This quarter I set myself the goal to learn more about Tableau Prep, and a key part of that has been participating in the weekly #PreppinData challenges. Something I’ve noticed, and have been super intrigued about, is that some participants have been posting one-step solutions. That wasn’t surprising during beginner month, but now I’m seeing one-step flows covering reasonably complex multi-step data transformations. Cool!
This week I took a deeper dive into one of those one-step solutions to learn, and share, how they’re being done.
Two quick things first: They say a magician never reveals their secrets, so my apologies in advance to those Tableau Prep magicians who’d rather not see the “magic” shared. Also a hat tip to Hiroaki Morita, who’s week 7 solution I picked as the example to dive into. If I don’t do the techniques justice that’s on me, not Hiroaki!
Right, what do we mean by a “single step” solution? Basically, a single step between the input and output, like so:
![](data:image/png;base64,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)
For comparison here is my solution to week 7, which has two inputs and then four steps before the output:
![](data:image/png;base64,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)
The first thing you may notice is that there is only one source: a UNION to pull the two required data sets together. That might seem strange to you as the two tables of data are quite different. I’m going to add a quick “clean” step off the union to take a look at what it’s producing:
![](data:image/png;base64,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)
What we’re seeing here, boxed in red, is that the two tables are indeed unioned together, and so we get two chunks of data. The first chunk has the columns and rows from the first table of data (the couples and when their relationship started), and the second chunk has the columns and rows from the second table (the gift relevant to each year of a relationship – this challenge was about finding the right gift for each couple based on the length of their relationship).
This union approach seems to be a hallmark of single step solutions; get all of the data into one place/table so that we can operate over it in a single step. It does leave us with a challenge though as it’s not structured or related in the sorts of ways we’re used to, so let’s see how that is dealt with in the single clean step.
There are four sub-steps (or changes) in that clean step:
![](data:image/png;base64,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)
The first change is to calculate a consistent field across the two sets of data – in this case a “number of valentines days as a couple”. Where Year is NULL (no data) we’ll use the relationship start date [A] Where Year is not NULL we’ll remove the st, nd, rd, th letters from that Year field to just leave a number [B]. In a multi-step solution this would be the consistent field to join the two data sets together.
![](data:image/png;base64,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)
Because we have all the data in one data set we don’t need to join, instead we need to “look up” the gift from chunk B and plug it into chunk A (where it is missing). And we want to do that based on the consistent field calculated above. So in the screenshot above we can see that we have “number of valentines days as a couple” = 4 on the top row (for “The Loves”) but no gift (it is null). But we also have a row in chunk B with “number of days…” = 4 where we do have the gift (“Fruit/Flowers”).
The next change handles the look up. It uses a FIXED level of detail expression to say “get me the maximum gift from across the whole data set, for this number of valentines days”. Aggregations like MAX will ignore NULLs so we in essence look up the gift from chunk B:
![](data:image/png;base64,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)
This is potentially another hallmark of one-step solutions then: lookup the value you need from further down the combined data set, rather than using joins.
The fourth change is to filter down to just chunk A, chunk B was only there for the look up after all:
![](data:image/png;base64,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)
After that the solution simply removes the unecesary columns to be ready to produce the output. Clever, eh!
For me the key points of this one-step solution were:
- Get all of the data into one place/table so that we can operate over it in a single step.
- Lookup the value you need from further down the combined data set, rather than using joins.
- Filter out the data we only pulled in for the lookup.
I hope that you found this as intriguing as I did. And if you’re interested to see more one-step magic keep an eye on the #prep1stepclub X/Twitter hash tag!
UPDATE: Following a really good discussion with another member of the data community I thought I’d add a few notes about why and when you might use a one-step solution. Our conclusion was that one of the strengths of Tableau Prep is it’s clear, easy to understand and maintain, visual layout. Maintainability is a really important consideration, so you may never* use a one-step solution in production, favouring clarity and maintainability instead. However for your own professional development one-step solutions present a useful challenge. They introduce a constraint that forces you to think about problems differently, and in all likelihood use product features that you wouldn’t normally use. That gives you good practice. And afterall, why do we climb hills and mountains that we could otherwise go around?
* Although I say “never” I should point out that I haven’t performance tested common one-step solution patterns against their more natural counterparts. Consequently there may be some benefits (or indeed further drawbacks) that I’m not yet aware of.