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Tips: A Detailed Guidebook on Filling out Form 3970 R Online

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The Stepwise Tutorial to Form 3970 R

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Find out How to Write Down the Form 3970 R

in this presentation on.heteroscedasticity I share a couple of.Corrections to fix this problem of.unequal error variance and the two are a.general variance stabilizing.transformations of which the logarithmic.transformation is an important one and.the other is a generalized least squares.approach that's based on what's called.weighted least squares but the one that.I'll show in this presentation is the.logarithmic transformation which.actually if I proceed further there's a.couple of these transformations square.root transformation logarithmic.transformation of course and reciprocal.transformation in each of these case.what you transform is variable you.transform is the dependent variable Y.only.and then you regress that transformed Y.value on X or the various exits that you.have and the reason for the log.transformations effectiveness is that it.compresses the scales in which the.variables are measured reducing a.tenfold differences I write here between.two values to a two-fold difference.consider the fact that eighty the value.80 is 10 times the number eight but the.natural log of 80 which is 4.38 is only.about twice the size of the natural log.of eight which comes out to be 2.08 and.so in the very in this log.transformation we're gonna be.transforming just the values of Y and.I'm a summation regress it on X and.hopefully that's gonna come up with a.regression output in which the errors.are no longer.heteroskedastic what at least squares.though is a little bit of a bit of a.personal judgment in terms of knowing.making an educated guess about what the.error variance might be and then we.carry out a specific transformation.accordingly.in this case though if we believe that.the error variance is proportional to.one of the independent variables then we.can use as in this example the square.root of that X variable by dividing both.sides of the regression equation by the.square root of that choose an.independent variable in the case of a.two variable model or Y and X it's easy.because all we have to do is simply.divide the values of Y by the square.root of x and also divide the values of.x themselves by the square root of a for.the values of X so actually in this.formulation the only two things that.you're really gonna be adjusting would.be the values of Y and the values of X.or as many accesses you have so you'll.have to so on your spreadsheet you would.simply divide literally the values of Y.by the square root of each corresponding.value of X but anyhow going back to the.log transformation let's go there all.right this is the regression model right.here and if I go to the spreadsheet.basically this is what you do you look.at the values of Y and then you.transform them as follows like this.first observation there is equal Ln open.parenthesis you click on this guy right.here close parenthesis and that's it and.then you copy down and then when you go.to run your regression when it prompts.you for Y you highlight these values and.then when it prompts you for X X would.be the original values that you have.right there and then you're gonna get.your regression output the summary of.which is presented here the regression.is of course statistically significant.as we noted earlier and we find that.about 86 percent of the variation in Y.has been explained by X.and so because this is log transformed.if you were to use this for prediction.purposes this is actually gonna be your.prediction equation as you know this.here is your b0 which is this value.right here plus b1 this is your B one.right here multiplied by X or whatever.the value of X is you plug it in here.and evaluate this but you're gonna have.to take the antilog of it because I.should know Y is in logarithmic form the.opposite opposite of natural log which.is love to the base e is the anti log so.when you do that it's gonna give you the.value of y in the in the level in the.original form so anyhow so we have this.outputs and we're quite happy with what.we have achieved and in fact if you plot.the residuals you'll see that you no.longer have the very discernable how.shall I put it Fanning out of the.residuals from the left side to the.right side so it looks a little bit more.white noisy right here so that's pretty.much it as far as the log transformation.is concerned I did get excited by also.looking at a quadratic model a.polynomial to the second degree and I.ran that regression and of course it.looks good except that it no longer.shows x1 to be statistically significant.and in any event the fanning out is.quite distinct right here why did I do.sorry why did I do this is because I saw.this curvature right here and I said.well maybe if I do 1/4 quadratic.transformation I might get rid of this.curvature which I actually did look at.the look at the residual graph after I.have run this if I go back this is the.original residual graph so after I did.that it actually killed the curvature as.you can see so that looks pretty.I also went ahead and did a logarithmic.transformation on the model but allowing.the curvature term to remain so that I.can kill two birds.where with one stone now and also it.looks good except of course that after.I've done this I noticed that the.coefficient for the curvature term is no.longer statistically significant so I.wondered is you know after the.logarithmic transformation is it really.necessary to leave this quadratic term.here and this is my general summary of.all the models I ran and as you can see.with the logarithmic model allowing the.curvature term to stay the coefficient.of determination of 86% is identical to.what it would be if I did not include.the curvature term and of course you.observed that this coefficient here.anyhow is not statistically significant.so really in my view the best variance.stabilizing model is this is the.logarithmic model that is based on the.simple linear model because it is more.parsimonious it gives us the same flavor.as aware as we would have gotten if we.had allowed this guy to stay in the.model so this is what I go with and this.wraps up this presentation.

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Form 3970 R FAQs

View the below common confusions about Form 3970 R . Reach directly if you still have other queries.

Need help? Contact support

How can I fill out Google's intern host matching form to optimize my chances of receiving a match?

I was selected for a summer internship 2016. I tried to be very open while filling the preference form: I choose many products as my favorite products and I said I'm open about the team I want to join. I even was very open in the location and start date to get host matching interviews (I negotiated the start date in the interview until both me and my host were happy.) You could ask your recruiter to review your form (there are very cool and could help you a lot since they have a bigger experience). Do a search on the potential team. Before the interviews, try to find smart question that you are Continue Reading

Do military members have to pay any fee for leave or fiancee forms?

First off there are no fees for leaves or requests for leave in any branch of the United States military. Second there is no such thing as a fiancée form in the U.S. military. There is however a form for applying for a fiancée visa (K-1 Visa)that is available from the Immigration and Customs Service (Fiancé(e) Visas ) which would be processed by the U.S. State Department at a U.S. Consulate or Embassy overseas. However these fiancée visas are for foreigners wishing to enter the United States for the purpose of marriage and are valid for 90 days. They have nothing to do with the military and are Continue Reading

How do I fill out the form of DU CIC? I couldn't find the link to fill out the form.

Just register on the admission portal and during registration you will get an option for the entrance based course. Just register there. There is no separate form for DU CIC.

How do you know if you need to fill out a 1099 form?

It can also be that he used the wrong form and will still be deducting taxes as he should be. Using the wrong form and doing the right thing isnt exactly a federal offense

How can I make it easier for users to fill out a form on mobile apps?

Make it fast. Ask them as few questions as possible (don't collect unnecessary information) and pre-populate as many fields as possible. Don't ask offputting questions where the respondent might have to enter sensitive personal information. If some users see you collecting sensitive information, they might not be ready to share that with you yet based on what you are offering, and they will think twice about completing the form.

Can I donate sick leave?

No! Only vacation balance can be transferred but even for that other person(who want to receive vacation balance) need to provide valid reason to HR about why they need transfer of vacation balance.

Is donated leave taxable?

There's huge difference between tax saving and tax evasion. Tax saving is how one can save their tax using the deductions and exemptions to the maximum benefit. Tax evasion, is hiding your income from the Income Tax Dept or even showing a lesser income. Maybe a huge chunk of your income is going towards taxes, but there are many options for you to save them. The basic deductions are section 80C, 80D, 80E, 80CCC, 80CCD. Then even HUF is good tax saving tool. There are many others too. You may think that tax evasion is the easier way out. But the IT Dept is keeping a close watch on you. When you g Continue Reading

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