Okay so may know by this multi Vega analysis of devices use when I say multiple response variables. So to use my Novi in our we can know the iris dataset we can know the iris data set using data Iris. Okay, so data Iris data str Iris, so I can also view the descriptive statistics using summary. Okay. Okay. Then let's say I want to use MANOVA I can do something result to my Nova result to MANOVA issue A B C by C by Irish, Apple and Irish pattern.

So see by eye race sepal and petal length okay to irae as a species okay to Iris speech species data data equal Iris okay then I can view the summary result okay so to view more I can view summary ANOVA summary ANOVA ah result okay so I have a response one and respond to so I can use or this year okay Summary ANOVA that's my response to okay so ah see by Iris separate Alana I respect the petrodollar is the response variables is the response variables and then a species is as one or the other to another variable so, why not variables to improve to get these together these two variables k is the formula IRC via sepal and petal length equal to species as we have to our response variable sepal and petal length. So, for hedgerow design is now now hypotheses we have Minagawa Minerva, SEPA lanica to may not petal n equal to may not species, which is now hypothesis, or the null hypothesis we have our main are separate and not equal to mean are better than not equal to mean of species which is auto hypothesis.

The P value is 2.28 or power 16 is less than 0.05. We reject the null hypothesis. The alternate hypothesis is true and 95% confidence interval. So, there are significant differences in the mean was from variable sepal Lana meaning our species mean has a p value of about 2.2 e to the power minus 16 is less than 0.0 phi has we reject the null hypothesis of SAP or lemon is the same as our species me. The alternate hypothesis is true to 95% confidence interval response variable at alignment And species mean has a p value of 2.28 to the power minus 16 which is less than 0.05 hands waving each other now hypothesis of ethylene mainly is that same Ester species mean the alternate hypothesis is true to 95% confidence interval. So, P value is 2.2 e to the power minus 16 So, P value is two, two e to the power minus 60 a p that is to to eat or power my minus 60 which is less than 0.05 we reject that hypothesis the alternate hypothesis is true to 95% confidence interval.

Significant differences in the mean okay, that's one variable SEPA lemon and Is mean has a p value of 2.28 or power minus 16 is less than 0.05. So let's see 2.2 eat power minus 16. So this is a species variable. Okay, so respawn variables sepal and mean and species amin sepal, I mean, this is species 2.20 he was born variable one, so two pi two e to the power minus 60 so we respond one here and we have our respond to here which is also 2.2 to the minus 16 less Okay, so there are significant difference in timing respond by Rober, SEPA lemming and species mean has a p value of 2.2 e to power minus 60 is essence 0.05 Okay. So, we reject that alternate hypothesis 95% true response variable petal land mean and species mean as a p value of two pi to eat or power minus 60 k here okay so, the Jeddah hypothesis or petroleum minister same as species me so the alternate hypothesis is true 95% confidence interval