Dummy Data – How to use the Random Functions

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Dummy Data – How to use the Random Functions

Using collected or known data is the best when developing Excel models, but from time to time this may not be available when you are developing your model.

This post will look at some options for setting up Dummy Data using Excels Random functions.

 

Variability

Real data displays a range of variability, but this variability is generally within ranges or distributions of ranges of results.

All fields type can contain variability

ie: Country, State Names and Zip/Postal Codes, Maybe large lists but are fixed

Peoples Names, Maybe a large lists but are fixed by local rules

Ages, generally less than 80, never less than 0

Dates: Rarely before 1990 or 1900 in rare cases

Lists: are fixed

Numbers: generally random or conforming to a fixed distribution or known trend

Numbers: may include integers, decimals, negatives, extremely large numbers or all combinations

In generating random lists you will need to choose if you want random data, random data within constraints or random with a distribution. The choice is really yours and should in part be based on what the data is being used for and how accurately it needs to reflect reality.

 

Techniques

The techniques described below are all shown with a worked example in the attached Examples File or the Excel 2003 Example

 

Each example is annotated below like (Example 4.). ie: Refer to Example 4 in the above example files.

Dates

Setting up Random Dates is a simple process using the Date function.

=Randbetween(StartDate,EndDate)

 

Dates in a Range of Years

=Randbetween(Date(2000,1,1),Date(2011,12,31))

Will give a list of Random dates between 1 Jan 2000 and 31 Dec 2011 (Example 1.)

(Thanx Mike W)

Dates in a Month

=Date(2010, 6, Randbetween(1,30)

Will give a list of Random dates between 1 June 2010 and 30 June 2010 (Example 2.)

 

Don’t worry that the above formula (Example 1) can actually produce a 31 Feb 2005, the Date function will happily convert that to 3 March 2005 (Example 3.)

 

Dates within a Date Distribution

=DATE(2011,7,NORMINV(RAND(), 0,60))

Will give a list of Random dates between approximately 1 Jan 2010 and 31 Dec 2010, with a mean of July 1 and standard deviation of 2 Months (60days) (Example 4.)

Where NORMINV(RAND(), 0,60) will return values between -180 and +180, 99.7% of the time

 

Text Fields

Dependant on how many items in the list you require there are 3 techniques available

Choose

For small lists of less than 6 to 10 items you can use a simple Choose function (Example 5.)

=Choose(Randbetween(1,6),”Item 1″, “Item 2”, “Item 3”, “Item 4”, “Item 5”, “Item 6”)

VLookup

Using VLookup (Example 6.)

=Vlookup(Randbetween(1,List Length), List, 2)

Index

Using Index (Example 7.)

=Index(List, Randbetween(1, Counta(List) ))

Numbers

Small Random List of Numbers

Random from a small list of numbers (Example 8.)

=Choose(Randbetween(1,6), Numb 1, Numb 2, Numb 3, Numb 4, Numb 5, Numb 6 )

Note that the numbers:

  • Don’t have to be in any order,
  • Can be integers, negatives or contain decimals
  • Can be repeated

eg: =Choose(Randbetween(1,6), 18, 21, -19, 36.4, 18, 24)

 

Random Integers

Return Integers between Start and Finish (Example 9.)

=Randbetween(Start, Finish)

=Randbetween(50, 100)

Will return an Integer between 50 and 100

Random Numbers

=Rand()

Will return a random number between 0 and 1

=Round(Rand()*100, 2)

Will Return Numbers between 0 and 100 with 2 Decimal places (Example 10.)

Random Numbers Based on a Distribution

=Norminv(Rand(), Mean, SD)

Will return a random number between 0 and 1 based on a distribution of Average = Mean and Standard Deviation = SD

=Norminv(Rand(), 50, 17)

Will return a random number between 0 and 100 based on a distribution of Average = 50 and Standard Deviation = 17, (Example 11.)

Random Numbers Fitting a Trend

If your distribution has to match a trend add a Random component to the Trends equation (Example 12.)

Y=mX+c

= rand() * X + rand()*5

= rand() * A2 + rand()*5

 

True/False

Choose

Use Choose and Randbetween (Example 13.)

=Choose(Randbetween(1,2), True, False)

If

Use If and Rand (Example 14.)

=If(Rand()<0.5, True, False)

 

Combination Text and Numbers

The above techniques can be combined to make lists of Alpha Numeric Data

Say your business has a fleet of vehicles (TR=Truck, VN=Van, CAR=Car)

=Choose(Randbetween(1,3),”TR”,”VN”,”CAR”) & Text(Randbetween(1,15),”0#”)

Will randomly choose 1 of “TR”,”VN”,”CAR” and add a random number between 1 and 15 to it format with a leading 0, eg: TR05, (Example 15.)

 

Other Sources of Data

Random Data

There are a number of web sites where Random Data is available.

http://www.fakenamegenerator.com/order.php

http://www.generatedata.com/#generator

http://www.melissadata.com/lookups/

Open Source Data

There are a number of web sites where Open Source Data is available.

http://en.wikipedia.org/

http://www.google.com/

http://www.readwriteweb.com/archives/where_to_find_open_data_on_the.php

 

Function Used:

Rand: Returns a random number between 0 and 1.

Randbetween: Returns a random Integer between lower and upper limits. Pre Excel 2007 Randbetween was only available through installation of the Analysis Toolpak (Thanx Luke).

Norminv: Returns the inverse of the normal cumulative distribution. That is it returns the X value from a Normal Distribution that has a know Mean and Standard Deviation where the a known cumulative percentage is supplied.

Choose: Choose an item from a list of up to 254 items.

Vlookup: Lookup the matching value from a list and return a data item from another column from the same location.

Index: Retrieve an items from a defined location within a range.

Text: Displays a number as Text with a defined format.

 

Other Uses of Random Functions

Of course the techniques shown here don’t have to be used for setting up Dummy Data.

One area where Random numbers is used is in Monte Carlo Simulation. This has been discussed at Chandoo.org at Data Tables and Monte-Carlo Simulations in Excel a Comprehensive Guide

 

Techniques

The techniques described above are all shown with a worked example in the attached Examples File or the Examples File 2003 ver

 

Limitations in Pre Excel 2007 versions

The Excel function, Randbetween, was only introduced in Excel 2007. As such the exaples above will only work in 2007/10.

However a simple alternative is available

Randbetween(Low, High) = Low + Int(Rand()*(High-Low))+1

Randbetween(90, 100) = 90 + Int(Rand()*10)+1

Examples using this approach are shown in the 2003 Version of the Examples files above.

 

How have you made Dummy Data or used the Random Functions?

How have you made Dummy Data or How have you used it ?

How have you used Random Numbers in your workbooks ?

Let us know in the comments below:

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28 Responses to “2010 Calendar – Excel Template [Downloads]”

  1. [...] Download and print the calendars today. You can add notes to individual dates or complete … [...] Uni Ego / Free 2010 Calendar – Download and Print Year 2010 Calendar today [...]

  2. William says:

    Afternoon,

    I have one similar calander that I added conditional formatting to so that I could highlight any planned factory holidays. I think i "borrowed" the formula from another calander so I won't post it here.

    I also added week numbers to it using the formula =WEEKNUM(MAX(C6:I6)) Where C6:I6 is the range of dates in that give week. It works fine on most of the months but return strange values on other months (Week 6 in October?) I can't see any logic behind why it does this.
    Any suggestions for an alternative formula to give the week numbers?

    Regards,

    William

  3. Miguel says:

    Hi Chandoo,
    I've added a new feature on your spreadsheet.
    This control can be useful for all the sheets where you need to check dates.

    Cheers

    http://cid-69a78592a23a8438.skydrive.live.com/self.aspx/.Public/2010-calendar%5E_Miguel.xls

  4. Nimesh says:

    Hi Chandoo,

    Nice calendar.
    Till now whichever calendar I saw in Excel, it contained only the outline sheet.
    Good to see monthly views and the mini view too.
    Liked the mini view much. 🙂

    -Nimesh

  5. Chandoo says:

    @William: This weeknum may be because the input dates to max are not properly formatting as excel dates.

    Good tip on the conditional formatting and holidays btw...

    @Migueal: Now that is super awesome. This is the reason why I love to blog. Readers will always one up me with such cool alternatives. Thank you for sharing this with us.

    @Nimesh: You are welcome 🙂

  6. Shish says:

    is it possible to get the Notes section on the outline page to display the notes added to the month page for a specific date?

    So if you add thing for January 2nd, and then select January 2nd those notes appear on the outline page

  7. Chandoo says:

    @Shish... You can do that using some formula magic. I would not recommend pushing excel to that as outlook / google calendar / icalc etc. do exactly that much more elegantly.

  8. Jörg says:

    Happy christmas to all of you!
    This is really awesome. The nicest calender I've seen for Excel. I also like Miguels version of the sheet.

    Just one "feature" is missing to me. As I live in Germany - where weeks start on Monday - I'd like to change this. Could someone please give me a hint how to do this?

    Thanks in advance

    Jörg

  9. Pedro says:

    Hi Chandoo, I’ve added some new features on your spreadsheet with your permission.

    Check it here:
    http://cid-6b219f16da7128e3.skydrive.live.com/self.aspx/.Public/Calendar%5E_Pedro.xlsm

    Miguel, this calendar is translated to Spanish language.

    Jörg, this new approach allows us to start weeks on Monday.

    Also it's possible to start weeks on Sunday if you enable Excel macros and push the arrows.
    Best Regards,
    Pedro.

  10. Chandoo says:

    @Pedro.. superb stuff.. thanks for sharing the file with all of us.

  11. Pedro says:

    Hi Chandoo, for dates before March 1, 1900 our calendars are wrong.
    In Microsoft Excel, DATE, EOMONTH, WEEKDAY functions return an incorrect result between Monday, January 1, 1900 and Wednesday, February 28, 1900.
    See this page: http://support.microsoft.com/kb/214326/en-us/
    Microsoft Excel incorrectly assumes that the year 1900 is a leap year in all Excel versions.
    That's the reason why our calendar versions only work from March, 1, 1900 until December, 31, 9999.
    Your comments are welcome.
    Pedro.

  12. Chandoo says:

    @Pedro.. Thanks for pointing that out. wow... This reminds me of the Joel Spolsky's first BillG review - http://www.joelonsoftware.com/items/2006/06/16.html (read it, I am sure you would love it.) when Bill out of blue asks about date time implementations for VBA (which Joel is the program manager for...)

    Thanks for sharing the URL too... Here is a specially made, chocolate sprinkled, extra fluffy donut for you 🙂

  13. Pedro says:

    Hi Chandoo, thanks a lot for the donut but I prefer it without chocolate!

    Always it's good to know a little history of Excel.
    The Joel Spolsky’s last BillG Excel review was about the "Hall of Tortured Souls"
    (See this Excel 95 Easter Egg here: http://www.eeggs.com/items/719.html)

    Do not miss the humor!

  14. Pedro says:

    @Chandoo.. I just return with a new calendar version.
    http://cid-6b219f16da7128e3.skydrive.live.com/self.aspx/.Public/calendar-pedrowave.xltx

    It helped me to practice conditional formatting, formulas to show check boxes, data validation drop down list, find out Thanksgiving Day's date for any year, how to find dates of public holidays using Excel, all reading your wonderful posts!

  15. Pedro says:

    Perpetual Calendar Spanish version starting weeks on Monday:
    http://cid-6b219f16da7128e3.skydrive.live.com/self.aspx/.Public/calendario-pedrowave.xltx
    Main characteristics:
    - Not macros.
    - Select a year from 1900 to 9999 with a dropdown listbox.
    - All date fields with the real date format.
    - Easy language change of day of the week and month names because are also dates.
    - Hide Saturdays and/or Sundays.
    - Week starting on Sunday or Monday.
    - Week and month numbers.
    - Hyperlink between sheets.
    - Consistent colors to Holidays, Diary and Events dates.
    - Easy change of Holidays by country.
    - Include 80 World Days and you can add more.
    - A diary with my birthday and 50 more programable appointments.
    - Check box to hide individual dates or all.
    - Holidays, diary and events text are showed on each month's sheet.
    - Ranges defined with Name Manager variables.
    I'll appreciate if you make me some suggestions to improve this calendar.
    Pedro.

  16. Joco1114 says:

    Please, I need help!
    I like all calendar from Pedro, thank you for them. Let me show my problem:

    I have 2 excel cells (for example AE12 and AE13) which mean the starting and the ending date of my duty. I need a macro to insert sheets with label YEAR. MONTH (for example 2010. August or similar) with the proper datas between the two dates. Is it possible?

    Thank you for reading me and sorry about my terribel english! 🙂

  17. Peter says:

    Hello Pedro,

    Thanks so much for the modified calendar template. I love the extra functionality you added. Is there any way you could upload an unlocked version? I wanted to change some of the comments and data validation so I could use it for one of my applications.

    As for feedback on potential improvements, with all the additions you made the file runs pretty slow. I'm sure this has to do with all the interconnectivity between the various tabs, but if there is a way to use less memory via more efficient formulas or something else I think this would make it easier to use. I have a brand new computer and with it running alone the response was pretty slow. One of the changes I'm making is changing the order of the months to match my company's fiscal year, so maybe something to automate a change like that could be useful.

    Cheers,

    Peter

  18. Pedro Wave says:

    Peter, my calendars are unlocked but you need Excel 2007 and 2010 versions to open them.

    Now I return with a new Programmable Task Calendar:
    http://cid-6b219f16da7128e3.office.live.com/view.aspx/.Public/Calendario%20de%20Tareas.xlsx

    Wath an introductory video here:
    http://pedrowave.blogspot.com/2010/10/programmable-task-calendar.html

    This new calendar allows to select the start month to match the school and fiscal year.

  19. ASA says:

    This is great stuff Chandoo and company

    Wanted to know if someone had built something similar

    I need to store one Excel Sheet on this calendar that has all the holidays

    US Holidays appear in RED
    UK Holidays appear in Blue
    Meetings appear in Green
    Submissions appear in Orange

    Is there a way I can store the list in a separate worksheet and all the calendars get updated with this?

    Thanks

  20. divya says:

    please tell me "how to convert Rs.10000/- in to words through excel formula

  21. [...] is all! http://chandoo.org/wp/2009/12/11/2010-calendar-excel-template-downloads/ See more Templates at http://www.vertex42.com/ Share this:Like this:LikeBe the first to like this [...]

  22. Kerisa says:

    Greetings,

    Thanks for this wonderful excel vacation tracker. I notice that the tracker only has three months November, December and January 2015, however, I would like to add the other ten months for 2014. Can you please instruct me on how I can add the other months?
    Thanking you in advance.

  23. kanu bhatia says:

    Hi Chandoo,
    Calendar: can this be printed as single sheet 8.5x11 inch per month
    kanu

  24. Rahul says:

    WOW! I just searching some of like this, that help me.
    Thank you for sharing.

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