diff --git a/EDA_Project/EDA_Project.rmd b/EDA_Project/EDA_Project.rmd new file mode 100644 index 0000000..4f86189 --- /dev/null +++ b/EDA_Project/EDA_Project.rmd @@ -0,0 +1,169 @@ +--- +title: "EDA_Project" +author: "Dusty P" +date: "May 31, 2018" +output: html_document +--- + +```{r echo=FALSE, message=FALSE, warning=FALSE, setup} +knitr::opts_knit$set(root.dir = normalizePath("C:/Users/Dusty/Documents/coding/projects/Udacity/Data Analysis/eda/EDA_Project")) + +# load the ggplot graphics package and the others +library(ggplot2) +library(GGally) +library(scales) +library(memisc) +library(gridExtra) +library(RColorBrewer) +library(bitops) +library(RCurl) + +cuberoot_trans = function() trans_new('cuberoot', transform = function(x) x^(1/3), + inverse = function(x) x^3) +``` + +# Exploration of White Wines by Dustin Pianalto + +This report explores a dataset containing chemical information and ratings on almost 4900 white wine tastings. + +```{r echo=FALSE, message=FALSE, warning=FALSE, Load_the_Data} +# Load the Data +wqw <- read.csv('wineQualityWhites.csv') +``` + +# Univariate Plots Section + +> **Tip**: In this section, you should perform some preliminary exploration of +your dataset. Run some summaries of the data and create univariate plots to +understand the structure of the individual variables in your dataset. Don't +forget to add a comment after each plot or closely-related group of plots! +There should be multiple code chunks and text sections; the first one below is +just to help you get started. + +```{r echo=FALSE, Univariate_Plots} + +``` + +> **Tip**: Make sure that you leave a blank line between the start / end of +each code block and the end / start of your Markdown text so that it is +formatted nicely in the knitted text. Note as well that text on consecutive +lines is treated as a single space. Make sure you have a blank line between +your paragraphs so that they too are formatted for easy readability. + +# Univariate Analysis + +> **Tip**: Now that you've completed your univariate explorations, it's time to +reflect on and summarize what you've found. Use the questions below to help you +gather your observations and add your own if you have other thoughts! + +### What is the structure of your dataset? + +### What is/are the main feature(s) of interest in your dataset? + +### What other features in the dataset do you think will help support your \ +investigation into your feature(s) of interest? + +### Did you create any new variables from existing variables in the dataset? + +### Of the features you investigated, were there any unusual distributions? \ +Did you perform any operations on the data to tidy, adjust, or change the form \ +of the data? If so, why did you do this? + + +# Bivariate Plots Section + +> **Tip**: Based on what you saw in the univariate plots, what relationships +between variables might be interesting to look at in this section? Don't limit +yourself to relationships between a main output feature and one of the +supporting variables. Try to look at relationships between supporting variables +as well. + +```{r echo=FALSE, Bivariate_Plots} + +``` + +# Bivariate Analysis + +> **Tip**: As before, summarize what you found in your bivariate explorations +here. Use the questions below to guide your discussion. + +### Talk about some of the relationships you observed in this part of the \ +investigation. How did the feature(s) of interest vary with other features in \ +the dataset? + +### Did you observe any interesting relationships between the other features \ +(not the main feature(s) of interest)? + +### What was the strongest relationship you found? + + +# Multivariate Plots Section + +> **Tip**: Now it's time to put everything together. Based on what you found in +the bivariate plots section, create a few multivariate plots to investigate +more complex interactions between variables. Make sure that the plots that you +create here are justified by the plots you explored in the previous section. If +you plan on creating any mathematical models, this is the section where you +will do that. + +```{r echo=FALSE, Multivariate_Plots} + +``` + +# Multivariate Analysis + +### Talk about some of the relationships you observed in this part of the \ +investigation. Were there features that strengthened each other in terms of \ +looking at your feature(s) of interest? + +### Were there any interesting or surprising interactions between features? + +### OPTIONAL: Did you create any models with your dataset? Discuss the \ +strengths and limitations of your model. + +------ + +# Final Plots and Summary + +> **Tip**: You've done a lot of exploration and have built up an understanding +of the structure of and relationships between the variables in your dataset. +Here, you will select three plots from all of your previous exploration to +present here as a summary of some of your most interesting findings. Make sure +that you have refined your selected plots for good titling, axis labels (with +units), and good aesthetic choices (e.g. color, transparency). After each plot, +make sure you justify why you chose each plot by describing what it shows. + +### Plot One +```{r echo=FALSE, Plot_One} + +``` + +### Description One + + +### Plot Two +```{r echo=FALSE, Plot_Two} + +``` + +### Description Two + + +### Plot Three +```{r echo=FALSE, Plot_Three} + +``` + +### Description Three + +------ + +# Reflection + +> **Tip**: Here's the final step! Reflect on the exploration you performed and +the insights you found. What were some of the struggles that you went through? +What went well? What was surprising? Make sure you include an insight into +future work that could be done with the dataset. + +> **Tip**: Don't forget to remove this, and the other **Tip** sections before +saving your final work and knitting the final report! \ No newline at end of file diff --git a/EDA_Project/projecttemplate.rmd b/EDA_Project/projecttemplate.rmd new file mode 100644 index 0000000..bf339a7 --- /dev/null +++ b/EDA_Project/projecttemplate.rmd @@ -0,0 +1,173 @@ +TITLE by YOUR_NAME_HERE +======================================================== + +> **Tip**: You will see quoted sections like this throughout the template to +help you construct your report. Make sure that you remove these notes before +you finish and submit your project! + +> **Tip**: One of the requirements of this project is that your code follows +good formatting techniques, including limiting your lines to 80 characters or +less. If you're using RStudio, go into Preferences \> Code \> Display to set up +a margin line to help you keep track of this guideline! + +```{r echo=FALSE, message=FALSE, warning=FALSE, packages} +# Load all of the packages that you end up using in your analysis in this code +# chunk. + +# Notice that the parameter "echo" was set to FALSE for this code chunk. This +# prevents the code from displaying in the knitted HTML output. You should set +# echo=FALSE for all code chunks in your file, unless it makes sense for your +# report to show the code that generated a particular plot. + +# The other parameters for "message" and "warning" should also be set to FALSE +# for other code chunks once you have verified that each plot comes out as you +# want it to. This will clean up the flow of your report. + +library(ggplot2) +``` + +```{r echo=FALSE, Load_the_Data} +# Load the Data + +``` + +> **Tip**: Before you create any plots, it is a good idea to provide a short +introduction into the dataset that you are planning to explore. Replace this +quoted text with that general information! + +# Univariate Plots Section + +> **Tip**: In this section, you should perform some preliminary exploration of +your dataset. Run some summaries of the data and create univariate plots to +understand the structure of the individual variables in your dataset. Don't +forget to add a comment after each plot or closely-related group of plots! +There should be multiple code chunks and text sections; the first one below is +just to help you get started. + +```{r echo=FALSE, Univariate_Plots} + +``` + +> **Tip**: Make sure that you leave a blank line between the start / end of +each code block and the end / start of your Markdown text so that it is +formatted nicely in the knitted text. Note as well that text on consecutive +lines is treated as a single space. Make sure you have a blank line between +your paragraphs so that they too are formatted for easy readability. + +# Univariate Analysis + +> **Tip**: Now that you've completed your univariate explorations, it's time to +reflect on and summarize what you've found. Use the questions below to help you +gather your observations and add your own if you have other thoughts! + +### What is the structure of your dataset? + +### What is/are the main feature(s) of interest in your dataset? + +### What other features in the dataset do you think will help support your \ +investigation into your feature(s) of interest? + +### Did you create any new variables from existing variables in the dataset? + +### Of the features you investigated, were there any unusual distributions? \ +Did you perform any operations on the data to tidy, adjust, or change the form \ +of the data? If so, why did you do this? + + +# Bivariate Plots Section + +> **Tip**: Based on what you saw in the univariate plots, what relationships +between variables might be interesting to look at in this section? Don't limit +yourself to relationships between a main output feature and one of the +supporting variables. Try to look at relationships between supporting variables +as well. + +```{r echo=FALSE, Bivariate_Plots} + +``` + +# Bivariate Analysis + +> **Tip**: As before, summarize what you found in your bivariate explorations +here. Use the questions below to guide your discussion. + +### Talk about some of the relationships you observed in this part of the \ +investigation. How did the feature(s) of interest vary with other features in \ +the dataset? + +### Did you observe any interesting relationships between the other features \ +(not the main feature(s) of interest)? + +### What was the strongest relationship you found? + + +# Multivariate Plots Section + +> **Tip**: Now it's time to put everything together. Based on what you found in +the bivariate plots section, create a few multivariate plots to investigate +more complex interactions between variables. Make sure that the plots that you +create here are justified by the plots you explored in the previous section. If +you plan on creating any mathematical models, this is the section where you +will do that. + +```{r echo=FALSE, Multivariate_Plots} + +``` + +# Multivariate Analysis + +### Talk about some of the relationships you observed in this part of the \ +investigation. Were there features that strengthened each other in terms of \ +looking at your feature(s) of interest? + +### Were there any interesting or surprising interactions between features? + +### OPTIONAL: Did you create any models with your dataset? Discuss the \ +strengths and limitations of your model. + +------ + +# Final Plots and Summary + +> **Tip**: You've done a lot of exploration and have built up an understanding +of the structure of and relationships between the variables in your dataset. +Here, you will select three plots from all of your previous exploration to +present here as a summary of some of your most interesting findings. Make sure +that you have refined your selected plots for good titling, axis labels (with +units), and good aesthetic choices (e.g. color, transparency). After each plot, +make sure you justify why you chose each plot by describing what it shows. + +### Plot One +```{r echo=FALSE, Plot_One} + +``` + +### Description One + + +### Plot Two +```{r echo=FALSE, Plot_Two} + +``` + +### Description Two + + +### Plot Three +```{r echo=FALSE, Plot_Three} + +``` + +### Description Three + +------ + +# Reflection + +> **Tip**: Here's the final step! Reflect on the exploration you performed and +the insights you found. What were some of the struggles that you went through? +What went well? What was surprising? Make sure you include an insight into +future work that could be done with the dataset. + +> **Tip**: Don't forget to remove this, and the other **Tip** sections before +saving your final work and knitting the final report! \ No newline at end of file diff --git a/EDA_Project/wineQualityWhites.csv b/EDA_Project/wineQualityWhites.csv new file mode 100644 index 0000000..fc24478 --- /dev/null +++ b/EDA_Project/wineQualityWhites.csv @@ -0,0 +1,4899 @@ +"","fixed.acidity","volatile.acidity","citric.acid","residual.sugar","chlorides","free.sulfur.dioxide","total.sulfur.dioxide","density","pH","sulphates","alcohol","quality" +"1",7,0.27,0.36,20.7,0.045,45,170,1.001,3,0.45,8.8,6 +"2",6.3,0.3,0.34,1.6,0.049,14,132,0.994,3.3,0.49,9.5,6 +"3",8.1,0.28,0.4,6.9,0.05,30,97,0.9951,3.26,0.44,10.1,6 +"4",7.2,0.23,0.32,8.5,0.058,47,186,0.9956,3.19,0.4,9.9,6 +"5",7.2,0.23,0.32,8.5,0.058,47,186,0.9956,3.19,0.4,9.9,6 +"6",8.1,0.28,0.4,6.9,0.05,30,97,0.9951,3.26,0.44,10.1,6 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