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multiple data sources together in Heidi Plus</h1> <div class="post-meta-wrapper post-meta-single post-meta-single-top"> <ul class="post-meta"> <li class="post-author meta-wrapper"> <span class="meta-icon"> <span class="screen-reader-text"> Post author </span> <svg class="svg-icon" aria-hidden="true" role="img" focusable="false" xmlns="http://www.w3.org/2000/svg" width="18" height="20" viewbox="0 0 18 20"><path fill="" d="M18,19 C18,19.5522847 17.5522847,20 17,20 C16.4477153,20 16,19.5522847 16,19 L16,17 C16,15.3431458 14.6568542,14 13,14 L5,14 C3.34314575,14 2,15.3431458 2,17 L2,19 C2,19.5522847 1.55228475,20 1,20 C0.44771525,20 0,19.5522847 0,19 L0,17 C0,14.2385763 2.23857625,12 5,12 L13,12 C15.7614237,12 18,14.2385763 18,17 L18,19 Z M9,10 C6.23857625,10 4,7.76142375 4,5 C4,2.23857625 6.23857625,0 9,0 C11.7614237,0 14,2.23857625 14,5 C14,7.76142375 11.7614237,10 9,10 Z M9,8 C10.6568542,8 12,6.65685425 12,5 C12,3.34314575 10.6568542,2 9,2 C7.34314575,2 6,3.34314575 6,5 C6,6.65685425 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href="http://web.archive.org/web/20240301173900/https://analytics.jiscinvolve.org/wp/2022/10/26/how-to-blend-multiple-data-sources-together-in-heidi-plus/">October 26, 2022</a> </span> </li> <li class="post-comment-link meta-wrapper"> <span class="meta-icon"> <svg class="svg-icon" aria-hidden="true" role="img" focusable="false" xmlns="http://www.w3.org/2000/svg" width="19" height="19" viewbox="0 0 19 19"><path d="M9.43016863,13.2235931 C9.58624731,13.094699 9.7823475,13.0241935 9.98476849,13.0241935 L15.0564516,13.0241935 C15.8581553,13.0241935 16.5080645,12.3742843 16.5080645,11.5725806 L16.5080645,3.44354839 C16.5080645,2.64184472 15.8581553,1.99193548 15.0564516,1.99193548 L3.44354839,1.99193548 C2.64184472,1.99193548 1.99193548,2.64184472 1.99193548,3.44354839 L1.99193548,11.5725806 C1.99193548,12.3742843 2.64184472,13.0241935 3.44354839,13.0241935 L5.76612903,13.0241935 C6.24715123,13.0241935 6.63709677,13.4141391 6.63709677,13.8951613 L6.63709677,15.5301903 L9.43016863,13.2235931 Z M3.44354839,14.766129 C1.67980032,14.766129 0.25,13.3363287 0.25,11.5725806 L0.25,3.44354839 C0.25,1.67980032 1.67980032,0.25 3.44354839,0.25 L15.0564516,0.25 C16.8201997,0.25 18.25,1.67980032 18.25,3.44354839 L18.25,11.5725806 C18.25,13.3363287 16.8201997,14.766129 15.0564516,14.766129 L10.2979143,14.766129 L6.32072889,18.0506004 C5.75274472,18.5196577 4.89516129,18.1156602 4.89516129,17.3790323 L4.89516129,14.766129 L3.44354839,14.766129 Z"/></svg> </span> <span class="meta-text"> <a href="http://web.archive.org/web/20240301173900/https://analytics.jiscinvolve.org/wp/2022/10/26/how-to-blend-multiple-data-sources-together-in-heidi-plus/#respond">No Comments<span class="screen-reader-text"> on How to: blend multiple data sources together in Heidi Plus</span></a> </span> </li> </ul> </div> </div> </header> <div class="post-inner thin "> <div class="entry-content"> <p><img fetchpriority="high" decoding="async" class="alignnone wp-image-3206 size-full" src="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Heidi-Plus-logo.png" alt="" width="711" height="321" srcset="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Heidi-Plus-logo.png 711w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/09/Heidi-Plus-logo-300x135.png 300w" sizes="(max-width: 711px) 100vw, 711px"/></p> <p>Did you know you can use more than one dataset at a time in Heidi Plus? It’s easier than you might think!</p> <p>In this post we’ll pull together three different HESA datasets for an admittedly slightly spurious bit of analysis.</p> <p>There are lots of reasons you might want to blend together data sources. For example, you might want to look at both qualifiers and students as a single population. Or you might want to compare the characteristics of the staff and student populations across providers.</p> <p>The main requirement is that we have the common keys we need to join the data together; the main ones being the provider and the academic year. Depending on the datasets you’re using, you might also be able to use cost centres, subjects, or geographical dimensions like countries and regions.</p> <p>For this example I’m going to be looking at the relationship between attendees at public events (as recorded in HEBCI Part B Table 5) and catering and conference income (from Finance Table 7), and then add a parameter so we can filter it based on the size of provider as measured by number of students (from Student Full Person Equivalent).</p> <p>I did say it was a bit spurious!</p> <p>First off, we want to include the primary data source. This is important as Tableau blends data between a primary source and any number of secondary sources, and you have the least number of restrictions for what you can do with data from the primary data source.</p> <p>The primary data source is literally the first data source you include a field from in a worksheet. (If you drag a field from the wrong one at first, you have to remove all the fields and start again to get Tableau to figure out which one you want to be the ‘primary’)</p> <p>I’ll start by creating a new workbook using HEBCI Part B Table 5 from Silver Data Sources.</p> <p>I’m interested in the attendees at any chargeable events, so I’m going to create a calculation to pull out just that:<a href="http://web.archive.org/web/20240301173900/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-11.52.25.png" target="_blank" rel="noopener"><img decoding="async" class="alignnone wp-image-3215 size-large" src="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-11.52.25-1024x513.png" alt="Formula: if [Columns] = 'Chargeable events Attendees' then [1a Public lectures] +[1b Performance arts (music, dance, drama etc.)] +[1c Exhibitions (galleries, museums etc.)] +[1d Museum education] +[1e Other] else 0 end" width="580" height="291" srcset="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-11.52.25-1024x513.png 1024w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-11.52.25-300x150.png 300w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-11.52.25-768x385.png 768w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-11.52.25.png 1062w" sizes="(max-width: 580px) 100vw, 580px"/></a>(You could get a similar effect using filters and the like, but I like making calculated fields for this sort of thing.)</p> <p>So I now have the total attendees for all chargeable events, for all providers, like so:</p> <p><a href="http://web.archive.org/web/20240301173900/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-11.56.54.png" target="_blank" rel="noopener"><img decoding="async" class="alignnone wp-image-3216 size-large" src="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-11.56.54-813x1024.png" alt="Heidi plus screenshot: total attendees at chargeable events by provider" width="580" height="731" srcset="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-11.56.54-813x1024.png 813w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-11.56.54-238x300.png 238w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-11.56.54-768x967.png 768w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-11.56.54.png 886w" sizes="(max-width: 580px) 100vw, 580px"/></a></p> <p>Now, I want to join this with finance information. To do this we use the Add Data Source button, which is the one with the plus and a cylinder on the toolbar:<a href="http://web.archive.org/web/20240301173900/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-11.58.16.png" target="_blank" rel="noopener"><img loading="lazy" decoding="async" class="alignnone wp-image-3217 size-full" src="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-11.58.16.png" alt="Screenshot of Tableau data source controls" width="350" height="80" srcset="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-11.58.16.png 350w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-11.58.16-300x69.png 300w" sizes="(max-width: 350px) 100vw, 350px"/></a>Alternatively, you can choose the <strong>Data > New Data Source</strong> menu option.</p> <p>This opens up a dialog box with all the data sources listed. I know we need the 2020-21 Finance data for this, specifically Table 7 which has all the different income sources, so I know what to search for:</p> <p><a href="http://web.archive.org/web/20240301173900/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.02.10.png" target="_blank" rel="noopener"><img loading="lazy" decoding="async" class="alignnone wp-image-3218 size-large" src="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.02.10-1024x293.png" alt="Tableau screenshot - new data source dialog" width="580" height="166" srcset="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.02.10-1024x293.png 1024w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.02.10-300x86.png 300w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.02.10-768x220.png 768w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.02.10-1536x440.png 1536w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.02.10-2048x587.png 2048w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.02.10-1200x344.png 1200w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.02.10-1980x567.png 1980w" sizes="(max-width: 580px) 100vw, 580px"/></a></p> <p>I select the one at the bottom and click the Connect button, and now we have another data source:</p> <p><a href="http://web.archive.org/web/20240301173900/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.05.19.png" target="_blank" rel="noopener"><img loading="lazy" decoding="async" class="alignnone wp-image-3219 size-full" src="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.05.19.png" alt="Tableau screenshot: data sources showing two data sources" width="936" height="152" srcset="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.05.19.png 936w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.05.19-300x49.png 300w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.05.19-768x125.png 768w" sizes="(max-width: 936px) 100vw, 936px"/></a></p> <p>See the blue tick? That’s indicating that in the current worksheet, HEBCI is our primary data source.</p> <p>From our new data source, I want to add the field <em>4: Other income: 4b: Residences, conferences and catering operations: ii: Catering and Conference operations</em> to my worksheet. So I drag it over and organise my fields like so:</p> <p><a href="http://web.archive.org/web/20240301173900/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.12.46.png" target="_blank" rel="noopener"><img loading="lazy" decoding="async" class="alignnone wp-image-3220 size-large" src="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.12.46-1024x767.png" alt="Screenshot - two measures from different data sources" width="580" height="434" srcset="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.12.46-1024x767.png 1024w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.12.46-300x225.png 300w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.12.46-768x575.png 768w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.12.46-1536x1151.png 1536w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.12.46-1200x899.png 1200w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.12.46.png 1538w" sizes="(max-width: 580px) 100vw, 580px"/></a></p> <p>So two things to notice. First, see that orange tick? That’s indicating that the income field is being added from a secondary data source that has been blended with my primary data source. The second thing is – how did the platform figure out how to connect them together?</p> <p>Well, basically, it looks for fields of the same name and joins them that way. If we select the Finance data source in the Data panel on the left of the screen, and look at the dimensions, we can see what its doing:<a href="http://web.archive.org/web/20240301173900/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.16.14.png" target="_blank" rel="noopener"><img loading="lazy" decoding="async" class="alignnone wp-image-3221 size-full" src="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.16.14.png" alt="Screenshot showing data source joins" width="920" height="778" srcset="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.16.14.png 920w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.16.14-300x254.png 300w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.16.14-768x649.png 768w" sizes="(max-width: 920px) 100vw, 920px"/></a></p> <p>Each of the grey link icons on the right shows what the platform thinks is a <em>possible</em> field to join on, while the red link icons show a join it is currently using. In this case it’s decided to just use <strong>Provider name</strong>, which is a pretty reasonable guess in this case.</p> <p>However, we have a problem! The finance dataset for 2020/21 actually contains the previous year as well using the Academic Year dimension, whereas the HEBCI does the same but has folders with different measures for each year. So we can’t join on Academic Year as it doesn’t exist in the HEBCI data source.</p> <p>So that means we have to drag the Academic Year from the Finance data source to Filters to ensure we only get 2020/21.</p> <p>Once I’ve done that, I can mess around with the chart to do something like this:</p> <p><a href="http://web.archive.org/web/20240301173900/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.22.08.png" target="_blank" rel="noopener"><img loading="lazy" decoding="async" class="alignnone wp-image-3222 size-large" src="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.22.08-1024x617.png" alt="Screenshot of chart - attendees and event income" width="580" height="349" srcset="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.22.08-1024x617.png 1024w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.22.08-300x181.png 300w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.22.08-768x463.png 768w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.22.08-1536x926.png 1536w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.22.08-1200x723.png 1200w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.22.08.png 1928w" sizes="(max-width: 580px) 100vw, 580px"/></a></p> <p>I’ve added our Academic Year filter, and right-clicked on the measures and chosen <strong>Dual Axis</strong> to show both measures in one chart rather than next to each other.</p> <p>Notice how fields from Finance all have that orange tick next to them wherever they are in the worksheet.</p> <p>Now let’s get fancy and add <em>another</em> data source. This time I’m going to add Student Full Person Equivalent, in exactly the same way I added the Finance data.</p> <p>Again, it’s going to be joined by <strong>Provider name</strong> by default, and we’re going to have to add in Academic Year as a filter for this data source as well.</p> <p>Note that all data sources we add after the primary one are joined to the primary data source, not to each other – so we can’t join Student and Finance on Academic Year, as we’re actually joining each of them with HEBCI.</p> <p>I want to have a slider so that I can filter the chart I created by total number of students. So to do this, first I create a parameter:</p> <p><a href="http://web.archive.org/web/20240301173900/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.29.26.png" target="_blank" rel="noopener"><img loading="lazy" decoding="async" class="alignnone wp-image-3224 size-large" src="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.29.26-992x1024.png" alt="Screenshot of parameter dialog" width="580" height="599" srcset="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.29.26-992x1024.png 992w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.29.26-291x300.png 291w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.29.26-768x793.png 768w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.29.26.png 1108w" sizes="(max-width: 580px) 100vw, 580px"/></a></p> <p>This will let us place a slider on the worksheet that goes up in 1000’s</p> <p>Now, in the Student data source I can create a calculated field that makes use of this parameter:</p> <p><a href="http://web.archive.org/web/20240301173900/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.31.42.png" target="_blank" rel="noopener"><img loading="lazy" decoding="async" class="alignnone wp-image-3225 size-large" src="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.31.42-1024x503.png" alt="Screenshot of formula: [Full Person Equivalent]> [Provider size (students)]" width="580" height="285" srcset="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.31.42-1024x503.png 1024w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.31.42-300x147.png 300w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.31.42-768x377.png 768w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.31.42.png 1062w" sizes="(max-width: 580px) 100vw, 580px"/></a></p> <p>Next, I right-click my parameter and choose <strong>Add to worksheet</strong>, and drag my calculated field to Filters and select <strong>TRUE</strong> as the value to include. I now have a provider size control on my chart:</p> <p><a href="http://web.archive.org/web/20240301173900/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.34.37.png" target="_blank" rel="noopener"><img loading="lazy" decoding="async" class="alignnone wp-image-3226 size-large" src="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.34.37-1024x615.png" alt="Screenshot: one chart, three data sources" width="580" height="348" srcset="http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.34.37-1024x615.png 1024w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.34.37-300x180.png 300w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.34.37-768x462.png 768w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.34.37-1536x923.png 1536w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.34.37-1200x721.png 1200w, http://web.archive.org/web/20240301173900im_/https://analytics.jiscinvolve.org/wp/files/2022/10/Screenshot-2022-10-13-at-12.34.37.png 1940w" sizes="(max-width: 580px) 100vw, 580px"/></a></p> <p>And there we have it – one chart, with three sources of data! Two being displayed as measures, with a third being used to control the display.</p> <p>Maybe the use case is just a little bit contrived, but hopefully this can still provide a bit of inspiration for ways you can make use of multiple data sources in Heidi Plus.</p> <p>Just remember to check the joins between the data sources are valid, and in particular that you pay attention to how Academic Years are handled across different datasets, as this is probably the easiest mistake to make when doing this.</p> <p><strong>Author – Scott Wilson, Senior data and analytics developer, Jisc</strong></p> <p>You can also follow us on <a href="http://web.archive.org/web/20240301173900/https://twitter.com/JiscAnalytics" target="_blank" rel="noopener">Twitter</a> and <a href="http://web.archive.org/web/20240301173900/https://www.linkedin.com/showcase/jisc-data-analytics" target="_blank" rel="noopener">LinkedIn</a> to keep up to date with Jisc data analytics.</p> <p><img loading="lazy" decoding="async" 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