1070 lines
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1070 lines
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<title>L9 - Data Virtualization</title>
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<div class="quarto-title">
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<h1 class="title">L9 - Data Virtualization</h1>
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</div>
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</header>
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<section id="load-data" class="level1">
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<h1>Load Data</h1>
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<div class="cell">
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<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="co"># getwd()</span></span>
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<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="co"># setwd("coding")</span></span>
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<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="fu">require</span>(tidyverse)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<div class="cell-output cell-output-stderr">
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<pre><code>Loading required package: tidyverse</code></pre>
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</div>
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<div class="cell-output cell-output-stderr">
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<pre><code>── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
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✔ dplyr 1.2.0 ✔ readr 2.1.6
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✔ forcats 1.0.0 ✔ stringr 1.6.0
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✔ ggplot2 4.0.2 ✔ tibble 3.3.1
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✔ lubridate 1.9.5 ✔ tidyr 1.3.2
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✔ purrr 1.2.1
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── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
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✖ dplyr::filter() masks stats::filter()
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✖ dplyr::lag() masks stats::lag()
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ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors</code></pre>
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</div>
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<div class="sourceCode cell-code" id="cb4"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a>datadf <span class="ot"><-</span> <span class="fu">readRDS</span>(<span class="st">"../data/chinawq/datadf.rds"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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</div>
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</section>
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<section id="data-view" class="level1">
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<h1>Data view</h1>
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<div class="cell">
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<div class="sourceCode cell-code" id="cb5"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a>skimr<span class="sc">::</span><span class="fu">skim</span>(datadf)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<div class="cell-output-display">
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<table class="caption-top table table-sm table-striped small">
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<caption>Data summary</caption>
|
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<tbody>
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<tr class="odd">
|
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<td style="text-align: left;">Name</td>
|
||
<td style="text-align: left;">datadf</td>
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</tr>
|
||
<tr class="even">
|
||
<td style="text-align: left;">Number of rows</td>
|
||
<td style="text-align: left;">75747</td>
|
||
</tr>
|
||
<tr class="odd">
|
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<td style="text-align: left;">Number of columns</td>
|
||
<td style="text-align: left;">21</td>
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</tr>
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<tr class="even">
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<td style="text-align: left;">_______________________</td>
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||
<td style="text-align: left;"></td>
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||
</tr>
|
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<tr class="odd">
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<td style="text-align: left;">Column type frequency:</td>
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||
<td style="text-align: left;"></td>
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||
</tr>
|
||
<tr class="even">
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||
<td style="text-align: left;">Date</td>
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||
<td style="text-align: left;">1</td>
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||
</tr>
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<tr class="odd">
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||
<td style="text-align: left;">numeric</td>
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<td style="text-align: left;">20</td>
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</tr>
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<tr class="even">
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<td style="text-align: left;">________________________</td>
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<td style="text-align: left;"></td>
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||
</tr>
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<tr class="odd">
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<td style="text-align: left;">Group variables</td>
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||
<td style="text-align: left;">None</td>
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||
</tr>
|
||
</tbody>
|
||
</table>
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||
<p><strong>Variable type: Date</strong></p>
|
||
<table class="caption-top table table-sm table-striped small">
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<colgroup>
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||
<col style="width: 17%">
|
||
<col style="width: 12%">
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||
<col style="width: 17%">
|
||
<col style="width: 13%">
|
||
<col style="width: 13%">
|
||
<col style="width: 13%">
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||
<col style="width: 11%">
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</colgroup>
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<thead>
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<tr class="header">
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<th style="text-align: left;">skim_variable</th>
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<th style="text-align: right;">n_missing</th>
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<th style="text-align: right;">complete_rate</th>
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<th style="text-align: left;">min</th>
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||
<th style="text-align: left;">max</th>
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<th style="text-align: left;">median</th>
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<th style="text-align: right;">n_unique</th>
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</tr>
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</thead>
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<tbody>
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<tr class="odd">
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<td style="text-align: left;">date</td>
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||
<td style="text-align: right;">0</td>
|
||
<td style="text-align: right;">1</td>
|
||
<td style="text-align: left;">1980-01-07</td>
|
||
<td style="text-align: left;">2022-08-01</td>
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||
<td style="text-align: left;">2014-06-16</td>
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||
<td style="text-align: right;">1405</td>
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||
</tr>
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||
</tbody>
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||
</table>
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<p><strong>Variable type: numeric</strong></p>
|
||
<table class="caption-top table table-sm table-striped small">
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||
<colgroup>
|
||
<col style="width: 14%">
|
||
<col style="width: 10%">
|
||
<col style="width: 14%">
|
||
<col style="width: 7%">
|
||
<col style="width: 8%">
|
||
<col style="width: 6%">
|
||
<col style="width: 7%">
|
||
<col style="width: 7%">
|
||
<col style="width: 7%">
|
||
<col style="width: 9%">
|
||
<col style="width: 6%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th style="text-align: left;">skim_variable</th>
|
||
<th style="text-align: right;">n_missing</th>
|
||
<th style="text-align: right;">complete_rate</th>
|
||
<th style="text-align: right;">mean</th>
|
||
<th style="text-align: right;">sd</th>
|
||
<th style="text-align: right;">p0</th>
|
||
<th style="text-align: right;">p25</th>
|
||
<th style="text-align: right;">p50</th>
|
||
<th style="text-align: right;">p75</th>
|
||
<th style="text-align: right;">p100</th>
|
||
<th style="text-align: left;">hist</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td style="text-align: left;">lon</td>
|
||
<td style="text-align: right;">0</td>
|
||
<td style="text-align: right;">1.00</td>
|
||
<td style="text-align: right;">116.14</td>
|
||
<td style="text-align: right;">7.32</td>
|
||
<td style="text-align: right;">79.98</td>
|
||
<td style="text-align: right;">112.31</td>
|
||
<td style="text-align: right;">117.19</td>
|
||
<td style="text-align: right;">120.71</td>
|
||
<td style="text-align: right;">134.67</td>
|
||
<td style="text-align: left;">▁▁▃▇▁</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td style="text-align: left;">lat</td>
|
||
<td style="text-align: right;">0</td>
|
||
<td style="text-align: right;">1.00</td>
|
||
<td style="text-align: right;">32.90</td>
|
||
<td style="text-align: right;">7.37</td>
|
||
<td style="text-align: right;">16.51</td>
|
||
<td style="text-align: right;">28.65</td>
|
||
<td style="text-align: right;">32.66</td>
|
||
<td style="text-align: right;">38.32</td>
|
||
<td style="text-align: right;">53.48</td>
|
||
<td style="text-align: left;">▃▆▇▅▁</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td style="text-align: left;">NH4N</td>
|
||
<td style="text-align: right;">21245</td>
|
||
<td style="text-align: right;">0.72</td>
|
||
<td style="text-align: right;">0.76</td>
|
||
<td style="text-align: right;">4.78</td>
|
||
<td style="text-align: right;">0.00</td>
|
||
<td style="text-align: right;">0.15</td>
|
||
<td style="text-align: right;">0.26</td>
|
||
<td style="text-align: right;">0.49</td>
|
||
<td style="text-align: right;">1000.00</td>
|
||
<td style="text-align: left;">▇▁▁▁▁</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td style="text-align: left;">CODMn</td>
|
||
<td style="text-align: right;">21368</td>
|
||
<td style="text-align: right;">0.72</td>
|
||
<td style="text-align: right;">4.51</td>
|
||
<td style="text-align: right;">6.15</td>
|
||
<td style="text-align: right;">0.00</td>
|
||
<td style="text-align: right;">2.10</td>
|
||
<td style="text-align: right;">3.30</td>
|
||
<td style="text-align: right;">5.30</td>
|
||
<td style="text-align: right;">241.00</td>
|
||
<td style="text-align: left;">▇▁▁▁▁</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td style="text-align: left;">DO</td>
|
||
<td style="text-align: right;">2740</td>
|
||
<td style="text-align: right;">0.96</td>
|
||
<td style="text-align: right;">7.89</td>
|
||
<td style="text-align: right;">2.38</td>
|
||
<td style="text-align: right;">0.00</td>
|
||
<td style="text-align: right;">6.57</td>
|
||
<td style="text-align: right;">7.74</td>
|
||
<td style="text-align: right;">9.16</td>
|
||
<td style="text-align: right;">93.20</td>
|
||
<td style="text-align: left;">▇▁▁▁▁</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td style="text-align: left;">pH</td>
|
||
<td style="text-align: right;">1289</td>
|
||
<td style="text-align: right;">0.98</td>
|
||
<td style="text-align: right;">7.79</td>
|
||
<td style="text-align: right;">0.51</td>
|
||
<td style="text-align: right;">0.00</td>
|
||
<td style="text-align: right;">7.40</td>
|
||
<td style="text-align: right;">7.90</td>
|
||
<td style="text-align: right;">8.12</td>
|
||
<td style="text-align: right;">10.30</td>
|
||
<td style="text-align: left;">▁▁▁▇▁</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td style="text-align: left;">BOD</td>
|
||
<td style="text-align: right;">75315</td>
|
||
<td style="text-align: right;">0.01</td>
|
||
<td style="text-align: right;">1.79</td>
|
||
<td style="text-align: right;">2.81</td>
|
||
<td style="text-align: right;">0.10</td>
|
||
<td style="text-align: right;">0.60</td>
|
||
<td style="text-align: right;">1.02</td>
|
||
<td style="text-align: right;">2.00</td>
|
||
<td style="text-align: right;">41.30</td>
|
||
<td style="text-align: left;">▇▁▁▁▁</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td style="text-align: left;">TSSs</td>
|
||
<td style="text-align: right;">75418</td>
|
||
<td style="text-align: right;">0.00</td>
|
||
<td style="text-align: right;">472.39</td>
|
||
<td style="text-align: right;">3192.68</td>
|
||
<td style="text-align: right;">0.50</td>
|
||
<td style="text-align: right;">27.00</td>
|
||
<td style="text-align: right;">100.00</td>
|
||
<td style="text-align: right;">260.00</td>
|
||
<td style="text-align: right;">51800.00</td>
|
||
<td style="text-align: left;">▇▁▁▁▁</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td style="text-align: left;">TEMP</td>
|
||
<td style="text-align: right;">75227</td>
|
||
<td style="text-align: right;">0.01</td>
|
||
<td style="text-align: right;">17.61</td>
|
||
<td style="text-align: right;">7.76</td>
|
||
<td style="text-align: right;">0.10</td>
|
||
<td style="text-align: right;">11.20</td>
|
||
<td style="text-align: right;">17.80</td>
|
||
<td style="text-align: right;">24.33</td>
|
||
<td style="text-align: right;">31.80</td>
|
||
<td style="text-align: left;">▂▇▇▇▆</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td style="text-align: left;">DOC</td>
|
||
<td style="text-align: right;">75734</td>
|
||
<td style="text-align: right;">0.00</td>
|
||
<td style="text-align: right;">4.87</td>
|
||
<td style="text-align: right;">4.61</td>
|
||
<td style="text-align: right;">1.00</td>
|
||
<td style="text-align: right;">1.60</td>
|
||
<td style="text-align: right;">3.20</td>
|
||
<td style="text-align: right;">7.20</td>
|
||
<td style="text-align: right;">14.50</td>
|
||
<td style="text-align: left;">▇▁▂▁▂</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td style="text-align: left;">NO3N</td>
|
||
<td style="text-align: right;">75359</td>
|
||
<td style="text-align: right;">0.01</td>
|
||
<td style="text-align: right;">1.03</td>
|
||
<td style="text-align: right;">1.00</td>
|
||
<td style="text-align: right;">0.00</td>
|
||
<td style="text-align: right;">0.37</td>
|
||
<td style="text-align: right;">0.72</td>
|
||
<td style="text-align: right;">1.30</td>
|
||
<td style="text-align: right;">6.86</td>
|
||
<td style="text-align: left;">▇▂▁▁▁</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td style="text-align: left;">DIP</td>
|
||
<td style="text-align: right;">57308</td>
|
||
<td style="text-align: right;">0.24</td>
|
||
<td style="text-align: right;">0.01</td>
|
||
<td style="text-align: right;">0.02</td>
|
||
<td style="text-align: right;">0.00</td>
|
||
<td style="text-align: right;">0.00</td>
|
||
<td style="text-align: right;">0.01</td>
|
||
<td style="text-align: right;">0.02</td>
|
||
<td style="text-align: right;">0.64</td>
|
||
<td style="text-align: left;">▇▁▁▁▁</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td style="text-align: left;">NO2N</td>
|
||
<td style="text-align: right;">75413</td>
|
||
<td style="text-align: right;">0.00</td>
|
||
<td style="text-align: right;">0.04</td>
|
||
<td style="text-align: right;">0.06</td>
|
||
<td style="text-align: right;">0.00</td>
|
||
<td style="text-align: right;">0.00</td>
|
||
<td style="text-align: right;">0.01</td>
|
||
<td style="text-align: right;">0.04</td>
|
||
<td style="text-align: right;">0.60</td>
|
||
<td style="text-align: left;">▇▁▁▁▁</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td style="text-align: left;">TP</td>
|
||
<td style="text-align: right;">75551</td>
|
||
<td style="text-align: right;">0.00</td>
|
||
<td style="text-align: right;">0.60</td>
|
||
<td style="text-align: right;">2.34</td>
|
||
<td style="text-align: right;">0.00</td>
|
||
<td style="text-align: right;">0.01</td>
|
||
<td style="text-align: right;">0.05</td>
|
||
<td style="text-align: right;">0.18</td>
|
||
<td style="text-align: right;">25.61</td>
|
||
<td style="text-align: left;">▇▁▁▁▁</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td style="text-align: left;">DOSAT</td>
|
||
<td style="text-align: right;">75716</td>
|
||
<td style="text-align: right;">0.00</td>
|
||
<td style="text-align: right;">95.07</td>
|
||
<td style="text-align: right;">14.20</td>
|
||
<td style="text-align: right;">55.70</td>
|
||
<td style="text-align: right;">88.80</td>
|
||
<td style="text-align: right;">96.10</td>
|
||
<td style="text-align: right;">105.50</td>
|
||
<td style="text-align: right;">119.40</td>
|
||
<td style="text-align: left;">▁▃▇▇▅</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td style="text-align: left;">COD</td>
|
||
<td style="text-align: right;">56239</td>
|
||
<td style="text-align: right;">0.26</td>
|
||
<td style="text-align: right;">1.06</td>
|
||
<td style="text-align: right;">0.98</td>
|
||
<td style="text-align: right;">0.03</td>
|
||
<td style="text-align: right;">0.60</td>
|
||
<td style="text-align: right;">0.86</td>
|
||
<td style="text-align: right;">1.24</td>
|
||
<td style="text-align: right;">23.00</td>
|
||
<td style="text-align: left;">▇▁▁▁▁</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td style="text-align: left;">TDP</td>
|
||
<td style="text-align: right;">75731</td>
|
||
<td style="text-align: right;">0.00</td>
|
||
<td style="text-align: right;">0.01</td>
|
||
<td style="text-align: right;">0.01</td>
|
||
<td style="text-align: right;">0.00</td>
|
||
<td style="text-align: right;">0.01</td>
|
||
<td style="text-align: right;">0.01</td>
|
||
<td style="text-align: right;">0.02</td>
|
||
<td style="text-align: right;">0.03</td>
|
||
<td style="text-align: left;">▁▇▃▁▃</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td style="text-align: left;">TOC</td>
|
||
<td style="text-align: right;">75746</td>
|
||
<td style="text-align: right;">0.00</td>
|
||
<td style="text-align: right;">76.70</td>
|
||
<td style="text-align: right;">NA</td>
|
||
<td style="text-align: right;">76.70</td>
|
||
<td style="text-align: right;">76.70</td>
|
||
<td style="text-align: right;">76.70</td>
|
||
<td style="text-align: right;">76.70</td>
|
||
<td style="text-align: right;">76.70</td>
|
||
<td style="text-align: left;">▁▁▇▁▁</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td style="text-align: left;">TPH</td>
|
||
<td style="text-align: right;">58862</td>
|
||
<td style="text-align: right;">0.22</td>
|
||
<td style="text-align: right;">0.02</td>
|
||
<td style="text-align: right;">0.02</td>
|
||
<td style="text-align: right;">0.00</td>
|
||
<td style="text-align: right;">0.01</td>
|
||
<td style="text-align: right;">0.01</td>
|
||
<td style="text-align: right;">0.03</td>
|
||
<td style="text-align: right;">0.63</td>
|
||
<td style="text-align: left;">▇▁▁▁▁</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td style="text-align: left;">DIN</td>
|
||
<td style="text-align: right;">56378</td>
|
||
<td style="text-align: right;">0.26</td>
|
||
<td style="text-align: right;">0.29</td>
|
||
<td style="text-align: right;">0.40</td>
|
||
<td style="text-align: right;">0.00</td>
|
||
<td style="text-align: right;">0.05</td>
|
||
<td style="text-align: right;">0.14</td>
|
||
<td style="text-align: right;">0.36</td>
|
||
<td style="text-align: right;">8.17</td>
|
||
<td style="text-align: left;">▇▁▁▁▁</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</div>
|
||
<div class="sourceCode cell-code" id="cb6"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a><span class="fu">head</span>(datadf)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<div class="cell-output cell-output-stdout">
|
||
<pre><code># A tibble: 6 × 21
|
||
lon lat date NH4N CODMn DO pH BOD TSSs TEMP DOC NO3N
|
||
<dbl> <dbl> <date> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
|
||
1 80.7 43.8 2012-05-28 0.07 2.9 6.04 7.9 NA NA NA NA NA
|
||
2 80.7 43.8 2012-06-04 0.04 2.7 6.62 7.8 NA NA NA NA NA
|
||
3 80.7 43.8 2012-06-11 0.02 1 6.39 7.8 NA NA NA NA NA
|
||
4 80.7 43.8 2012-06-18 1.33 1.3 5.6 7.7 NA NA NA NA NA
|
||
5 80.7 43.8 2012-06-25 2.66 3 4.63 7.7 NA NA NA NA NA
|
||
6 80.7 43.8 2012-07-02 0.05 6.9 5.04 7.9 NA NA NA NA NA
|
||
# ℹ 9 more variables: DIP <dbl>, NO2N <dbl>, TP <dbl>, DOSAT <dbl>, COD <dbl>,
|
||
# TDP <dbl>, TOC <dbl>, TPH <dbl>, DIN <dbl></code></pre>
|
||
</div>
|
||
<div class="sourceCode cell-code" id="cb8"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="fu">tail</span>(datadf)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<div class="cell-output cell-output-stdout">
|
||
<pre><code># A tibble: 6 × 21
|
||
lon lat date NH4N CODMn DO pH BOD TSSs TEMP DOC NO3N
|
||
<dbl> <dbl> <date> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
|
||
1 122. 30.4 2022-07-01 NA NA 6.71 8.01 NA NA NA NA NA
|
||
2 122. 30.4 2020-04-01 NA NA 8.68 8.07 NA NA NA NA NA
|
||
3 122. 30.4 2020-07-01 NA NA 6.7 8.03 NA NA NA NA NA
|
||
4 122. 30.4 2021-04-01 NA NA 7.4 7.95 NA NA NA NA NA
|
||
5 122. 30.4 2020-10-01 NA NA 7.67 8.07 NA NA NA NA NA
|
||
6 122. 30.4 2021-10-01 NA NA 7.19 8.26 NA NA NA NA NA
|
||
# ℹ 9 more variables: DIP <dbl>, NO2N <dbl>, TP <dbl>, DOSAT <dbl>, COD <dbl>,
|
||
# TDP <dbl>, TOC <dbl>, TPH <dbl>, DIN <dbl></code></pre>
|
||
</div>
|
||
<div class="sourceCode cell-code" id="cb10"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a><span class="fu">names</span>(datadf)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<div class="cell-output cell-output-stdout">
|
||
<pre><code> [1] "lon" "lat" "date" "NH4N" "CODMn" "DO" "pH" "BOD" "TSSs"
|
||
[10] "TEMP" "DOC" "NO3N" "DIP" "NO2N" "TP" "DOSAT" "COD" "TDP"
|
||
[19] "TOC" "TPH" "DIN" </code></pre>
|
||
</div>
|
||
<div class="sourceCode cell-code" id="cb12"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a><span class="fu">summary</span>(datadf)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<div class="cell-output cell-output-stdout">
|
||
<pre><code> lon lat date NH4N
|
||
Min. : 79.98 Min. :16.51 Min. :1980-01-07 Min. : 0.000
|
||
1st Qu.:112.31 1st Qu.:28.65 1st Qu.:2011-06-13 1st Qu.: 0.150
|
||
Median :117.19 Median :32.66 Median :2014-06-16 Median : 0.260
|
||
Mean :116.14 Mean :32.90 Mean :2014-05-23 Mean : 0.761
|
||
3rd Qu.:120.71 3rd Qu.:38.32 3rd Qu.:2018-04-23 3rd Qu.: 0.490
|
||
Max. :134.67 Max. :53.48 Max. :2022-08-01 Max. :1000.000
|
||
NA's :21245
|
||
CODMn DO pH BOD
|
||
Min. : 0.000 Min. : 0.000 Min. : 0.000 Min. : 0.10
|
||
1st Qu.: 2.100 1st Qu.: 6.570 1st Qu.: 7.400 1st Qu.: 0.60
|
||
Median : 3.300 Median : 7.740 Median : 7.900 Median : 1.02
|
||
Mean : 4.511 Mean : 7.891 Mean : 7.788 Mean : 1.79
|
||
3rd Qu.: 5.300 3rd Qu.: 9.160 3rd Qu.: 8.120 3rd Qu.: 2.00
|
||
Max. :241.000 Max. :93.200 Max. :10.300 Max. :41.30
|
||
NA's :21368 NA's :2740 NA's :1289 NA's :75315
|
||
TSSs TEMP DOC NO3N
|
||
Min. : 0.5 Min. : 0.10 Min. : 1.00 Min. :0.00
|
||
1st Qu.: 27.0 1st Qu.:11.20 1st Qu.: 1.60 1st Qu.:0.37
|
||
Median : 100.0 Median :17.80 Median : 3.20 Median :0.72
|
||
Mean : 472.4 Mean :17.61 Mean : 4.87 Mean :1.03
|
||
3rd Qu.: 260.0 3rd Qu.:24.32 3rd Qu.: 7.20 3rd Qu.:1.30
|
||
Max. :51800.0 Max. :31.80 Max. :14.50 Max. :6.86
|
||
NA's :75418 NA's :75227 NA's :75734 NA's :75359
|
||
DIP NO2N TP DOSAT
|
||
Min. :0.00 Min. :0.00 Min. : 0.00 Min. : 55.70
|
||
1st Qu.:0.00 1st Qu.:0.00 1st Qu.: 0.01 1st Qu.: 88.80
|
||
Median :0.01 Median :0.01 Median : 0.05 Median : 96.10
|
||
Mean :0.01 Mean :0.04 Mean : 0.60 Mean : 95.07
|
||
3rd Qu.:0.02 3rd Qu.:0.04 3rd Qu.: 0.18 3rd Qu.:105.50
|
||
Max. :0.64 Max. :0.60 Max. :25.61 Max. :119.40
|
||
NA's :57308 NA's :75413 NA's :75551 NA's :75716
|
||
COD TDP TOC TPH
|
||
Min. : 0.03 Min. :0.00 Min. :76.7 Min. :0.00
|
||
1st Qu.: 0.60 1st Qu.:0.01 1st Qu.:76.7 1st Qu.:0.01
|
||
Median : 0.86 Median :0.01 Median :76.7 Median :0.01
|
||
Mean : 1.06 Mean :0.01 Mean :76.7 Mean :0.02
|
||
3rd Qu.: 1.24 3rd Qu.:0.02 3rd Qu.:76.7 3rd Qu.:0.03
|
||
Max. :23.00 Max. :0.03 Max. :76.7 Max. :0.63
|
||
NA's :56239 NA's :75731 NA's :75746 NA's :58862
|
||
DIN
|
||
Min. :0.00
|
||
1st Qu.:0.05
|
||
Median :0.14
|
||
Mean :0.29
|
||
3rd Qu.:0.36
|
||
Max. :8.17
|
||
NA's :56378 </code></pre>
|
||
</div>
|
||
<div class="sourceCode cell-code" id="cb14"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1" aria-hidden="true" tabindex="-1"></a><span class="fu">str</span>(datadf)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<div class="cell-output cell-output-stdout">
|
||
<pre><code>tibble [75,747 × 21] (S3: tbl_df/tbl/data.frame)
|
||
$ lon : num [1:75747] 80.7 80.7 80.7 80.7 80.7 ...
|
||
$ lat : num [1:75747] 43.8 43.8 43.8 43.8 43.8 ...
|
||
$ date : Date[1:75747], format: "2012-05-28" "2012-06-04" ...
|
||
$ NH4N : num [1:75747] 0.07 0.04 0.02 1.33 2.66 0.05 0.06 0.07 0.01 0.07 ...
|
||
$ CODMn: num [1:75747] 2.9 2.7 1 1.3 3 6.9 4.6 10.2 3.7 6.6 ...
|
||
$ DO : num [1:75747] 6.04 6.62 6.39 5.6 4.63 5.04 5.07 5.24 NA 6.67 ...
|
||
$ pH : num [1:75747] 7.9 7.8 7.8 7.7 7.7 7.9 8 7.9 8.1 8 ...
|
||
$ BOD : num [1:75747] NA NA NA NA NA NA NA NA NA NA ...
|
||
$ TSSs : num [1:75747] NA NA NA NA NA NA NA NA NA NA ...
|
||
$ TEMP : num [1:75747] NA NA NA NA NA NA NA NA NA NA ...
|
||
$ DOC : num [1:75747] NA NA NA NA NA NA NA NA NA NA ...
|
||
$ NO3N : num [1:75747] NA NA NA NA NA NA NA NA NA NA ...
|
||
$ DIP : num [1:75747] NA NA NA NA NA NA NA NA NA NA ...
|
||
$ NO2N : num [1:75747] NA NA NA NA NA NA NA NA NA NA ...
|
||
$ TP : num [1:75747] NA NA NA NA NA NA NA NA NA NA ...
|
||
$ DOSAT: num [1:75747] NA NA NA NA NA NA NA NA NA NA ...
|
||
$ COD : num [1:75747] NA NA NA NA NA NA NA NA NA NA ...
|
||
$ TDP : num [1:75747] NA NA NA NA NA NA NA NA NA NA ...
|
||
$ TOC : num [1:75747] NA NA NA NA NA NA NA NA NA NA ...
|
||
$ TPH : num [1:75747] NA NA NA NA NA NA NA NA NA NA ...
|
||
$ DIN : num [1:75747] NA NA NA NA NA NA NA NA NA NA ...</code></pre>
|
||
</div>
|
||
</div>
|
||
</section>
|
||
<section id="plot" class="level1">
|
||
<h1>Plot</h1>
|
||
<div class="cell">
|
||
<div class="sourceCode cell-code" id="cb16"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a><span class="co"># 每月NH4N与pH的相关性散点图</span></span>
|
||
<span id="cb16-2"><a href="#cb16-2" aria-hidden="true" tabindex="-1"></a>p <span class="ot"><-</span> datadf <span class="sc">|></span></span>
|
||
<span id="cb16-3"><a href="#cb16-3" aria-hidden="true" tabindex="-1"></a> dplyr<span class="sc">::</span><span class="fu">filter</span>(NH4N <span class="sc"><</span> <span class="dv">100</span>) <span class="sc">|></span></span>
|
||
<span id="cb16-4"><a href="#cb16-4" aria-hidden="true" tabindex="-1"></a> dplyr<span class="sc">::</span><span class="fu">filter</span>(<span class="fu">between</span>(<span class="fu">year</span>(date), <span class="dv">2016</span>, <span class="dv">2019</span>)) <span class="sc">|></span></span>
|
||
<span id="cb16-5"><a href="#cb16-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(<span class="at">month =</span> <span class="fu">month</span>(date)) <span class="sc">|></span></span>
|
||
<span id="cb16-6"><a href="#cb16-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">ggplot</span>(<span class="fu">aes</span>(CODMn, NH4N)) <span class="sc">+</span></span>
|
||
<span id="cb16-7"><a href="#cb16-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_point</span>(<span class="at">shape =</span> <span class="dv">21</span>, <span class="at">size =</span> <span class="fl">0.8</span>, <span class="at">fill =</span> <span class="st">"orange"</span>) <span class="sc">+</span></span>
|
||
<span id="cb16-8"><a href="#cb16-8" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_smooth</span>(<span class="at">method =</span> <span class="st">"lm"</span>) <span class="sc">+</span></span>
|
||
<span id="cb16-9"><a href="#cb16-9" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_x_log10</span>() <span class="sc">+</span></span>
|
||
<span id="cb16-10"><a href="#cb16-10" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_y_log10</span>() <span class="sc">+</span></span>
|
||
<span id="cb16-11"><a href="#cb16-11" aria-hidden="true" tabindex="-1"></a> <span class="fu">facet_wrap</span>(<span class="sc">~</span>month, <span class="at">scale =</span> <span class="st">"free"</span>, <span class="at">ncol =</span> <span class="dv">4</span>)</span>
|
||
<span id="cb16-12"><a href="#cb16-12" aria-hidden="true" tabindex="-1"></a></span>
|
||
<span id="cb16-13"><a href="#cb16-13" aria-hidden="true" tabindex="-1"></a>plotly<span class="sc">::</span><span class="fu">ggplotly</span>(p)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<div class="cell-output-display">
|
||
<div class="plotly html-widget html-fill-item" id="htmlwidget-484a08e0967af9aef37d" style="width:100%;height:464px;"></div>
|
||
<script type="application/json" 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</div>
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</div>
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</section>
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<section id="plotly" class="level1">
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<h1>Plotly</h1>
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<div class="cell">
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<div class="sourceCode cell-code" id="cb17"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a>p <span class="ot"><-</span> datadf <span class="sc">|></span></span>
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<span id="cb17-2"><a href="#cb17-2" aria-hidden="true" tabindex="-1"></a> dplyr<span class="sc">::</span><span class="fu">filter</span>(<span class="fu">year</span>(date) <span class="sc">==</span> <span class="dv">2018</span>) <span class="sc">|></span></span>
|
||
<span id="cb17-3"><a href="#cb17-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">ggplot</span>(<span class="fu">aes</span>(date, NH4N)) <span class="sc">+</span></span>
|
||
<span id="cb17-4"><a href="#cb17-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_point</span>()</span>
|
||
<span id="cb17-5"><a href="#cb17-5" aria-hidden="true" tabindex="-1"></a></span>
|
||
<span id="cb17-6"><a href="#cb17-6" aria-hidden="true" tabindex="-1"></a><span class="fu">ggsave</span>(<span class="st">"L9-1.pdf"</span>, <span class="at">width =</span> <span class="dv">4</span>, <span class="at">height =</span> <span class="dv">3</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<div class="cell-output cell-output-stderr">
|
||
<pre><code>Warning: Removed 2667 rows containing missing values or values outside the scale range
|
||
(`geom_point()`).</code></pre>
|
||
</div>
|
||
<div class="sourceCode cell-code" id="cb19"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1" aria-hidden="true" tabindex="-1"></a><span class="co"># install.packages("plotly")</span></span>
|
||
<span id="cb19-2"><a href="#cb19-2" aria-hidden="true" tabindex="-1"></a>plotly<span class="sc">::</span><span class="fu">ggplotly</span>(p)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<div class="cell-output-display">
|
||
<div class="plotly html-widget html-fill-item" id="htmlwidget-9195db53f7ef90e113ed" style="width:100%;height:464px;"></div>
|
||
<script type="application/json" 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tippyHover(citeInfo.el, function() {
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citeInfo.cites.forEach(function(cite) {
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citeDiv.classList.add('hanging-indent');
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citeDiv.classList.add('csl-entry');
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var biblioDiv = window.document.getElementById('ref-' + cite);
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if (biblioDiv) {
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citeDiv.innerHTML = biblioDiv.innerHTML;
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</script>
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</div> <!-- /content -->
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</body></html> |