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authorJohannes Ranke <jranke@uni-bremen.de>2019-04-26 13:33:27 +0200
committerJohannes Ranke <jranke@uni-bremen.de>2019-04-26 13:33:27 +0200
commit45f540ef19fd2a2a80e3f3f72950933ed6396f0c (patch)
tree7206ecb13fc6448d0f6a0b1fe23aeb43b7f40a55 /docs/reference/drift_data_JKI.html
parent451b332c8888bac8279340b086abb3b714ac3ae1 (diff)
Another take on completing the drift data
The R script I used yesterday got lost because I used the .Rd file that got overwritten by roxygen later.
Diffstat (limited to 'docs/reference/drift_data_JKI.html')
-rw-r--r--docs/reference/drift_data_JKI.html460
1 files changed, 206 insertions, 254 deletions
diff --git a/docs/reference/drift_data_JKI.html b/docs/reference/drift_data_JKI.html
index 3e9e367..e2cfcb8 100644
--- a/docs/reference/drift_data_JKI.html
+++ b/docs/reference/drift_data_JKI.html
@@ -66,7 +66,7 @@ published by the German Julius-Kühn Institute (JKI)." />
</button>
<span class="navbar-brand">
<a class="navbar-link" href="../index.html">pfm</a>
- <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.5.4</span>
+ <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.5.5</span>
</span>
</div>
@@ -127,13 +127,26 @@ data for field crops (Ackerbau), and Pome/stone fruit, early and late
<p>JKI (2010) Spreadsheet 'Tabelle der Abdrifteckwerte.xls', retrieved
from
http://www.jki.bund.de/no_cache/de/startseite/institute/anwendungstechnik/abdrift-eckwerte.html
-on 2015-06-11</p>
+on 2015-06-11
+Rautmann, D., Streloke, M and Winkler, R (2001) New basic drift values in
+the authorization procedure for plant protection products Mitt. Biol.
+Bundesanst. Land- Forstwirtsch. 383, 133-141</p>
<h2 class="hasAnchor" id="details"><a class="anchor" href="#details"></a>Details</h2>
<p>The data were extracted from the spreadsheet cited below using the R code
given in the example section. The spreadsheet is not included in the package
as its licence is not clear.</p>
+<p>Additional spray drift values were taken from the publication by Rautmann
+et al. (2001). Specifically, these are the values for early vines, and
+the values for a 3 m buffer which are incomplete in the spreadsheet.</p>
+<p>Note that for vegetables, ornamentals and small fruit, the values for
+field crops are used for crops &lt; 50 cm, and the vales for late vines are
+used for crops &gt; 50 cm. In the JKI spreadsheet, it is indicated that
+these values are used for spray applications with handheld/knapsack
+equipment (tragbare Spritz- und Sprühgerate).</p>
+<p>Values for non-professional use listed in the JKI spreadsheet were not
+included.</p>
<h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
@@ -142,299 +155,238 @@ as its licence is not clear.</p>
<span class='co'># This is the code that was used to extract the data</span>
<span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/library'>library</a></span>(<span class='no'>readxl</span>)
<span class='no'>abdrift_path</span> <span class='kw'>&lt;-</span> <span class='st'>"inst/extdata/Tabelle der Abdrifteckwerte.xls"</span>
- <span class='no'>JKI_crops</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/c'>c</a></span>(<span class='st'>"Ackerbau"</span>, <span class='st'>"Obstbau frueh"</span>, <span class='st'>"Obstbau spaet"</span>)
- <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/names'>names</a></span>(<span class='no'>JKI_crops</span>) <span class='kw'>&lt;-</span> <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/c'>c</a></span>(<span class='st'>"Field crops"</span>, <span class='st'>"Pome/stone fruit, early"</span>, <span class='st'>"Pome/stone fruit, late"</span>)
+ <span class='no'>JKI_crops</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/c'>c</a></span>(<span class='st'>"Ackerbau"</span>, <span class='st'>"Obstbau frueh"</span>, <span class='st'>"Obstbau spaet"</span>, <span class='st'>"Weinbau frueh"</span>, <span class='st'>"Weinbau spaet"</span>,
+ <span class='st'>"Hopfenbau"</span>, <span class='st'>"Flaechenkulturen &gt; 900 l/ha"</span>, <span class='st'>"Gleisanlagen"</span>)
+ <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/names'>names</a></span>(<span class='no'>JKI_crops</span>) <span class='kw'>&lt;-</span> <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/c'>c</a></span>(<span class='st'>"Field crops"</span>, <span class='st'>"Pome/stone fruit, early"</span>, <span class='st'>"Pome/stone fruit, late"</span>,
+ <span class='st'>"Vines early"</span>, <span class='st'>"Vines late"</span>, <span class='st'>"Hops"</span>, <span class='st'>"Areic cultures &gt; 900 L/ha"</span>, <span class='st'>"Railroad tracks"</span>)
<span class='no'>drift_data_JKI</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/list'>list</a></span>()
<span class='kw'>for</span> (<span class='no'>n</span> <span class='kw'>in</span> <span class='fl'>1</span>:<span class='fl'>8</span>) {
<span class='no'>drift_data_raw</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://readxl.tidyverse.org/reference/read_excel.html'>read_excel</a></span>(<span class='no'>abdrift_path</span>, <span class='kw'>sheet</span> <span class='kw'>=</span> <span class='no'>n</span> + <span class='fl'>1</span>, <span class='kw'>skip</span> <span class='kw'>=</span> <span class='fl'>2</span>)
- <span class='no'>drift_data</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/matrix'>as.matrix</a></span>(<span class='no'>drift_data_raw</span>[<span class='fl'>1</span>:<span class='fl'>9</span>, <span class='fl'>2</span>:<span class='fl'>4</span>])
- <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/dimnames'>dimnames</a></span>(<span class='no'>drift_data</span>) <span class='kw'>&lt;-</span> <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/list'>list</a></span>(<span class='kw'>distance</span> <span class='kw'>=</span> <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/integer'>as.integer</a></span>(<span class='no'>drift_data_raw</span>[<span class='fl'>1</span>:<span class='fl'>9</span>, <span class='fl'>1</span>]),
+ <span class='no'>drift_data</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/matrix'>matrix</a></span>(<span class='fl'>NA</span>, <span class='kw'>nrow</span> <span class='kw'>=</span> <span class='fl'>9</span>, <span class='kw'>ncol</span> <span class='kw'>=</span> <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/length'>length</a></span>(<span class='no'>JKI_crops</span>))
+ <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/dimnames'>dimnames</a></span>(<span class='no'>drift_data</span>) <span class='kw'>&lt;-</span> <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/list'>list</a></span>(<span class='kw'>distance</span> <span class='kw'>=</span> <span class='no'>drift_data_raw</span><span class='kw'>[[</span><span class='fl'>1</span>]][<span class='fl'>1</span>:<span class='fl'>9</span>],
<span class='kw'>crop</span> <span class='kw'>=</span> <span class='no'>JKI_crops</span>)
+ <span class='kw'>if</span> (<span class='no'>n</span> <span class='kw'>==</span> <span class='fl'>1</span>) { <span class='co'># Values for railroad tracks only present for one application</span>
+ <span class='no'>drift_data</span>[, <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/c'>c</a></span>(<span class='fl'>1</span>:<span class='fl'>3</span>, <span class='fl'>5</span>:<span class='fl'>8</span>)] <span class='kw'>&lt;-</span> <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/matrix'>as.matrix</a></span>(<span class='no'>drift_data_raw</span>[<span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/c'>c</a></span>(<span class='fl'>2</span>:<span class='fl'>7</span>, <span class='fl'>11</span>)][<span class='fl'>1</span>:<span class='fl'>9</span>, ])
+ } <span class='kw'>else</span> {
+ <span class='no'>drift_data</span>[, <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/c'>c</a></span>(<span class='fl'>1</span>:<span class='fl'>3</span>, <span class='fl'>5</span>:<span class='fl'>7</span>)] <span class='kw'>&lt;-</span> <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/matrix'>as.matrix</a></span>(<span class='no'>drift_data_raw</span>[<span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/c'>c</a></span>(<span class='fl'>2</span>:<span class='fl'>7</span>)][<span class='fl'>1</span>:<span class='fl'>9</span>, ])
+ }
<span class='no'>drift_data_JKI</span><span class='kw'>[[</span><span class='no'>n</span>]] <span class='kw'>&lt;-</span> <span class='no'>drift_data</span>
}
+
+ <span class='co'># Manual data entry from the Rautmann paper</span>
+ <span class='no'>drift_data_JKI</span><span class='kw'>[[</span><span class='fl'>1</span>]][<span class='st'>"3"</span>, <span class='st'>"Ackerbau"</span>] <span class='kw'>&lt;-</span> <span class='fl'>0.95</span>
+ <span class='no'>drift_data_JKI</span><span class='kw'>[[</span><span class='fl'>1</span>]][, <span class='st'>"Weinbau frueh"</span>] <span class='kw'>&lt;-</span> <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/c'>c</a></span>(<span class='fl'>NA</span>, <span class='fl'>2.7</span>, <span class='fl'>1.18</span>, <span class='fl'>0.39</span>, <span class='fl'>0.2</span>, <span class='fl'>0.13</span>, <span class='fl'>0.07</span>, <span class='fl'>0.04</span>, <span class='fl'>0.03</span>)
+ <span class='no'>drift_data_JKI</span><span class='kw'>[[</span><span class='fl'>2</span>]][<span class='st'>"3"</span>, <span class='st'>"Ackerbau"</span>] <span class='kw'>&lt;-</span> <span class='fl'>0.79</span>
+ <span class='no'>drift_data_JKI</span><span class='kw'>[[</span><span class='fl'>2</span>]][, <span class='st'>"Weinbau frueh"</span>] <span class='kw'>&lt;-</span> <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/c'>c</a></span>(<span class='fl'>NA</span>, <span class='fl'>2.53</span>, <span class='fl'>1.09</span>, <span class='fl'>0.35</span>, <span class='fl'>0.18</span>, <span class='fl'>0.11</span>, <span class='fl'>0.06</span>, <span class='fl'>0.03</span>, <span class='fl'>0.02</span>)
+ <span class='no'>drift_data_JKI</span><span class='kw'>[[</span><span class='fl'>3</span>]][<span class='st'>"3"</span>, <span class='st'>"Ackerbau"</span>] <span class='kw'>&lt;-</span> <span class='fl'>0.68</span>
+ <span class='no'>drift_data_JKI</span><span class='kw'>[[</span><span class='fl'>3</span>]][, <span class='st'>"Weinbau frueh"</span>] <span class='kw'>&lt;-</span> <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/c'>c</a></span>(<span class='fl'>NA</span>, <span class='fl'>2.49</span>, <span class='fl'>1.04</span>, <span class='fl'>0.32</span>, <span class='fl'>0.16</span>, <span class='fl'>0.10</span>, <span class='fl'>0.05</span>, <span class='fl'>0.03</span>, <span class='fl'>0.02</span>)
+ <span class='no'>drift_data_JKI</span><span class='kw'>[[</span><span class='fl'>4</span>]][<span class='st'>"3"</span>, <span class='st'>"Ackerbau"</span>] <span class='kw'>&lt;-</span> <span class='fl'>0.62</span>
+ <span class='no'>drift_data_JKI</span><span class='kw'>[[</span><span class='fl'>4</span>]][, <span class='st'>"Weinbau frueh"</span>] <span class='kw'>&lt;-</span> <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/c'>c</a></span>(<span class='fl'>NA</span>, <span class='fl'>2.44</span>, <span class='fl'>1.02</span>, <span class='fl'>0.31</span>, <span class='fl'>0.16</span>, <span class='fl'>0.10</span>, <span class='fl'>0.05</span>, <span class='fl'>0.03</span>, <span class='fl'>0.02</span>)
+ <span class='no'>drift_data_JKI</span><span class='kw'>[[</span><span class='fl'>5</span>]][<span class='st'>"3"</span>, <span class='st'>"Ackerbau"</span>] <span class='kw'>&lt;-</span> <span class='fl'>0.59</span>
+ <span class='no'>drift_data_JKI</span><span class='kw'>[[</span><span class='fl'>5</span>]][, <span class='st'>"Weinbau frueh"</span>] <span class='kw'>&lt;-</span> <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/c'>c</a></span>(<span class='fl'>NA</span>, <span class='fl'>2.37</span>, <span class='fl'>1.00</span>, <span class='fl'>0.31</span>, <span class='fl'>0.15</span>, <span class='fl'>0.09</span>, <span class='fl'>0.05</span>, <span class='fl'>0.03</span>, <span class='fl'>0.02</span>)
+ <span class='no'>drift_data_JKI</span><span class='kw'>[[</span><span class='fl'>6</span>]][<span class='st'>"3"</span>, <span class='st'>"Ackerbau"</span>] <span class='kw'>&lt;-</span> <span class='fl'>0.56</span>
+ <span class='no'>drift_data_JKI</span><span class='kw'>[[</span><span class='fl'>6</span>]][, <span class='st'>"Weinbau frueh"</span>] <span class='kw'>&lt;-</span> <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/c'>c</a></span>(<span class='fl'>NA</span>, <span class='fl'>2.29</span>, <span class='fl'>0.97</span>, <span class='fl'>0.30</span>, <span class='fl'>0.15</span>, <span class='fl'>0.09</span>, <span class='fl'>0.05</span>, <span class='fl'>0.03</span>, <span class='fl'>0.02</span>)
+ <span class='no'>drift_data_JKI</span><span class='kw'>[[</span><span class='fl'>7</span>]][<span class='st'>"3"</span>, <span class='st'>"Ackerbau"</span>] <span class='kw'>&lt;-</span> <span class='fl'>0.55</span>
+ <span class='no'>drift_data_JKI</span><span class='kw'>[[</span><span class='fl'>7</span>]][, <span class='st'>"Weinbau frueh"</span>] <span class='kw'>&lt;-</span> <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/c'>c</a></span>(<span class='fl'>NA</span>, <span class='fl'>2.24</span>, <span class='fl'>0.94</span>, <span class='fl'>0.29</span>, <span class='fl'>0.15</span>, <span class='fl'>0.09</span>, <span class='fl'>0.05</span>, <span class='fl'>0.03</span>, <span class='fl'>0.02</span>)
+ <span class='no'>drift_data_JKI</span><span class='kw'>[[</span><span class='fl'>8</span>]][<span class='st'>"3"</span>, <span class='st'>"Ackerbau"</span>] <span class='kw'>&lt;-</span> <span class='fl'>0.52</span>
+ <span class='no'>drift_data_JKI</span><span class='kw'>[[</span><span class='fl'>8</span>]][, <span class='st'>"Weinbau frueh"</span>] <span class='kw'>&lt;-</span> <span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/c'>c</a></span>(<span class='fl'>NA</span>, <span class='fl'>2.16</span>, <span class='fl'>0.91</span>, <span class='fl'>0.28</span>, <span class='fl'>0.14</span>, <span class='fl'>0.09</span>, <span class='fl'>0.04</span>, <span class='fl'>0.03</span>, <span class='fl'>0.02</span>)
+
+ <span class='co'># Save the data</span>
<span class='fu'><a href='https://www.rdocumentation.org/packages/base/topics/save'>save</a></span>(<span class='no'>drift_data_JKI</span>, <span class='kw'>file</span> <span class='kw'>=</span> <span class='st'>"data/drift_data_JKI.RData"</span>)
<span class='co'># }</span><div class='input'>
<span class='co'># And this is the resulting data</span>
<span class='no'>drift_data_JKI</span></div><div class='output co'>#&gt; [[1]]
#&gt; crop
-#&gt; distance Ackerbau Obstbau frueh Obstbau spaet Weinbau Hopfenbau
-#&gt; 1 2.77 NA NA NA NA
-#&gt; 3 0.95 29.20 15.73 8.02 19.33
-#&gt; 5 0.57 19.89 8.41 3.62 11.57
-#&gt; 10 0.29 11.81 3.60 1.23 5.77
-#&gt; 15 0.20 5.55 1.81 0.65 3.84
-#&gt; 20 0.15 2.77 1.09 0.42 1.79
-#&gt; 30 0.10 1.04 0.54 0.22 0.56
-#&gt; 40 0.07 0.52 0.32 0.14 0.25
-#&gt; 50 0.06 0.30 0.22 0.10 0.13
-#&gt; crop
-#&gt; distance Flaechenkulturen &gt; 900 l/ha Tragbar &lt; 50 cm
-#&gt; 1 4.440 2.77
-#&gt; 3 NA NA
-#&gt; 5 0.180 0.57
-#&gt; 10 0.050 0.29
-#&gt; 15 0.020 0.20
-#&gt; 20 0.012 0.15
-#&gt; 30 0.005 0.10
-#&gt; 40 0.003 0.07
-#&gt; 50 0.002 0.06
+#&gt; distance Ackerbau Obstbau frueh Obstbau spaet Weinbau frueh Weinbau spaet
+#&gt; 1 2.77 NA NA NA NA
+#&gt; 3 0.95 29.20 15.73 2.70 8.02
+#&gt; 5 0.57 19.89 8.41 1.18 3.62
+#&gt; 10 0.29 11.81 3.60 0.39 1.23
+#&gt; 15 0.20 5.55 1.81 0.20 0.65
+#&gt; 20 0.15 2.77 1.09 0.13 0.42
+#&gt; 30 0.10 1.04 0.54 0.07 0.22
+#&gt; 40 0.07 0.52 0.32 0.04 0.14
+#&gt; 50 0.06 0.30 0.22 0.03 0.10
#&gt; crop
-#&gt; distance Tragbar &lt; 50 cm mit Spritzschirm Tragbar &gt; 50 cm Gleisanlagen
-#&gt; 1 0.039 NA NA
-#&gt; 3 NA 8.02 0.018721696
-#&gt; 5 0.005 3.62 0.014363896
-#&gt; 10 NA 1.23 0.010026007
-#&gt; 15 NA 0.65 0.008124366
-#&gt; 20 NA 0.42 0.006998158
-#&gt; 30 NA 0.22 0.005670811
-#&gt; 40 NA 0.14 NA
-#&gt; 50 NA 0.10 0.004350831
+#&gt; distance Hopfenbau Flaechenkulturen &gt; 900 l/ha Gleisanlagen
+#&gt; 1 NA 4.440 NA
+#&gt; 3 19.33 NA 0.018721696
+#&gt; 5 11.57 0.180 0.014363896
+#&gt; 10 5.77 0.050 0.010026007
+#&gt; 15 3.84 0.020 0.008124366
+#&gt; 20 1.79 0.012 0.006998158
+#&gt; 30 0.56 0.005 0.005670811
+#&gt; 40 0.25 0.003 NA
+#&gt; 50 0.13 0.002 0.004350831
#&gt;
#&gt; [[2]]
#&gt; crop
-#&gt; distance Ackerbau Obstbau frueh Obstbau spaet Weinbau Hopfenbau
-#&gt; 1 2.38 NA NA NA NA
-#&gt; 3 0.79 25.53 12.13 7.23 17.73
-#&gt; 5 0.47 16.87 6.81 3.22 9.60
-#&gt; 10 0.24 9.61 3.11 1.07 4.18
-#&gt; 15 0.16 5.61 1.58 0.56 2.57
-#&gt; 20 0.12 2.59 0.90 0.36 1.21
-#&gt; 30 0.08 0.87 0.40 0.19 0.38
-#&gt; 40 0.06 0.40 0.23 0.12 0.17
-#&gt; 50 0.05 0.22 0.15 0.08 0.09
-#&gt; crop
-#&gt; distance Flaechenkulturen &gt; 900 l/ha Tragbar &lt; 50 cm
-#&gt; 1 3.780 2.38
-#&gt; 3 NA NA
-#&gt; 5 0.160 0.47
-#&gt; 10 0.040 0.24
-#&gt; 15 0.020 0.16
-#&gt; 20 0.011 0.12
-#&gt; 30 0.005 0.08
-#&gt; 40 0.003 0.06
-#&gt; 50 0.002 0.05
+#&gt; distance Ackerbau Obstbau frueh Obstbau spaet Weinbau frueh Weinbau spaet
+#&gt; 1 2.38 NA NA NA NA
+#&gt; 3 0.79 25.53 12.13 2.53 7.23
+#&gt; 5 0.47 16.87 6.81 1.09 3.22
+#&gt; 10 0.24 9.61 3.11 0.35 1.07
+#&gt; 15 0.16 5.61 1.58 0.18 0.56
+#&gt; 20 0.12 2.59 0.90 0.11 0.36
+#&gt; 30 0.08 0.87 0.40 0.06 0.19
+#&gt; 40 0.06 0.40 0.23 0.03 0.12
+#&gt; 50 0.05 0.22 0.15 0.02 0.08
#&gt; crop
-#&gt; distance Tragbar &lt; 50 cm mit Spritzschirm Tragbar &gt; 50 cm Gleisanlagen
-#&gt; 1 NA 0.1900 NA
-#&gt; 3 7.23 NA 2.120
-#&gt; 5 3.22 0.0100 0.470
-#&gt; 10 1.07 0.0030 0.060
-#&gt; 15 0.56 0.0010 0.020
-#&gt; 20 0.36 0.0008 0.008
-#&gt; 30 0.19 NA NA
-#&gt; 40 0.12 NA NA
-#&gt; 50 0.08 NA NA
+#&gt; distance Hopfenbau Flaechenkulturen &gt; 900 l/ha Gleisanlagen
+#&gt; 1 NA 3.780 NA
+#&gt; 3 17.73 NA NA
+#&gt; 5 9.60 0.160 NA
+#&gt; 10 4.18 0.040 NA
+#&gt; 15 2.57 0.020 NA
+#&gt; 20 1.21 0.011 NA
+#&gt; 30 0.38 0.005 NA
+#&gt; 40 0.17 0.003 NA
+#&gt; 50 0.09 0.002 NA
#&gt;
#&gt; [[3]]
#&gt; crop
-#&gt; distance Ackerbau Obstbau frueh Obstbau spaet Weinbau Hopfenbau
-#&gt; 1 2.01 NA NA NA NA
-#&gt; 3 0.68 23.96 11.01 6.90 15.93
-#&gt; 5 0.41 15.79 6.04 3.07 8.57
-#&gt; 10 0.20 8.96 2.67 1.02 3.70
-#&gt; 15 0.14 4.24 1.39 0.54 2.26
-#&gt; 20 0.10 2.01 0.80 0.34 1.05
-#&gt; 30 0.07 0.70 0.36 0.18 0.34
-#&gt; 40 0.05 0.33 0.21 0.11 0.15
-#&gt; 50 0.04 0.19 0.13 0.08 0.08
+#&gt; distance Ackerbau Obstbau frueh Obstbau spaet Weinbau frueh Weinbau spaet
+#&gt; 1 2.01 NA NA NA NA
+#&gt; 3 0.68 23.96 11.01 2.49 6.90
+#&gt; 5 0.41 15.79 6.04 1.04 3.07
+#&gt; 10 0.20 8.96 2.67 0.32 1.02
+#&gt; 15 0.14 4.24 1.39 0.16 0.54
+#&gt; 20 0.10 2.01 0.80 0.10 0.34
+#&gt; 30 0.07 0.70 0.36 0.05 0.18
+#&gt; 40 0.05 0.33 0.21 0.03 0.11
+#&gt; 50 0.04 0.19 0.13 0.02 0.08
#&gt; crop
-#&gt; distance Flaechenkulturen &gt; 900 l/ha Tragbar &lt; 50 cm
-#&gt; 1 3.420 2.01
-#&gt; 3 NA NA
-#&gt; 5 0.150 0.41
-#&gt; 10 0.040 0.20
-#&gt; 15 0.020 0.14
-#&gt; 20 0.010 0.10
-#&gt; 30 0.004 0.07
-#&gt; 40 0.003 0.05
-#&gt; 50 0.002 0.04
-#&gt; crop
-#&gt; distance Tragbar &lt; 50 cm mit Spritzschirm Tragbar &gt; 50 cm Gleisanlagen
-#&gt; 1 NA 0.1400 NA
-#&gt; 3 6.90 NA 1.590
-#&gt; 5 3.07 0.0100 0.360
-#&gt; 10 1.02 0.0020 0.050
-#&gt; 15 0.54 0.0010 0.010
-#&gt; 20 0.34 0.0006 0.006
-#&gt; 30 0.18 NA NA
-#&gt; 40 0.11 NA NA
-#&gt; 50 0.08 NA NA
+#&gt; distance Hopfenbau Flaechenkulturen &gt; 900 l/ha Gleisanlagen
+#&gt; 1 NA 3.420 NA
+#&gt; 3 15.93 NA NA
+#&gt; 5 8.57 0.150 NA
+#&gt; 10 3.70 0.040 NA
+#&gt; 15 2.26 0.020 NA
+#&gt; 20 1.05 0.010 NA
+#&gt; 30 0.34 0.004 NA
+#&gt; 40 0.15 0.003 NA
+#&gt; 50 0.08 0.002 NA
#&gt;
#&gt; [[4]]
#&gt; crop
-#&gt; distance Ackerbau Obstbau frueh Obstbau spaet Weinbau Hopfenbau
-#&gt; 1 1.85 NA NA NA NA
-#&gt; 3 0.62 23.61 10.12 6.71 15.38
-#&gt; 5 0.38 15.42 5.60 2.99 8.26
-#&gt; 10 0.19 8.66 2.50 0.99 3.55
-#&gt; 15 0.13 4.01 1.28 0.52 2.17
-#&gt; 20 0.10 1.89 0.75 0.33 0.93
-#&gt; 30 0.06 0.66 0.35 0.17 0.31
-#&gt; 40 0.05 0.31 0.20 0.11 0.14
-#&gt; 50 0.04 0.17 0.13 0.08 0.08
-#&gt; crop
-#&gt; distance Flaechenkulturen &gt; 900 l/ha Tragbar &lt; 50 cm
-#&gt; 1 2.290 1.85
-#&gt; 3 NA NA
-#&gt; 5 0.120 0.38
-#&gt; 10 0.030 0.19
-#&gt; 15 0.020 0.13
-#&gt; 20 0.009 0.10
-#&gt; 30 0.004 0.06
-#&gt; 40 0.002 0.05
-#&gt; 50 0.002 0.04
+#&gt; distance Ackerbau Obstbau frueh Obstbau spaet Weinbau frueh Weinbau spaet
+#&gt; 1 1.85 NA NA NA NA
+#&gt; 3 0.62 23.61 10.12 2.44 6.71
+#&gt; 5 0.38 15.42 5.60 1.02 2.99
+#&gt; 10 0.19 8.66 2.50 0.31 0.99
+#&gt; 15 0.13 4.01 1.28 0.16 0.52
+#&gt; 20 0.10 1.89 0.75 0.10 0.33
+#&gt; 30 0.06 0.66 0.35 0.05 0.17
+#&gt; 40 0.05 0.31 0.20 0.03 0.11
+#&gt; 50 0.04 0.17 0.13 0.02 0.08
#&gt; crop
-#&gt; distance Tragbar &lt; 50 cm mit Spritzschirm Tragbar &gt; 50 cm Gleisanlagen
-#&gt; 1 NA 0.1300 NA
-#&gt; 3 6.71 NA 1.360
-#&gt; 5 2.99 0.0100 0.310
-#&gt; 10 0.99 0.0020 0.040
-#&gt; 15 0.52 0.0010 0.010
-#&gt; 20 0.33 0.0005 0.005
-#&gt; 30 0.17 NA NA
-#&gt; 40 0.11 NA NA
-#&gt; 50 0.08 NA NA
+#&gt; distance Hopfenbau Flaechenkulturen &gt; 900 l/ha Gleisanlagen
+#&gt; 1 NA 2.290 NA
+#&gt; 3 15.38 NA NA
+#&gt; 5 8.26 0.120 NA
+#&gt; 10 3.55 0.030 NA
+#&gt; 15 2.17 0.020 NA
+#&gt; 20 0.93 0.009 NA
+#&gt; 30 0.31 0.004 NA
+#&gt; 40 0.14 0.002 NA
+#&gt; 50 0.08 0.002 NA
#&gt;
#&gt; [[5]]
#&gt; crop
-#&gt; distance Ackerbau Obstbau frueh Obstbau spaet Weinbau Hopfenbau
-#&gt; 1 1.75 NA NA NA NA
-#&gt; 3 0.59 23.12 9.74 6.59 15.12
-#&gt; 5 0.36 15.06 5.41 2.93 7.99
-#&gt; 10 0.18 8.42 2.43 0.98 3.36
-#&gt; 15 0.12 3.83 1.24 0.51 2.03
-#&gt; 20 0.09 1.81 0.72 0.33 0.88
-#&gt; 30 0.06 0.63 0.34 0.17 0.29
-#&gt; 40 0.05 0.30 0.20 0.11 0.14
-#&gt; 50 0.04 0.17 0.13 0.08 0.07
+#&gt; distance Ackerbau Obstbau frueh Obstbau spaet Weinbau frueh Weinbau spaet
+#&gt; 1 1.75 NA NA NA NA
+#&gt; 3 0.59 23.12 9.74 2.37 6.59
+#&gt; 5 0.36 15.06 5.41 1.00 2.93
+#&gt; 10 0.18 8.42 2.43 0.31 0.98
+#&gt; 15 0.12 3.83 1.24 0.15 0.51
+#&gt; 20 0.09 1.81 0.72 0.09 0.33
+#&gt; 30 0.06 0.63 0.34 0.05 0.17
+#&gt; 40 0.05 0.30 0.20 0.03 0.11
+#&gt; 50 0.04 0.17 0.13 0.02 0.08
#&gt; crop
-#&gt; distance Flaechenkulturen &gt; 900 l/ha Tragbar &lt; 50 cm
-#&gt; 1 2.120 1.75
-#&gt; 3 NA NA
-#&gt; 5 0.110 0.36
-#&gt; 10 0.030 0.18
-#&gt; 15 0.010 0.12
-#&gt; 20 0.008 0.09
-#&gt; 30 0.004 0.06
-#&gt; 40 0.002 0.05
-#&gt; 50 0.002 0.04
-#&gt; crop
-#&gt; distance Tragbar &lt; 50 cm mit Spritzschirm Tragbar &gt; 50 cm Gleisanlagen
-#&gt; 1 NA 0.1200 NA
-#&gt; 3 6.59 NA 1.190
-#&gt; 5 2.93 0.0100 0.270
-#&gt; 10 0.98 0.0020 0.040
-#&gt; 15 0.51 0.0010 0.010
-#&gt; 20 0.33 0.0005 0.005
-#&gt; 30 0.17 NA NA
-#&gt; 40 0.11 NA NA
-#&gt; 50 0.08 NA NA
+#&gt; distance Hopfenbau Flaechenkulturen &gt; 900 l/ha Gleisanlagen
+#&gt; 1 NA 2.120 NA
+#&gt; 3 15.12 NA NA
+#&gt; 5 7.99 0.110 NA
+#&gt; 10 3.36 0.030 NA
+#&gt; 15 2.03 0.010 NA
+#&gt; 20 0.88 0.008 NA
+#&gt; 30 0.29 0.004 NA
+#&gt; 40 0.14 0.002 NA
+#&gt; 50 0.07 0.002 NA
#&gt;
#&gt; [[6]]
#&gt; crop
-#&gt; distance Ackerbau Obstbau frueh Obstbau spaet Weinbau Hopfenbau
-#&gt; 1 1.64 NA NA NA NA
-#&gt; 3 0.56 22.76 9.21 6.41 14.90
-#&gt; 5 0.34 14.64 5.18 2.85 7.79
-#&gt; 10 0.17 8.04 2.38 0.95 3.23
-#&gt; 15 0.11 3.71 1.20 0.50 1.93
-#&gt; 20 0.09 1.75 0.68 0.32 0.83
-#&gt; 30 0.06 0.61 0.31 0.17 0.28
-#&gt; 40 0.04 0.29 0.17 0.11 0.13
-#&gt; 50 0.03 0.16 0.11 0.07 0.07
-#&gt; crop
-#&gt; distance Flaechenkulturen &gt; 900 l/ha Tragbar &lt; 50 cm
-#&gt; 1 1.980 1.64
-#&gt; 3 NA NA
-#&gt; 5 0.100 0.34
-#&gt; 10 0.030 0.17
-#&gt; 15 0.010 0.11
-#&gt; 20 0.008 0.09
-#&gt; 30 0.004 0.06
-#&gt; 40 0.002 0.04
-#&gt; 50 0.001 0.03
+#&gt; distance Ackerbau Obstbau frueh Obstbau spaet Weinbau frueh Weinbau spaet
+#&gt; 1 1.64 NA NA NA NA
+#&gt; 3 0.56 22.76 9.21 2.29 6.41
+#&gt; 5 0.34 14.64 5.18 0.97 2.85
+#&gt; 10 0.17 8.04 2.38 0.30 0.95
+#&gt; 15 0.11 3.71 1.20 0.15 0.50
+#&gt; 20 0.09 1.75 0.68 0.09 0.32
+#&gt; 30 0.06 0.61 0.31 0.05 0.17
+#&gt; 40 0.04 0.29 0.17 0.03 0.11
+#&gt; 50 0.03 0.16 0.11 0.02 0.07
#&gt; crop
-#&gt; distance Tragbar &lt; 50 cm mit Spritzschirm Tragbar &gt; 50 cm Gleisanlagen
-#&gt; 1 NA 0.1100 NA
-#&gt; 3 6.41 NA 1.070
-#&gt; 5 2.85 0.0100 0.250
-#&gt; 10 0.95 0.0020 0.030
-#&gt; 15 0.50 0.0010 0.010
-#&gt; 20 0.32 0.0004 0.005
-#&gt; 30 0.17 NA NA
-#&gt; 40 0.11 NA NA
-#&gt; 50 0.07 NA NA
+#&gt; distance Hopfenbau Flaechenkulturen &gt; 900 l/ha Gleisanlagen
+#&gt; 1 NA 1.980 NA
+#&gt; 3 14.90 NA NA
+#&gt; 5 7.79 0.100 NA
+#&gt; 10 3.23 0.030 NA
+#&gt; 15 1.93 0.010 NA
+#&gt; 20 0.83 0.008 NA
+#&gt; 30 0.28 0.004 NA
+#&gt; 40 0.13 0.002 NA
+#&gt; 50 0.07 0.001 NA
#&gt;
#&gt; [[7]]
#&gt; crop
-#&gt; distance Ackerbau Obstbau frueh Obstbau spaet Weinbau Hopfenbau
-#&gt; 1 1.61 NA NA NA NA
-#&gt; 3 0.55 22.69 9.10 6.33 14.63
-#&gt; 5 0.33 14.45 5.11 2.81 7.60
-#&gt; 10 0.17 7.83 2.33 0.94 3.13
-#&gt; 15 0.11 3.62 1.20 0.49 1.86
-#&gt; 20 0.08 1.71 0.67 0.31 0.81
-#&gt; 30 0.06 0.60 0.30 0.16 0.26
-#&gt; 40 0.04 0.28 0.17 0.10 0.12
-#&gt; 50 0.03 0.16 0.11 0.07 0.06
+#&gt; distance Ackerbau Obstbau frueh Obstbau spaet Weinbau frueh Weinbau spaet
+#&gt; 1 1.61 NA NA NA NA
+#&gt; 3 0.55 22.69 9.10 2.24 6.33
+#&gt; 5 0.33 14.45 5.11 0.94 2.81
+#&gt; 10 0.17 7.83 2.33 0.29 0.94
+#&gt; 15 0.11 3.62 1.20 0.15 0.49
+#&gt; 20 0.08 1.71 0.67 0.09 0.31
+#&gt; 30 0.06 0.60 0.30 0.05 0.16
+#&gt; 40 0.04 0.28 0.17 0.03 0.10
+#&gt; 50 0.03 0.16 0.11 0.02 0.07
#&gt; crop
-#&gt; distance Flaechenkulturen &gt; 900 l/ha Tragbar &lt; 50 cm
-#&gt; 1 1.930 1.61
-#&gt; 3 NA NA
-#&gt; 5 0.100 0.33
-#&gt; 10 0.030 0.17
-#&gt; 15 0.010 0.11
-#&gt; 20 0.008 0.08
-#&gt; 30 0.004 0.06
-#&gt; 40 0.002 0.04
-#&gt; 50 0.001 0.03
-#&gt; crop
-#&gt; distance Tragbar &lt; 50 cm mit Spritzschirm Tragbar &gt; 50 cm Gleisanlagen
-#&gt; 1 NA 0.1100 NA
-#&gt; 3 6.33 NA 0.960
-#&gt; 5 2.81 0.0100 0.230
-#&gt; 10 0.94 0.0020 0.030
-#&gt; 15 0.49 0.0010 0.010
-#&gt; 20 0.31 0.0004 0.004
-#&gt; 30 0.16 NA NA
-#&gt; 40 0.10 NA NA
-#&gt; 50 0.07 NA NA
+#&gt; distance Hopfenbau Flaechenkulturen &gt; 900 l/ha Gleisanlagen
+#&gt; 1 NA 1.930 NA
+#&gt; 3 14.63 NA NA
+#&gt; 5 7.60 0.100 NA
+#&gt; 10 3.13 0.030 NA
+#&gt; 15 1.86 0.010 NA
+#&gt; 20 0.81 0.008 NA
+#&gt; 30 0.26 0.004 NA
+#&gt; 40 0.12 0.002 NA
+#&gt; 50 0.06 0.001 NA
#&gt;
#&gt; [[8]]
#&gt; crop
-#&gt; distance Ackerbau Obstbau frueh Obstbau spaet Weinbau Hopfenbau
-#&gt; 1 1.52 NA NA NA NA
-#&gt; 3 0.52 22.24 8.66 6.26 13.53
-#&gt; 5 0.31 14.09 4.92 2.78 7.15
-#&gt; 10 0.16 7.58 2.29 0.93 3.01
-#&gt; 15 0.11 3.48 1.14 0.49 1.82
-#&gt; 20 0.08 1.65 0.65 0.31 0.78
-#&gt; 30 0.05 0.57 0.29 0.16 0.25
-#&gt; 40 0.04 0.27 0.16 0.10 0.12
-#&gt; 50 0.03 0.15 0.11 0.07 0.06
-#&gt; crop
-#&gt; distance Flaechenkulturen &gt; 900 l/ha Tragbar &lt; 50 cm
-#&gt; 1 1.640 1.52
-#&gt; 3 NA NA
-#&gt; 5 0.090 0.31
-#&gt; 10 0.020 0.16
-#&gt; 15 0.010 0.11
-#&gt; 20 0.007 0.08
-#&gt; 30 0.003 0.05
-#&gt; 40 0.002 0.04
-#&gt; 50 0.001 0.03
+#&gt; distance Ackerbau Obstbau frueh Obstbau spaet Weinbau frueh Weinbau spaet
+#&gt; 1 1.52 NA NA NA NA
+#&gt; 3 0.52 22.24 8.66 2.16 6.26
+#&gt; 5 0.31 14.09 4.92 0.91 2.78
+#&gt; 10 0.16 7.58 2.29 0.28 0.93
+#&gt; 15 0.11 3.48 1.14 0.14 0.49
+#&gt; 20 0.08 1.65 0.65 0.09 0.31
+#&gt; 30 0.05 0.57 0.29 0.04 0.16
+#&gt; 40 0.04 0.27 0.16 0.03 0.10
+#&gt; 50 0.03 0.15 0.11 0.02 0.07
#&gt; crop
-#&gt; distance Tragbar &lt; 50 cm mit Spritzschirm Tragbar &gt; 50 cm Gleisanlagen
-#&gt; 1 NA 1e-01 NA
-#&gt; 3 6.26 NA 0.890
-#&gt; 5 2.78 1e-02 0.210
-#&gt; 10 0.93 1e-03 0.030
-#&gt; 15 0.49 1e-03 0.010
-#&gt; 20 0.31 4e-04 0.004
-#&gt; 30 0.16 NA NA
-#&gt; 40 0.10 NA NA
-#&gt; 50 0.07 NA NA
+#&gt; distance Hopfenbau Flaechenkulturen &gt; 900 l/ha Gleisanlagen
+#&gt; 1 NA 1.640 NA
+#&gt; 3 13.53 NA NA
+#&gt; 5 7.15 0.090 NA
+#&gt; 10 3.01 0.020 NA
+#&gt; 15 1.82 0.010 NA
+#&gt; 20 0.78 0.007 NA
+#&gt; 30 0.25 0.003 NA
+#&gt; 40 0.12 0.002 NA
+#&gt; 50 0.06 0.001 NA
#&gt; </div></pre>
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