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brickr/README.Rmd
2019-08-29 09:42:16 -04:00

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---
title: "The LEGO® System in R"
output:
github_document:
fig_width: 7.5
fig_height: 6
html_preview: false
---
```{r setup, include=FALSE}
knitr::opts_chunk$set(echo = TRUE)
library(brickr)
library(jpeg)
library(tidyverse)
```
# brickr <img src='man/figures/logo.png' align="right" height="138" />
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## Overview
**brickr** is a package for bringing the LEGO&reg; experience into the R and [tidyverse](https://www.tidyverse.org/) ecosystem.
The package is divided into 3 separate systems:
- [**Mosaics**](#mosaics): Convert image files into mosaics that could be built using LEGO&reg; bricks.
- [**3D Models**](#3d-models): Build 3D LEGO&reg; models from simple data formats & [rayshader](https://www.rayshader.com/).
- [**Charts**](#charts): A [ggplot2](https://ggplot2.tidyverse.org/) extension to generate plots that resemble LEGO&reg; bricks.
brickr also includes tools help users create the Mosaics and 3D model output using real LEGO&reg; elements.
Check out [brickr.org](http://brickr.org) for more detail!
### What's the point?
The goal of **brickr** is to provide a series of tools to integrate the LEGO&reg; system with R by:
- Enhancing a real world building experience with mosaics, generated instructions, and piece counts.
- Generating interest in R and coding for new audiences with easy-to-create 3D models.
- or just embracing pure novelty.
*brickr is developed using publicly available information about LEGO&reg; products and is not officially affiliated with The LEGO Group*
## Installation
``` r
# To install the latest version from Github:
# install.packages("devtools")
devtools::install_github("ryantimpe/brickr")
#For 3D features, rayshader is also required.
install.packages("rayshader")
```
## Mosaics
The mosaic functions renders an imported JPG or PNG file using LEGO colors and bricks.
```{r m1_set, fig.width = 3, fig.height=3, echo = TRUE, message = FALSE, warning = FALSE}
demo_img = tempfile()
download.file("http://ryantimpe.com/files/mf_unicorn.PNG", demo_img, mode="wb")
mosaic1 <- png::readPNG(demo_img) %>%
image_to_mosaic(img_size = 36) #Length of each side of mosaic in "bricks"
#Plot 2D mosaic
mosaic1 %>% build_mosaic()
```
In general, any **brickr** function that begins with `build_` generates a graphical output from a **brickr** list object, generated from other functions.
### Customization
`image_to_mosaic()` can take a few important arguments. See `?image_to_mosaic()` for full detail.
- `img_size` Providing a single value, such as `48`, crops the image to a square. Inputting a 2-element array, `c(56, 48)`, will output a rectangular image of `c(width, height)`.
- `color_table` & `color_palette` Options to limit the color of bricks used in mosaics, as not all colors produced by LEGO are readily available. Set `color_palette` to 'universal' or `c('universal', 'generic')` to limit colors to the most common ones. Use a subset of the data frame `lego_colors` as the `color_table` to specify a custom palette.
- `method` Technique used to map image colors into the allowed brick colors. Defaults to 'cie94`, but other options include 'cie2000' and 'euclidean'. Also includes the option 'brickr_classic', used in previous version of the package.
## 3D Models
The `bricks_from_*` series of functions creates 3D models of LEGO bricks from a variety of input formats. These models are rendered using [Tyler Morgan-Wall](https://twitter.com/tylermorganwall)'s [rayshader](https://www.rayshader.com/) package.
- `bricks_from_table()` & `bricks_from_excel()` convert a matrix-shaped table of integers into LEGO bricks. For simple models, this table can be made manually using `data.frame()` or `tibble::tribble()`. For more advanced models, it's recommended you use MS Excel or a .csv file. The left-most column in the table is associated with the Level or z-axis of the model. `bricks_from_excel()` is a wrapper function to more easily build models designed using a Microsoft Excel template. Please see this repo: [brickr toybox](https://github.com/ryantimpe/brickr_toybox).
- `bricks_from_coords()` takes a data frame with `x`, `y`, & `z` integer values, and `Color` columns, where each combination of x, y, & z is a point in 3-dimensional space. Color must be an official LEGO color name from `build_colors()`. This format is much more flexible than `bricks_from_table()` and allows the programmatic development of 3D models.
- `bricks_from_mosaic()` converts a 2D [mosaic](#mosaics) object from an image into 3D LEGO models, respectively. `bricks_from_rayshader()` creates a LEGO model from the same input as `rayshader::plot_3d()`.
Pass the output from any `bricks_from_*()` function to `build_bricks()` to see the 3D model. The `brick_res` option allows for higher resolution bricks in 'hd' or 'uhd', which will take longer to render.
```{r bricks_1, echo=TRUE, warning=FALSE, message=FALSE, fig.width=3, fig.height=3}
library(brickr)
#This is a brick
brick <- data.frame(
Level="A",
X1 = rep(3,4), #The number 3 is the brickrID for 'bright red'
X2 = rep(3,4)
)
brick %>%
bricks_from_table() %>%
build_bricks(brick_res = "uhd")
rayshader::render_snapshot( clear = TRUE)
```
### Stacking bricks
The Level column in the input table determines the elevation of the bricks. `bricks_from_table()` will convert alphanumeric levels into a z coordinate.
For larger models, use `tibble::tribble()` to more easily visualize the model. For very large models, use a csv or Excel.
```{r bricks_5, echo=TRUE, warning=FALSE, message=FALSE, fig.width=4, fig.height=4}
my_first_model <- tibble::tribble(
~Level, ~X1, ~X2, ~X3, ~x4, ~x5, ~X6, ~x7, ~x8,
"A", 1, 1, 1, 0, 1, 1, 1, 1,
"A", 1, 0, 0, 0, 0, 0, 0, 1,
"A", 1, 0, 0, 0, 0, 0, 0, 1,
"A", 1, 1, 1, 1, 1, 1, 1, 1,
"B", 1, 0, 1, 0, 1, 1, 0, 1,
"B", 1, 0, 0, 0, 0, 0, 0, 1,
"B", 1, 0, 0, 0, 0, 0, 0, 1,
"B", 1, 0, 1, 0, 0, 1, 0, 1,
"C", 1, 1, 1, 1, 1, 1, 1, 1,
"C", 1, 0, 0, 0, 0, 0, 0, 1,
"C", 1, 0, 0, 0, 0, 0, 0, 1,
"C", 1, 1, 1, 1, 1, 1, 1, 1,
"D", 2, 2, 2, 2, 2, 2, 2, 2,
"D", 1, 0, 0, 0, 0, 0, 0, 1,
"D", 1, 0, 0, 0, 0, 0, 0, 1,
"D", 2, 2, 2, 2, 2, 2, 2, 2,
"E", 0, 0, 0, 0, 0, 0, 0, 0,
"E", 2, 2, 2, 2, 2, 2, 2, 2,
"E", 2, 2, 2, 2, 2, 2, 2, 2,
"E", 0, 0, 0, 0, 0, 0, 0, 0
)
brick_colors <- tibble::tribble(
~`.value`, ~Color,
1, "Bright blue",
2, "Dark orange"
)
my_first_model %>%
bricks_from_table(brick_colors) %>%
build_bricks(theta = 210, brick_res = "uhd")
rayshader::render_snapshot(clear = TRUE)
```
### Programmatically build models
Use `bricks_from_coords()` to programmatically build 3D LEGO models instead of manually drawing them in a spreadsheet or table. Here you must provide whole number coordinates for x, y, and z, along with an official LEGO color name for each point.
```{r bricks_6, echo=TRUE, warning=FALSE, message=FALSE, fig.width=5, fig.height=5}
radius <- 4
sphere_coords <- expand.grid(
x = 1:round((radius*2.5)),
y = 1:round((radius*2.5)),
z = 1:round((radius/(6/5)*2.5)) #A brick is 6/5 taller than it is wide/deep
) %>%
mutate(
#Distance of each coordinate from center
dist = (((x-mean(x))^2 + (y-mean(y))^2 + (z-mean(z))^2)^(1/2)),
Color = case_when(
#Yellow stripes on the surface with a 2to4 thickness
between(dist, (radius-1), radius) & (x+y+z) %% 6 %in% 0:1 ~ "Bright yellow",
#Otherwise, sphere is blue
dist <= radius ~ "Bright blue"
))
sphere_coords %>%
bricks_from_coords() %>%
build_bricks(brick_res = "uhd", phi = 30, theta = 30)
rayshader::render_snapshot(clear = TRUE)
```
### Examples
More examples using `bricks_from_table()` and `bricks_from_coords()` can be found at the links below.
- [**Get started**](https://gist.github.com/ryantimpe/a784beaa4f798f57010369329d46ce71) with the framework for building a brick from scratch.
- [**Build an owl**](https://gist.github.com/ryantimpe/ceab2ed6b8a4737077280fc9b0d1c886) with `bricks_from_table()` by manually placing each brick.
- Generate a punny [**random forest model**](https://gist.github.com/ryantimpe/a7363a5e99dceabada150a43925beec7) using `bricks_from_coords()` and {purrr}.
- [**brickr toybox**](https://github.com/ryantimpe/brickr_toybox) repo for tools and resources to get started.
## Charts
brickr includes functions to render [ggplot2](https://ggplot2.tidyverse.org/) bar charts as bricks with LEGO color themes. The main function is `geom_brick_col()`, which is the brickr equivalent of `geom_col()`. Additional functions are highly recommended to ensure that proper the chart is rendered in the proper functions and proportions.
```{r geom_brick, echo=TRUE, warning=FALSE, message=FALSE, fig.width=4, fig.height=4}
df <- data.frame(trt = c("a", "b", "c"), outcome = c(2.3, 1.9, 3.2))
#For official LEGO colors, use with scale_fill_brick and theme_brick.
ggplot(df, aes(trt, outcome)) +
geom_brick_col(aes(fill = trt)) +
scale_fill_brick() +
coord_brick() +
theme_brick()
```
Both `scale_fill_brick()` and `theme_brick()` take an input 'brick_theme', which ensures all colors match official LEGO brick colors. See `build_themes()` for a sample of all available brick theme.
```{r geom_brick2, echo=TRUE, warning=FALSE, message=FALSE, fig.width=4, fig.height=4}
df <- data.frame(trt = letters[1:6], outcome = rnorm(6, mean = 5, sd = 2))
use_theme <- "hp"
ggplot(df, aes(trt, outcome)) +
geom_brick_col(aes(fill = trt), two_knob = F) +
scale_fill_brick(use_theme) +
coord_brick_flip() +
theme_brick(use_theme) +
theme(legend.position = "none")
```
## IRL
Additional functions assist in the translation of brickr objects into actual LEGO bricks.
### Instructions
Use `build_instructions()` to break the mosaics and 3D models into easier-to-read steps for building the set. This defaults to 6 steps, but passing any integer value will generate that many steps.
```{r m1_instructions, fig.width = 8, fig.height=7, message = FALSE, warning = FALSE}
mosaic1 %>% build_instructions(9)
```
### Piece list and count
Use `build_pieces()` to generate a graphic and count of all required plates or bricks (for stacked mosaics). These are sorted by color and size for easy purchase on LEGO.com's [Pick-a-Brick](https://shop.lego.com/en-US/Pick-a-Brick) section using the advanced search option. Alternatively, use `table_pieces()` to produce a data frame table of all required bricks.
```{r m1_pieces, fig.width = 8, fig.height=7, message = FALSE, warning = FALSE}
mosaic1 %>% build_pieces()
```