How windy is Wellington? – Using Power Query to gather wind data from web

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Let’s take a whirlwind trip to coolest little capital – Wellington. It is a windy place, so hold on to your hats and spreadsheets.

Almost everyone who spends more than 2 days in Wellington would agree that it is a windy place. But how windy is Welly? In this two part series, we will use Power Query, Excel charts and coffee to answer that question.

But, first let’s start with a joke.

What happens when you throw a boomerang in Frank Kitts Park?

You will have to buy another one, coz you are not getting that one back.

Extracting the wind data

In order to understand how windy Wellington is, we need to get average wind speeds by day for last several days. Let’s get the data for last 2+ years (ie from 1 Jan 2016 to 21 Feb 2018).

There are many places where you can collect latest wind data. But when it comes to historical wind data, surprisingly few resources are available. We can use The National Climate database – CliFlo, to gather wind data. But the interface is confusing and I could only locate gust speeds, rather than average wind speeds over time.

We can use wunderground.com to fetch weather data for up to 13 months at a time.

But we need data for almost 26 months.

Very simple, we can query wunderground twice (or thrice), once per each year.

The historical data query URL looks like this:

https://www.wunderground.com/history/airport/NZWN/2016/1/1/CustomHistory.html?dayend=31&monthend=12&yearend=2016&req_city=&req_state=&req_statename=&reqdb.zip=&reqdb.magic=&reqdb.wmo=

All we had to do is, change 2016 to 2017 & 2018 to get respective data.

The actual data set will be a web page. But we can use power query to extract the portion of page that contains weather information.

On to Power Query – Building our Weather Data Extractor

Note: This is a slightly advanced tutorial on PQ. If you are a beginner, start with Introduction to Power Query and work thru examples on PQ tag page before reading any more.

Getting data from the web – building URL in parts

Open Excel and go to Data > New Query > From Other Sources > Web

For Power BI, this would be Edit Queries > New Source > Web 

Switch to “Advanced” mode and enter the URL as parts like below. We will switch the 2016 part to parameters soon, so we could get data for any year easily.

In the navigation pane, select “Table 1” which is the weather table.

Set up a parameter for Year

How would we get data for 2017 or 2018? Simple, we use parameters. These are like variables which can be plugged in to any part of your Power Query process.

In Power Query Editor, go to Home > Manager Parameters > New Parameter and call it Year. Enter the default value as 2016.

Now, go back and edit the source settings for the query and replace 2016s with parameter Year.

Cleaning the weather table

Turns out the weather data table is not clean. Although there are 366 days in 2016 (leap year), Wunderground adds headers for each month. So we end up with 378 rows (excluding the header). Each header contains month name and repeat of all the column names. We can extract the month name & combine that with date and year parameter to create the date for each row.

Here is a quick illustration of what we need to do.

But first, rename the very first column

Notice the first column? It is called as 2016. This is ok if we are interested in just 1 year of data. But if we re-run this query with Parameter=2017, our column heading will change. If you have dabbled with Power Query a few times, you will quickly realize that PQ will get in to a nasty fit anytime column headers change and impact downstream steps.

Simple, we shall rename it as FirstCol.

When you apply the new name, PQ will write this M instruction.

#”Renamed Columns”= Table.RenameColumns(Data1,{{“2016”, “First col”}})

This is not a fool proof solution, as when we change parameter to 2017, there won’t be a 2016 column in that new table.

So, instead, we can ask PQ to rename first column of the table.

You can do this by:

  • Note: You need “Formula Bar”. Enable “Formula Bar” by clicking View > Formula bar. This way you can actually see all the M code PQ is cranking up whenever you perform some actions on your data.
  • Click on fx button on the formula bar to insert a step. Simply type = Table.RenameColumns(Data1,{{Table.ColumnNames(Data1){0}, “First col”}})
  • Press Enter
  • Bingo, you have renamed the first column of your query to “First col”. This has no reference to 2016 or any year, so it should work on any table you fetch from that weather data page.

Cleaning the weather data – steps

Just follow these steps to clean the weather data.

  1. Add a custom column called Month and write this formula = if Text.Length([First col]) > 2 then [First col] else null
  2. Select Month column and Fill Down (Transform > Fill >Down)
  3. Select First col and change its type to whole number. This will make all month names as Error
  4. Remove errors from First col (Right click on column header and choose Remove Errors)
  5. Add a custom column called Date with the formula = Text.From([First col])&”-“&[Month]&”-“&Year
  6. Change this column to date type.
  7. Keep only Temp. (°C)2, Wind (km/h), Wind (km/h)2, Wind (km/h)3, Events, Date columns and remove all other
  8. Rename first four columns to Avg. Temp, Wind Max, Avg. Wind, Wind Gust

At this stage we have one year of wind and temperature data for Wellington. Time to create getWeatherData() function.

Making getWeatherData function in Power Query

Now that we have a parameterized query, just right click on the query and choose “Convert to Function”

PQ will build the function that can take year as input and return a table of weather data for that year (provided Wunderground.com co-operates)

Now, we just need to run this function three times, once each for 2016, 2017 and 2018 to get all the data.

Go back to Excel

Save your queries, but don’t load them yet. If PQ prompts about data load, select “Connection only” and jump to Excel.

  • Create a table with 3 rows and type 2016, 2017 and 2018 in that. Call this table Years.
  • Load this table to Power Query (Data > From Table)
  • Go to Add Column > Invoke Custom Function and invoke getWeatherData function for each year.
  • Expand the weather data tables.
  • Done!

At this stage, we have data for all 3 years. You can add some data clean up steps if you want. But all the wind & temperature data is here for us to analyze and visualize.

Download Example Workbook

Click here to download the Wellington Wind workbook. As you can see, I have added few more steps in PQ to clean up the data and include a “Is it windy?” conditional column.

Please note that this workbook is designed in Excel 2016. It may not work in older versions of Power Query. You can replicate most of the steps. Try doing it so that you will learn more about Power Query.

In the next part – Wind in Wellington – few visualizations

In the next part of this tutorial, we will build some visualizations to understand how windy Wellington gets and what is the best time to enjoy the beautiful outdoors.

Stay tuned.

How are you using Power Query? Please post about your power query escapades in the comments section. Also tell me how you went about re-creating the steps in this tutorial. I am all ears.

Why there are no undercover cops in Wellington? Their cover was always getting blown. That is why.

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66 Responses to “Budget vs. Actual Charts – 14 Charting Ideas You can Use”

    • Linwe says:

      Hi there:

      I'm interested in understanding exactly how contestants #'s 1, 8 got their surplus or shortfall to show up at the top of the bar (is this overlapped or stacked somehow) and change colour?  I hope this makes sense.  I've tried to find samples and I can see contestant 8 (cuboo) may have used something called graphomate but I can't use this.  

      I need to create a bar chart that shows budget, and actual variance whether it be a surplus or a shortfall and I would like make it look like option 1 or 8 above but haven't  a clear idea how to do it...any help would be greatly appreciated!

      Regards..Linwe 

  1. [...] heute können alle Beiträge auf “Pointy Haired Dilbert” gesichtet und bis zum 12.04. bewertet werden. Falls mein Vorschlag - Nr. 8 - gefällt, freue ich [...]

  2. Jon Peltier says:

    #6 is the best here. Simple, no extraneous visual effects.

  3. Kevin Stanford says:

    I was all set to vote for #9...until I noticed its lack of y-axis labels. So I have to go with #6 also.

  4. I think #6,#9 is enough .

  5. Barfly says:

    #9 is my favorite
    Nice data/ink ratio 😉

  6. Tony Rose says:

    I agree with Jon - #6 for me.

  7. Gale says:

    8 & 14

  8. Fabrice says:

    I go for # 9 (simple) and #14 (complete)

  9. fulvioo says:

    I go for cuboo #8
    cheers

  10. Robert says:

    #6 for overview at a glance / top management
    #8 for deeper analysis / those who need more detailed information

  11. Bob Gannon says:

    #14 although I think you only need the bottom panel and I then would stack the Center charts vertically to make Center comparisons easier.

  12. Denise says:

    #10 gets my vote.
    If there is a second place, then #14
    denise

  13. Tin Seong KAM says:

    Hi, if I was not wrong, Samples 3,4 and 5 were created using Tableau software and not Excel. For more information on Tableau you might want to visit http://www.tableausoftware.com/. It was initially designed by Prof. Pat Hanrahan and his PhD students. I am not their salesperson but I thought someone might want to know more about this particular technology.

    • Linwe says:

      Hi Tin Seong Kam:
       
      Thanks - I have looked at Tableau before.  I have also found the means to reproduce something similar to chart 8 without using graphomate, and also chart 7.  I proposed chart 9  as well but the overlap is confusing to some.
      I am really not too concerned about showing actual budget figures but the variance in $ and % is important for my particular use.  That is why I gravitate to the charts that seem to easily tell us that we have a surplus or a shortfall.  
       
      Thanks!
      Linwe
       

  14. Anamika says:

    11, 6, 9 (presque pareil)
    7 pour la clarté

  15. Haki says:

    cuboo #8 ist my favorite
    best regards...

  16. la'cruse says:

    8 is fantastic

  17. Stefan Sandauer says:

    I prefer N#8 - N# 1,7 & 8 use the settings of Rolf Hichert...

  18. SANTOSH CHAUBE says:

    6 : The GURU (read "Jon Peltier ") has spoken,
    SOO easy on eyes!

  19. Sumit says:

    Hi Chandoo,

    I liked Cuboo's submission. So #8 gets my vote.

    Regards,
    Sumit

  20. jram says:

    Number 8 by far. Even though it's not part of the data display, the comments feature sells me. Variance explanations are as important as the actual variances.

  21. Cyril Z. says:

    I visually prefer #8, but #3 is really easier to understand, even if it lacks a lot of information (inverting budget/actual), legend, etc...

  22. [...] All in all there are several great entries suggesting a good variety to present budget vs. actual performance. Go check them out. [...]

  23. [...] reshape, zoo by learnr A reader of a Pointy Haired Dilbert blog enquired about best ways to visualise budget vs. actual performance. In response PHD challenged his blog readers to contribute their visualisations made using Excel or [...]

  24. anyone willing to post their xls for these? Some really excellent exmaples.

  25. PublicSectorPlanner says:

    To avoid the summary execution of the person presenting these to an executive team these charts must handle overspending as well as underspending, be comprehensible in 5 seconds and show the key fact clearly. The key fact isn't budget or actual - it's the magnitude of the gap!

    Therefore:

    #14 for nailing the key fact and being able to handle overspending. The winner therefore.
    #6 for nailing speed-reading and being able to handle overspending, but somewhat obscuring the key fact. Second place.
    #8 for nailing information depth and aesthetics. Third place.

    I really wanted #8 to win, but that's the technician's view not the end-user's.

  26. [...] Todas as contribuições podem ser vistas no seguinte endereço: Budget vs. Actual Charts – 14 Options You can Use Posted on April 5th, 2009 http://chandoo.org/wp/2009/04/05/budget-vs-actual-charts/ [...]

  27. Social comments and analytics for this post...

    This post was mentioned on Twitter by NancyJHess: I like to explore fav tweets of those I follow. Here is one from DutchDriver http://twurl.nl/17eiap Creative visual charts: Budget vs Actual...

  28. jon says:

    number 8

    clean, full of info, qualitative as well as quantitative

  29. Virender Singh says:

    Hi,
    I Like 4 chart in above as per the following ratings:-
    no 1# -> 14***
    no 2# -> 7***
    no 3 # -> 8**
    no 4# -> 1.3**

    I will be greateful if someone can send me the process of making all above 4 charts.

    Virender

  30. Shazbot says:

    Does anyone know what type of chart #6 is (chart name?)? Also, how do I create this is Excel 2007?

  31. Hui... says:

    @Shazbot
    I'd call it a Column and Bar chart, but don't get hungup on names

    To make it try this:

    Setup the chart as a Clustered Column Chart
    Change the Series so there is 100% overlap, ie: One column is in front of the other
    Change the Budget series to a line chart
    Set the line color to none
    Set the marker style to a Flat Line
    Change the marker width to make it the same width as the bar
    Change colors and other chart properties to suit

  32. Caroline says:

    Does anyone have an idea on how to create chart #1?
    Thanks

  33. Stefan says:

    Caroline, please see the german page: http://www.hichert.com/de/software/exceldiagramme/55

    there you can find the original example for nr1.
    best regards,
    stefan

  34. Hui... says:

    Caroline
    This is a Clustered Stacked Column Chart
    Which has the column under the Shortfall/Excess colored the same as the Budget
    Have a look here

    http://chandoo.org/forums/topic/question-about-budget-v-actual
    &
    http://peltiertech.com/WordPress/clustered-stacked-column-charts/

  35. Vijay says:

    Hi,
    Is it possible to get the source files like the other visualisation challenge (on sales).
    Thanks,
    Vijay

  36. Vijay Raghavendran says:

    Dear Chandoo,

    I discovered your site by pure chance and I am really thrilled about it and I am learning a lot.
    Is it possible to post the source file for this visualisation challenge?

    Thanks,

    Vijay

  37. Greg says:

    Dear Chandoo,

    How do I create Chart #10 (comparing Budget vs Actual Performaces) by cost center by quarter without the cumulative performance. Do you have an actual example that I could use?

    Thanks,

    Greg

  38. OKI says:

    HI

    Does anyone can help me to a to create chart #7? I'm beginer in excel , I started to work two weeks ago and my boss ask me to follow the budget/actual until the end of the year.
    SO I really need your help.
    Thanks in advance

    p.s Sorry for my english ( i'm french)

  39. Hui... says:

    @OKI, Greg

    I have made a mockup of #7 and #10
    It is available at:
    http://chandoo.org/wp/wp-content/uploads/2009/04/Bud-Act-visualizaion-challenge-7+10..xlsx

    #10 is a straight, Pivot Chart/Table but the data has been rearranged to get it into the pivot table

    #7 is 2 charts, being a simple Bar Chart and a Scatter Chart with 100% Error Bars
    I have used Named Formulas for the two charts.

  40. OKI says:

    HELLO Hui
    Thanks you very much for your hepl , i really appreciate

    Have I nice week

  41. Tony says:

    Hi,

    I was wondering how can you replicated chart 1.3? The bars looked like there overlapped on two different axis?

    Tony

  42. BINDU says:

    I think 1 & 3 are good.

  43. Sawan says:

    Hi Chandoo,
    Please can you provide a link of the excel sheet for 1. Chart "3 colors and everything is clear"

    I would like to drill into the spreadsheet and learn the secrets as how the chart was made.

    Many thanks,
    Sawan

  44. Hui... says:

    @Sawan
    It is probably 12 seperate charts, I will assume snapped to the underlying cells to ensure they are the same size
    The left 3 Charts have a vertical Axis
    The bottom 4 Charts have a horizontal Axis
    The remainder have no axis
    The remaining text maynot be part of the charts but is probably cell content

  45. Juan Carlos Etayo says:

    Saludos,

    Como puedo descargar estos maravillosos ejemplos para estudiarlos y analizarlos deseo aprender a realizar este tipo de graficas en Excel.

    Gracias,

  46. Michelle says:

    Dear Chandoo and Hui,

    Please would you help me (step by step if possible) to create Chart #8?

    Many thanks in advance!

  47. Phoebe says:

    Dear Chandoo,

    I think chart #8 is really great. Would really appreciate if you can show basic step to create it.

    Thanks 🙂

  48. Sawan says:

    Hi all,
    Is there any step by step tutorial to recreate the the chart #1 please?
    Would really appreciate if someone could show me how it done.
     
    Regards
    Sawan

  49. ExcelNerd says:

    Can someone tell me how do you create chart number 2? Thanks!

  50. Robert says:

    Am I the only one that can not display any of the images?  Would love to take a look at these.  This is the ONLY page on the whole website I have had this issue with. 🙁

  51. Hassan Mirza says:

    Dear All,
    how can i create chart # 7? is there any link where i can subscribe to your website by paying a certain amount. i want to learn some good excel techniques.
    please let me know.

  52. Carlos says:

    Cant see the images 🙁

  53. Sunil B says:

    Where can I find the link to download some of the above charts?? these are extremely usefull chart and would like to utilize the same.
    Waiting for the reply.
    Thanks..

  54. Khaled Mohamed Abdel Aziz says:

    I am interested for # 1,6,7,8,9,10,11 its very exciting for me .

  55. satyapal says:

    Hi,
    Just wanted to check, is there any possibility that pivot table or drop down work in power point?
    Regards
    Satyapal

    • Chandoo says:

      @Satyapal... you can only use static images or slide animations in Power Point. Not features like pivot tables or drop downs. However, you can embed the entire workbook (or sheet) in a presentation. When clicked this will just open Excel so your users can play with the data.

  56. Ramesh N says:

    Is there any instalment kind of facility available for joining the online course of Rs.12000/-.

    Regards

    Ramesh N

  57. Tim says:

    Hi,

    I badly want to replicate #10. Can someone help me.. I've checked google to help but I can't figure out how to add the total 🙁

    Regards,
    Tim

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