Spatial Data Science
Introduction to R
Introduction
Basic data types
Basic data structures
Indexing
Algebra
Read and write files
Data exploration
Functions
Apply
Flow control
Data preparation
Graphics
Statistical models
Miscellaneous
Help!
Spatial data with
terra
Spatial data analysis
Remote Sensing
Processing MODIS data
Case studies
Species distribution modeling
The terra package
R companion to Geographic Information Analysis
Spatial Data Science
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Introduction to R
Introduction to R
¶
Introduction
Installing the R and R Studio software
Windows
Mac
Linux
Basic data types
Numeric and integer values
Character values
Logical values
Factors
Missing values
Time
Basic data structures
Matrix
List
Data frame
Indexing
Vector
Matrix
List
Data.frame
Which, %in% and match
Algebra
Vector algebra
Logical comparisons
Functions
Random numbers
Matrices
Read and write files
Paths
Files
Excel files
Data exploration
Summary and table
Quantile, range, and mean
Functions
Existing functions
Writing functions
Ellipses (…)
Functions overview
Apply
apply
apply
tapply
aggregate
sapply and lapply
Flow control
Looping
for-loops
break and next
while-loops
Branching
Data preparation
reshape
wide to long
long to wide
merge
sort
Graphics
Scatter plots
Some other base plots
Exploring the iris data set
Scatter plot
Titles and axis labels
Plotting characters
Colors
Axes
Interacting with plots
Legend
Multiple plots
Saving plots
Summary
Resources
Statistical models
Miscellaneous
Packages
Piping
How to write a good script?
Help!