Real Statistics Examples Workbooks

Examples Workbooks

Fourteen Excel workbooks can be downloaded for free which contain worksheets that implement the various tests and analyses described in the rest of this website. In parentheses is a list of the Real Statistics website main menu topics covered in each examples workbook. 

  • Basics (Basics menu plus Mathematical Notation and Concepts, Excel Capabilities)
  • Distributions (Distributions menu except for Testing for Normality and Symmetry)
  • Non-parametric Tests Part 1 (first six Non-parametric Tests from the Miscellaneous menu)
  • Non-parametric Tests Part 2 (other Non-parametric Tests from the Miscellaneous menu)
  • Goodness of Fit (Testing for Normality and Symmetry from the Distributions menu and Goodness of Fit from the Non-parametric Tests on the Miscellaneous menu)
  • Correlation and Reliability (Correlation and Reliability from the Miscellaneous menu)
  • Anova Part 1 (One-way ANOVA and Factorial ANOVA from the ANOVA menu)
  • Anova Part 2 (Topics from the ANOVA menu not included in Anova Part 1)
  • Regression Part 1 (Linear Regression and Multiple Regression from the Regression menu)
  • Regression Part 2 (Topics from the Regression menu not included in Regression Part 1, plus Survival Analysis and Handling Missing Data from the Miscellaneous menu
  • Multivariate Analysis (Multivariate menu)
  • Time Series Analysis (Time Series and Panel Data from the Miscellaneous menu)
  • Bayesian Analysis (Bayesian Statistics from Miscellaneous menu)
  • Mathematical Topics (Roots of a Function, Max/Min, Matrices, Iterative Processes, Linear Algebra, Complex Numbers/Matrices, Prime Numbers, Differentiation, Integration, Surface Charts, etc.)

All fourteen of these files are compatible with the latest release of the Real Statistics Resource Pack (Release 9.2.2).

Note

Over time, the webpages on the Real Statistics website are being updated so that you will be able to download an Excel file with any of the examples found on that particular webpage. We are only at the early stages of this transformation. The examples workbooks listed above may have older versions of the examples than the ones that can be downloaded from individual webpages.

Download 

Downloading any of these workbooks means that you accept the Real Statistics License Agreement. The date listed is the date that the workbook was last updated.

Installation

Before you use any of these workbooks for the first time, you need to make sure that it is synchronized with the Real Statistics Resource Pack, the Excel Add-In, as described next.

After you download the Real Statistics Examples Workbook, before you open the workbook for the first time, you should make sure that the Real Statistics Resource Pack has been installed (see Real Statistics Resource Pack Installation). You should close any Excel workbooks that are open and then open the Real Statistics Examples Workbook.

When you open the Real Statistics Examples Workbook for the first time you may receive the following messages:

“This workbook contains links to other data sources”

If you receive this message, click here to determine how to proceed. If you don’t receive this message then simply use the workbook as you would any Excel spreadsheet.

Alternatively, you may see the following message below the Ribbon and above the Name Box (see Excel User Interface).

“Security Warning: Automatic update of links has been disabled”

In this case, click on the Options box and then click on Enable Content. From this point on you proceed as described above.

Using the Examples Workbooks

Once you have downloaded and installed one or both of the examples workbooks, you can click on any tab to access the various examples found on this website. Two tables of contents are provided to help you find the desired example.

The second worksheet in the workbook (labeled TOC) is the table of contents for the rest of the workbook. Clicking on any of the entries takes you to the specific example described in the corresponding part of this website. The entries in the TOC correspond to the various pages on this website. In this way, you can follow along with any of the topics on the website in Excel.

There is a more concise table of contents, which may be found in the first worksheet (labeled TOC0). Clicking on any of these entries takes you to the first entry in TOC for that general topic. The entries in TOC0 correspond to the menu items in the Content Menu  (that appears on the right sidebar of this website).

258 thoughts on “Real Statistics Examples Workbooks”

  3. Dear Sir,

    I have Transformer oil Breakdown voltage data (30 values)and now I have to analysis the failure rate of transformer oil using weibull probability analysis and plot by using OriginPro2017 Software …please help me how to plot and how to calculate scale and shape parameters manually and also how to check the 1%,10%,50% and 63.5% probability failure rate analysis values.

    Reply

  5. Hi Charles,

    Thank you for the Tool. I am not able to use the ADFTEST formula to calculate the exact p-value of residuals obtained by linear regression of two series. Please help me solve the issue.

    Reply

  7. Thank you for these statistics routines Charles.
    Question: Does RealStats include a menu item to compute and display multiple regression results including confidence and prediction intervals for all fitted values?

    Reply

      • Charles, I used the two procedures you recommend. Multiple Linear Regression gave #DIV/0! and #NUM!, while the native Excel Regression feature worked. The Confidence/Prediction Interval Chart gave the error that I can use only 1 X column.

        Reply

  8. This is a very impressive collection of examples. Within seconds of opening the first sheet, I learned something about Excel’s capabilities , specifically, array functions, that I never knew existed.

    Reply

    • The alpha value is the target significance level (usually set to .05) and the p-value is calculated by a specific test and compared with the alpha value to determine whether or not the test result is significant.
      Charles

      Reply

  10. Thank you very much Charles for this very valuable resource.
    Unfortunately the K-S examples (which is the main reason why I am using Real Statistics) in the Non-parametric_2 workbook do not seem to work. None of the K-S links in the TOC sheet works (that is, an ‘Invalid reference’ message pops up).
    Actually none of the Goodness-of-fit tests (lines 40-44) work.
    All other links that I tested work fine.
    Can this be fixed?
    I am using the latest real Statistics package (downloaded and installed yesterday) in Excel 2010.

    Reply

    • Sorry about that, Carlo.
      I moved these worksheets to the Goodness of Fit examples workbook. I have now replaced the previous version of the Non-parametric Tests examples workbook with one that doesn’t have this confusing error.
      Thanks for bringing this problem to my attention. I appreciate your help in improving the website.
      Charles

      Reply

  15. Dear Charles,

    I’m running the Real Statistics Add-In on Excel 2013 and I’m getting this error message: “A run time error has occurred. The analysis tool will be aborted. Unable to set the Horizontal Alignment property of the Range class”.when I run logistics regression the above an error always occurs.how I can fix this problem.

    By the way, thank you very much for the great website!

    Best regards,
    Abdul Haq

    Reply

    • Hello Abdul,
      Thanks for bringing this to my attention. If you email me an Excel file with your data and tell me which data analysis tool you were using, I will try to figure out what went wrong.
      Charles

      Reply

  16. I never seen such an organized and comprehensive resource to help someone in need. I have checked many paid packages and resources none of them come closer to this one. Thank you Charles and the whole family, Wishing you a long and happy life.

    Reply

  17. We are planning to use your workbooks in the statistical treatment of our study and of course, we would like to acknowledge you. How sre we going to cite this article? Thank you so much!

    Reply

  21. Hi Charles,
    For a long time, I have been searching online for statistical tools in Excel. Today I came across yours and followed all the installation instructions (after reading the license agreement). I attempted to open the time series workbook, but got the following error:
    “Compile error in hidden mode: Arima (and other statistical models). Do you have any suggestion on a way to fix this problem?

    Thank you.

    Daniel

    Reply

    • Hello Daniel,
      Are you sure that the software has been installed? You can check this by pressing the key sequence Alt-TI and seeing whether RealStats (as well as Solver) appears on the list of add-ins with a check mark next to it.
      Charles

      Reply

      • Hi Charles,
        I am facing the same trouble as Daniel. Downloaded the Time Series workbook and when launched the message “compilation error in hidden module: Regression” appeared. I already checked and both RealStats as well as Solver are checked.
        Any idea on what could be wrong?

        Thanks for your reply,
        Mauricio

        Reply

        • Hello Mauricio,
          If you send me an Excel file with your data and what Real Statistics data analysis tool you tried to use, I will try to figure out why you are having this problem.
          Charles

          Reply

  22. I have downloaded Real Statistics examples: Time series. In excel, under ADF worksheet, from column J onward, all cells are being shown as “#NAME?”. Pl help me the rectification. I shall be thankful.

    Reply

  24. I’m wondering if there is a way to compare vector data taken more than just twice. Is there a way to run Hotelling T2 “paired samples” beyond just two sets of data? Basically what I’m thinking is something like a two factor ANOVA. But I’m not sure if that’s appropriate for vector type data.

    Reply

    • Jonathan,
      Just like ANOVA is the extension of the t test for more than two sets of data, MANOVA is a similar extension of Hotelling’s T-square test.
      Charles

      Reply

  25. Hi Charles,

    Would you please help checking the availability of the following files, since I cannot download these from the links? thank you very much

    1, Basics
    2, Non-parametric Tests
    3, Goodness of Fit
    4, Regression Part 1

    Best Regards
    Tom

    Reply

  27. Hola buenas noches. No puedo hacer el análisis de Brand Altman por que no se abre la opción hability en el cuadro de opciones del Real statistics. Dice Restore Real statistics on Add ins Ribbon. Por favor indíqueme que puedo hacer

    Reply

      • Hola Charles, eso fue lo que hice primero, presionar la secuencia Ctrl-m. Cuando esta se abre no tiene la opciĂłn hability que es donde se encuentra el análisis de regresiĂłn de Brand Altman, en su lugar dice Restore Real statistics on Ads ins Ribbon.
        También ocurre que cuando vuelvo a instalar el programa se abre una ventana pidiendo una clave, la cierro y se abre el programa con la secuencia Ctrl-m. Por favor oriénteme, agradezco su tiempo y atención

        Reply

  28. Hi,
    I ran Chi square test using excel and now I want to plot my results in a figure.
    I tried looking for solutions on YouTube but all they have is how to conduct a Chi Square test on excel and hardly anything about how to show those results in a figure and the one which did show was for the (obs-expected)2/exp table which is not the same as Chi square.
    Could you please tell me how do I go about it?

    Reply

  30. Dear Mr Zaiontz,
    Thank you for this resource pack. I am a beginner in statistics and I hope that now it will become easier.
    I downloaded the example workbooks too, but I see an error in the “Basics” file: the formula =QSORTRows(D3:E14,1,,TRUE) does not calculate correctly. Is it possible that I didn’t install the pack properly? Or it’s another reason?
    How can I make it work?
    Looking forward to hearing from you.
    Thank you
    Vanya

    Reply

  31. Hi Charles

    Thanks for this resource.

    Having a bit of a problem where my old excel files and the new workbooks I am downloading show #NAME? in many places.

    Just wondering what the solution for this is.

    Dennis.

    Reply

  32. Hi Charles,
    I’m studying the severity of infection of (1) anthracnose and (2) stem-end-rot on mango using 3 different treatments (with 1 control group). Data gathered covered the results for 7 days after treatment (7 DAT) and 14 DAT. I am doing the multivariate analysis. My question is how to lay out the data on excel table to do the Hotelling’s t-squared. I would appreciate your help on this.
    Best regards,
    KLBSebastian (PhD student)

    Reply

  33. Hi. Great tool!
    Maybe I muffed up the installation, but on some functions, there are no numbers showing, only #NA. In Tukey HSD , I can see most values, but not lower, upper and x-crit, which I really don’t need for my purposes anyway, but if there is an easy fix…
    Many thanks in advance!

    Reply

  35. Dear Charles,

    Thanks for a great resource.
    I am currently studying tick’s parasites interactions, co-infections of ticks by different groups of parasites. Usually it is recommended to use markov network to better describe this. Do you have such or alternative option (example) in your Real Statistics package?

    Thank you,

    Sargis

    Reply

    • Sargis,
      I am not an expert on statistical analysis of tick parasites and so I can’t comment on whether you should use Markov networks or something else. In any case, the Real Statistics website doesn’t presently contain information about Markov networks
      Charles

      Reply

  36. Hi Charles
    One Way Anova. Your examples are really useful. However, how do we convert text data to numerical? For example I have satisfaction scores recorded as Excellent, Good, Fair, Poor. Do I just convert these to 1,2,3,4 (in any order) and then perform the one way Anover?

    Student Staff Public
    Excellent Excellent Good
    Good Excellent Good
    Fair
    Poor

    Reply

  38. Hi Charles, This all looks fabulous. 2nd March 2018. Excel 2016. I’ve installed, and tried to opened the sample workbooks but I’m getting an error message: “Compile error in hidden module: Non Central. This error commonly occurs when code is incompatible with the version platform. Click “Help” … ” Could you please advise. Cheers Rebecca

    Reply

    • Rebecca,
      The usual reason for this is that Solver is not activated. Press Alt-TI and see whether Solver is on the list of add-ins with a check mark next to it.
      Charles

      Reply

      • Hi Charles,

        My case is a lot like Rebecca. When I opened the Example 1A file, there’s a pop-up error “Compile error in hidden module: NonCentral”, but without the rest of things (aka, without ‘This error …’). Solver was already activated. What should I do?

        Le

        Reply

  39. Dear Charles,

    I’m running the Real Statistics Add-In on Excel 2016 and I’m getting this error message: “Anova: Single Factor – Input range contains non-numeric data.”.

    I found the issue while following the Example 2 instructions in “https://real-statistics.com/two-way-anova/real-statistics-support-for-two-factor-anova/”, but then I noticed that I can replicate the same issue simply pushing “Config” and “OK” after “Ctrl-m”.

    By the way, thank you very much for the great website!

    Best regards,
    Francesco

    Reply

    • Francesco,
      This is a strange error message since I believe that it is generated by Excel’s data analysis tool and not Real Statistics. Very weird.
      I suggest that you close Excel and start again. Perhaps it is some sort of memory overload problem.
      Charles

      Reply

  40. Hi,

    I am trying to run a logistic regression with a sample of 34 columns and 48 rows.
    When I use 1 column it works, but when I try all or more than 1 I keep getting a #VALUE error for coeff which then turns almost anything into the same error.

    Is there something that I am not taking into account? Thanks

    Reply
  41. Pingback: Real Statistics Release 5.4 | Real Statistics Using Excel

  42. Hi Charles,
    I would like to thank you for the resources. I have downloaded the examples woorkbook but when i have opened the file, it appears error message “Compile error in hidden module: Correlation” , when i click help for information on how i coorect this error, they give me two possible solutions: 1-“If you have access to the VBA code in the document or project, unprotect the module, and then run the code again to view the specific error”.

    2-“If you do not have access to the VBA code in the document, then contact the document author to have the code in the hidden module updated”.
    How i should proceed?

    Reply

  44. Hi Charles
    It would be great if you could alert me through my email if your book comes out in 2018.

    Thank you and Merry Christmas!
    Vickie

    Reply

    • Vickie,
      I will try to remember to let you know, but I suggest that you follow Real Statistics on twitter at @Real1Statistics. This will inform you of new releases and important events. New teats are infrequent and only occur when there is some special to report.
      I wish you a Merry Christmas as well.
      Charles

      Reply

  45. Charles,

    I installed the Real Statistics Multivariate Examples workbook. (I followed your instructions scrupulously). Then I opened Factor Analysis > Principal Component Analysis > Teacher Evaluation Example. Most tables are populated with data, but three tables (correlation matrix, eigenvalues and eigenvectors, and reduced model) show the #NAME? error in each cell. It seems that somehow the functions CORR and eVECTORS are not working. I use Excel 2016 and Windows 10. Thanks for suggesting a fix.

    Reply

  46. Good day Sir.
    I would like to thank you for the resources. My question is can Holt-Winters still be effective even if there are only 3 years available of data (given per quarter) to predict the next two years. Also, may I ask what is the best way to solve for missing values given Holt-Winters? I am looking forward for your reply. Thank you.

    Reply

    • Hazel,
      It really depends on what you mean by “effective”. If you calculate the confidence interval for each of the forecast values, then you will have some idea of how good the forecast is. I have not yet included this for Holt-Winters, although I have included it for ARIMA. I will add this capability in a future release.
      If I understand correctly, you have 12 data points (3 years, 4 quarters per year). How much missing data do you have?
      Charles

      Reply

  47. Charles

    You have kindly shared an amazing set of resources.

    I have enabled Solver and installed Realstats in Excel 2016. On opening any of the examples workbooks, I don’t receive any prompts to update links, but I do see #NAME? wherever formulae rely on supplemental functions and, although I have macros enabled, Ctrl+M doesn’t display the Real Statistics menu.

    Any ideas?

    Reply

      • Alan,
        This means that the Real Statistics Resource Pack has not been installed on your computer. When you press the key sequence Alt-TI, do you see Solver and RealStats on the list of addins with a check mark next to them? If not, the Real Statistics has not been installed. Also when you enter the formula =VER() you should see the Real Statistics release number.Please reread the installation instructions written on the webpage from which you downloaded the file containing the Real Statistic software.
        Charles

        Reply

    • Alan,
      It sounds like RealStats is not installed. When you press Alt-TI do you see Solver and RealStats on the list of adding with a check mark next to them?
      Also what do you see when you enter the formula =VER()
      Charles

      Reply

      • Charles

        I omitted to mention that I had followed your installation instructions carefully, both Solver and RealStats had check marks next to them on the list of addins and, consistent with my earlier posts, the formula =VER() also displayed #NAME?.

        I know how difficult it can be to support users with add-ins at the best of times and my regularly updated Windows 10 and Office 2016 seem to be ratcheting up security. Having read http://www.real-statistics.com/free-download/real-statistics-resource-pack/#comment-1079612, I selected Windows Explorer > RealStats.xlam > Properties > General > Unblock. You may need to add this (irreversible per copy of the file) step to your installation instructions.

        When I subsequently launched Excel, it kept crashing at the splash screen while opening Solver.xlam, until I tried to “open” RealStats.xlam from Windows Explorer. Excel did not crash and =VER() displayed 5.2 Excel 2013/2016. However, “opening” RealStats.xlam had disabled Solver. When I re-enabled Solver, it started to open and immediately crashed Excel. On re-launching Excel, I received the following error message:

        Microsoft Excel
        Excel is running into problems with the ‘solver add-in’ add-in. If this keeps happening, disable this add-in and check for available updates. Do you want to disable it now?
        Yes No

        I selected No and, again, Excel crashed at the splash screen while opening Solver.xlam.

        Unfortunately, with up-to-date and fully-repaired Office 2016 and up-to-date Windows 10 Home, RealStats.xlam and Solver.xlam don’t seem to be mutually compatible.

        Alan

        Reply

        • Alan,
          I am not really sure what is causing this problem. I am not seeing it on my computer.
          I just had a problem using Real Statistics on my Mac and I followed the following simple steps (translated to the Windows environment) to resolve it:

          1. Opened blank Excel worksheet.
          2. Disabled RealStats (i.e. pressed Alt-TI and unchecked RealStats, leaving Solver checked)
          3. Closed Excel
          4. Opened blank Excel worksheet.
          5. Enabled Reals (i.e. pressed Alt-TI and checked RealStats)

          Everything worked fine after doing these steps, although I don’t know why it worked.
          Charles

          Reply

  48. Thanks for this Excel add-in. I was looking for a software able to make the Wilcoxon test for paired data with Excel and I found this package that has more that I can imagine. I test the package only with the Wilcoxon test and run perfectly.
    I usually work with IBM-SPSS but it needs a VPN connection with my University and was impossible for me to do this.
    Again thanks a lot for the package.
    My suggestion is to do an book, Excel based, with the package and examples explained.

    Reply

  49. Hi Charles,

    it seems the hyperlinks for Click for Dickey-fuller on Real Statistics Time Series Examples is dis-linked

    Reply

    • Mohammed,
      Thanks for finding this flaw. I expect to issue a new release of the Real Statistics software within the next week. I will make this correction when I issue the new release. I appreciate your help in improving the Real Statistics service.
      Charles

      Reply

    • Sam,
      GLS is incorporated in a number of the Real Statistics data analysis tools. E.g. for ANOVA you can use the GLS model by choosing the Regression option.
      What do you want to use GLS for?
      Charles

      Reply

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