.438	0.397	0.385	0.366	0.464	0.812	0.474
3.000	3.000	1.000	0.986	0.983	0.999	1.000	0.978	0.947	1.000	0.986	0.981	0.993	1.000	0.972	0.934	0	0	0	100.000	0	0	0	0	0	0	0	0	0	0	0	0.000	0	0.000	0	0	0	100.000	0	0	0	0	0.000	0	0	0	0	0	0	0.000	0	0.000	0	0	0	0	0.000	0	0.000	0.000	0	0	0.000	0.000	67.861	0.000	31.770	0.224	0	0	0	0.144	0.000	0.000	0.000	0.000	0.000	0	1.098	0.000	77.443	0.000	20.990	0.256	0	0	0.000	0.213	0.000	0	0.000	0.000	0	0	0.000	0.000	76.842	0	23.158	0.000	0	0	0.000	0.000	0.000	0	0.000	0.000	0	0	0.000	0.000	76.842	0	23.158	0.000	0.000	0	0.000	0.000	643.105	12.231	4.900	-2.435	621.664	11.102	4.105	-2.897	293.000	281.369	4.063	76.580	5.051	71.466	1.990	30.886	68.382	179.120	1.728	26.277	74.881	178.642	0.109	0	5.132	1	0.623	6.283	2.358	2.143	0.003	1.506	0.453	344.219	275.440	276.795	213.397	27.074	-0.048	128	7.779	1	1	12.004	5.746	23.032	10.146	9.821	1.764	3.558	0.550	0.918	0.420	0.405	0.030	0.155	0.419	2.699	-0.050	0.014	-3.993	0.739	-0.711	6.967	3.067	3.001	0.593	1.057	0.543	6.266	1.320	0.734	0.119	1.670	2.327	249.214	235.196	233.050	224.260	7.429	0.363	128	6.438	1	1	22.619	4.846	16.569	9.802	9.276	4.880	2.780	0.415	0.639	0.370	0.356	0.087	0.141	-0.006	-0.270	-1.296	-1.228	-2.791	0.655	-0.490	4.889	2.886	2.817	1.380	0.932	0.400	0.892	0.808	0.843	0.795	0.656	0.679	0.633	0.594	0.704	0.504	0.601	0.671	0.532	0.608	0.544	0.576	0.551	0.558	0.577	0.458	0.538	0.459	0.416	0.377	0.390	0.438	0.394	0.385	0.449	0.368	0.812	0.474

We also save a reminder of the ID of the computed data as well as their associated COMID.

target_ID_df <- data.frame(ID = target_streamlines$ID, COMID = target_streamlines$COMID)
# write.csv(target_ID_df, file = file.path(outdir, paste0(region, '_all_ID_df.csv')), row.names = FALSE)

target ID

ID	COMID
2817	8285266
2818	8288618
2819	8284974
2820	8287366
2821	8284776
2822	8288660
2823	8285178
2824	8287704
2825	8284946
2826	8287296
2827	8287300
2828	8287086
2829	8283564
2830	8287256
2831	8287692
2832	8284984
2833	8285182
2834	8285400
2835	8285160
2836	8287020
2837	8287490
2838	8287080
2839	8287030
2840	8288630
2841	8285476
2842	8287586
2843	8287484
2844	8287098
2845	8287450
2846	8287374
2847	8284934
2848	8285166