Graphics in R: Data Visualization and Data Analysis with R

سرفصل های دوره

Advance your data visualization skills using r packages. Master ggplot2, lattice, interactive plots with ggvis package

1 - Introduction

1 - Introduction to the Course

2 - R and R Studio set up

2 - R 422 and R Studio download and installation

3 - R studio walkthrough

3 - R for Beginners Data Structures Crash

4 - Creating vectors with c function

5 - Creating named vectors with names function

6 - Vectors Attributes

7 - Matrices Creating matrices with rbind and cbind

8 - Matrices Creating matrices with matrix function

9 - Matrices creating matrices with names

10 - Arrays Creating Arrays in r

11 - Arrays Attributes subsets

12 - Creating lists

13 - subscripting lists subsets of a list

14 - Referencing elements in a list

15 - Appending elements in a list

16 - Creating dataframe

17 - Querying data frames attributes

18 - Selecting columns in a data frame

4 - Introduction to Factors in R

19 - Creating factors in R

20 - Factors with factor levels

21 - grep and gsub functions

5 - Importing data into R with tidyverse package

22 - Importing a csv file in r

23 - Importing an excel file in r with tidyverse package

6 - Data Analysis Transformation and Manipulation

24 - Introduction to Data Manipulation

25 - sorting datasets with sort function

26 - Appending

27 - Duplicated Values

7 - Merging with merge function

28 - Understanding Merging

29 - Merging data frames with merge function

30 - left right outer merging using merge function

8 - reshape package melting and casting

31 - what is melting and casting

32 - melting with melt function

33 - casting with cast function

9 - tidyr package gather and spread function

34 - introduction to gather and spread function

35 - gather function

36 - spread function

10 - dplyr package

37 - Introduction to dplyr package for data analysis

38 - create a tabledf object from a data frame

39 - dplyr sort descending and ascending with arrange function

40 - subscripting with filter and select function

41 - add a new column with mutate function

42 - inner join function

43 - dplyr merging functions

44 - what is a pipe operator

45 - pipe operator example

11 - Graphics in R Beginner Level

46 - Introduction to Graphics

47 - Graphic device create pdf file

48 - Graphic device create image device

49 - Introduction to the plot function

50 - Plot function in R

51 - Plot Types

52 - Line Graph with base R

53 - Introduction to low level graphics functions in R

54 - Adding points and lines

55 - Adding text

56 - Adding Legend

57 - Multiple displays with par function

58 - Coding Exercise Instructions.html

59 - Coding Exercise Solution

12 - Data Visualization in R Beginner Level

60 - Introduction to Data Visualizations

61 - Barplots Pie Charts The understanding

62 - Barplots in R Favorite EPL team mock survey dataset

63 - Controlling width and space of the bars

64 - Adding Titles to barplot

65 - Adding legend and creating a horizontal bar plot

66 - Stacked and Grouped Bar plots

67 - Pie Chart in R

68 - Pie Chart with percentages with R

69 - Histogram The understanding

70 - Histogram with R

71 - Histogram with value marker Histogram with mean and labels

72 - Histogram with Kernel density KDE in r

73 - Multiple Histograms

74 - Boxplot The understanding

75 - Boxplot in R

76 - Adding means to a boxplot

77 - Scatterplots The understanding

78 - Scatterplot revisited

13 - Beginner Project Financial Budget Analysis

79 - Project Outline.html

79 - financial-budget.csv

80 - Project Solution

81 - Percentage Distributions of the Funds

14 - Beginner Project Billionaires Analysis

82 - Billionaire.csv

82 - Project Outline.html

83 - Analyzing Billionaires by their Net Worth using R programming

15 - Intermediate Data Visualization Graphics with GGPLOT 2

84 - Understanding ggplot2 package

16 - ggplot2 package qplot function in action

85 - Understanding qplot function

86 - Visualization with qplot function in R

87 - qplot function adding geometric layers

88 - devices with ggplot2 ggsave fucntion

89 - Available geometric layers in ggplot2 regular expression

90 - Creating scatterplots and line graphs with geometric layers with qplot function

91 - smooth with qplot function

92 - grouped scatterplots with qplot

93 - qplot adding text to a scatterplot

94 - Boxplot and violin plot with qplot function

95 - Histogram with qplot function

96 - Creating density plot with qplot function

17 - ggplot2 ggplot function in action

97 - What are Aesthetics

98 - Understanding ggplot2 with ggplot function

99 - Visualization with ggplot function

100 - Aesthetics in R

101 - Creating scatterplots with ggplot function

102 - Example Visualizing gdp growth with ggplot function

102 - gdp.zip

103 - Grouped line chart with ggplot function

104 - Ecommerce website visits with ggplot function Barplots with ggplot2

104 - ecom.zip

105 - Visualizing stock returns with ggplot function Boxplots with ggplot2

105 - stock-returns.zip

106 - Stock returns with ggplot Aesthetics in boxplots

107 - Ecommerce website visits with ggplot function Create histogram with ggplot2

107 - web-visits.zip

108 - Ecommerce website visits with ggplot function Histogram mapping with ggplot2

18 - ggplot2 project Billionaires Analysis with ggplot2 package

109 - Billionaire.csv

109 - Project Outline Material.html

110 - Analyzing Billionares using ggplot2 Solution walkthrough

19 - Lattice Package

111 - 4.Lattice-Package.pptx

111 - Introduction to Lattice Package.html

112 - Creating scatterplots with Lattice Package

112 - diamonds.csv

113 - Grouped Scatterplots with lattice package

114 - Grouping scatterplots with panels

115 - Creating Bargraphs with lattice package

116 - Grouped bar graphs with lattice package

117 - Grouping bar charts with panels using lattice package

118 - Creating Boxplots with lattice package

119 - Controlling layout with lattice package

120 - Creating dot plot and strip plot with lattice package

121 - Creating Histogram with lattice package

122 - Creating density plot with lattice package

123 - Understanding lattice panel functions

124 - Lattice package panel functions in R

125 - Creating a panel function with Lattice Package

20 - Lattice Package project Home Loan Approvals Visualization project

126 - Home Loans Approval dataset.html

126 - home-loans.csv

127 - Home loan approval analysis with lattice package Solution

21 - Going Further with Data Visualizations

128 - Handling devices in R Switching between devices in r

129 - Closing devices in r

130 - Layout function in r

131 - showing layout with layoutshow

22 - ggplot2 scales and guides

132 - What is scaling in ggplot2

133 - scalexcontinous

134 - scaleycontinous

135 - scalecolormanual

136 - scalefillmanual

137 - scaleshapemanual

138 - scalesizemanual

139 - scalealphacontinous

140 - ggplot2 with guide guide guidelegend

141 - ggplot2 with guide argument guidecolorbar

23 - Faceting with gglot2

142 - Faceting aka paneling

143 - ggplot facetwrap

144 - ggplot facetgrid

24 - ggplot2 themes

145 - ggplot2 themes examples

146 - ggplot2 legend themes

147 - ggplot2 global themes

25 - Credit Card Approvals Visualization Project

148 - Credit Card Approval dataset description.html

148 - credit-cards.csv

149 - Credit Card Approvals project solution with ggplot2

150 - Credit Card Approvals project solution with ggplot2 continue

26 - Interactive r plots ggvis package from shiny

151 - ggvis package explained

152 - Scatterplot with ggvis package

153 - ggvis interactive scatter plot ggvis input slider

154 - ggvis addaxis labels title

155 - ggvis addlegend

156 - ggvis add regression line confidence intervals

157 - ggvis barplot or bar graph line graph with points

158 - ggvis boxplot and interactive histogram example

27 - Supermarket Sales Visualization Project

159 - Supermarket Sales data and outline.html

159 - market.csv

160 - Supermarket Sales Analysis solution walkthrough

161 - Supermarket Sales Analysis solution walkthrough part 2

28 - 3d scatter plots in r

162 - 3D Scatterplot example in r

163 - 3D Scatterplot in r group by shapes

164 - 3D Scatterplot in r group by color

165 - 3D Scatterplot in r group by shapes and color

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