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--- cap241:2018:rscript2 [2018/08/22 18:12]
karine created
+++ cap241:2018:rscript2 [2018/08/23 13:06] (current)
karine
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 <pre class="r"><code># Two time series
 X &lt;- c(1,1,1,4,4,4,4,4,1,1)
 Y &lt;- c(1,1,4,4,4,4,4,1,1,1)
-# Euclidean distance
+# Plot
+zoo::plot.zoo(cbind(X, Y), plot.type = &quot;multiple&quot;, col = c(&quot;red&quot;, &quot;blue&quot;), lwd = 2, main= &quot;Time Series&quot;)</code></pre>
+<!-- rnb-source-end -->
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/></p>
+<!-- rnb-plot-end -->
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+<pre class="r"><code># Euclidean distance
 TSdist::DTWDistance(X, Y)</code></pre>
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@@ Line 208: / Line 215: @@
 <pre><code>[1] 4.242641</code></pre>
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 <pre class="r"><code># DTW distance
 alignment&lt;-dtw::dtw(X, Y, keep.internals = TRUE, step=symmetric1, k=T)
-plot(alignment)</code></pre>
+plot(alignment,type=&quot;threeway&quot;)</code></pre>
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-<p><img 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f6ByduQiDehloFsUMSbzOsTZ83CIl7IIl7IIl7IIl7IIl7IIl7IIl7IIl7IIl7IIl7IIl7IIl7IIl7IIl7IIl7IIl7IIl7IIl7IIl7IIl7IIl7I+j/HBYeErix0EwAAAABJRU5ErkJggg==" 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-<!-- rnb-plot-end -->
-<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxucGxvdChhbGlnbm1lbnQsdHlwZT1cInRocmVld2F5XCIpXG5gYGAifQ== -->
-<pre class="r"><code>plot(alignment,type=&quot;threeway&quot;)</code></pre>
 <!-- rnb-source-end -->
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/></p>
-<!-- rnb-plot-end -->
-<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYWxpZ25tZW50JGxvY2FsQ29zdE1hdHJpeFxuYGBgIn0= -->
-<pre class="r"><code>alignment$localCostMatrix</code></pre>
-<!-- rnb-source-end -->
-<!-- rnb-output-begin 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 -->
-<pre><code>      [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10]
- [1,]    0    0    3    3    3    3    3    0    0     0
- [2,]    0    0    3    3    3    3    3    0    0     0
- [3,]    0    0    3    3    3    3    3    0    0     0
- [4,]    3    3    0    0    0    0    0    3    3     3
- [5,]    3    3    0    0    0    0    0    3    3     3
- [6,]    3    3    0    0    0    0    0    3    3     3
- [7,]    3    3    0    0    0    0    0    3    3     3
- [8,]    3    3    0    0    0    0    0    3    3     3
- [9,]    0    0    3    3    3    3    3    0    0     0
-[10,]    0    0    3    3    3    3    3    0    0     0</code></pre>
-<!-- rnb-output-end -->
-<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYWxpZ25tZW50JGRpc3RhbmNlXG5gYGAifQ== -->
-<pre class="r"><code>alignment$distance</code></pre>
-<!-- rnb-source-end -->
-<!-- rnb-output-begin eyJkYXRhIjoiWzFdIDBcbiJ9 -->
-<pre><code>[1] 0</code></pre>
-<!-- rnb-output-end -->
-<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYWxpZ25tZW50JHN0ZXBzVGFrZW5cbmBgYCJ9 -->
-<pre class="r"><code>alignment$stepsTaken</code></pre>
-<!-- rnb-source-end -->
-<!-- rnb-output-begin eyJkYXRhIjoiIFsxXSAzIDEgMSAxIDEgMSAxIDEgMiAxXG4ifQ== -->
-<pre><code> [1] 3 1 1 1 1 1 1 1 2 1</code></pre>
-<!-- rnb-output-end -->
-<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxucGxvdChhbGlnbm1lbnQkaW5kZXgxLGFsaWdubWVudCRpbmRleDIsbWFpbj1cIldhcnBpbmcgZnVuY3Rpb25cIik7XG5gYGAifQ== -->
-<pre class="r"><code>plot(alignment$index1,alignment$index2,main=&quot;Warping function&quot;);</code></pre>
-<!-- rnb-source-end -->
-<!-- rnb-plot-begin eyJjb25kaXRpb25zIjpbXSwiaGVpZ2h0Ijo0MzIuNjMyOSwic2l6ZV9iZWhhdmlvciI6MCwid2lkdGgiOjcwMH0= -->
-<p><img 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 <p><img src="data:image/png;base64,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" /></p>
 <!-- rnb-plot-end -->
-<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxucmFiaW5lckp1YW5nU3RlcFBhdHRlcm4oNixcImNcIilcbmBgYCJ9 -->
-<pre class="r"><code>rabinerJuangStepPattern(6,&quot;c&quot;)</code></pre>
-<!-- rnb-source-end -->
-<!-- rnb-output-begin eyJkYXRhIjoiU3RlcCBwYXR0ZXJuIHJlY3Vyc2lvbjpcbmdbaSxqXSA9IG1pbihcbiAgICAgZ1tpLTMsai0yXSArICAgICBkW2ktMixqLTFdICsgICAgIGRbaS0xLGogIF0gKyAgICAgZFtpICAsaiAgXSAsXG4gICAgIGdbaS0xLGotMV0gKyAgICAgZFtpICAsaiAgXSAsXG4gICAgIGdbaS0yLGotM10gKyAgICAgZFtpLTEsai0yXSArICAgICBkW2kgICxqLTFdICsgMCAqIGRbaSAgLGogIF0gLFxuICApXG5cbiBOb3JtYWxpemF0aW9uIGhpbnQ6IE5cbiJ9 -->
-<pre><code>Step pattern recursion:
-g[i,j] = min(
-     g[i-3,j-2] +     d[i-2,j-1] +     d[i-1,j  ] +     d[i  ,j  ] ,
-     g[i-1,j-1] +     d[i  ,j  ] ,
-     g[i-2,j-3] +     d[i-1,j-2] +     d[i  ,j-1] + 0 * d[i  ,j  ] ,
-  )
- Normalization hint: N</code></pre>
-<!-- rnb-output-end -->
-<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxucGxvdChyYWJpbmVySnVhbmdTdGVwUGF0dGVybig2LFwiY1wiKSlcbmBgYCJ9 -->
-<pre class="r"><code>plot(rabinerJuangStepPattern(6,&quot;c&quot;))</code></pre>
-<!-- rnb-source-end -->
-<!-- rnb-plot-begin eyJjb25kaXRpb25zIjpbXSwiaGVpZ2h0Ijo0MzIuNjMyOSwic2l6ZV9iZWhhdmlvciI6MCwid2lkdGgiOjcwMH0= -->
-<p><img 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-<!-- rnb-plot-end -->
-<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuIyBQbG90XG56b286OnBsb3Quem9vKGNiaW5kKFgsIFkpLCBwbG90LnR5cGUgPSBcIm11bHRpcGxlXCIsIGNvbCA9IGMoXCJyZWRcIiwgXCJibHVlXCIpLCBsd2QgPSAyKVxuYGBgIn0= -->
-<pre class="r"><code># Plot
-zoo::plot.zoo(cbind(X, Y), plot.type = &quot;multiple&quot;, col = c(&quot;red&quot;, &quot;blue&quot;), lwd = 2)</code></pre>
-<!-- rnb-source-end -->
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-<p><img 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-<pre class="r"><code>#Creates time series
-ts1_x &lt;- c(1,2,3,4,5,6,7,8,9,10)
-ts1_y &lt;- c(1,1,1,4,4,4,4,4,1,1)
-ts1 &lt;- zoo::zoo(ts1_y, ts1_x);
-#Creates time series
-ts2_x &lt;- c(1,2,3,4,5,6,7,8,9,10)
-ts2_y &lt;- c(1,1,4,4,4,4,4,1,1,1)
-ts2 &lt;- zoo::zoo(ts1_x, ts1_y);</code></pre>
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-<pre><code>some methods for &lt;U+393C&gt;&lt;U+3E33&gt;zoo&lt;U+393C&gt;&lt;U+3E34&gt; objects do not work if the index entries in &lt;U+393C&gt;&lt;U+3E31&gt;order.by&lt;U+393C&gt;&lt;U+3E32&gt; are not unique</code></pre>
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-<p>Plot time series</p>
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-<pre class="r"><code>zoo::plot.zoo(cbind(ts2_y, ts1_y), plot.type = &quot;multiple&quot;, col = c(&quot;red&quot;, &quot;blue&quot;), lwd = 2)</code></pre>
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-<p><img 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/></p>
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-<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuVFNkaXN0OjpFdWNsaWRlYW5EaXN0YW5jZSh0czFfeSwgdHMyX3kpXG5gYGAifQ== -->
-<pre class="r"><code>TSdist::EuclideanDistance(ts1_y, ts2_y)</code></pre>
-<!-- rnb-source-end -->
-<!-- rnb-output-begin eyJkYXRhIjoiWzFdIDQuMjQyNjQxXG4ifQ== -->
-<pre><code>[1] 4.242641</code></pre>
-<!-- rnb-output-end -->
-<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuVFNkaXN0OjpEVFdEaXN0YW5jZSh0czFfeSwgdHMyX3kpXG5gYGAifQ== -->
-<pre class="r"><code>TSdist::DTWDistance(ts1_y, ts2_y)</code></pre>
-<!-- rnb-source-end -->
-<!-- rnb-output-begin eyJkYXRhIjoiWzFdIDBcbiJ9 -->
-<pre><code>[1] 0</code></pre>
-<!-- rnb-output-end -->
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@@ Line 375: / Line 280: @@
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" 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" 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" 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" 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" 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 <!-- rnb-plot-end -->
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@@ Line 427: / Line 332: @@
 <!-- rnb-source-end -->
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/></p>
+<p><img src="data:image/png;base64,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" /></p>
 <!-- rnb-plot-end -->
 <!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuI0NsdXN0ZXIgaXMgY3JlYXRlZCBieSBhIHNldCBvZiBuZXVyb25zLiBcbmNsdXN0ZXI8LWRhdGEuZnJhbWUoY2x1c3Rlcj1zb21fY2x1c3RlcixuZXVyb249IDE6ZGltKGNvZGVzKVsyXSlcbiNUaW1lc2VyaWVzLCBuZXVyb24gYW5kIGNsdXN0ZXJcbmNsdXN0ZXJfaW5mbzwtbWVyZ2UoY2x1c3RlcixpbmZvX3RpbWVTZXJpZXMsIGJ5PVwibmV1cm9uXCIpXG5jbHVzdGVyX2luZm9bb3JkZXIoY2x1c3Rlcl9pbmZvJHRpbWVfc2VyaWVzKSxdXG5gYGAifQ== -->
@@ Line 436: / Line 341: @@
 cluster_info[order(cluster_info$time_series),]</code></pre>
 <!-- rnb-source-end -->
-<!-- rnb-output-begin 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 -->
+<!-- rnb-output-begin 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 -->
 <pre><code>   neuron cluster time_series
-       2       1        t1_1
+       1       1        t1_1
-       2       1       t1_10
+       1       1       t1_10
       5       1        t1_2
-       1       1        t1_3
+      5       1        t1_3
-       1       1        t1_4
+      5       1        t1_4
-       2       1        t1_5
+       1       1        t1_5
-       1       1        t1_6
+      5       1        t1_6
-       1       1        t1_7
+      5       1        t1_7
-       2       1        t1_8
+       1       1        t1_8
-       2       1        t1_9
+       1       1        t1_9
       4       2        t2_1
-      3       2       t2_10
+       3       2       t2_10
-      3       2        t2_2
+       3       2        t2_2
       4       2        t2_3
-      3       2        t2_4
+       3       2        t2_4
       4       2        t2_5
-      3       2        t2_6
+       3       2        t2_6
       4       2        t2_7
       3       2        t2_8
       4       2        t2_9
      12       4        t3_1
      12       4       t3_10
@@ Line 489: / Line 394: @@
 <!-- rnb-source-end -->
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-<p><img 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" 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" 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 <!-- rnb-plot-end -->
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@@ Line 508: / Line 413: @@
 <!-- rnb-source-end -->
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" 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" 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-<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuI3Bsb3QgdGhlIHRpbWUgc2VyaWVzIHRoYXQgYXJlIGdyb3VwaW5nIGluIHNhbWUgY2x1c3RlclxuYGBgIn0= -->
-<pre class="r"><code>#plot the time series that are grouping in same cluster</code></pre>
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-<div id="rmd-source-code">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</div>
+<div id="rmd-source-code">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</div>

Trace:

Differences

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