class: title-slide # Session 9.1: Introduction to Geostatistics<span style="display:block; margin-top: 10px ;"></span> ## ### ### <!-- Can also separate the various components of the extra argument 'params', eg as in ### , , AirAware workshop --> --- layout: true .my-footer[ .alignleft[ &nbsp; &copy; Pirani | Blangiardo | Villejo ] .aligncenter[ AirAware workshop ] .alignright[ , NA ] ] --- # Learning Objectives At the end of this session you should be able to: <span style="display:block; margin-top: 20px ;"></span> - know the common models used for **geostatistical data** analysis, i.e. Gaussian fields (GF); <span style="display:block; margin-top: 20px ;"></span> - understand the assumptions of stationarity and isotropy; <span style="display:block; margin-top: 20px ;"></span> - understand and compute the variogram/semivariogram. <span style="display:block; margin-top: 30px ;"></span> The topics covered in this lecture can be further investigated in the books: - Section 6.4 of the book **Spatial and Spatio-Temporal Bayesian models with R-INLA** https://github.com/michelacameletti/Spatial-and-Spatio-Temporal-Bayesian-Models-with-R-INLA - Chapter 12 of the book **Spatial Statistics for Data Science: Theory and Practice with R** https://www.paulamoraga.com/book-spatial/index.html - Chapter 12, Sections 12.1-12.3 of the book **Spatial Data Science** https://r-spatial.org/book/part-1.html - Chapter 2, Section 2.1 of the book **Hierarchical Modeling and Analysis for Spatial Data** --- # Outline <span style="display:block; margin-top: 30px ;"></span> 1\. [Introduction to spatial modeling for geostatistical data (based on GF)](#introduction) <span style="display:block; margin-top: 30px ;"></span> 2\. [Assumptions of stationarity and isotropy](#stationarity) <span style="display:block; margin-top: 30px ;"></span> 3\. [The variogram and semivariogram](#vario) --- name: introduction <span style="display:block; margin-top: 250px ;"></span> .myblue[.center[.huge[ **Introduction to spatial modeling for geostatistical data (based on GF)**]]] --- # Geostatistical data: definition - The difference between models for .red[**geostatistical**] (or point referenced) data and spatial models for areal data is that here we treat space as continuous, not discretised (areas). <span style="display:block; margin-top: 20px ;"></span> - We are concerned here with spatial data structures where the process of interest is a spatial field `$$\{Z(\mathbf{s}): \mathbf{s} \in \mathcal{D} \}$$` i.e. real values stochastic process characterized by a spatial index `\(\bm{s}\)` which varies .red[**continuously**] in the fixed domain `\(\mathcal D\)`. <span style="display:block; margin-top: 20px ;"></span> - Data are measured (possibly with error) at `\(n\)` spatial locations `\((\bm{s}_{1},\ldots,\bm{s}_{n})\)` and are denoted by `\(\bm{Z}=\left(Z(\bm{s}_1),\ldots, Z(\bm{s}_n)\right)=(Z_1,\ldots,Z_n)\)`. --- # Geostatistical data: example .pull-left[ <span style="display:block; margin-top: 20px ;"></span> - Examples: <span style="display:block; margin-top: 20px ;"></span> - in environmental science: rainfall, air pollution concentrations, radioactive emission in soil, etc. <span style="display:block; margin-top: 10px ;"></span> - in epidemiology: prevalence of a disease measured at different villages distributed over a region of interest. <span style="display:block; margin-top: 10px ;"></span> - in ecology: density of mosquitoes responsible for disease transmission measured using traps placed at different locations. ] .pull-right[ <div class="leaflet html-widget html-fill-item" id="htmlwidget-ec3461d519366c40ac72" style="width:100%;height:432px;"></div> <script type="application/json" 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ID <\/b><\/th><td>2 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 8.6 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 81 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>277 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td>1141 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 6.983 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.01222430 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>14.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 30 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>3 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 6.5 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 68 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>199 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 640 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.800 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.10302900 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>13.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 150 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>4 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.6 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 81 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>116 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 257 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.655 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.19009400 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 8.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ga <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 270 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>5 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.8 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 48 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>117 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 269 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.480 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.27709000 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 8.7 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 380 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>6 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 3.0 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 61 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>137 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 281 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.791 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.36406700 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 7.8 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ga <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 470 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>7 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 3.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 31 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>132 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 346 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.217 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.19009400 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 9.2 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 240 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>8 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.8 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 29 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>150 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 406 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.490 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.09215160 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 9.5 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ab <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 120 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>9 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.4 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 37 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>133 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 347 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.668 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.18461400 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>10.6 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ab <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 240 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>10 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.6 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 24 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 80 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 183 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.049 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.30970200 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 6.3 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 420 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>11 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.4 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 25 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 86 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 189 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.015 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.31511600 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 6.4 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Fh <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 400 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>12 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.8 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 25 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 97 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 251 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.073 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.22812300 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 9.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ag <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 300 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>13 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td>11.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 93 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>285 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td>1096 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.320 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.00000000 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>15.4 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 20 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>14 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.5 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 31 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>183 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 504 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.815 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.11393200 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 8.4 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 130 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>15 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.0 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 27 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>130 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 326 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.937 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.16833600 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 9.1 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 220 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>16 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 9.5 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 86 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>240 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td>1032 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.702 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.00000000 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>16.2 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 10 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>17 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 7.0 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 74 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>133 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 606 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.160 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.01222430 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>16.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 10 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>18 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 7.1 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 69 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>148 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 711 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.100 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.01222430 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>16.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 10 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>19 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 8.7 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 69 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>207 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 735 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.020 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.00000000 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>13.7 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 10 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>20 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td>12.9 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 95 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>284 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td>1052 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 6.860 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.00000000 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>14.8 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>NA <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 10 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>21 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 5.5 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 53 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>194 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 673 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.908 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.07034680 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>10.2 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Am <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 80 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>22 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.8 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 35 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>123 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 402 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.990 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.09751360 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 7.2 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Am <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 140 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>23 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.9 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 35 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>110 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 343 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.830 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.11393200 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 7.2 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ag <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 160 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>24 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.7 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 24 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 85 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 218 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.020 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.34232100 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 7.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 440 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>25 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.4 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 26 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 75 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 200 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.976 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.38580400 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 6.9 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 490 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>26 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.5 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 22 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 76 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 194 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.973 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.42928900 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 6.3 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 530 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>27 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.3 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 27 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 73 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 207 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.507 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.31511600 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 5.6 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ab <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 400 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>28 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.3 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 24 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 67 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 180 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.743 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.32057400 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 4.4 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ag <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 400 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>29 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.8 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 22 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 87 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 240 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.973 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.24986300 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 5.3 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 330 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>30 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.5 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 21 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 65 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 180 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.043 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.48906400 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 4.8 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ag <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 630 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>31 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.3 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 29 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 78 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 208 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.688 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.47277800 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 2.6 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>B <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 570 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>32 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.3 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 21 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 64 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 198 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.727 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.28795700 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 1.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ag <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 390 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>33 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.1 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 27 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 77 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 250 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.328 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.27162200 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 2.4 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 360 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>34 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 26 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 80 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 192 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.971 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.38580700 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 1.9 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>B <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 500 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>35 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.6 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 27 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 82 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 213 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.809 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.41841700 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 3.1 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>B <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 550 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>37 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 3.0 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 32 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 97 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 321 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 6.986 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.24447400 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 1.6 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ab <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 340 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>38 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 5.8 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 50 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>166 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 569 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.756 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.13570900 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 3.5 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ab <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 210 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>39 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 7.9 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 67 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>217 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 833 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.784 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.04849650 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 8.1 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Am <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 60 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>40 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 8.1 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 77 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>219 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 906 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.000 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.00000000 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 7.9 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 10 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>41 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td>14.1 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td>108 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>405 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td>1454 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 6.920 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.00135803 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 9.5 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 20 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>42 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.4 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 32 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>102 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 298 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.516 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.13570900 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 1.4 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Am <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 170 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>43 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 21 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 48 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 167 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.180 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.26622000 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>NA <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ga <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 320 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>44 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.7 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 22 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 65 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 176 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.694 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.21184300 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>NA <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 260 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>45 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.3 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 21 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 62 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 258 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.280 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.32057200 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 2.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 360 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>46 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 4.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 51 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>281 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 746 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.940 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.08122200 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 5.1 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 100 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>47 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 4.3 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 50 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>294 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 746 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 6.360 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.19008600 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 5.3 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Am <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 200 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>48 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 3.1 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 38 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>211 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 464 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.780 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.28794100 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 4.5 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 320 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>49 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.7 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 26 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>135 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 365 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.180 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.42382600 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 4.9 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 480 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>50 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.7 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 24 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>112 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 282 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.420 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.55428900 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 4.5 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Bw <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 660 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>51 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.1 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 32 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>162 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 375 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.867 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.60322500 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 5.5 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Bw <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 690 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>52 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.7 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 24 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 94 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 222 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.292 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.61407100 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 3.4 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ab <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 710 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>53 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 8.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 47 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>191 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 812 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.060 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.00135803 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>11.1 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 10 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>54 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td>17.0 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td>128 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>405 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td>1548 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.980 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.00000000 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>12.3 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 10 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>55 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td>12.0 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td>117 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>654 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td>1839 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.900 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.00543210 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>16.5 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 10 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>56 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 9.4 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td>104 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>482 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td>1528 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.740 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.00543210 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>13.9 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 10 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>57 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 8.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 76 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>276 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 933 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.552 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.00543210 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 8.1 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 20 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>58 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.6 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 36 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>180 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 432 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.760 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.14657800 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 3.1 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Fw <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 200 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>59 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 3.5 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 34 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>207 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 550 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 6.740 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.13568400 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 5.8 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Fw <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 140 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>60 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td>10.9 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 90 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>541 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td>1571 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 6.680 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.07033330 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>10.2 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Fw <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 70 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>61 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 7.3 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 80 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>310 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td>1190 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.400 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.04848310 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>12.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 20 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>62 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 9.4 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 78 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>210 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 907 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.440 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.00543210 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>14.1 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 10 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>63 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 8.3 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 77 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>158 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 761 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.360 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.00543210 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>14.5 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Fw <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 10 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>64 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 7.0 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 65 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>141 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 659 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.200 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.03166630 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>14.8 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 20 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>65 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 6.8 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 66 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>144 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 643 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.220 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.01222430 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>13.3 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 10 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>66 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 7.4 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 72 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>181 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 801 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.360 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.01222430 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>15.2 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 20 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>67 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 6.6 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 75 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>173 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 784 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 5.180 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.03733950 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>11.4 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 20 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>69 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 7.8 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 75 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>399 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td>1060 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 5.800 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.21184600 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 9.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 270 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>75 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.7 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 22 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 45 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 119 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.640 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.45103700 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 3.6 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Fw <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 560 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>76 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 3.4 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 55 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>325 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 778 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 6.320 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.57587700 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 6.9 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Bw <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 750 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>79 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 3.9 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 47 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>268 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 703 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 5.760 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.07568690 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 7.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ab <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 80 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>80 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 3.5 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 46 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>252 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 676 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 6.480 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.12481000 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 6.2 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ab <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 130 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>81 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 4.7 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 55 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>315 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 793 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 6.480 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.10302400 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 6.5 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 110 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>82 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 3.9 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 49 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>260 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 685 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 6.320 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.15746900 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 5.7 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 200 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>83 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 3.1 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 39 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>237 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 593 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 6.320 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.20097600 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 7.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 260 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>84 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.9 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 45 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>228 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 549 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 6.160 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.20097600 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 7.3 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 270 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>85 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 3.9 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 48 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>241 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 680 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 6.560 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.26622000 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 8.2 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 320 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>86 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.7 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 36 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>201 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 539 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 6.900 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.29883500 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 4.3 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 360 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>87 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.5 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 36 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>204 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 560 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.540 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.08122470 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 4.4 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Am <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 80 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>88 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 5.6 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 68 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>429 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td>1136 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 6.420 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.07035500 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 8.2 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 100 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>89 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 9.4 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 88 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>462 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td>1383 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 6.280 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.01222430 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 8.5 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 70 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>90 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td>10.8 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 85 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>333 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td>1161 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 6.340 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.00000000 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 9.6 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 20 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>123 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td>18.1 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 76 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>464 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td>1672 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.307 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.05377230 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>17.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 50 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>160 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 6.3 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 63 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>159 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 765 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 5.700 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.05936620 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>12.8 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 80 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>163 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.1 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 32 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>116 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 279 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.720 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.21184300 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 5.9 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>1 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 290 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>70 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.8 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 25 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 81 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 241 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.932 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.12481000 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 2.9 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 160 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>71 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 27 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>131 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 317 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.820 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.12481000 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 4.5 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 160 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>91 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.8 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 36 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>216 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 545 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.575 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.09215160 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>10.7 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 140 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>92 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.4 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 41 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>145 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 505 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.536 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.11394100 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 9.4 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 150 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>93 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.6 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 33 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>163 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 420 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.504 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.17921600 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 9.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 220 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>94 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.8 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 27 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>129 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 332 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.659 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.23359600 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 7.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Am <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 280 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>95 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.0 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 38 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>148 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 400 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.633 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.33686100 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 6.5 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Am <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 450 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>96 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.7 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 37 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>214 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 553 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.538 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.07035500 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 9.4 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Am <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 70 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>97 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.7 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 34 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>226 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 577 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.680 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.05936620 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>10.2 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Am <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 70 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>98 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.9 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 19 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 54 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 155 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.564 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.25534100 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 6.4 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 340 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>99 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.9 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 22 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 70 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 224 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.760 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.36406700 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 7.6 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 470 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>100 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.4 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 26 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 73 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 180 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.653 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.42929500 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 7.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Am <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 630 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>101 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.8 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 25 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 87 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 226 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.951 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.38032800 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 5.6 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Am <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 460 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>102 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.4 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 22 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 76 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 186 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.176 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.24987400 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 6.5 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Am <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 320 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>103 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.4 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 24 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 81 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 198 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.468 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.26621200 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 6.6 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 320 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>104 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.4 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 18 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 68 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 187 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.410 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.45103700 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 5.9 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 540 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>105 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.8 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 23 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 66 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 199 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.610 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.30971000 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 6.5 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 420 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>106 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.4 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 22 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 49 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 157 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.792 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.29335900 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 6.4 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>SPO <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 380 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>108 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.4 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 23 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 63 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 203 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.760 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.53235100 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 7.2 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 500 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>109 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.4 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 23 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 48 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 143 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.879 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.61951300 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 6.6 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>3 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Am <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 760 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>110 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 23 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 51 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 136 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.097 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.68472500 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 4.3 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 750 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>111 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 18 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 50 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 117 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.095 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.80974200 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 5.3 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>3 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Fw <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td>1000 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>112 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.4 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 20 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 39 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 113 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.717 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.88038900 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 4.1 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>3 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 860 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>113 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 22 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 48 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 130 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.924 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.74959100 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 6.1 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>3 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 680 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>114 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 27 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 64 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 192 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.404 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.57575200 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 7.5 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>3 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Fw <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 500 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>115 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.4 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 25 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 84 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 240 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td>10.520 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.58148400 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 8.8 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>3 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>STA <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 650 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>116 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 30 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 67 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 221 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.840 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.49452000 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 5.7 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>3 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>DEN <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 630 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>117 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 23 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 49 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 140 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.472 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.32058000 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 6.1 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>3 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Fw <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 410 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>118 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 24 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 48 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 128 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.634 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.33685100 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 7.1 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>3 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 390 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>119 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 21 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 56 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 166 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.206 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.24985200 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 4.1 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 310 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>120 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 24 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 65 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 191 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.470 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.07568690 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 6.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 70 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>121 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 21 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 84 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 232 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.463 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.07568690 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 6.6 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 70 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>122 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 23 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 75 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 203 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.691 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.16285300 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 6.8 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>STA <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 150 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>124 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 3.7 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 53 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>250 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 722 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.704 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.09749160 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 9.1 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Bw <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 80 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>125 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 33 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 81 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 210 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.420 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.44014200 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 5.9 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 450 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>126 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 22 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 72 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 198 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.573 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.46190000 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 4.9 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Aa <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 530 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>127 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 23 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 86 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 139 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.555 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.22270100 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 7.1 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 240 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>128 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 25 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 94 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 253 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.779 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.10302400 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 8.1 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Tv <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 70 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>129 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 30 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>244 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 703 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.540 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.09213530 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 8.3 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Fw <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 70 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>130 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.4 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 47 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>297 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 832 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.809 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.04848840 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td>10.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 60 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>131 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 31 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 96 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 262 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.523 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.16833100 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 5.9 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 190 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>132 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 20 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 56 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 142 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.811 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.38581000 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 5.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 450 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>133 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 16 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 49 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 119 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.604 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.48906400 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 4.5 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Am <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 550 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>134 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 17 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 50 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 152 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.732 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.57602000 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 5.4 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Am <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 650 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>135 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.4 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 26 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>148 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 415 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.518 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.08121940 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 2.3 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Am <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 100 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>136 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.6 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 34 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>162 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 474 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.720 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.03733690 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 7.5 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 170 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>161 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.8 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 18 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 37 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 126 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.036 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.77169800 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 4.6 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>3 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>1 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 860 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>162 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 23 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 80 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 210 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.528 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.33682900 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 5.8 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>2 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 410 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>137 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 20 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 80 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 220 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.155 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.22812300 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 4.4 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>3 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Aa <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 290 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>138 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 14 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 49 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 133 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td>10.080 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.59776100 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 4.4 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>3 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Am <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 680 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>140 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.8 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 46 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 42 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 141 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.970 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.44558000 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 4.5 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>3 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Am <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 540 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>141 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.0 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 29 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 48 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 158 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td>10.136 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.39667500 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 5.2 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>3 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>2 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Am <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 480 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>142 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.8 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 19 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 41 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 129 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td>10.320 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.58147800 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 4.6 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>3 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>3 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 720 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>143 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 31 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 73 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 206 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 9.041 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.28796600 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 6.9 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>3 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 380 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>144 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.0 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 27 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>146 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 451 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.860 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.23359600 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 7.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>3 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 310 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>145 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.5 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 29 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 95 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 296 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.741 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.36406700 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 5.4 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>3 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 430 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>146 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 1.1 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 22 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 72 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 189 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.822 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.33145400 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 6.2 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>3 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Ah <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 370 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>147 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.8 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 20 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 51 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 154 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.780 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.21184600 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 5.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>3 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Fw <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 290 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>148 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 0.8 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 20 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td> 54 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 169 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.121 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.10302900 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 5.1 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>3 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 150 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>149 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.1 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 29 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>136 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 403 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.231 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.07035500 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 8.1 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>3 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Bw <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 70 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>150 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 2.5 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 38 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>170 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 471 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 8.351 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.14657600 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 8.0 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>3 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>Bw <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 220 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>151 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 3.8 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 39 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>179 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 612 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.300 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.05377230 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 8.8 <\/td><\/tr><tr><td>8<\/td><th>ffreq <\/th><td>3 <\/td><\/tr><tr><td>9<\/td><th>soil <\/th><td>1 <\/td><\/tr><tr><td>10<\/td><th>lime <\/th><td>0 <\/td><\/tr><tr><td>11<\/td><th>landuse <\/th><td>W <\/td><\/tr><tr><td>12<\/td><th>dist.m <\/th><td> 80 <\/td><\/tr><tr><td>13<\/td><th>geometry <\/th><td>sfc_POINT <\/td><\/tr><\/table><\/div>","<div class='scrollableContainer'><table class=mapview-popup id='popup'><tr class='coord'><td><\/td><th><b>Feature ID <\/b><\/th><td>152 <\/td><\/tr><tr><td>1<\/td><th>cadmium <\/th><td> 3.2 <\/td><\/tr><tr><td>2<\/td><th>copper <\/th><td> 35 <\/td><\/tr><tr><td>3<\/td><th>lead <\/th><td>200 <\/td><\/tr><tr><td>4<\/td><th>zinc <\/th><td> 601 <\/td><\/tr><tr><td>5<\/td><th>elev <\/th><td> 7.536 <\/td><\/tr><tr><td>6<\/td><th>dist <\/th><td>0.11928600 <\/td><\/tr><tr><td>7<\/td><th>om <\/th><td> 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<span style="display:block; margin-top: 20px ;"></span> - Using geostatistical methods we can reconstruct a latent spatial field from the finite set of observations taken at a finite number of spatial locations. <center><img src=./img/Brazil.jpg width='43%' title=''></center> --- # Gaussian fields - The common methodological framework to geostatistical models is that of .red[**Gaussian fields (or processes)**], which are based on the multivariate Normal distribution. <span style="display:block; margin-top: 21px ;"></span> - A spatial process `\(Z(\bm{s})\)` is a .red[**Gaussian field**] (GF) if for any `\(n \geq 1\)` and for each set of locations `\((\bm{s}_{1},\ldots,\bm{s}_{n})\)`, the vector `\((Z(\bm{s}_1),\ldots, Z(\bm{s}_n))\)` follows a .red[multivariate Normal distribution] with mean `\(\bm{\mu}=(\mu(\bm{s}_{1}), \ldots, \mu(\bm{s}_{n}))\)` and spatially structured covariance `\(\bm{\Sigma}\)`. <span style="display:block; margin-top: 21px ;"></span> - The generic element of `\(\bm{\Sigma}\)` is defined by a **spatial covariance function** (sometimes called a kernel) `\(\mathcal C(\cdot,\cdot)\)` such that `\(\Sigma_{ij}=\mbox{Cov}\left(Z(\bm{s}_{i}),Z(\bm{s}_{j})\right)=\mathcal C(Z(\bm{s}_{i}),Z(\bm{s}_{j}))\)`. --- name: stationarity <span style="display:block; margin-top: 250px ;"></span> .myblue[.center[.huge[ **Stationarity and Isotropy**]]] --- # Stationarity - A spatial process is .red[stationary] if its *statistical behaviour is similar across the map*. (e.g. the variability of PM2.5 is comparable in different neighbourhoods) <span style="display:block; margin-top: 20px ;"></span> - Why it matters: it lets us describe spatial dependence using a function of **distance**, enabling prediction and uncertainty quantification. <span style="display:block; margin-top: 20px ;"></span> - We are going to explore different degrees of stationarity: - Strict (or strong) stationarity - Weak (or second-order) stationarity - Intrinsic stationarity --- # Strict (or strong) stationarity - The spatial process is called .red[**strict (or strong) stationary**] if shifting the locations by the same vector `\(\bm{h}\)`, the **joint distribution** of the values does not change. - A strictly stationary process repeats itself throughout the spatial domain. - In practice, we rarely use strict stationarity directly. We mainly rely on **weak (second-order) stationarity** --- # Weak (or second-order) stationarity and Isotropy .red[Weak stationarity or second order stationarity] - It imposes conditions only on the mean and covariance, which are translation invariant. <span style="display:block; margin-top: 10px ;"></span> - The spatial process is called .red[**weak (or second-order) stationary**] if <span style="display:block; margin-top: 10px ;"></span> - `\(\bm{\mu}\)` is constant, i.e., `\(\mu(\bm{s}_{i}) = \mu\)` for each `\(i\)` <span style="display:block; margin-top: 10px ;"></span> - the spatial covariance function depends on length and orientation of the vector `\(\bm{h}\)` linking two points `\(\bm{s}_{i}\)` and `\(\bm{s}_{j}= \bm{s}_{i} + \bm{h}\)`, that is `\(\mbox{Cov}\left(Z(\bm{s}_{i}),Z(\bm{s}_{j})\right)=\mathcal C(\bm{s}_{i}-\bm{s}_{j}) = \mathcal C(\bm{h})\)` <span style="display:block; margin-top: 10px ;"></span> - Interpretation: two locations have the same covariance whenever they have the same **lag** \(h\) (same distance, and possibly same direction). <span style="display:block; margin-top: 20px ;"></span> -- .red[Isotropy] - If covariance depends **only on distance** (not direction), the process is isotropic: `$$\mathcal C(\bm{s}_{i}-\bm{s}_{j}) = \mathcal C(\|\bm{h}\|)$$` (where `\(\| \cdot \|\)` denotes the Euclidean norm, i.e. Euclidean distance) <span style="display:block; margin-top: 10px ;"></span> - In other words, the covariance depends only on the distance between two points irrespective of the geographical direction (north-south or east-west) of one from the other <span style="display:block; margin-top: 20px ;"></span> - If dependence changes with direction, we have .red[anisotropy] (e.g., prevailing winds, mountain ranges). --- # Intrinsic stationarity and the variogram - .read[Intrinsic stationarity] is a relaxed form of stationarity, which is based on the difference in the process between locations. - For a choice of two locations, we assume that: - the difference in means will be zero (i.e. constant mean assumption) - the variance of increments depends only on `\(\bm{h}\)`: `$$Var(Z(\mathbf{s+h})-Z(\mathbf{s})) = 2\gamma(\mathbf{h})$$` - The function `\(2\gamma(\mathbf{h})\)` is called .blue[Variogram] and `\(\gamma(\mathbf{h})\)` is called .blue[Semivariogram] - The gamma symbol, `\(\gamma\)`, is the standard symbol for variability in a variogram. Commonly, the terms variogram and semivariogram are used interchangeably, although the semivariogram is half of the variogram (we adopt this common terminology here). - Interpretation: larger `\(\gamma(\mathbf{h})\)` implies that locations separated by `\(\mathbf{h}\)` are **less similar**. --- # Variogram - The (semi)variogram is useful in exploratory analysis for geostatistical data, as it summarizes the strength of association as function of the distance (and in case of anisotropy, direction). - The variogram analysis is often associated with .blue[kriging], a widely used interpolation method for geostatistical data. - The variogram is generally estimated by the experimental (or empirical) variogram, `\(\hat{\gamma}(\mathbf{h})\)`, which measures the similarity of values as a function of the distance between their locations: `$$\hat{\gamma}(\mathbf{h})=\frac{1}{2N(\mathbf{h})}\sum_{i}^{N(\mathbf{h})} (Z(\mathbf{s}_i+\mathbf{h})-Z(\mathbf{s}_{i}))^2$$` where `\(\mathbf{h}\)` is the distance class and `\(N(\mathbf{h})\)` is the set of pairs of points; therefore the sum is taken over all sample points separated by a lag vector of magnitude `\(\mathbf{h}\)`. --- # Characteristics of the variogram - .red[Sill]: the value at which the variogram levels off (corresponds to the overall variability of the data) - .red[Range]: the distance at which the variogram reaches the sill (corresponds to the distance at which observations become independent) - .red[Nugget]: The nugget represents the combination of sampling error and short-range variability that causes two samples apparently taken from the same location to have different values. <center><img src=./img/Semivariogram.jpg width='37%' title=''></center> Note that the partial sill is the sill minus the nugget --- # Some common isotropic variogram functions [1] - After obtaining the empirical variogram, we fit a model to it (i.e. theoretical variogram) to get a smooth fit. Popular variogram functions are: <span style="display:block; margin-top: 20px ;"></span> <center><img src=./img/Type_Vario_new.png width='60%' title=''></center> .center[For details, see Banerjee, Carlin, and Gelfand (2014), Sections 2.1.2 - 2.1.4] --- # Some common isotropic variogram functions [2] - `\(t^2\)` is the nugget - `\(t^2 + \sigma^2\)` is the sill, therefore `\(\sigma^2\)` is the partial sill - the value `\(1/\phi\)` is the range, while `\(\phi\)` is called the decay parameter - For the exponential model, strictly speaking, the range is infinite. In this case the notation of .blue[effective range], `\(h_0\)`, is often used. - It is the distance at which the correlation is negligible, dropping to 0.05. Setting: `\begin{eqnarray*} \exp(-h_0\phi) &=& 0.05 \\ \Longrightarrow h_0 &=& -\log(0.05)/\phi \\ \Longrightarrow h_0 &\approx& 3/\phi \end{eqnarray*}` since `\(\log(0.05)\approx -3\)`. --- # Some isotropic variogram functions [3] Theoretical variograms for three models, respectively linear, spherical, and exponential <span style="display:block; margin-top: 20px ;"></span> <center><img src=./img/Popular_vario.jpg width='55%' title=''></center> .center[Source: Banerjee, Carlin, and Gelfand (2014)] --- # Steps of the variogram analysis We use here the Meuse data set, which includes four heavy metals measured in the top soil in a flood plain along the river Meuse (it runs from France to the Netherlands) <center><img src=./img/Picture_Tom.jpg width='40%' title=''></center> .center[Source: Hengl (2009), https://edepot.wur.nl/485517] <span style="display:block; margin-top: 20px ;"></span> - .blue[Steps]: (a) sampling locations and measured values of the target variable, (b) (semi)variogram cloud showing semivariances for all pairs (log-transformed variable), (c) semivariances aggregated to lags of about 100 m, and (d) the final (semi)variogram model fitted using `gstat`. --- # Basic code for the computation of the variogram in `R` [1] To demonstrate the computation of the variogram in `R`, we use the Meuse data set. Among the metals, we work with zinc ``` r > library(sp) > library(gstat) > > # We use Meuse dataset, which includes concentrations of zinc > # measured at 155 sampling sites within the Meuse River plain > data(meuse) > > # Transform the dataframe into a SpatialPointDataFrame > coordinates(meuse) = ~x+y # the function coordinates > # promotes the data.frame meuse > # into a SpatialPointsDataFrame > > # Bubble plot > bubble(meuse, "zinc", col=c("#00ff0088", "#00ff0088"), + main = "zinc concentrations (ppm)") > > hist(meuse$zinc) # we see a strong right skew in the data, so we log-transform them > > # Lagged scatter plot > hscat(log(zinc)~1, meuse,(0:9)*100) # the correlation is quite strong when the lag > # is between 100 meters, then decrease with distance ``` --- # Basic code for the computation of the variogram in `R` [2] ``` r > # Construct the variogram > meuse.vgm = variogram(log(zinc)~1, meuse) # we assume a constant trend for > # the variable log(zinc) > > # Plot the experimental variogram > plot(meuse.vgm) > plot(meuse.vgm, plot.numbers = TRUE, pch = "+") # The numbers of points in the > # lag group used to compute the corresponding value of gamma(h) > > # Fit a variogram model > model.1 = fit.variogram(meuse.vgm, vgm("Sph")) > plot(meuse.vgm, model=model.1) > > # Look at the result of the fit > model.1 > > # We can also specify a set of models. In this case the best fitting is returned > model.2 = fit.variogram(meuse.vgm, vgm(c("Exp", "Sph"))) > model.2 # here the spherical model with nugget=0.051, partial sill =0.591 and range=897 is chosen > > # Specify theoretical variogram with its characteristics > model.final = fit.variogram(meuse.vgm, vgm(psill=0.59,"Sph",range=897,nugget=0.05)) > plot(meuse.vgm, model=model.final) ``` --- # References Banerjee, S., B. P. Carlin, and A. E. Gelfand (2014). _Hierarchical modeling and analysis for spatial data_. Chapman and Hall/CRC. Hengl, T. (2009). "A practical guide to geostatistical mapping".