diff --git a/MTUS-W6-adult-episodes-data-processing.Rmd b/MTUS-W6-adult-episodes-data-processing.Rmd
index 0cd85ae7ca89fe0950a5516797e593e0db436262..08d7b89e96649b6f69bdfa213b95c31e66c02d17 100644
--- a/MTUS-W6-adult-episodes-data-processing.Rmd
+++ b/MTUS-W6-adult-episodes-data-processing.Rmd
@@ -582,65 +582,35 @@ Having corrected the episode start times we can now set up a start/end times tha
  
 First the datetime version:
 
-```{r createAllEpisodeStartEndDateTimes}  
-  # Setting up corrected start and end timestamps
-  # all diaries start at 04:00 on the date given
-  # first the datetime version
-# POSIXct works in seconds
-  mtusUKEpsDT$r_epStartDateTime <- mtusUKEpsDT$r_date + (4*60*60) # will be NA for those where r_date is unkown
-  # now add the corrected minutes * 60 ( = seconds) up to the start of the episode
-  mtusUKEpsDT$r_epStartDateTime <- mtusUKEpsDT$r_epStartDateTime + (mtusUKEpsDT$ba_startm*60)
-  # same for episode end
-  mtusUKEpsDT$r_epEndDateTime <- mtusUKEpsDT$r_epStartDateTime + (mtusUKEpsDT$end*60)
+```{r createEpisodeStartEndDateTimes}  
+  mtusUKEpsDT <- ba_MTUScreateEpisodeStartEndDateTimes(mtusUKEpsDT)
   
   print("# Check NAs in datetime version")
   print("# -> StartDateTime")
   summary(mtusUKEpsDT$r_epStartDateTime)
   print("# -> EndDateTime")
   summary(mtusUKEpsDT$r_epEndDateTime)
+  
+  
 ```
 
 Now the HH:MM version. This is created as a string to avoid having to set a nonsense date.
 
-```{r createAllEpisodeStartEndTimes}
-  # now the HH:MM version
-  # hours
-  mtusUKEpsDT$r_epStartH <- 4 + floor(mtusUKEpsDT$ba_startm/60)
-  print("# Check start hours")
-  summary(mtusUKEpsDT$r_epStartH)
-  print("# This has created hours > 23 (tomorrow). Need to fix them")
-  mtusUKEpsDT[, r_epStartHf := ifelse(r_epStartH > 23,
-                                     r_epStartH - 24,
-                                     r_epStartH)
-              ]
-  print("# check")
-  table(mtusUKEpsDT$r_epStartHf[mtusUKEpsDT$r_epStartH > 22], 
-        mtusUKEpsDT$r_epStartH[mtusUKEpsDT$r_epStartH > 22])
-  
-  # minutes
-  mtusUKEpsDT$r_epStartM <- 0 + (mtusUKEpsDT$ba_startm %% 60) # this is R's way of calculating the remainder!!
-  print("# Check start minutes")
-  summary(mtusUKEpsDT$r_epStartM)
-  
-  
-  # concatenate & make POSIXct
-  mtusUKEpsDT[,str_epStartTime := paste0(r_epStartHf,
-                                              ":",
-                                              r_epStartM)
-              ]
-  print("# Check distributions of episode starts (all surveys pooled)")
-  t <- mtusUKEpsDT[,
-                    .(
-                      N = length(epnum)
-                    ),
-                    by = str_epStartTime
-                      ][order(str_epStartTime)]
-  kable(caption = "Check 1/2 hour coding (as string)",t)
-  
-  print("# Check NAs in str_epStartTime (should be none)")
-  print(paste0("# N rows with NAs in str_epStartTime:",
-               nrow(mtusUKEpsDT[is.na(str_epStartTime)]))
-  )
+```{r createAllEpisodeStartTimesAsString}
+mtusUKEpsDT <- ba_MTUScreateAllEpisodeStartTimesAsString(mtusUKEpsDT)
+print("# Check distributions of episode starts (all surveys pooled)")
+t <- mtusUKEpsDT[,
+                 .(
+                   N = length(epnum)
+                 ),
+                 by = str_epStartTime
+                 ][order(str_epStartTime)]
+kable(caption = "Check 1/2 hour coding (as string)",t)
+
+print("# Check NAs in str_epStartTime (should be none)")
+print(paste0("# N rows with NAs in str_epStartTime:",
+             nrow(mtusUKEpsDT[is.na(str_epStartTime)]))
+)
   
 ```
 
diff --git a/MTUS-W6-adult-episodes-data-processing.html b/MTUS-W6-adult-episodes-data-processing.html
index ae3d5c3e9dc16723e8ce9a2805198048b0e1d056..e2feae05208b8fa7b7dab60ac0cdc412f50b507c 100644
--- a/MTUS-W6-adult-episodes-data-processing.html
+++ b/MTUS-W6-adult-episodes-data-processing.html
@@ -118,7 +118,7 @@ $(document).ready(function () {
 
 <h1 class="title toc-ignore">MTUS World 6 Data Processing</h1>
 <h4 class="author"><em>Ben Anderson (<a href="mailto:b.anderson@soton.ac.uk">b.anderson@soton.ac.uk</a>, <a href="mailto:/@dataknut">/@dataknut</a>)</em></h4>
-<h4 class="date"><em>Last run at: 2017-05-19 17:21:32</em></h4>
+<h4 class="date"><em>Last run at: 2017-05-19 18:40:48</em></h4>
 
 </div>
 
@@ -187,8 +187,8 @@ $(document).ready(function () {
 <pre><code>## Warning in read.spss(eFile): ~/Data/MTUS/World_6/MTUS-adult-episode.sav:
 ## Unrecognized record type 7, subtype 18 encountered in system file</code></pre>
 <pre><code>## re-encoding from CP1252</code></pre>
-<pre><code>##     user   system  elapsed 
-##  240.078    9.471 2291.320</code></pre>
+<pre><code>##    user  system elapsed 
+## 211.301   8.466 222.597</code></pre>
 <p>We have loaded 11,501,221 rows of data for 11 countries.</p>
 <pre class="r"><code>kable(caption = &quot;Number of diaries per year&quot;,
       ba_tidyNum(table(mtusEpsW6DT$survey,droplevels(mtusEpsW6DT$countrya)) # removes unused countries
@@ -1501,15 +1501,7 @@ head(dt)</code></pre>
 <li>start &amp; end as HH:MM to include those few cases where r_date is still unknown</li>
 </ul>
 <p>First the datetime version:</p>
-<pre class="r"><code>  # Setting up corrected start and end timestamps
-  # all diaries start at 04:00 on the date given
-  # first the datetime version
-# POSIXct works in seconds
-  mtusUKEpsDT$r_epStartDateTime &lt;- mtusUKEpsDT$r_date + (4*60*60) # will be NA for those where r_date is unkown
-  # now add the corrected minutes * 60 ( = seconds) up to the start of the episode
-  mtusUKEpsDT$r_epStartDateTime &lt;- mtusUKEpsDT$r_epStartDateTime + (mtusUKEpsDT$ba_startm*60)
-  # same for episode end
-  mtusUKEpsDT$r_epEndDateTime &lt;- mtusUKEpsDT$r_epStartDateTime + (mtusUKEpsDT$end*60)
+<pre class="r"><code>  mtusUKEpsDT &lt;- ba_MTUScreateEpisodeStartEndDateTimes(mtusUKEpsDT)
   
   print(&quot;# Check NAs in datetime version&quot;)</code></pre>
 <pre><code>## [1] &quot;# Check NAs in datetime version&quot;</code></pre>
@@ -1532,52 +1524,16 @@ head(dt)</code></pre>
 ##                  NA&#39;s 
 ##                  &quot;30&quot;</code></pre>
 <p>Now the HH:MM version. This is created as a string to avoid having to set a nonsense date.</p>
-<pre class="r"><code>  # now the HH:MM version
-  # hours
-  mtusUKEpsDT$r_epStartH &lt;- 4 + floor(mtusUKEpsDT$ba_startm/60)
-  print(&quot;# Check start hours&quot;)</code></pre>
-<pre><code>## [1] &quot;# Check start hours&quot;</code></pre>
-<pre class="r"><code>  summary(mtusUKEpsDT$r_epStartH)</code></pre>
-<pre><code>##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
-##    4.00    9.00   14.00   14.37   19.00   27.00</code></pre>
-<pre class="r"><code>  print(&quot;# This has created hours &gt; 23 (tomorrow). Need to fix them&quot;)</code></pre>
-<pre><code>## [1] &quot;# This has created hours &gt; 23 (tomorrow). Need to fix them&quot;</code></pre>
-<pre class="r"><code>  mtusUKEpsDT[, r_epStartHf := ifelse(r_epStartH &gt; 23,
-                                     r_epStartH - 24,
-                                     r_epStartH)
-              ]
-  print(&quot;# check&quot;)</code></pre>
-<pre><code>## [1] &quot;# check&quot;</code></pre>
-<pre class="r"><code>  table(mtusUKEpsDT$r_epStartHf[mtusUKEpsDT$r_epStartH &gt; 22], 
-        mtusUKEpsDT$r_epStartH[mtusUKEpsDT$r_epStartH &gt; 22])</code></pre>
-<pre><code>##     
-##         23    24    25    26    27
-##   0      0 29568     0     0     0
-##   1      0     0 10030     0     0
-##   2      0     0     0  3664     0
-##   3      0     0     0     0  2720
-##   23 62154     0     0     0     0</code></pre>
-<pre class="r"><code>  # minutes
-  mtusUKEpsDT$r_epStartM &lt;- 0 + (mtusUKEpsDT$ba_startm %% 60) # this is R&#39;s way of calculating the remainder!!
-  print(&quot;# Check start minutes&quot;)</code></pre>
-<pre><code>## [1] &quot;# Check start minutes&quot;</code></pre>
-<pre class="r"><code>  summary(mtusUKEpsDT$r_epStartM)</code></pre>
-<pre><code>##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
-##    0.00    0.00   20.00   20.28   30.00   55.00</code></pre>
-<pre class="r"><code>  # concatenate &amp; make POSIXct
-  mtusUKEpsDT[,str_epStartTime := paste0(r_epStartHf,
-                                              &quot;:&quot;,
-                                              r_epStartM)
-              ]
-  print(&quot;# Check distributions of episode starts (all surveys pooled)&quot;)</code></pre>
+<pre class="r"><code>mtusUKEpsDT &lt;- ba_MTUScreateAllEpisodeStartTimesAsString(mtusUKEpsDT)
+print(&quot;# Check distributions of episode starts (all surveys pooled)&quot;)</code></pre>
 <pre><code>## [1] &quot;# Check distributions of episode starts (all surveys pooled)&quot;</code></pre>
-<pre class="r"><code>  t &lt;- mtusUKEpsDT[,
-                    .(
-                      N = length(epnum)
-                    ),
-                    by = str_epStartTime
-                      ][order(str_epStartTime)]
-  kable(caption = &quot;Check 1/2 hour coding (as string)&quot;,t)</code></pre>
+<pre class="r"><code>t &lt;- mtusUKEpsDT[,
+                 .(
+                   N = length(epnum)
+                 ),
+                 by = str_epStartTime
+                 ][order(str_epStartTime)]
+kable(caption = &quot;Check 1/2 hour coding (as string)&quot;,t)</code></pre>
 <table>
 <caption>Check 1/2 hour coding (as string)</caption>
 <thead>
@@ -1589,7 +1545,7 @@ head(dt)</code></pre>
 <tbody>
 <tr class="odd">
 <td align="left">0:0</td>
-<td align="right">12432</td>
+<td align="right">12495</td>
 </tr>
 <tr class="even">
 <td align="left">0:10</td>
@@ -1597,19 +1553,19 @@ head(dt)</code></pre>
 </tr>
 <tr class="odd">
 <td align="left">0:15</td>
-<td align="right">2440</td>
+<td align="right">2470</td>
 </tr>
 <tr class="even">
 <td align="left">0:20</td>
-<td align="right">2708</td>
+<td align="right">2710</td>
 </tr>
 <tr class="odd">
 <td align="left">0:25</td>
-<td align="right">28</td>
+<td align="right">27</td>
 </tr>
 <tr class="even">
 <td align="left">0:30</td>
-<td align="right">6598</td>
+<td align="right">6639</td>
 </tr>
 <tr class="odd">
 <td align="left">0:35</td>
@@ -1617,43 +1573,43 @@ head(dt)</code></pre>
 </tr>
 <tr class="even">
 <td align="left">0:40</td>
-<td align="right">731</td>
+<td align="right">734</td>
 </tr>
 <tr class="odd">
 <td align="left">0:45</td>
-<td align="right">1548</td>
+<td align="right">1593</td>
 </tr>
 <tr class="even">
 <td align="left">0:5</td>
-<td align="right">16</td>
+<td align="right">17</td>
 </tr>
 <tr class="odd">
 <td align="left">0:50</td>
-<td align="right">1517</td>
+<td align="right">1522</td>
 </tr>
 <tr class="even">
 <td align="left">0:55</td>
-<td align="right">12</td>
+<td align="right">13</td>
 </tr>
 <tr class="odd">
 <td align="left">10:0</td>
-<td align="right">22025</td>
+<td align="right">21981</td>
 </tr>
 <tr class="even">
 <td align="left">10:10</td>
-<td align="right">4810</td>
+<td align="right">4814</td>
 </tr>
 <tr class="odd">
 <td align="left">10:15</td>
-<td align="right">6190</td>
+<td align="right">6198</td>
 </tr>
 <tr class="even">
 <td align="left">10:20</td>
-<td align="right">5323</td>
+<td align="right">5312</td>
 </tr>
 <tr class="odd">
 <td align="left">10:25</td>
-<td align="right">96</td>
+<td align="right">97</td>
 </tr>
 <tr class="even">
 <td align="left">10:30</td>
@@ -1661,71 +1617,71 @@ head(dt)</code></pre>
 </tr>
 <tr class="odd">
 <td align="left">10:35</td>
-<td align="right">39</td>
+<td align="right">38</td>
 </tr>
 <tr class="even">
 <td align="left">10:40</td>
-<td align="right">4439</td>
+<td align="right">4441</td>
 </tr>
 <tr class="odd">
 <td align="left">10:45</td>
-<td align="right">6153</td>
+<td align="right">6165</td>
 </tr>
 <tr class="even">
 <td align="left">10:5</td>
-<td align="right">42</td>
+<td align="right">41</td>
 </tr>
 <tr class="odd">
 <td align="left">10:50</td>
-<td align="right">5233</td>
+<td align="right">5243</td>
 </tr>
 <tr class="even">
 <td align="left">10:55</td>
-<td align="right">86</td>
+<td align="right">84</td>
 </tr>
 <tr class="odd">
 <td align="left">11:0</td>
-<td align="right">16773</td>
+<td align="right">16809</td>
 </tr>
 <tr class="even">
 <td align="left">11:10</td>
-<td align="right">4302</td>
+<td align="right">4299</td>
 </tr>
 <tr class="odd">
 <td align="left">11:15</td>
-<td align="right">4781</td>
+<td align="right">4800</td>
 </tr>
 <tr class="even">
 <td align="left">11:20</td>
-<td align="right">4721</td>
+<td align="right">4735</td>
 </tr>
 <tr class="odd">
 <td align="left">11:25</td>
-<td align="right">62</td>
+<td align="right">65</td>
 </tr>
 <tr class="even">
 <td align="left">11:30</td>
-<td align="right">14349</td>
+<td align="right">14380</td>
 </tr>
 <tr class="odd">
 <td align="left">11:35</td>
-<td align="right">29</td>
+<td align="right">28</td>
 </tr>
 <tr class="even">
 <td align="left">11:40</td>
-<td align="right">3887</td>
+<td align="right">3899</td>
 </tr>
 <tr class="odd">
 <td align="left">11:45</td>
-<td align="right">5324</td>
+<td align="right">5329</td>
 </tr>
 <tr class="even">
 <td align="left">11:5</td>
-<td align="right">43</td>
+<td align="right">40</td>
 </tr>
 <tr class="odd">
 <td align="left">11:50</td>
-<td align="right">4950</td>
+<td align="right">4939</td>
 </tr>
 <tr class="even">
 <td align="left">11:55</td>
@@ -1733,67 +1689,67 @@ head(dt)</code></pre>
 </tr>
 <tr class="odd">
 <td align="left">12:0</td>
-<td align="right">22530</td>
+<td align="right">22510</td>
 </tr>
 <tr class="even">
 <td align="left">12:10</td>
-<td align="right">4788</td>
+<td align="right">4781</td>
 </tr>
 <tr class="odd">
 <td align="left">12:15</td>
-<td align="right">6780</td>
+<td align="right">6767</td>
 </tr>
 <tr class="even">
 <td align="left">12:20</td>
-<td align="right">5200</td>
+<td align="right">5192</td>
 </tr>
 <tr class="odd">
 <td align="left">12:25</td>
-<td align="right">86</td>
+<td align="right">85</td>
 </tr>
 <tr class="even">
 <td align="left">12:30</td>
-<td align="right">21363</td>
+<td align="right">21346</td>
 </tr>
 <tr class="odd">
 <td align="left">12:35</td>
-<td align="right">61</td>
+<td align="right">63</td>
 </tr>
 <tr class="even">
 <td align="left">12:40</td>
-<td align="right">4627</td>
+<td align="right">4624</td>
 </tr>
 <tr class="odd">
 <td align="left">12:45</td>
-<td align="right">8742</td>
+<td align="right">8727</td>
 </tr>
 <tr class="even">
 <td align="left">12:5</td>
-<td align="right">42</td>
+<td align="right">45</td>
 </tr>
 <tr class="odd">
 <td align="left">12:50</td>
-<td align="right">5766</td>
+<td align="right">5773</td>
 </tr>
 <tr class="even">
 <td align="left">12:55</td>
-<td align="right">107</td>
+<td align="right">108</td>
 </tr>
 <tr class="odd">
 <td align="left">13:0</td>
-<td align="right">28319</td>
+<td align="right">28306</td>
 </tr>
 <tr class="even">
 <td align="left">13:10</td>
-<td align="right">5064</td>
+<td align="right">5068</td>
 </tr>
 <tr class="odd">
 <td align="left">13:15</td>
-<td align="right">6382</td>
+<td align="right">6391</td>
 </tr>
 <tr class="even">
 <td align="left">13:20</td>
-<td align="right">5405</td>
+<td align="right">5407</td>
 </tr>
 <tr class="odd">
 <td align="left">13:25</td>
@@ -1801,11 +1757,11 @@ head(dt)</code></pre>
 </tr>
 <tr class="even">
 <td align="left">13:30</td>
-<td align="right">20465</td>
+<td align="right">20473</td>
 </tr>
 <tr class="odd">
 <td align="left">13:35</td>
-<td align="right">52</td>
+<td align="right">48</td>
 </tr>
 <tr class="even">
 <td align="left">13:40</td>
@@ -1813,59 +1769,59 @@ head(dt)</code></pre>
 </tr>
 <tr class="odd">
 <td align="left">13:45</td>
-<td align="right">6625</td>
+<td align="right">6620</td>
 </tr>
 <tr class="even">
 <td align="left">13:5</td>
-<td align="right">76</td>
+<td align="right">75</td>
 </tr>
 <tr class="odd">
 <td align="left">13:50</td>
-<td align="right">5208</td>
+<td align="right">5200</td>
 </tr>
 <tr class="even">
 <td align="left">13:55</td>
-<td align="right">69</td>
+<td align="right">70</td>
 </tr>
 <tr class="odd">
 <td align="left">14:0</td>
-<td align="right">19661</td>
+<td align="right">19696</td>
 </tr>
 <tr class="even">
 <td align="left">14:10</td>
-<td align="right">4282</td>
+<td align="right">4283</td>
 </tr>
 <tr class="odd">
 <td align="left">14:15</td>
-<td align="right">4722</td>
+<td align="right">4717</td>
 </tr>
 <tr class="even">
 <td align="left">14:20</td>
-<td align="right">4301</td>
+<td align="right">4295</td>
 </tr>
 <tr class="odd">
 <td align="left">14:25</td>
-<td align="right">63</td>
+<td align="right">61</td>
 </tr>
 <tr class="even">
 <td align="left">14:30</td>
-<td align="right">14006</td>
+<td align="right">14026</td>
 </tr>
 <tr class="odd">
 <td align="left">14:35</td>
-<td align="right">40</td>
+<td align="right">39</td>
 </tr>
 <tr class="even">
 <td align="left">14:40</td>
-<td align="right">3734</td>
+<td align="right">3740</td>
 </tr>
 <tr class="odd">
 <td align="left">14:45</td>
-<td align="right">5746</td>
+<td align="right">5773</td>
 </tr>
 <tr class="even">
 <td align="left">14:5</td>
-<td align="right">43</td>
+<td align="right">44</td>
 </tr>
 <tr class="odd">
 <td align="left">14:50</td>
@@ -1877,39 +1833,39 @@ head(dt)</code></pre>
 </tr>
 <tr class="odd">
 <td align="left">15:0</td>
-<td align="right">17977</td>
+<td align="right">18009</td>
 </tr>
 <tr class="even">
 <td align="left">15:10</td>
-<td align="right">4022</td>
+<td align="right">4021</td>
 </tr>
 <tr class="odd">
 <td align="left">15:15</td>
-<td align="right">4856</td>
+<td align="right">4885</td>
 </tr>
 <tr class="even">
 <td align="left">15:20</td>
-<td align="right">4202</td>
+<td align="right">4199</td>
 </tr>
 <tr class="odd">
 <td align="left">15:25</td>
-<td align="right">77</td>
+<td align="right">75</td>
 </tr>
 <tr class="even">
 <td align="left">15:30</td>
-<td align="right">13909</td>
+<td align="right">13905</td>
 </tr>
 <tr class="odd">
 <td align="left">15:35</td>
-<td align="right">31</td>
+<td align="right">35</td>
 </tr>
 <tr class="even">
 <td align="left">15:40</td>
-<td align="right">3576</td>
+<td align="right">3578</td>
 </tr>
 <tr class="odd">
 <td align="left">15:45</td>
-<td align="right">5667</td>
+<td align="right">5678</td>
 </tr>
 <tr class="even">
 <td align="left">15:5</td>
@@ -1917,47 +1873,47 @@ head(dt)</code></pre>
 </tr>
 <tr class="odd">
 <td align="left">15:50</td>
-<td align="right">4231</td>
+<td align="right">4238</td>
 </tr>
 <tr class="even">
 <td align="left">15:55</td>
-<td align="right">86</td>
+<td align="right">84</td>
 </tr>
 <tr class="odd">
 <td align="left">16:0</td>
-<td align="right">20705</td>
+<td align="right">20666</td>
 </tr>
 <tr class="even">
 <td align="left">16:10</td>
-<td align="right">4294</td>
+<td align="right">4296</td>
 </tr>
 <tr class="odd">
 <td align="left">16:15</td>
-<td align="right">5300</td>
+<td align="right">5294</td>
 </tr>
 <tr class="even">
 <td align="left">16:20</td>
-<td align="right">4704</td>
+<td align="right">4694</td>
 </tr>
 <tr class="odd">
 <td align="left">16:25</td>
-<td align="right">70</td>
+<td align="right">73</td>
 </tr>
 <tr class="even">
 <td align="left">16:30</td>
-<td align="right">17890</td>
+<td align="right">17896</td>
 </tr>
 <tr class="odd">
 <td align="left">16:35</td>
-<td align="right">42</td>
+<td align="right">43</td>
 </tr>
 <tr class="even">
 <td align="left">16:40</td>
-<td align="right">4159</td>
+<td align="right">4154</td>
 </tr>
 <tr class="odd">
 <td align="left">16:45</td>
-<td align="right">7709</td>
+<td align="right">7688</td>
 </tr>
 <tr class="even">
 <td align="left">16:5</td>
@@ -1969,23 +1925,23 @@ head(dt)</code></pre>
 </tr>
 <tr class="even">
 <td align="left">16:55</td>
-<td align="right">81</td>
+<td align="right">83</td>
 </tr>
 <tr class="odd">
 <td align="left">17:0</td>
-<td align="right">25187</td>
+<td align="right">25204</td>
 </tr>
 <tr class="even">
 <td align="left">17:10</td>
-<td align="right">5064</td>
+<td align="right">5069</td>
 </tr>
 <tr class="odd">
 <td align="left">17:15</td>
-<td align="right">7453</td>
+<td align="right">7447</td>
 </tr>
 <tr class="even">
 <td align="left">17:20</td>
-<td align="right">5659</td>
+<td align="right">5672</td>
 </tr>
 <tr class="odd">
 <td align="left">17:25</td>
@@ -1993,19 +1949,19 @@ head(dt)</code></pre>
 </tr>
 <tr class="even">
 <td align="left">17:30</td>
-<td align="right">24852</td>
+<td align="right">24811</td>
 </tr>
 <tr class="odd">
 <td align="left">17:35</td>
-<td align="right">25</td>
+<td align="right">24</td>
 </tr>
 <tr class="even">
 <td align="left">17:40</td>
-<td align="right">5140</td>
+<td align="right">5133</td>
 </tr>
 <tr class="odd">
 <td align="left">17:45</td>
-<td align="right">9205</td>
+<td align="right">9183</td>
 </tr>
 <tr class="even">
 <td align="left">17:5</td>
@@ -2013,27 +1969,27 @@ head(dt)</code></pre>
 </tr>
 <tr class="odd">
 <td align="left">17:50</td>
-<td align="right">6281</td>
+<td align="right">6282</td>
 </tr>
 <tr class="even">
 <td align="left">17:55</td>
-<td align="right">69</td>
+<td align="right">66</td>
 </tr>
 <tr class="odd">
 <td align="left">18:0</td>
-<td align="right">27529</td>
+<td align="right">27526</td>
 </tr>
 <tr class="even">
 <td align="left">18:10</td>
-<td align="right">5575</td>
+<td align="right">5555</td>
 </tr>
 <tr class="odd">
 <td align="left">18:15</td>
-<td align="right">7315</td>
+<td align="right">7305</td>
 </tr>
 <tr class="even">
 <td align="left">18:20</td>
-<td align="right">5951</td>
+<td align="right">5954</td>
 </tr>
 <tr class="odd">
 <td align="left">18:25</td>
@@ -2041,19 +1997,19 @@ head(dt)</code></pre>
 </tr>
 <tr class="even">
 <td align="left">18:30</td>
-<td align="right">23581</td>
+<td align="right">23595</td>
 </tr>
 <tr class="odd">
 <td align="left">18:35</td>
-<td align="right">23</td>
+<td align="right">24</td>
 </tr>
 <tr class="even">
 <td align="left">18:40</td>
-<td align="right">5057</td>
+<td align="right">5060</td>
 </tr>
 <tr class="odd">
 <td align="left">18:45</td>
-<td align="right">8061</td>
+<td align="right">8082</td>
 </tr>
 <tr class="even">
 <td align="left">18:5</td>
@@ -2061,83 +2017,83 @@ head(dt)</code></pre>
 </tr>
 <tr class="odd">
 <td align="left">18:50</td>
-<td align="right">5833</td>
+<td align="right">5832</td>
 </tr>
 <tr class="even">
 <td align="left">18:55</td>
-<td align="right">64</td>
+<td align="right">66</td>
 </tr>
 <tr class="odd">
 <td align="left">19:0</td>
-<td align="right">26505</td>
+<td align="right">26470</td>
 </tr>
 <tr class="even">
 <td align="left">19:10</td>
-<td align="right">4895</td>
+<td align="right">4908</td>
 </tr>
 <tr class="odd">
 <td align="left">19:15</td>
-<td align="right">5888</td>
+<td align="right">5886</td>
 </tr>
 <tr class="even">
 <td align="left">19:20</td>
-<td align="right">5599</td>
+<td align="right">5594</td>
 </tr>
 <tr class="odd">
 <td align="left">19:25</td>
-<td align="right">51</td>
+<td align="right">50</td>
 </tr>
 <tr class="even">
 <td align="left">19:30</td>
-<td align="right">19033</td>
+<td align="right">19029</td>
 </tr>
 <tr class="odd">
 <td align="left">19:35</td>
-<td align="right">40</td>
+<td align="right">39</td>
 </tr>
 <tr class="even">
 <td align="left">19:40</td>
-<td align="right">4343</td>
+<td align="right">4345</td>
 </tr>
 <tr class="odd">
 <td align="left">19:45</td>
-<td align="right">5001</td>
+<td align="right">5019</td>
 </tr>
 <tr class="even">
 <td align="left">19:5</td>
-<td align="right">41</td>
+<td align="right">42</td>
 </tr>
 <tr class="odd">
 <td align="left">19:50</td>
-<td align="right">5260</td>
+<td align="right">5254</td>
 </tr>
 <tr class="even">
 <td align="left">19:55</td>
-<td align="right">73</td>
+<td align="right">71</td>
 </tr>
 <tr class="odd">
 <td align="left">1:0</td>
-<td align="right">4610</td>
+<td align="right">4611</td>
 </tr>
 <tr class="even">
 <td align="left">1:10</td>
-<td align="right">526</td>
+<td align="right">530</td>
 </tr>
 <tr class="odd">
 <td align="left">1:15</td>
-<td align="right">743</td>
+<td align="right">759</td>
 </tr>
 <tr class="even">
 <td align="left">1:20</td>
-<td align="right">909</td>
+<td align="right">911</td>
 </tr>
 <tr class="odd">
 <td align="left">1:25</td>
-<td align="right">4</td>
+<td align="right">5</td>
 </tr>
 <tr class="even">
 <td align="left">1:30</td>
-<td align="right">2133</td>
+<td align="right">2143</td>
 </tr>
 <tr class="odd">
 <td align="left">1:35</td>
@@ -2145,7 +2101,7 @@ head(dt)</code></pre>
 </tr>
 <tr class="even">
 <td align="left">1:40</td>
-<td align="right">306</td>
+<td align="right">310</td>
 </tr>
 <tr class="odd">
 <td align="left">1:45</td>
@@ -2153,11 +2109,11 @@ head(dt)</code></pre>
 </tr>
 <tr class="even">
 <td align="left">1:5</td>
-<td align="right">5</td>
+<td align="right">4</td>
 </tr>
 <tr class="odd">
 <td align="left">1:50</td>
-<td align="right">297</td>
+<td align="right">296</td>
 </tr>
 <tr class="even">
 <td align="left">1:55</td>
@@ -2165,19 +2121,19 @@ head(dt)</code></pre>
 </tr>
 <tr class="odd">
 <td align="left">20:0</td>
-<td align="right">22291</td>
+<td align="right">22289</td>
 </tr>
 <tr class="even">
 <td align="left">20:10</td>
-<td align="right">4246</td>
+<td align="right">4250</td>
 </tr>
 <tr class="odd">
 <td align="left">20:15</td>
-<td align="right">5106</td>
+<td align="right">5122</td>
 </tr>
 <tr class="even">
 <td align="left">20:20</td>
-<td align="right">4525</td>
+<td align="right">4527</td>
 </tr>
 <tr class="odd">
 <td align="left">20:25</td>
@@ -2185,67 +2141,67 @@ head(dt)</code></pre>
 </tr>
 <tr class="even">
 <td align="left">20:30</td>
-<td align="right">15189</td>
+<td align="right">15226</td>
 </tr>
 <tr class="odd">
 <td align="left">20:35</td>
-<td align="right">51</td>
+<td align="right">50</td>
 </tr>
 <tr class="even">
 <td align="left">20:40</td>
-<td align="right">3701</td>
+<td align="right">3705</td>
 </tr>
 <tr class="odd">
 <td align="left">20:45</td>
-<td align="right">6029</td>
+<td align="right">6022</td>
 </tr>
 <tr class="even">
 <td align="left">20:5</td>
-<td align="right">36</td>
+<td align="right">34</td>
 </tr>
 <tr class="odd">
 <td align="left">20:50</td>
-<td align="right">4639</td>
+<td align="right">4642</td>
 </tr>
 <tr class="even">
 <td align="left">20:55</td>
-<td align="right">101</td>
+<td align="right">103</td>
 </tr>
 <tr class="odd">
 <td align="left">21:0</td>
-<td align="right">17927</td>
+<td align="right">17990</td>
 </tr>
 <tr class="even">
 <td align="left">21:10</td>
-<td align="right">3987</td>
+<td align="right">3985</td>
 </tr>
 <tr class="odd">
 <td align="left">21:15</td>
-<td align="right">4844</td>
+<td align="right">4832</td>
 </tr>
 <tr class="even">
 <td align="left">21:20</td>
-<td align="right">3842</td>
+<td align="right">3838</td>
 </tr>
 <tr class="odd">
 <td align="left">21:25</td>
-<td align="right">89</td>
+<td align="right">86</td>
 </tr>
 <tr class="even">
 <td align="left">21:30</td>
-<td align="right">14863</td>
+<td align="right">14847</td>
 </tr>
 <tr class="odd">
 <td align="left">21:35</td>
-<td align="right">55</td>
+<td align="right">57</td>
 </tr>
 <tr class="even">
 <td align="left">21:40</td>
-<td align="right">3248</td>
+<td align="right">3241</td>
 </tr>
 <tr class="odd">
 <td align="left">21:45</td>
-<td align="right">5949</td>
+<td align="right">5958</td>
 </tr>
 <tr class="even">
 <td align="left">21:5</td>
@@ -2253,39 +2209,39 @@ head(dt)</code></pre>
 </tr>
 <tr class="odd">
 <td align="left">21:50</td>
-<td align="right">4394</td>
+<td align="right">4382</td>
 </tr>
 <tr class="even">
 <td align="left">21:55</td>
-<td align="right">113</td>
+<td align="right">114</td>
 </tr>
 <tr class="odd">
 <td align="left">22:0</td>
-<td align="right">22855</td>
+<td align="right">22820</td>
 </tr>
 <tr class="even">
 <td align="left">22:10</td>
-<td align="right">3965</td>
+<td align="right">3960</td>
 </tr>
 <tr class="odd">
 <td align="left">22:15</td>
-<td align="right">5841</td>
+<td align="right">5825</td>
 </tr>
 <tr class="even">
 <td align="left">22:20</td>
-<td align="right">4262</td>
+<td align="right">4267</td>
 </tr>
 <tr class="odd">
 <td align="left">22:25</td>
-<td align="right">94</td>
+<td align="right">98</td>
 </tr>
 <tr class="even">
 <td align="left">22:30</td>
-<td align="right">19703</td>
+<td align="right">19662</td>
 </tr>
 <tr class="odd">
 <td align="left">22:35</td>
-<td align="right">41</td>
+<td align="right">40</td>
 </tr>
 <tr class="even">
 <td align="left">22:40</td>
@@ -2293,7 +2249,7 @@ head(dt)</code></pre>
 </tr>
 <tr class="odd">
 <td align="left">22:45</td>
-<td align="right">6813</td>
+<td align="right">6774</td>
 </tr>
 <tr class="even">
 <td align="left">22:5</td>
@@ -2301,75 +2257,75 @@ head(dt)</code></pre>
 </tr>
 <tr class="odd">
 <td align="left">22:50</td>
-<td align="right">4954</td>
+<td align="right">4957</td>
 </tr>
 <tr class="even">
 <td align="left">22:55</td>
-<td align="right">86</td>
+<td align="right">82</td>
 </tr>
 <tr class="odd">
 <td align="left">23:0</td>
-<td align="right">21698</td>
+<td align="right">21680</td>
 </tr>
 <tr class="even">
 <td align="left">23:10</td>
-<td align="right">3350</td>
+<td align="right">3351</td>
 </tr>
 <tr class="odd">
 <td align="left">23:15</td>
-<td align="right">5275</td>
+<td align="right">5301</td>
 </tr>
 <tr class="even">
 <td align="left">23:20</td>
-<td align="right">4992</td>
+<td align="right">4986</td>
 </tr>
 <tr class="odd">
 <td align="left">23:25</td>
-<td align="right">46</td>
+<td align="right">48</td>
 </tr>
 <tr class="even">
 <td align="left">23:30</td>
-<td align="right">16150</td>
+<td align="right">16196</td>
 </tr>
 <tr class="odd">
 <td align="left">23:35</td>
-<td align="right">28</td>
+<td align="right">29</td>
 </tr>
 <tr class="even">
 <td align="left">23:40</td>
-<td align="right">2239</td>
+<td align="right">2240</td>
 </tr>
 <tr class="odd">
 <td align="left">23:45</td>
-<td align="right">4349</td>
+<td align="right">4414</td>
 </tr>
 <tr class="even">
 <td align="left">23:5</td>
-<td align="right">40</td>
+<td align="right">41</td>
 </tr>
 <tr class="odd">
 <td align="left">23:50</td>
-<td align="right">3948</td>
+<td align="right">3953</td>
 </tr>
 <tr class="even">
 <td align="left">23:55</td>
-<td align="right">39</td>
+<td align="right">43</td>
 </tr>
 <tr class="odd">
 <td align="left">2:0</td>
-<td align="right">1265</td>
+<td align="right">1303</td>
 </tr>
 <tr class="even">
 <td align="left">2:10</td>
-<td align="right">297</td>
+<td align="right">294</td>
 </tr>
 <tr class="odd">
 <td align="left">2:15</td>
-<td align="right">332</td>
+<td align="right">349</td>
 </tr>
 <tr class="even">
 <td align="left">2:20</td>
-<td align="right">257</td>
+<td align="right">261</td>
 </tr>
 <tr class="odd">
 <td align="left">2:25</td>
@@ -2377,7 +2333,7 @@ head(dt)</code></pre>
 </tr>
 <tr class="even">
 <td align="left">2:30</td>
-<td align="right">721</td>
+<td align="right">729</td>
 </tr>
 <tr class="odd">
 <td align="left">2:35</td>
@@ -2385,11 +2341,11 @@ head(dt)</code></pre>
 </tr>
 <tr class="even">
 <td align="left">2:40</td>
-<td align="right">216</td>
+<td align="right">213</td>
 </tr>
 <tr class="odd">
 <td align="left">2:45</td>
-<td align="right">330</td>
+<td align="right">336</td>
 </tr>
 <tr class="even">
 <td align="left">2:5</td>
@@ -2397,27 +2353,27 @@ head(dt)</code></pre>
 </tr>
 <tr class="odd">
 <td align="left">2:50</td>
-<td align="right">231</td>
+<td align="right">236</td>
 </tr>
 <tr class="even">
 <td align="left">2:55</td>
-<td align="right">7</td>
+<td align="right">6</td>
 </tr>
 <tr class="odd">
 <td align="left">3:0</td>
-<td align="right">685</td>
+<td align="right">761</td>
 </tr>
 <tr class="even">
 <td align="left">3:10</td>
-<td align="right">215</td>
+<td align="right">218</td>
 </tr>
 <tr class="odd">
 <td align="left">3:15</td>
-<td align="right">209</td>
+<td align="right">221</td>
 </tr>
 <tr class="even">
 <td align="left">3:20</td>
-<td align="right">187</td>
+<td align="right">185</td>
 </tr>
 <tr class="odd">
 <td align="left">3:25</td>
@@ -2425,7 +2381,7 @@ head(dt)</code></pre>
 </tr>
 <tr class="even">
 <td align="left">3:30</td>
-<td align="right">342</td>
+<td align="right">356</td>
 </tr>
 <tr class="odd">
 <td align="left">3:35</td>
@@ -2433,303 +2389,311 @@ head(dt)</code></pre>
 </tr>
 <tr class="even">
 <td align="left">3:40</td>
-<td align="right">168</td>
+<td align="right">167</td>
 </tr>
 <tr class="odd">
 <td align="left">3:45</td>
-<td align="right">171</td>
+<td align="right">178</td>
 </tr>
 <tr class="even">
-<td align="left">3:50</td>
-<td align="right">739</td>
+<td align="left">3:5</td>
+<td align="right">1</td>
 </tr>
 <tr class="odd">
-<td align="left">3:55</td>
-<td align="right">1</td>
+<td align="left">3:50</td>
+<td align="right">730</td>
 </tr>
 <tr class="even">
-<td align="left">4:0</td>
-<td align="right">58945</td>
+<td align="left">3:55</td>
+<td align="right">2</td>
 </tr>
 <tr class="odd">
+<td align="left">4:0</td>
+<td align="right">58505</td>
+</tr>
+<tr class="even">
 <td align="left">4:10</td>
 <td align="right">214</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">4:15</td>
-<td align="right">216</td>
+<td align="right">218</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">4:20</td>
-<td align="right">268</td>
+<td align="right">267</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">4:25</td>
 <td align="right">3</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">4:30</td>
-<td align="right">637</td>
+<td align="right">636</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">4:40</td>
-<td align="right">269</td>
+<td align="right">275</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">4:45</td>
-<td align="right">434</td>
+<td align="right">435</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">4:50</td>
-<td align="right">343</td>
+<td align="right">349</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">4:55</td>
 <td align="right">12</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">5:0</td>
-<td align="right">1548</td>
+<td align="right">1898</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">5:10</td>
 <td align="right">526</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">5:15</td>
-<td align="right">623</td>
+<td align="right">621</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">5:20</td>
-<td align="right">640</td>
+<td align="right">641</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">5:25</td>
 <td align="right">8</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">5:30</td>
 <td align="right">2305</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">5:40</td>
-<td align="right">683</td>
+<td align="right">679</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">5:45</td>
-<td align="right">1305</td>
+<td align="right">1302</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">5:5</td>
 <td align="right">3</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">5:50</td>
-<td align="right">1057</td>
+<td align="right">1064</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">5:55</td>
 <td align="right">14</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">6:0</td>
-<td align="right">5241</td>
+<td align="right">5246</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">6:10</td>
-<td align="right">1354</td>
+<td align="right">1361</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">6:15</td>
-<td align="right">2314</td>
+<td align="right">2302</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">6:20</td>
-<td align="right">1914</td>
+<td align="right">1920</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">6:25</td>
-<td align="right">64</td>
+<td align="right">63</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">6:30</td>
-<td align="right">8986</td>
+<td align="right">8981</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">6:35</td>
 <td align="right">22</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">6:40</td>
-<td align="right">2215</td>
+<td align="right">2220</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">6:45</td>
-<td align="right">4761</td>
+<td align="right">4748</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">6:5</td>
 <td align="right">12</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">6:50</td>
 <td align="right">3357</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">6:55</td>
-<td align="right">149</td>
+<td align="right">147</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">7:0</td>
-<td align="right">17355</td>
+<td align="right">17330</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">7:10</td>
-<td align="right">4067</td>
+<td align="right">4071</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">7:15</td>
-<td align="right">6540</td>
+<td align="right">6510</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">7:20</td>
-<td align="right">5494</td>
+<td align="right">5496</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">7:25</td>
 <td align="right">191</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">7:30</td>
-<td align="right">21505</td>
+<td align="right">21481</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">7:35</td>
-<td align="right">56</td>
+<td align="right">55</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">7:40</td>
 <td align="right">5200</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">7:45</td>
-<td align="right">8560</td>
+<td align="right">8513</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">7:5</td>
 <td align="right">48</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">7:50</td>
-<td align="right">6876</td>
+<td align="right">6884</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">7:55</td>
-<td align="right">206</td>
+<td align="right">205</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">8:0</td>
-<td align="right">25465</td>
+<td align="right">25437</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">8:10</td>
-<td align="right">5877</td>
+<td align="right">5869</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">8:15</td>
-<td align="right">8098</td>
+<td align="right">8084</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">8:20</td>
-<td align="right">6989</td>
+<td align="right">6983</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">8:25</td>
-<td align="right">133</td>
+<td align="right">128</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">8:30</td>
-<td align="right">23928</td>
+<td align="right">23886</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">8:35</td>
-<td align="right">57</td>
+<td align="right">58</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">8:40</td>
-<td align="right">5754</td>
+<td align="right">5746</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">8:45</td>
-<td align="right">8556</td>
+<td align="right">8518</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">8:5</td>
-<td align="right">54</td>
+<td align="right">53</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">8:50</td>
-<td align="right">6954</td>
+<td align="right">6943</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">8:55</td>
-<td align="right">103</td>
+<td align="right">105</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">9:0</td>
-<td align="right">24095</td>
+<td align="right">24051</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">9:10</td>
-<td align="right">5663</td>
+<td align="right">5660</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">9:15</td>
-<td align="right">6966</td>
+<td align="right">6910</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">9:20</td>
-<td align="right">6003</td>
+<td align="right">6009</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">9:25</td>
-<td align="right">97</td>
+<td align="right">99</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">9:30</td>
-<td align="right">19143</td>
+<td align="right">19103</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">9:35</td>
 <td align="right">34</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">9:40</td>
-<td align="right">4830</td>
+<td align="right">4818</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">9:45</td>
-<td align="right">7474</td>
+<td align="right">7457</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">9:5</td>
-<td align="right">32</td>
+<td align="right">33</td>
 </tr>
-<tr class="odd">
+<tr class="even">
 <td align="left">9:50</td>
-<td align="right">5702</td>
+<td align="right">5694</td>
 </tr>
-<tr class="even">
+<tr class="odd">
 <td align="left">9:55</td>
 <td align="right">93</td>
 </tr>
+<tr class="even">
+<td align="left">NA:NA</td>
+<td align="right">30</td>
+</tr>
 </tbody>
 </table>
-<pre class="r"><code>  print(&quot;# Check NAs in str_epStartTime (should be none)&quot;)</code></pre>
+<pre class="r"><code>print(&quot;# Check NAs in str_epStartTime (should be none)&quot;)</code></pre>
 <pre><code>## [1] &quot;# Check NAs in str_epStartTime (should be none)&quot;</code></pre>
-<pre class="r"><code>  print(paste0(&quot;# N rows with NAs in str_epStartTime:&quot;,
-               nrow(mtusUKEpsDT[is.na(str_epStartTime)]))
-  )</code></pre>
+<pre class="r"><code>print(paste0(&quot;# N rows with NAs in str_epStartTime:&quot;,
+             nrow(mtusUKEpsDT[is.na(str_epStartTime)]))
+)</code></pre>
 <pre><code>## [1] &quot;# N rows with NAs in str_epStartTime:0&quot;</code></pre>
 </div>
 <div id="create-pooled-survey-variable" class="section level2">
@@ -3930,7 +3894,7 @@ kable(
 </tbody>
 </table>
 <hr />
-<p><strong>Meta:</strong> Analysis completed in: 40.052 seconds using <a href="https://cran.r-project.org/package=knitr">knitr</a> in <a href="http://www.rstudio.com">RStudio</a>.</p>
+<p><strong>Meta:</strong> Analysis completed in: 5.606 seconds using <a href="https://cran.r-project.org/package=knitr">knitr</a> in <a href="http://www.rstudio.com">RStudio</a>.</p>
 </div>
 </div>
 <div id="references" class="section level1 unnumbered">
diff --git a/mtusFunctions.R b/mtusFunctions.R
index 2d4cc76339284e130200bd25fa9a7f9e1cce58e4..4299ab4798eaf02a681d97f85dd3092aa94f79a3 100644
--- a/mtusFunctions.R
+++ b/mtusFunctions.R
@@ -30,6 +30,38 @@ ba_tidyNum <- function(number) {
   format(number, big.mark=",", scientific=FALSE)
 }
 
+###
+ba_MTUScreateEpisodeStartEndDateTimes <- function(dt){  
+  # Setting up corrected start and end timestamps
+  # all diaries start at 04:00 on the date given
+  # first the datetime version
+  # POSIXct works in seconds
+  dt$r_epStartDateTime <- dt$r_date + (4*60*60) # will be NA for those where r_date is unkown
+  # now add the corrected minutes * 60 ( = seconds) up to the start of the episode
+  dt$r_epStartDateTime <- dt$r_epStartDateTime + (dt$ba_startm*60)
+  # same for episode end
+  dt$r_epEndDateTime <- dt$r_epStartDateTime + (dt$end*60)
+  
+  # r half hour (includes date)
+  dt <- dt[, r_epStartHalfHourDateTime := floor_date(r_epStartDateTime,
+                                                     unit ="30 minutes")]
+  
+}
+
+###
+ba_MTUScreateAllEpisodeStartTimesAsString <- function(dt){
+  # start time as string
+  # Use the fake start time we created earlier which includes all cases
+  dt <- dt[, st_hour := as.POSIXlt(dt$r_epStartDateTime)$hour]
+  dt <- dt[, st_mins := as.POSIXlt(mtusUKEpsDT$r_epStartDateTime)$min]
+  dt <- dt[, str_epStartTime := paste0(dt$st_hour, 
+                                           ":",
+                                           dt$st_mins
+                                           )
+  ]
+  
+}
+
 ###
 # not needed - use wdy(x, label = TRUE, abbr = FALSE) from lubridate
 # ba_setDayOfWeekLabel <- function(var) {