The Data Mine
Introduction
- How to contribute
  - Setup GitHub Desktop and clone the repository
  - Making a contribution
Scholar
Data Formats
- HTML
- XML
  - XPath Expressions
Unix
- Getting started
- Standard utilities
  - man
  - cat
  - head
  - tail
  - ls
  - du
  - cp
  - mv
  - touch
  - mkdir
  - rm
  - rmdir
  - pwd
  - type
  - uniq
  - wc
  - ssh
  - scp
  - cut
  - sed
  - grep
  - find
  - less
  - sort
  - git
- awk
  - Built in variables
  - Examples
- ~ & . & ..
  - Examples
- Piping & Redirection
- Cron
  - Examples
  - Resources
- Emacs
- Nano
- Vim
- Writing scripts
  - Arguments
  - Examples
SQL
- Joins
  - INNER JOIN
  - LEFT OUTER JOIN
- Aliasing
  - RDBMS
  - SQL in R
  - SQL in Python
  - Examples
R
- Getting started
  - Examples using the 84.51 data set.
  - Examples using the New York City yellow taxi cab data set.
- Variables
  - NA
  - NaN
  - NULL
  - Dates
  - Factors
- Logical operators
  - Examples
  - Resources
- Lists & Vectors
- Basic R functions
- Data.frames
- Reading & Writing data
  - Examples
- Control flow
  - If/else statements
  - For loops
- Apply functions
  - apply
  - lapply
  - sapply
  - tapply
- Writing functions
  - ...
  - Examples
- Plotting
  - barplot
  - boxplot
  - pie
  - dotchart
  - plot
  - lines
  - points
  - abline
  - text
  - mtext
  - legend
  - par
  - facet_grid
  - facet_wrap
  - plot_usmap
  - ggplot
  - ggmap
  - leaflet
- RMarkdown
  - Code chunks
  - Resources
- Tidyverse
- data.table
- SQL in R
- Scraping
- shiny
  - Rendering images
Python
- Getting started
  - Python on Scholar
  - A note on indentation
- Variables
  - None
  - bool
  - str
  - int
  - float
  - complex
- Printing
  - f-strings
- Logical operators
- Lists & Tuples
- Dicts
- Sets
- Control flow
- Writing functions
- Reading & Writing data
  - read_csv
  - csv
- pathlib
  - Path
- numpy
- scipy
- pandas
- Jupyter notebooks
- Writing scripts
- Scraping
- XML
  - lxml
- Plotting
  - matplotlib
  - plotly
  - plotnine
  - pygal
  - seaborn
  - bokeh
- Classes
- tensorflow
- pytorch
Tools
- Docker
- Tableau
- GitHub
- VPNs
FAQs
Spring 2021 projects
- Templates
- Submissions
- STAT 19000
  - Topics
  - Project 1
  - Project 2
  - Project 3
  - Project 4
  - Project 5
  - Project 6
  - Project 7
  - Project 8
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  - Project 10
  - Project 11
  - Project 12
  - Project 13
  - Project 14
- STAT 29000
  - Topics
  - Project 1
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  - Project 14
- STAT 39000
  - Topics
  - Project 1
  - Project 2
  - Project 3
  - Project 4
  - Project 5
  - Project 6
  - Project 7
  - Project 8
  - Project 9
  - Project 10
  - Project 11
  - Project 12
  - Project 13
  - Project 14
Fall 2020 projects
- STAT 19000
  - Project 1
  - Project 2
  - Project 3
  - Project 4
  - Project 5
  - Project 6
  - Project 7
  - Project 8
  - Project 9
  - Project 10
  - Project 11
  - Project 12
  - Project 13
  - Project 14
  - Project 15
- STAT 29000
  - Project 1
  - Project 2
  - Project 3
  - Project 4
  - Project 5
  - Project 6
  - Project 7
  - Project 8
  - Project 9
  - Project 10
  - Project 11
  - Project 12
  - Project 13
  - Project 14
  - Project 15
- STAT 39000
  - Project 1
  - Project 2
  - Project 3
  - Project 4
  - Project 5
  - Project 6
  - Project 7
  - Project 8
  - Project 9
  - Project 10
  - Project 11
  - Project 12
  - Project 13
  - Project 14
  - Project 15
Corporate Partners
Contributors

The Examples Book

Contributors

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