Statistics Psych using Excel

Anonymous
timer Asked: Jan 18th, 2021

Question Description

The goal of this assignment is to help you understand the logic underlying the estimation of RSE (Random Sampling Error) based on simulated computation (estimation) using height data.

See Excel

Sheet 1 on Excel contains 1620 people’s height data

These 1620 people’s height are 54 sets of 30 samples – this means that sample size(n) is 30 and you have 54 of them.

Therefore, in this assignment we make following assumptions:

  • Height data of 1620 people (54 sets of samples containing 30 people’s height) are population (I know this actually is a set of sample, but we pretend that this is a population: N = 1620)
  • 30 people’s height within each set of sample is a set of sample: therefore sample size is 30 (n n=30) and there are 54 sets of samples.

Based on these assumptions, please compute:

  • Population mean (mean of the 1620 people’s height)
  • Sample mean (mean of the 30 people) – please choose a specific sample from 54 samples, and compute the sample mean based on 30 samples in that particular set.
  • Population standard deviation based on 1620 people as population
  • Sample standard deviation (population standard deviation estimated based on your own sample of 30 – so you need to compute the SD on 30 people’s height in your own sample that you chose)
  • Create a sampling distribution of the mean based on these 54 sets of samples and compare the shape (characteristics) of the sampling distribution with population distribution of height that I provided (sheet 2 grouped frequency polygon) by following these steps:

Then

step 1 compute the mean of 30 people’s height for each of all the 54 sets of samples – so you need 54 sample means for 54 sets of sample

step 2 create a group frequency distribution table based on the computed means (54) – this is a grouped frequency table for sampling distribution of the 54 means

Compare the shape of frequency distributions between Population of Height (one I provided) and Sampling distribution of the means (54 sets of Means you created). For your reference I am providing the grouped frequency polygon representing the population distribution (the third sheet of the excel) and answer the following questions:

  • What is the relation between population mean and the mean of the 54 means? – same or different
  • Which of the two distributions (population distribution of 1620 height data vs sampling distribution of the 54 means) has a narrower distribution clustered around the population mean?
  • to what extent, the observation of the above two (a and b) aspects of the sampling distribution lend support to the Central Limit Theorem? – this requires you read CLM and understand it.
    • RSE as difference between your own sample mean and the mean of the sampling distribution of mean (average of the 54 sets of sample mean)
    • RSE as Standard Error of the Mean which is the Standard Deviation computed based on sampling distribution of the mean – this means computing a SD based on 54 sample means. For this use the sampling distribution of the mean that you created in the above (you need to use population St Dev computation function in Excel – see below).
    • RSE as Standard Error of the Mean approximated by population standard deviation (based on 1620 data) divided by the square root of n (n=30)
    • RSE as Standard Error of the Mean approximated by sample standard deviation (based on your own sample of n=30) (use of n-1 in denominator – sample standard deviation in Excel – see below) divided by the square root of n (n=30)
    • (This is a bonus point of 5 on top of 30) I assume that 6-3 and 6-4 are different even though they are supposed to be similar according to the lecture. Speculate on the reason why they are different.Based on what you have learned on the four different approaches of estimating RSE, they should be the same. But they are different in this one. Why? Hint: the nature of the sample (30 people’s height)? You can include any questions or comments based on this process. Your points is not entirely based on whether your answer is correct; it is mainly based on evidence of THINKING you put here.

6 ) Estimate the Random Sampling Error in the following four different ways based on your understanding of the definition of RSE we just covered in the class:

In computing Means and SD, use excel’s computational functions:

For mean (average) see: https://www.youtube.com/watch?v=5_OHS-18RbU\

For standard deviation see: https://www.youtube.com/watch?v=uZWQXQG37Zs

There are STD. P (population where the denominator is n) and STD.S (sample where the denominator is n-1). Be careful to use appropriate one. You should, by now, know which one to use when. If you have question on this, please send me an email.

In sum your assignment needs to address all these questions

  • Population mean
  • Sample mean
  • Population standard deviation
  • Sample standard deviation (population standard deviation estimated based on your own sample)
    • RSE as difference between your sample mean and the mean of the sampling distribution of mean (average of the 54 sets of sample mean)
    • RSE as Standard Error of the Mean which is Standard Deviation computed on the sampling distribution of the mean.
    • RSE as Standard Error of the Mean approximated by population standard deviation divided by the square root of n (n=30)
    • RSE as Standard Error of the Mean approximated by sample standard deviationofyour own sample) divided by the square root of n (n=30)
    • (bonus points) consideration of why 6-3 and 6-4 are different.

5-aWhat is the relation between population mean and the mean of the 54 means?

5-b. Which of the two distributions (population vs sampling distribution of the means) has a narrower distribution clustered around the population mean?

5-c.To what extent, the observation of the above two (a and b) aspect of the sampling distribution lend support to the Central Limit Theorem?

Unformatted Attachment Preview

Participant ID Agt1 Agt2 Agt3 Agt4 Agt5 Agt6 Agt7 Agt8 Agt9 Agt10 Agt11 Agt12 Agt13 Agt14 Agt15 Agt16 Agt17 Agt18 Agt19 Agt20 Agt21 Agt22 Agt23 Agt24 Agt25 Agt26 Agt27 Agt28 Agt29 Agt30 Bau1 Bau2 Bau3 Bau4 Bau5 Bau6 Bau7 Bau8 Bau9 Bau10 Bau11 Bau12 Bau13 Bau14 Bau15 Bau16 Height (inches) 68 71 64 67 66 63 65 61 77 72 76 77 59 61 60 64 63 79 78 71 68 69 67 60 65 62 62 63 64 65 75 71 60 72 69 72 72 67 73 73 59 64 73 65 75 60 Bau17 Bau18 Bau19 Bau20 Bau21 Bau22 Bau23 Bau24 Bau25 Bau26 Bau27 Bau28 Bau29 Bau30 75 69 72 75 68 60 65 66 66 68 68 66 63 67 Bew1 Bew2 Bew3 Bew4 Bew5 Bew6 Bew7 Bew8 Bew9 Bew10 Bew11 Bew12 Bew13 Bew14 Bew15 Bew16 Bew17 Bew18 Bew19 Bew20 Bew21 Bew22 Bew23 Bew24 Bew25 Bew26 Bew27 Bew28 Bew29 Bew30 68 69 72 66 68 67 63 68 66 70 71 66 76 65 72 71 69 73 60 72.5 64 66 62 69 87 64 70 63 73 62 Brow1 Brow2 72 66 Brow3 Brow4 Brow5 Brow6 Brow7 Brow8 Brow9 Brow10 Brow11 Brow12 Brow13 Brow14 Brow15 Brow16 Brow17 Brow18 Brow19 Brow20 Brow21 Brow22 Brow23 Brow24 Brow25 Brow26 Brow27 Brow28 Brow29 Brow30 73 64 70 63 68 76 69 69 68 65 66 72 64 72 67 75 74 70 71 69 63 68 65 67 78 71 62 74 Camp1 Camp2 Camp3 Camp4 Camp5 Camp6 Camp7 Camp8 Camp9 Camp10 Camp11 Camp12 Camp13 Camp14 Camp15 Camp16 Camp17 72 43 55 72 58 84 62 64 66 73 68 58 65 64 65 58 59 Camp18 Camp19 Camp20 Camp21 Camp22 Camp23 Camp24 Camp25 Camp26 Camp27 Camp28 Camp29 Camp30 Car1 Car2 Car3 Car4 Car5 Car6 Car7 Car8 Car9 Car10 Car11 Car12 Car13 Car14 Car15 Car16 Car17 Car18 Car19 Car20 Car21 Car22 Car23 Car24 Car25 Car26 Car27 Car28 Car29 Car30 Crit1 Crit2 Crit3 Crit4 49 74 70 53 71 78 64 55 71 69 60 74 68 60 61 70 62 75 65 67 69.5 67 68 60 65 59 67 67 68 68 67 64 70 72 62 60 69 72 62 69 65 61 70.5 67 64 64 66 Crit5 Crit6 Crit7 Crit8 Crit9 Crit10 Crit11 Crit12 Crit13 Crit14 Crit15 Crit16 Crit17 Crit18 Crit19 Crit20 Crit21 Crit22 Crit23 Crit24 Crit25 Crit26 Crit27 Crit28 Crit29 Crit30 71 63 74 67 70 62 65 68 71 63 73 66 65 66 62 70 65 64 69 72 74 63 65 68 71 64 Crutch1 Crutch2 Crutch3 Crutch4 Crutch5 Crutch6 Crutch7 Crutch8 Crutch9 Crutch10 Crutch11 Crutch12 Crutch13 Crutch14 Crutch15 Crutch16 Crutch17 Crutch18 Crutch19 Crutch20 Crutch21 72 69 67 73 61 66 66 62 69 71 62 69 64 73 71 72 66 68 65 73 77 Crutch22 Crutch23 Crutch24 Crutch25 Crutch26 Crutch27 Crutch28 Crutch29 Crutch30 Dau1 Dau2 Dau3 Dau4 Dau5 Dau6 Dau7 Dau8 Dau9 Dau10 Dau11 Dau12 Dau13 Dau14 Dau15 Dau16 Dau17 Dau18 Dau19 Dau20 Dau21 Dau22 Dau23 Dau24 Dau25 Dau26 Dau27 Dau28 Dau29 Dau30 Edw1 Edw2 Edw3 Edw4 Edw5 Edw6 Edw7 Edw8 62 65 67 71 75 67 73 66 69 68 71 75 63 70 65 61 54 56 60 60 62 64 72 67 54 63 62 62 51 55 73 64 55 58 70 63 68 57 72 65 61 64 65 66 68 67 65 Edw9 Edw10 Edw11 Edw12 Edw13 Edw14 Edw15 Edw16 Edw17 Edw18 Edw19 Edw20 Edw21 Edw22 Edw23 Edw24 Edw25 Edw26 Edw27 Edw28 Edw29 Edw30 ELY1 ELY2 ELY3 ELY4 ELY5 ELY6 ELY7 ELY8 ELY9 ELY10 ELY11 ELY12 ELY13 ELY14 ELY15 ELY16 ELY17 ELY18 ELY19 ELY20 ELY21 ELY22 ELY23 ELY24 ELY25 71 72 65 70 59 71 66 66 66 68 71 67 71 67 70 66 70 66 72 66 63 68 63 67 68 69 70 62 64 67 68 65 66 64 69 63 64 68 67 61 63 69 60 67 68 69 70 ELY26 ELY27 ELY28 ELY29 ELY30 Ens1 Ens2 Ens3 Ens4 Ens5 Ens6 Ens7 Ens8 Ens9 Ens10 Ens11 Ens12 Ens13 Ens14 Ens15 Ens16 Ens17 Ens18 Ens19 Ens20 Ens21 Ens22 Ens23 Ens24 Ens25 Ens26 Ens27 Ens28 Ens29 Ens30 Arfl1 Arfl2 Arfl3 Arfl4 Arfl5 Arfl6 Arfl7 Arfl8 Arfl9 Arfl10 Arfl11 Arfl12 65 63 62 65 67 72 66 72 74 74 66 70 72 70 28 70 72 65 72 73 72 70 65 67 74 74 64 70 73 72 69 68 71 65 63 66 62 72 67 63 67 66 65.5 70 66 62 74 Arfl13 Arfl14 Arfl15 Arfl16 Arfl17 Arfl18 Arfl19 Arfl20 Arfl21 Arfl22 Arfl23 Arfl24 Arfl25 Arfl26 Arfl27 Arfl28 Arfl29 Arfl30 Fogle1 Fogle2 Fogle3 Fogle4 Fogle5 Fogle6 Fogle7 Fogle8 Fogle9 Fogle10 Fogle11 Fogle12 Fogle13 Fogle14 Fogle15 Fogle16 Fogle17 Fogle18 Fogle19 Fogle20 Fogle21 Fogle22 Fogle23 Fogle24 Fogle25 Fogle26 Fogle27 Fogle28 Fogle29 68 65 69 70 73 71 69 64 63 64 62 68 63 60 68 57 75 63 75 66 63 62.5 64 70 69 66 75 72 68.5 69 71 73 70 71 69 73 67.5 71 66 72 69 67 74 61 62 72 69 Fogle30 71 Goodwin1 Goodwin2 Goodwin3 Goodwin4 Goodwin5 Goodwin6 Goodwin7 Goodwin8 Goodwin9 Goodwin10 Goodwin11 Goodwin12 Goodwin13 Goodwin14 Goodwin15 Goodwin16 Goodwin17 Goodwin18 Goodwin19 Goodwin20 Goodwin21 Goodwin22 Goodwin23 Goodwin24 Goodwin25 Goodwin26 Goodwin27 Goodwin28 Goodwin29 Goodwin30 72 57 63 66 73 71 57 58 66 68 70 72 56 51 67 75 58 56 62 67 69 69 73 72 65 66 68 68 67 69 Hamre1 Hamre2 Hamre3 Hamre4 Hamre5 Hamre6 Hamre7 Hamre8 Hamre9 Hamre10 Hamre11 Hamre12 Hamre13 Hamre14 Hamre15 Hamre16 79 70 65 68 77 61 64 73 61 61 62 64 75 62 63 70 Hamre17 Hamre18 Hamre19 Hamre20 Hamre21 Hamre22 Hamre23 Hamre24 Hamre25 Hamre26 Hamre27 Hamre28 Hamre29 Hamre30 62 74 75 75 74 73 69 68 65 70 65 67 66 72 Head1 Head2 Head3 Head4 Head5 Head6 Head7 Head8 Head9 Head10 Head11 Head12 Head13 Head14 Head15 Head16 Head17 Head18 Head19 Head20 Head21 Head22 Head23 Head24 Head25 Head26 Head27 Head28 Head29 Head30 Hoffie1 66 70 64 70 63 70 72 64 70 71 74 69 67 66 70 64 71 64 66 71 73 65 70 68 67 69 68 71 65 72 63 Hoffie2 Hoffie3 Hoffie4 Hoffie5 Hoffie6 Hoffie7 Hoffie8 Hoffie9 Hoffie10 Hoffie11 Hoffie12 Hoffie13 Hoffie14 Hoffie15 Hoffie16 Hoffie17 Hoffie18 Hoffie19 Hoffie20 Hoffie21 Hoffie22 Hoffie23 Hoffie24 Hoffie25 Hoffie26 Hoffie27 Hoffie28 Hoffie29 Hoffie30 Holland1 Holland2 Holland3 Holland4 Holland5 Holland6 Holland7 Holland8 Holland9 Holland10 Holland11 Holland12 Holland13 Holland14 Holland15 71 67 75 70 69 65 70 60 65 63 64 61 67 70 73 71 65 68 64 71 67 69 70 65 66 63 68 66 63 73 71 70 64 66 75 70 64 72 71 64 66 63 70 69 Holland16 Holland17 Holland18 Holland19 Holland20 Holland21 Holland22 Holland23 Holland24 Holland25 Holland26 Holland27 Holland28 Holland29 Holland30 72 72 74 69 69 65 67 72 66 71 63 72 66 66 64 Hunt1 Hunt2 Hunt3 Hunt4 Hunt5 Hunt6 Hunt7 Hunt8 Hunt9 Hunt10 Hunt11 Hunt12 Hunt13 Hunt14 Hunt15 Hunt16 Hunt17 Hunt18 Hunt19 Hunt20 Hunt21 Hunt22 Hunt23 Hunt24 Hunt25 Hunt26 Hunt27 Hunt28 Hunt29 Hunt30 65 66 70 71 62 66 68 74 75 73 68 70 62 65 67 69 73 74 68 55 73 75 69 71 68 66 59 77 66 69 Joo1 63 Joo2 Joo3 Joo4 Joo5 Joo6 Joo7 Joo8 Joo9 Joo10 Joo11 Joo12 Joo13 Joo14 Joo15 Joo16 Joo17 Joo18 Joo19 Joo20 Joo21 Joo22 Joo23 Joo24 Joo25 Joo26 Joo27 Joo28 Joo29 Joo30 Junge1 Junge2 Junge3 Junge4 Junge5 Junge6 Junge7 Junge8 Junge9 Junge10 Junge11 Junge12 Junge13 Junge14 Junge15 66 63.5 64 66 70 65 62 65 62 70 67 67 59 60 63 64 66 60 65 64 63 63 73 69 71 66 62 65 63 71 63 62 73 77 74 60 63 59 70 63 68 72 66 56 Junge16 Junge17 Junge18 Junge19 Junge20 Junge21 Junge22 Junge23 Junge24 Junge25 Junge26 Junge27 Junge28 Junge29 Junge30 KERN1 KERN2 KERN3 KERN4 KERN5 KERN6 KERN7 KERN8 KERN9 KERN10 KERN11 KERN12 KERN13 KERN14 KERN15 KERN16 KERN17 KERN18 KERN19 KERN20 KERN21 KERN22 KERN23 KERN24 KERN25 KERN26 KERN27 KERN28 KERN29 67 72 71 71 59 67 72 62 67 67 67 66 69 60 61 63 66 58 69 60 70 64.25 72 63 66 67 71 72 63.5 63 59 63 67 66 70 69 70.5 63.75 65 64 66 62 61.25 70 KERN30 Kont1 Kont2 Kont3 Kont4 Kont5 Kont6 Kont7 Kont8 Kont9 Kont10 Kont11 Kont12 Kont13 Kont14 Kont15 Kont16 Kont17 Kont18 Kont19 Kont20 Kont21 Kont22 Kont23 Kont24 Kont25 Kont26 Kont27 Kont28 Kont29 Kont30 LaCr01 LaCr02 LaCr03 LaCr04 LaCr05 LaCr06 LaCr07 LaCr08 LaCr09 LaCr10 LaCr11 LaCr12 LaCr13 LaCr14 LaCr15 68 66 49 70 52 72 64 55 58 54 73 55 61 64 47 73 49 74 50 75 69 74 50 71 59 68 73 68 71 61 66 66 64 67 66 60 64 69 73 69 63 59 61.5 61 67 68 LaCr16 LaCr17 LaCr18 LaCr19 LaCr20 LaCr21 LaCr22 LaCr23 LaCr24 LaCr25 LaCr26 LaCr27 LaCr28 LaCr29 LaCr30 Larripa1 Larripa2 Larripa3 Larripa4 Larripa5 Larripa6 Larripa7 Larripa8 Larripa9 Larripa10 Larripa11 Larripa12 Larripa13 Larripa14 Larripa15 Larripa16 Larripa17 Larripa18 Larripa19 Larripa20 Larripa21 Larripa22 Larripa23 Larripa24 Larripa25 Larripa26 Larripa27 Larripa28 Larripa29 Larripa30 62 62 62 60 70 77 76 69 63 69 75 65 63.5 61.5 69 71 62 65 70 74 72 64 66 69 70 64 65 67 59 61 75 72 68 65 67 64 59 75 65 69 64 70 62 73 64 Mackey1 Mackey2 Mackey3 Mackey4 Mackey5 Mackey6 Mackey7 Mackey8 Mackey9 Mackey10 Mackey11 Mackey12 Mackey13 Mackey14 Mackey15 Mackey16 Mackey17 Mackey18 Mackey19 Mackey20 Mackey21 Mackey22 Mackey23 Mackey24 Mackey25 Mackey26 Mackey27 Mackey28 Mackey29 Mackey30 Mantz1 Mantz2 Mantz3 Mantz4 Mantz5 Mantz6 Mantz7 Mantz8 Mantz9 Mantz10 Mantz11 Mantz12 Mantz13 Mantz14 Mantz15 Mantz16 48 63 70 68 64 67 63 66 70 66 68 63 70 63 69 66 69 63 66 70 66 65 63 61 64 65 69 60 64 62 65 68 71 63 65 64 64 67 60 58 63 68 64 62 67 60 Mantz17 Mantz18 Mantz19 Mantz20 Mantz21 Mantz22 Mantz23 Mantz24 Mantz25 Mantz26 Mantz27 Mantz28 Mantz29 Mantz30 Mich 1 Mich 2 Mich 3 Mich 4 Mich 5 Mich 6 Mich 7 Mich 8 Mich 9 Mich 10 Mich 11 Mich 12 Mich 13 Mich 14 Mich 15 Mich 16 Mich 17 Mich 18 Mich 19 Mich 20 Mich 21 Mich 22 Mich 23 Mich 24 Mich 25 Mich 26 Mich 27 Mich 28 Mich 29 Mich 30 MISEMER 1 MISEMER 2 62 69 66 65 63 68 70 70 66 72 60 61 71 70 65 66 62 72 67 67 62 63 62 62 65 65 66 72 70 70 71 65 68 66 66 65 65 69 69 70 68 66 62 64 60 67 MISEMER 3 MISEMER 4 MISEMER 5 MISEMER 6 MISEMER 7 MISEMER 8 MISEMER 9 MISEMER 10 MISEMER 11 MISEMER 12 MISEMER 13 MISEMER 14 MISEMER 15 MISEMER 16 MISEMER 17 MISEMER 18 MISEMER 19 MISEMER 20 MISEMER 21 MISEMER 22 MISEMER 23 MISEMER 24 MISEMER 25 MISEMER 26 MISEMER 27 MISEMER 28 MISEMER 29 MISEMER 30 Monag1 Monag2 Monag3 Monag4 Monag5 Monag6 Monag7 Monag8 Monag9 Monag10 Monag11 Monag12 Monag13 Monag14 Monag15 Monag16 Monag17 Monag18 60 63 72 64 61 67 69 67 71 64 60 65 63 66 68 69 72 71 65 65 70 65 65 63 63 69 65 73 70 64 64 72 61 70 66 73 64 69 75 67 73 66 76 64 74 62 Monag19 Monag20 Monag21 Monag22 Monag23 Monag24 Monag25 Monag26 Monag27 Monag28 Monag29 Monag30 73 66 65 66 68 67 70 71 77 60 62 65 Moore1 Moore2 Moore3 Moore4 Moore5 Moore6 Moore7 Moore8 Moore9 Moore10 Moore11 Moore12 Moore13 Moore14 Moore15 Moore16 Moore17 Moore18 Moore19 Moore20 Moore21 Moore22 Moore23 Moore24 Moore25 Moore26 Moore27 Moore28 Moore29 Moore30 62 59 73 78 76 67 75 72 64 73 76 75 72 78 69 76 73 70 75 72 77 77 72 71 70 71 71 73 72 63 Peterson 1 Peterson 2 59 60 Peterson 3 Peterson 4 Peterson 5 Peterson 6 Peterson 7 Peterson 8 Peterson 9 Peterson 10 Peterson 11 Peterson 12 Peterson 13 Peterson 14 Peterson 15 Peterson 16 Peterson 17 Peterson 18 Peterson 19 Peterson 20 Peterson 21 Peterson 22 Peterson 23 Peterson 24 Peterson 25 Peterson 26 Peterson 27 Peterson 28 Peterson 29 Peterson 30 Pritch1 Pritch2 Pritch3 Pritch4 Pritch5 Pritch6 Pritch7 Pritch8 Pritch9 Pritch10 Pritch11 Pritch12 Pritch13 Pritch14 61 61 62 62 62 62 63 63 63 64 64 64 64 65 65 65 65 66 66 67 70 71 71 72 72 73 76 77 73 64 68 74 62 63 64 73 63 74 64 63 65 68 Pritch15 Pritch16 Pritch17 Pritch18 Pritch19 Pritch20 Pritch21 Pritch22 Pritch23 Pritch24 Pritch25 Pritch26 Pritch27 Pritch28 Pritch29 Pritch30 Redick1 Redick2 Redick3 Redick4 Redick5 Redick6 Redick7 Redick8 Redick9 Redick10 Redick11 Redick12 Redick13 Redick14 Redick15 Redick16 Redick17 Redick18 Redick19 Redick20 Redick21 Redick22 Redick23 Redick24 Redick25 Redick26 68 61 74 65 67 73 76 71 63 74 65 77 63 60 68 66 69.5 67 65 76 70 64 73 68 69 64 74 65.5 64 69 74 71 73 71 63 70 72 67.5 68 70 66 63.5 Redick27 Redick28 Redick29 Redick30 Reges1 Reges2 Reges3 Reges4 Reges5 Reges6 Reges7 Reges8 Reges9 Reges10 Reges11 Reges12 Reges13 Reges14 Reges15 Reges16 Reges17 Reges18 Reges19 Reges20 Reges21 Reges22 Reges23 Reges24 Reges25 Reges26 Reges27 Reges28 Reges29 Reges30 Reid 1 Reid 2 Reid 3 Reid 4 Reid 5 Reid 6 Reid 7 Reid 8 Reid 9 Reid 10 Reid 11 Reid 12 Reid 13 73 68.5 68 66 72 76 64 77 71 66 70 73 66 66 71 72 68 73 62 66 65 71 58 73 73 64 68 62 69 74 75 72 69 65 71 72 62 63 64 68 69 74 73 58 68 80 63 Reid 14 Reid 15 Reid 16 Reid 17 Reid 18 Reid 19 Reid 20 Reid 21 Reid 22 Reid 23 Reid 24 Reid 25 Reid 26 Reid 27 Reid 28 Reid 29 Reid 30 Salz1 Salz2 Salz3 Salz4 Salz5 Salz6 Salz7 Salz8 Salz9 Salz10 Salz11 Salz12 Salz13 Salz14 Salz15 Salz16 Salz17 Salz18 Salz19 Salz20 Salz21 Salz22 Salz23 Salz24 Salz25 Salz26 Salz27 Salz28 Salz29 Salz30 80 64 80 70 74 66 75 69 75 74 70 66 68 65 65 67 68 76 74 73 72 71 69 69 69 69 68 68 68 67 67 67 66 66 66 66 66 64 64 63 63 63 63 62 62 61 60 ASEELY1 ASEELY2 ASEELY3 ASEELY4 ASEELY5 ASEELY6 ASEELY7 ASEELY8 ASEELY9 ASEELY10 ASEELY11 ASEELY12 ASEELY13 ASEELY14 ASEELY15 ASEELY16 ASEELY17 ASEELY18 ASEELY19 ASEELY20 ASEELY21 ASEELY22 ASEELY23 ASEELY24 ASEELY25 ASEELY26 ASEELY27 ASEELY28 ASEELY29 ASEELY30 sexton1 sexton2 sexton3 sexton4 sexton5 sexton6 sexton7 sexton8 sexton9 sexton10 sexton11 sexton12 sexton13 sexton14 sexton15 sexton16 sexton17 65 66 56 69 63 66 75 61 70 63 68 66 67 68 74 71 71 67 61 65 67 62 81 63 70 63 74 69 65 73 66 64 72 72 68 76 72 62 67 71 72 71 69 70 69 61 67 sexton18 sexton19 sexton20 sexton21 sexton22 sexton23 sexton24 sexton25 sexton26 sexton27 sexton28 sexton29 sexton30 69 70 71 69 70 60 66 73 61 59 64 75 66 Ship1 Ship2 Ship3 Ship4 Ship5 Ship6 Ship7 Ship8 Ship9 Ship10 Ship11 Ship12 Ship13 Ship14 Ship15 Ship16 Ship17 Ship18 Ship19 Ship20 Ship21 Ship22 Ship23 Ship24 Ship25 Ship26 Ship27 Ship28 Ship29 Ship30 Skilj1 Skilj2 68 65 70 69 64 63 67 72 66 62 60 73 65 64 61 63 70 71 64 66 65 67 70 69 62 64 67 63 64 66 72 70 Skilj3 Skilj4 Skilj5 Skilj6 Skilj7 Skilj8 Skilj9 Skilj10 Skilj11 Skilj12 Skilj13 Skilj14 Skilj15 Skilj16 Skilj17 Skilj18 Skilj19 Skilj20 Skilj21 Skilj22 Skilj23 Skilj24 Skilj25 Skilj26 Skilj27 Skilj28 Skilj29 Skilj30 65 68 73 61 65 65 66 70 69 67 71 62 70 67 65 65 63 66 64 72 70 69 65 62 60 59 67 71 Tam1 Tam2 Tam3 Tam4 Tam5 Tam6 Tam7 Tam8 Tam9 Tam10 Tam11 Tam12 Tam13 Tam14 Tam15 Tam16 Tam17 66 65 74 79 62 63 73 74 62 70 63 71 68 73 75 60 68 Tam18 Tam19 Tam20 Tam21 Tam22 Tam23 Tam24 Tam25 Tam26 Tam27 Tam28 Tam29 Tam30 Via1 Via2 Via3 Via4 Via5 Via6 Via7 Via8 Via9 Via10 Via11 Via12 Via13 Via14 Via15 Via16 Via17 Via18 Via19 Via20 Via21 Via22 Via23 Via24 Via25 Via26 Via27 Via28 Via29 Via30 Walk1 Walk2 Walk3 Walk4 76 63 59 71 69 74 73 72 65 77 70 70 66 64 63 72 70 69 70 64 75 73 63 66 66 67 72 64 68 65 68 69 66 70 70 68 64 71 69 64 65 72 64 70 65 70 62 Walk5 Walk6 Walk7 Walk8 Walk9 Walk10 Walk11 Walk12 Walk13 Walk14 Walk15 Walk16 Walk17 Walk18 Walk19 Walk20 Walk21 Walk22 Walk23 Walk24 Walk25 Walk26 Walk27 Walk28 Walk29 Walk30 Wilson1 Wilson2 Wilson3 Wilson4 Wilson5 Wilson6 Wilson7 Wilson8 Wilson9 Wilson10 Wilson11 Wilson12 Wilson13 Wilson14 Wilson15 Wilson16 Wilson17 Wilson18 Wilson19 Wilson20 64 67 67 66 63 63 63.5 72 61 67 65 62 66.5 66 66 69 72 59.5 60 66 60.5 64 75 75 69 69 71 64 72 68 61 59 66 58 70 62 60 73 63 72 58 67 68 66 59 64 Wilson21 Wilson22 Wilson23 Wilson24 Wilson25 Wilson26 Wilson27 Wilson28 Wilson29 Wilson30 58 67 65 62 66 68 70 65 67 64 Yang1 Yang2 Yang3 Yang4 Yang5 Yang6 Yang7 Yang8 Yang9 Yang10 Yang11 Yang12 Yang13 Yang14 Yang15 Yang16 Yang17 Yang18 Yang19 yang20 Yang21 Yang22 Yang23 Yang24 Yang25 Yang26 Yang27 Yang28 Yang29 Yang30 65 73 60 55 72 71 67 67 62 70 64 72 59 62 73 71 70 64 65 70 63 67 71 68 69 68 67 69 72 70 Young1 Young 2 Young 3 Young 4 Young 5 Young 6 68 70 65 69 67 70 Young7 Young 8 Young 9 Young 10 Young 11 Young 12 Young 13 Young 14 Young 15 Young 16 Young 17 Young 18 Young 19 Young 20 Young 21 Young 22 Young 23 Young 24 Young 25 Young 26 Young 27 Young 28 Young 29 Young 30 Yurk1 Yurk2 Yurk3 Yurk4 Yurk5 Yurk6 Yurk7 Yurk8 Yurk9 Yurk10 Yurk11 Yurk12 Yurk13 Yurk14 Yurk15 Yurk16 Yurk17 Yurk18 Yurk19 Yurk20 70 60 67 66 68.5 67 68 72 66 66 74 71 72 61 69 71 63 64 69 71 76 51.5 65 77 71 62 64.7 74 66 68 70 73.2 78 63 65 67.3 69 61 72 75.4 60 76 69.2 77 Yurk21 Yurk22 Yurk23 Yurk24 Yurk25 Yurk26 Yurk27 Yurk28 Yurk29 Yurk30 Madis1 Madis2 Madis3 Madis4 Madis5 Madis6 Madis7 Madis8 Madis9 Madis10 Madis11 Madis12 Madis13 Madis14 Madis15 Madis16 Madis17 Madis18 Madis19 Madis20 Madis21 Madis22 Madis23 Madis24 Madis25 Madis26 Madis27 Madis28 Madis29 Madis30 Will1 Will2 Will3 Will4 Will5 Will6 70.1 65.3 67.7 73 67 75 64 68.6 70.1 62.9 67 69 67 70 70 64 70 74 65 66 67 70 50 77 69 67 63 68 68 70 64 66 65 73 75 68 70 72 68 64 69 67 64 67 62 72 Will7 Will8 Will9 Will10 Will11 Will12 Will13 Will14 Will15 Will16 Will17 Will18 Will19 Will20 Will21 Will22 Will23 Will24 Will25 Will26 Will27 Will28 Will29 Will30 Knue1 Knue2 Knue3 Knue4 Knue5 Knue6 Knue7 Knue8 Knue9 Knue10 Knue11 Knue12 Knue13 Knue14 Knue15 Knue16 Knue17 Knue18 Knue19 Knue20 Knue21 Knue22 Knue23 61 64 62 61 62.5 75 70 65 67 68 66.5 69 63 60.5 61 63 63 63 64 63.75 58 60.2 65.5 62 68 63 72 74 70 72 71 68 64 72 71 67 65 60 73 72 65 67 66 66 63 70 63 Knue24 Knue25 Knue26 Knue27 Knue28 Knue29 Knue30 McIlm1 McIlm2 McIlm3 McIlm4 McIlm5 McIlm6 McIlm7 McIlm8 McIlm9 McIlm10 McIlm11 McIlm12 McIlm13 McIlm14 McIlm15 McIlm16 McIlm17 McIlm18 McIlm19 McIlm20 McIlm21 McIlm22 McIlm23 McIlm24 McIlm25 McIlm26 McIlm27 McIlm28 McIlm29 McIlm30 Whe1 Whe2 Whe3 Whe4 Whe5 Whe6 Whe7 Whe8 Whe9 Whe10 66 71 64 78 76 74 67 64 68 71 64 66 77 73 72 62 69 72 61 69 74 65 63 63 65 58 57 73 62 75 73 72 70 70 69 64 66 63 72 67 68 65 74 62 70 73 70 Whe11 Whe12 Whe13 Whe14 Whe15 Whe16 Whe17 Whe18 Whe19 Whe20 Whe21 Whe22 Whe23 Whe24 Whe25 Whe26 Whe27 Whe28 Whe29 Whe30 71 65 66 73 61 74 68 71 71 60 68 77 65 63 61 75 68 67 73 68 Agt BAU BEW BROW Camp Car Crit Crutch Dau 68 75 68 72 72 60 67 72 68 71 71 69 66 43 61 64 69 71 64 60 72 73 55 70 64 67 75 67 72 66 64 72 62 66 73 63 66 69 68 70 58 75 71 61 70 63 72 67 63 84 65 63 66 65 65 72 63 68 62 67 74 66 61 61 67 68 76 64 69.5 67 62 54 77 73 66 69 66 67 70 69 56 72 73 70 69 73 68 62 71 60 76 59 71 68 68 60 65 62 60 77 64 66 65 58 65 68 69 62 59 73 76 66 65 59 71 64 64 61 65 65 72 64 67 63 73 72 60 75 72 64 65 67 73 71 67 64 60 71 72 58 68 66 72 54 63 75 69 67 59 68 65 66 63 79 69 73 75 49 67 66 68 62 78 72 60 74 74 64 62 65 62 71 75 72.5 70 70 70 70 73 51 68 68 64 71 53 72 65 77 55 69 60 66 69 71 62 64 62 73 67 65 62 63 78 60 69 65 64 60 66 69 68 64 69 72 67 55 65 66 87 65 55 72 74 71 58 62 68 64 67 71 62 63 75 70 62 68 70 78 69 69 65 67 63 63 66 63 71 60 65 68 73 68 64 63 73 62 74 61 71 66 57 65 67 62 74 68 70.5 64 69 72 Edw Ely Ens Arfl Fogle Goodwin Hamre Head Hoffie 65 63 72 66 75 72 79 66 63 61 67 66 62 66 57 70 70 71 64 68 72 72 63 63 65 64 67 65 69 74 67 62.5 66 68 70 75 66 70 74 63 64 73 77 63 70 68 62 66 67 70 71 61 70 69 67 64 70 66 69 57 64 72 65 65 67 72 65.5 66 58 73 64 70 71 68 70 70 75 66 61 70 60 72 65 28 66 72 68 61 71 65 65 66 70 62 68.5 70 62 74 63 70 64 72 74 69 72 64 69 64 59 69 65 68 71 56 75 67 61 71 63 72 65 73 51 62 66 67 66 64 73 69 70 67 63 70 70 66 68 72 70 71 75 70 64 73 66 67 70 73 69 58 62 71 71 68 61 65 71 73 56 74 64 65 71 63 67 69 67.5 62 75 66 68 67 69 74 64 71 67 75 71 64 71 60 74 63 66 69 74 73 71 67 67 64 64 72 69 73 65 67 70 68 70 62 69 73 69 70 69 66 69 73 68 67 72 68 68 70 70 70 72 63 74 65 65 67 65 66 65 69 60 61 66 70 69 66 72 63 68 68 62 68 65 68 63 66 62 71 57 72 68 67 71 68 63 65 65 75 69 67 66 65 66 68 67 63 63 71 69 72 72 63 Holland Hunt Joo Junge Kern Kont Lacr Larripa Mackey 73 65 63 71 63 66 66 71 48 71 66 66 63 66 49 64 62 63 70 70 63.5 62 58 70 67 65 70 64 71 64 73 69 52 66 70 68 66 62 66 77 60 72 60 74 64 75 66 70 74 70 64 64 72 67 70 68 65 60 64.25 55 69 64 63 64 74 62 63 72 58 73 66 66 72 75 65 59 63 54 69 69 70 71 73 62 70 66 73 63 70 66 64 68 70 63 67 55 59 64 68 66 70 67 68 71 61 61.5 65 63 63 62 67 72 72 64 61 67 70 70 65 59 66 63.5 47 67 59 63 69 67 60 56 63 73 68 61 69 72 69 63 67 59 49 62 7 ...
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