Reference no: EM131418818
Graduate level organized and scientific and statically sound solutions to be presented Follow all hints and specifications
The project is to use R to analyze a dataset from options provided at the end. And write a affective and scientifically and statically sound and organized report. The report needs to be a graduate level of critical thinking reflection and well organized. "Zero plagiarism". The report should reflect an higher level of understanding in all means - programming, scientifically, statistically.
4 pages for written single-spaced text with solid backgrounds, strong critical thinking in terms of what answers you want to find for the strong questions you will be asking from the data to find(remember based on the questions you ask your critical thinking will be analyzed asking merely simple questions will not meet the criteria. The questions should be of graduate level critical hypothesis clearly stated followed by how can you get reply to the question you posed and why you think this question is important what important applicable information will it give and how the information will be applicable and useful scientifically and statistically sound discussion and complete interpretation of results, and general to specific conclusions. (Always also include P-values but don't limit yourself to only p values all the discussion should be complete and thorough and in appropriate English and scientific language)
(***Hint for report to follow by students start with a generalized overall big hypothesis or question like finding the patterns in the whole set of data generate a picture-
![1897_Figure.jpg](https://secure.expertsmind.com/CMSImages/1897_Figure.jpg)
followed by getting in to more specific questions from the overall pattern to specific hypothesis and pattern which would look like
![555_Figure1.jpg](https://secure.expertsmind.com/CMSImages/555_Figure1.jpg)
later add the omplexity of layers of information in one picture to extract more info- it would look like-
![959_Figure2.jpg](https://secure.expertsmind.com/CMSImages/959_Figure2.jpg)
More than 7 advanced figures should be included following the 4 pages of text. The figures generated should be like publishable pictures for paper. They need to be visually appealing ( using basic colors will cut down points use of advanced color such as forest green, antique white etc us recommended the trick is you can select advanced plate and make figures but it will not help you with good grade the purpose is for you to make your own Palate with advanced colors and generate publishable pictures) For example see the picture below.( however you should also include appropriate readable title and labels for each picture of yours in addition )
![555_Figure1.jpg](https://secure.expertsmind.com/CMSImages/555_Figure1.jpg)
This picture above is incomplete you need to take it as an example and complete the pic with titles and labels.
![2181_Figure3.jpg](https://secure.expertsmind.com/CMSImages/2181_Figure3.jpg)
In this above figure the flaw is you don't want to have that grey part so you need to develop a one with out it for triangle maps also colors are easy and straight conveying the message but these are not an own made advance color palate.
So an complete full picture of what this assignment want you to produce and this pictures below its requirment as part of five pictures you will generate for the report others you can pick of choice but meeting the criteria specified already-
![](https://secure.expertsmind.com/securepanel/data:image/png;base64,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)
See for the details there are yellow stars on some bubbles two starts for p<0.05 starts for p<0.01 You also need to mention the detail under this picture about what stars indicate.
2. Picture you need to produce this.
3. You need to include this
![1897_Figure.jpg](https://secure.expertsmind.com/CMSImages/1897_Figure.jpg)
3. You need to produce this but use advanced color palate of your own and make sure labels are clear and readable.
![1943_Figure4.jpg](https://secure.expertsmind.com/CMSImages/1943_Figure4.jpg)
You can also generate a figure like this.
Below each figure explain what information is conveyed by each picture in complete. ALL the labels, axis, titles and reader scales should be clearly readable. Basic colors should not be used for any figure. The reader scale should be clear visible, complete , not overlapping on picture.
Figures required are below- You must add any other which are reflection of complex yet appealing demonstration.
References to sources of information or data should be included in text and at the end of report. Follow APA format for references. R code later organize the stepwise-command lines followed by command description should be included as appendix.
Data sets for projects: You can choose one from below data options for the project but do mention a little bit about which one you selected in report.
1. 2. 100 interesting datasets: https://rs.io/100-interesting-data-sets-for-statistics
2. A link to many datasets. At https://www.statsci.org/datasets.html
3. Other datasets at UCI data repository https://archive.ics.uci.edu/ml/index.html
4. Investigate weather data to see global trends in climate https://graphical.weather.gov/xml/
https://www.ncdc.noaa.gov/data-access/quick-links