Report Description
This report summarizes the geographic setting of a list of musym within a shapefile. It is intented to be used to compare and contrast map units, and suggest possible Low, RV, and High values for soil components.
Project Name
## [1] "SDJR - MLRA 111A - Losantville clay loam, stony subsoil, 6 to 12 percent slopes, severely eroded"
Variables
elev |
elevation |
meters |
30-meter USGS National Elevation Dataset (NED) |
slope |
slope gradient |
percent |
10-meter NED |
aspect |
slope aspect |
degrees |
10-meter NED |
valley |
multiresolution valley bottom index |
unitless |
30-meter NED |
wetness |
topographic Wetness index |
unitless |
30-meter NED |
relief |
height above channel |
meters |
30-meter NED |
ppt |
annual precipitation |
millimeters |
800-meter 30-year normals (1981-2010) from PRISM Climate Dataset |
temp |
annual air temperature |
degrees Celsius |
800-meter 30-year normals (1981-2010) from PRISM Climate Dataset |
ffp |
frost free period |
days |
1000-meter 30-year normals (1961-1990) from USFS RMRS |
lulc |
land use and land cover |
landcover class (e.g. Wood Wetlands) |
2011 National Land Cover Dataset (NLCD) |
Map of soil polygons
![](data:image/png;base64,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)
Soil polygon metrics
Five number summary (min, 25th, median, 75th, max)(percentiles) and contingency table (counts)(n) Circularity is an estimate of SHAPE complexity (Hole and Campbell, 1975), computed as a ratio of mupolygon length / mupolygon circumference. The SHAPE complexity of a perfect circle would equal 1.
Summary of musym by areasymbol
*mlra_mapnit |
Acres |
(0, 3, 5, 13, 243) |
9523 |
639 |
IN065 LxC3 |
Acres |
(1, 2, 5, 11, 128) |
1448 |
113 |
IN135 LtC3 |
Acres |
(1, 3, 5, 11, 153) |
4187 |
394 |
IN177 LxC3 |
Acres |
(0, 3, 7, 29, 243) |
3888 |
132 |
![](data:image/png;base64,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)
Contingency tables (percent)
Slope classes
*mlra_mapnit |
10 |
64 |
25 |
1 |
0 |
IN065 LxC3 |
10 |
68 |
22 |
0 |
0 |
IN135 LtC3 |
10 |
64 |
25 |
1 |
0 |
IN177 LxC3 |
11 |
59 |
28 |
2 |
0 |
Aspect classes
*mlra_mapnit |
11 |
11 |
14 |
13 |
13 |
14 |
13 |
11 |
IN065 LxC3 |
11 |
9 |
12 |
9 |
14 |
16 |
16 |
14 |
IN135 LtC3 |
12 |
12 |
14 |
13 |
13 |
13 |
12 |
11 |
IN177 LxC3 |
9 |
10 |
15 |
16 |
14 |
16 |
12 |
9 |
Upland vs. lowland
*mlra_mapnit |
9 |
91 |
IN065 LxC3 |
12 |
88 |
IN135 LtC3 |
8 |
92 |
IN177 LxC3 |
9 |
91 |
Landuse and Landcover
*mlra_mapnit |
0 |
67 |
18 |
1 |
0 |
9 |
0 |
0 |
IN065 LxC3 |
1 |
60 |
23 |
2 |
0 |
8 |
0 |
0 |
IN135 LtC3 |
0 |
74 |
13 |
1 |
0 |
7 |
0 |
0 |
IN177 LxC3 |
0 |
53 |
27 |
1 |
0 |
14 |
0 |
0 |
Sum |
1 |
253 |
81 |
5 |
0 |
38 |
0 |
0 |
Landuse and Landcover
*mlra_mapnit |
0 |
5 |
0 |
100 |
IN065 LxC3 |
0 |
4 |
1 |
100 |
IN135 LtC3 |
0 |
5 |
0 |
100 |
IN177 LxC3 |
0 |
5 |
0 |
100 |
Sum |
1 |
19 |
2 |
400 |
Quantile breaks
Five number summary (min, 25th, median, 75th, max)(percentiles) and number of random samples (n)
*mlra_mapnit |
(311, 341, 350, 358, 378) |
(0, 3, 4, 6, 23) |
(0, 2, 3, 5, 11) |
(10, 11, 12, 13, 24) |
(0, 1, 2, 4, 18) |
6420 |
IN065 LxC3 |
(311, 330, 335, 340, 359) |
(0, 3, 4, 5, 15) |
(0, 2, 3, 4, 7) |
(10, 11, 12, 12, 20) |
(0, 1, 2, 4, 18) |
1139 |
IN135 LtC3 |
(328, 346, 353, 359, 378) |
(0, 3, 4, 6, 23) |
(0, 2, 3, 5, 11) |
(10, 11, 12, 12, 24) |
(0, 1, 2, 4, 16) |
3927 |
IN177 LxC3 |
(327, 343, 352, 359, 375) |
(0, 3, 4, 6, 18) |
(0, 2, 3, 5, 10) |
(10, 11, 12, 13, 20) |
(0, 1, 2, 4, 17) |
1354 |
*mlra_mapnit |
(1019, 1035, 1042, 1050, 1139) |
(10, 10, 10, 10, 11) |
(163, 164, 165, 166, 169) |
(358, 261, 179, 95, 359) |
6420 |
IN065 LxC3 |
(1038, 1052, 1057, 1059, 1139) |
(10, 10, 10, 10, 10) |
(164, 165, 166, 168, 169) |
(63, 315, 244, 167, 64) |
1139 |
IN135 LtC3 |
(1019, 1033, 1041, 1047, 1063) |
(10, 10, 10, 10, 10) |
(163, 164, 165, 166, 166) |
(313, 219, 134, 49, 314) |
3927 |
IN177 LxC3 |
(1026, 1035, 1036, 1039, 1064) |
(10, 10, 10, 10, 11) |
(164, 164, 165, 166, 167) |
(338, 234, 159, 88, 339) |
1354 |
![](data:image/png;base64,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)