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Question for the Probability Mathematicians
Not sure if this is the best place to post this but it is for an Excel
project and I intend to incorporate the result in code so I thought I would start here. The marbles part is fictitious and is just representative for the purpose of explanation. Assume I have one million (1,000,000) marbles and on average 0.5% of them are red with the remaining 99.5% green. Assume that I RANDOMLY divide the one million marbles into 1000 equal bundles each containing 1000 marbles. How do I calculate the probable number of bundles of 1000 that will have zero red, 1 red, 2 red, 3 red etc. I can do this using a practical experiment in Excel 2007 and repeating the experiment several times and then averaging the results but would like the formulas to do it. I want to be able to use any total number and any number of equal groups. I can incorporate the formulas into my code once I know what formulas to use. Also I understand that sufficient samples are required to produce a reasonable statistical model. For interest, in my practical experiment on an Excel spreadsheet I came up with the following rounded results: 6 bundles with zero red marbles 31 bundles with 1 red marbles 81 bundles with 2 red marbles 143 bundles with 3 red marbles 180 bundles with 4 red marbles 180 bundles with 5 red marbles 146 bundles with 6 red marbles 102 bundles with 7 red marbles 65 bundles with 8 red marbles 38 bundles with 9 red marbles 17 bundles with 10 red marbles 7 bundles with 11 red marbles 3 bundles with 12 red marbles 2 bundles with 13 red marbles 1 bundles with 14 red marbles As always, all replies are greatly appreciated. -- Regards, OssieMac |
Question for the Probability Mathematicians
Hi
p = probability of a red marble = 0.005 q = probability of a green marble = 0.995 Let X be the number of red balls out of n = 1000 then Probability X = r is nCr(p^r)(q^(n-r)) where nCr is the bimomial coefficient n!/((n-r)!r!) and is a button on your calculator. Look up the Binomial Distribution if you want more details. e.g. Probability X = 0 means n = 1000 and r = 0 so that nCr = 1 , p^r = 1 and q^(n-r) = q^1000 = 0.006654 The expexted number of bundles out of 1000 for which X = 0 is then 0.006654 times 1000 = 6.66 e.g Probability X = 1 means n = 1000 and r = 1 so that nCr = 1000 , p^r = 0.005 and q^(n-r) = q^999 = 0.006687 so that probability X = 1 is 1000 times 0.005 times 0.006687 = 0.00334 The expected number of bundles out of 1000 for which X = 1 is then 0.0334 times 1000 = 33.4 regards Paul On Nov 21, 7:23*am, OssieMac wrote: Not sure if this is the best place to post this but it is for an Excel project and I intend to incorporate the result in code so I thought I would start here. The marbles part is fictitious and is just representative for the purpose of explanation. Assume I have one million (1,000,000) marbles and on average 0.5% of them are red with the remaining 99.5% green. Assume that I RANDOMLY divide the one million marbles into 1000 equal bundles each containing 1000 marbles. How do I calculate the probable number of bundles of 1000 that will have zero red, 1 red, 2 red, 3 red etc. I can do this using a practical experiment in Excel 2007 and repeating the experiment several times and then averaging the results but would like the formulas to do it. I want to be able to use any total number and any number of equal groups. I can incorporate the formulas into my code once I know what formulas to use. Also I understand that sufficient samples are required to produce a reasonable statistical model. For interest, in my practical experiment on an Excel spreadsheet I came up with the following rounded results: 6 bundles with zero red marbles 31 bundles with 1 red marbles 81 bundles with 2 red marbles 143 bundles with 3 red marbles 180 bundles with 4 red marbles 180 bundles with 5 red marbles 146 bundles with 6 red marbles 102 bundles with 7 red marbles 65 bundles with 8 red marbles 38 bundles with 9 red marbles 17 bundles with 10 red marbles 7 bundles with 11 red marbles 3 bundles with 12 red marbles 2 bundles with 13 red marbles 1 bundles with 14 red marbles As always, all replies are greatly appreciated. -- Regards, OssieMac |
Question for the Probability Mathematicians
Thankyou Paul. I really appreciate your help and it was well explained so
that I now understand a little (but not all) of how it works. Now that I know that it is Binomial Distribution that I need, I found that Excel actually has an inbuilt function, BINOMDIST and that made it very easy for me. Also I see that my practical experiment has the figures all in the ball park which gives one confidence in the results produced by the function. Anyway thanks again and your help is really appreciated. -- Regards, OssieMac " wrote: Hi p = probability of a red marble = 0.005 q = probability of a green marble = 0.995 Let X be the number of red balls out of n = 1000 then Probability X = r is nCr(p^r)(q^(n-r)) where nCr is the bimomial coefficient n!/((n-r)!r!) and is a button on your calculator. Look up the Binomial Distribution if you want more details. e.g. Probability X = 0 means n = 1000 and r = 0 so that nCr = 1 , p^r = 1 and q^(n-r) = q^1000 = 0.006654 The expexted number of bundles out of 1000 for which X = 0 is then 0.006654 times 1000 = 6.66 e.g Probability X = 1 means n = 1000 and r = 1 so that nCr = 1000 , p^r = 0.005 and q^(n-r) = q^999 = 0.006687 so that probability X = 1 is 1000 times 0.005 times 0.006687 = 0.00334 The expected number of bundles out of 1000 for which X = 1 is then 0.0334 times 1000 = 33.4 regards Paul On Nov 21, 7:23 am, OssieMac wrote: Not sure if this is the best place to post this but it is for an Excel project and I intend to incorporate the result in code so I thought I would start here. The marbles part is fictitious and is just representative for the purpose of explanation. Assume I have one million (1,000,000) marbles and on average 0.5% of them are red with the remaining 99.5% green. Assume that I RANDOMLY divide the one million marbles into 1000 equal bundles each containing 1000 marbles. How do I calculate the probable number of bundles of 1000 that will have zero red, 1 red, 2 red, 3 red etc. I can do this using a practical experiment in Excel 2007 and repeating the experiment several times and then averaging the results but would like the formulas to do it. I want to be able to use any total number and any number of equal groups. I can incorporate the formulas into my code once I know what formulas to use. Also I understand that sufficient samples are required to produce a reasonable statistical model. For interest, in my practical experiment on an Excel spreadsheet I came up with the following rounded results: 6 bundles with zero red marbles 31 bundles with 1 red marbles 81 bundles with 2 red marbles 143 bundles with 3 red marbles 180 bundles with 4 red marbles 180 bundles with 5 red marbles 146 bundles with 6 red marbles 102 bundles with 7 red marbles 65 bundles with 8 red marbles 38 bundles with 9 red marbles 17 bundles with 10 red marbles 7 bundles with 11 red marbles 3 bundles with 12 red marbles 2 bundles with 13 red marbles 1 bundles with 14 red marbles As always, all replies are greatly appreciated. -- Regards, OssieMac |
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