Ever since we have purchased the Monopoly board game, it has become a weekend ritual for us. Almost every Friday/Saturday night Jo would pull out the board, currency, wooden dice, small houses and deed cards and spread them.
We are in for a surprise after playing the game for few weeks. As kids we thought the game is a GAME, ie random to high extent but fun. But as we develop an eye for the detail, the game does come out to be rather unfair. How else can you explain that one of us is paying rents through their noses to the other one owning reds and oranges and how else can you explain that the one who purchased properties next to GO seldom gets a visitor, including themselves. We started questioning, is monopoly fair? And thats where I set out to find it myself.
For starters, The monopoly board has 40 cells, and every player starts at GO. The moves are decided by sum of the faces on a 2 dice throw. If you get a double you get to throw again.
I have tried to simulate the game using excel. I have observed all the rules like community chest / chance cards, Jail and go to jail. But I have not observed doubles rule for I thought it had little impact on the outcome. I wanted to see if the expected probabilities of each cell (which is 1/40 or 2.5%) are close to the actual probabilities.
When I ran the simulation for 10000 dice throws for 4 players, the absolute difference between expected probabilities of each cell, color group are more or less near to the actual probabilities as you can see in the below charts. (click on them for bigger versions)
The maximum deviation is to the tune of 6% for individual cells and 1.93% for a color group (for there will be cancellations in color groups, as one cell gets more visitors the other would get less)
But that is not we experience when we play the game. We end up landing in Jail or a chance an awful lot of times more than we expect to land there. Thats because, no one ever plays a 10000 throw per person game, not in day to day versions. Its more like 200-400 throws. So when I ran the same experiment for 200 turns for 4 players, the results were more interesting as you can see them below.
As you can see the deviation in the actual probability and expected probability is huge. Some times 60% more for individual cells and 20% for color groups. This I guess explains the reason behind the Monopoly game strategies like buy anything in Orange and Red groups etc.
Obviously one fault of this experiment is if you run it again the actual probabilities are going to change in favor of something else. But almost always far from the expected results.
Write to me just in case you want to play around with my monopoly board game simulation excel sheet, I can mail it. The file is rather huge for upload.
Related links: Monopoly Wiki, Monopoly Fun Facts & Strategies, Similar Monopoly Simulations [1, 2]

















7 Responses to “Extract data from PDF to Excel – Step by Step Tutorial”
Dear Chandoo,
Thank you very much for this and it is very helpful.
However, all the Credit Card Statements are now password protected.
Please advise how can we have a workaround for that
Hello sir,
How to check two names are present in the same column ?
Thanks and Regards
Hi, Thank you for the great tip. One problem, when I click on get data >> from file, I don't see the PDF source option. How can I add it?
I tried to add it from Quick Access toolbar >>> Data Tab, but again the PDF option is not listed there.
I am using Office 365
Hi, Thank you for your video. I see you used the composite table, but I when I load my pdf, it does not load any composite table. It has 20 tables and 4 pages for one bank statement. I have about 30 bank statements that I want to combine. Your video would work except that I can't get the composite table and each of the tables I do get or the pages does not have all the info. what to do?
Dear Chandoo,
How do we select multiple amount of tables/pages in one PDF and repeat the same for rest of the PDF;s in the same folder and then extract that data only on power query.
Thank you
Hi, Thank you for your video. I see you used the composite table, but I when I load my pdf, it does not load any composite table. It has 20 tables and 4 pages for one bank statement. I have about 30 bank statements that I want to combine. nice share
One bank statement takes up 20 tables and four pages in this document. I need to consolidate roughly thirty different bank statements that I have. Your video would be useful if I could only get the composite table, which I can't for some reason, and each of the tables or pages that I can get is missing some information.