Interactive data visualization on the web with R

class: center, middle, inverse, title-slide

# Interactive data visualization on the web with R
### Carson Sievert
### Slides: <a href="https://workshops.cpsievert.me/" class="uri">https://workshops.cpsievert.me/</a> Slides released under <a href='https://workshops.cpsievert.me/LICENSE'>Creative Commons</a>

---

## About me

* PhD in statistics from Iowa State (defended in December)
    * Taught intro to business statistics for 4 years. 
    * __Thesis:__ Interfacing R with Web Technologies for Interactive Statistical Graphics and Computing
with Data

* Maintainer of plotly's R package (for nearly 2 years!)
    * Authored the [plotly book](https://plotly-book.cpsievert.me/) in 2016
    * Received the John M. Chambers Statistical Software Award in 2017
    
* Author of many [other R packages](https://cpsievert.me/software/) 
    * LDAvis, animint, pitchRx, rdom, etc

* Delivered a handful of R [workshops](https://workshops.cpsievert.me)
    * Most recently (solely) delivered an R workshop at [plotcon](https://plotcon.plot.ly/)

---
class: inverse, center, middle

## About my workshops

Attendees expected to bring laptop.

Materials are published online (under Creative Commons).

Blend of lecture, coding demos, and hands-on exercises.

Works best with 5-20 attendees.

---

## About this workshop

* Mostly a re-hash of my [plotcon workshop](https://plotcon17.cpsievert.me/workshop/)

* Day 1: Getting (re)-acquainted with R, RStudio, data wrangling, ggplot2, and plotly
  * Basic R syntax and data structures
  * Using `ggplotly()` to convert ggplot2 to plotly
  * Using `layout()`/`style()` to modify plotly objects
  * Tips and info for getting "un-stuck"
    
* Day 2: Advanced plotly
  * Animation
  * Highlighting/filtering in multiple linked views
  * Capturing plotly events in shiny

---
class: inverse, center, middle

# Some examples

---

```r
library(plotly)
usa <- albersusa::usa_sf("laea")
p <- ggplot(usa) + geom_sf(aes(fill = pop_2010)) 
ggplotly(p)
```

---

## Various ways to customize

```r
p <- ggplot(usa) + 
 geom_sf(aes(fill = pop_2010, text = paste(name, "had", pop_2010, "\n in 2010"))) 
style(ggplotly(p, tooltip = "text"), hoverlabel = list(bgcolor = "white"))
```

---

## Define custom interactions

---

## The code

```r
library(crosstalk)
usd <- SharedData$new(usa)
p <- ggplot(usd) + geom_sf(aes(fill = pop_2010))
highlight(
 ggplotly(p), "plotly_hover", opacityDim = 0.8,
 selected = attrs_selected(line = list(color = "black"))
)
```

---

## Annotate on click

---

## Highlighting in small multiples

```r
d <- subset(txhousing, city %in% c("Galveston", "Midland", "Odessa", "South Padre Island"))
sd <- SharedData$new(d, ~year)
p <- ggplot(sd, aes(month, median, group = year)) + geom_line() +
 facet_wrap(~city, ncol = 2)
gg <- ggplotly(p, tooltip = "year")
highlight(gg, on = "plotly_click")
```

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---

## Making comparisons with dynamic brush

```r
highlight(
  gg, on = "plotly_click", dynamic = TRUE, persistent = TRUE, selectize = TRUE
)
```

---

## Animation

```r
p <- ggplot(sd, aes(month, median)) + 
 geom_line(aes(group = year), alpha = 0.2) +
 geom_line(aes(frame = year), color = "red") +
 facet_wrap(~city, ncol = 2)
ggplotly(p) %>% animation_opts(1000)
```

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median: 135600","year: 2007 .crossTalkKey: 2007 month: 3 median: 148600","year: 2007 .crossTalkKey: 2007 month: 4 median: 151100","year: 2007 .crossTalkKey: 2007 month: 5 median: 163600","year: 2007 .crossTalkKey: 2007 month: 6 median: 171500","year: 2007 .crossTalkKey: 2007 month: 7 median: 156900","year: 2007 .crossTalkKey: 2007 month: 8 median: 167500","year: 2007 .crossTalkKey: 2007 month: 9 median: 167900","year: 2007 .crossTalkKey: 2007 month: 10 median: 167600","year: 2007 .crossTalkKey: 2007 month: 11 median: 152500","year: 2007 .crossTalkKey: 2007 month: 12 median: 186000"],"key":["2007"],"frame":"2007","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x2","yaxis":"y","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[105700,105500,98300,109200,110000,123000,126000,122100,121300,103300,112500,121100],"text":["year: 2007 .crossTalkKey: 2007 month: 1 median: 105700","year: 2007 .crossTalkKey: 2007 month: 2 median: 105500","year: 2007 .crossTalkKey: 2007 month: 3 median: 98300","year: 2007 .crossTalkKey: 2007 month: 4 median: 109200","year: 2007 .crossTalkKey: 2007 month: 5 median: 110000","year: 2007 .crossTalkKey: 2007 month: 6 median: 123000","year: 2007 .crossTalkKey: 2007 month: 7 median: 126000","year: 2007 .crossTalkKey: 2007 month: 8 median: 122100","year: 2007 .crossTalkKey: 2007 month: 9 median: 121300","year: 2007 .crossTalkKey: 2007 month: 10 median: 103300","year: 2007 .crossTalkKey: 2007 month: 11 median: 112500","year: 2007 .crossTalkKey: 2007 month: 12 median: 121100"],"key":["2007"],"frame":"2007","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x","yaxis":"y2","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[null,null,null,null,null,null,null,null,null,null,null,null],"text":["year: 2007 .crossTalkKey: 2007 month: 1 median: NA","year: 2007 .crossTalkKey: 2007 month: 2 median: NA","year: 2007 .crossTalkKey: 2007 month: 3 median: NA","year: 2007 .crossTalkKey: 2007 month: 4 median: NA","year: 2007 .crossTalkKey: 2007 month: 5 median: NA","year: 2007 .crossTalkKey: 2007 month: 6 median: NA","year: 2007 .crossTalkKey: 2007 month: 7 median: NA","year: 2007 .crossTalkKey: 2007 month: 8 median: NA","year: 2007 .crossTalkKey: 2007 month: 9 median: NA","year: 2007 .crossTalkKey: 2007 month: 10 median: NA","year: 2007 .crossTalkKey: 2007 month: 11 median: NA","year: 2007 .crossTalkKey: 2007 month: 12 median: NA"],"key":["2007"],"frame":"2007","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x2","yaxis":"y2","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true}],"traces":[4,5,6,7]},{"name":"2008","data":[{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[140000,170000,222200,176000,180000,205000,194000,208300,165000,163300,130000,110000],"text":["year: 2008 .crossTalkKey: 2008 month: 1 median: 140000","year: 2008 .crossTalkKey: 2008 month: 2 median: 170000","year: 2008 .crossTalkKey: 2008 month: 3 median: 222200","year: 2008 .crossTalkKey: 2008 month: 4 median: 176000","year: 2008 .crossTalkKey: 2008 month: 5 median: 180000","year: 2008 .crossTalkKey: 2008 month: 6 median: 205000","year: 2008 .crossTalkKey: 2008 month: 7 median: 194000","year: 2008 .crossTalkKey: 2008 month: 8 median: 208300","year: 2008 .crossTalkKey: 2008 month: 9 median: 165000","year: 2008 .crossTalkKey: 2008 month: 10 median: 163300","year: 2008 .crossTalkKey: 2008 month: 11 median: 130000","year: 2008 .crossTalkKey: 2008 month: 12 median: 110000"],"key":["2008"],"frame":"2008","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[165600,161400,177300,162400,164500,179500,182200,186900,180500,170000,166300,175000],"text":["year: 2008 .crossTalkKey: 2008 month: 1 median: 165600","year: 2008 .crossTalkKey: 2008 month: 2 median: 161400","year: 2008 .crossTalkKey: 2008 month: 3 median: 177300","year: 2008 .crossTalkKey: 2008 month: 4 median: 162400","year: 2008 .crossTalkKey: 2008 month: 5 median: 164500","year: 2008 .crossTalkKey: 2008 month: 6 median: 179500","year: 2008 .crossTalkKey: 2008 month: 7 median: 182200","year: 2008 .crossTalkKey: 2008 month: 8 median: 186900","year: 2008 .crossTalkKey: 2008 month: 9 median: 180500","year: 2008 .crossTalkKey: 2008 month: 10 median: 170000","year: 2008 .crossTalkKey: 2008 month: 11 median: 166300","year: 2008 .crossTalkKey: 2008 month: 12 median: 175000"],"key":["2008"],"frame":"2008","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x2","yaxis":"y","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[112900,104600,120000,118800,119500,143300,127500,136700,121600,126400,116700,110000],"text":["year: 2008 .crossTalkKey: 2008 month: 1 median: 112900","year: 2008 .crossTalkKey: 2008 month: 2 median: 104600","year: 2008 .crossTalkKey: 2008 month: 3 median: 120000","year: 2008 .crossTalkKey: 2008 month: 4 median: 118800","year: 2008 .crossTalkKey: 2008 month: 5 median: 119500","year: 2008 .crossTalkKey: 2008 month: 6 median: 143300","year: 2008 .crossTalkKey: 2008 month: 7 median: 127500","year: 2008 .crossTalkKey: 2008 month: 8 median: 136700","year: 2008 .crossTalkKey: 2008 month: 9 median: 121600","year: 2008 .crossTalkKey: 2008 month: 10 median: 126400","year: 2008 .crossTalkKey: 2008 month: 11 median: 116700","year: 2008 .crossTalkKey: 2008 month: 12 median: 110000"],"key":["2008"],"frame":"2008","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x","yaxis":"y2","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[null,null,null,null,null,null,null,null,null,null,null,null],"text":["year: 2008 .crossTalkKey: 2008 month: 1 median: NA","year: 2008 .crossTalkKey: 2008 month: 2 median: NA","year: 2008 .crossTalkKey: 2008 month: 3 median: NA","year: 2008 .crossTalkKey: 2008 month: 4 median: NA","year: 2008 .crossTalkKey: 2008 month: 5 median: NA","year: 2008 .crossTalkKey: 2008 month: 6 median: NA","year: 2008 .crossTalkKey: 2008 month: 7 median: NA","year: 2008 .crossTalkKey: 2008 month: 8 median: NA","year: 2008 .crossTalkKey: 2008 month: 9 median: NA","year: 2008 .crossTalkKey: 2008 month: 10 median: NA","year: 2008 .crossTalkKey: 2008 month: 11 median: NA","year: 2008 .crossTalkKey: 2008 month: 12 median: NA"],"key":["2008"],"frame":"2008","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x2","yaxis":"y2","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true}],"traces":[4,5,6,7]},{"name":"2009","data":[{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[91700,90000,97500,85000,132000,163300,150000,138600,150000,151700,121400,125000],"text":["year: 2009 .crossTalkKey: 2009 month: 1 median: 91700","year: 2009 .crossTalkKey: 2009 month: 2 median: 90000","year: 2009 .crossTalkKey: 2009 month: 3 median: 97500","year: 2009 .crossTalkKey: 2009 month: 4 median: 85000","year: 2009 .crossTalkKey: 2009 month: 5 median: 132000","year: 2009 .crossTalkKey: 2009 month: 6 median: 163300","year: 2009 .crossTalkKey: 2009 month: 7 median: 150000","year: 2009 .crossTalkKey: 2009 month: 8 median: 138600","year: 2009 .crossTalkKey: 2009 month: 9 median: 150000","year: 2009 .crossTalkKey: 2009 month: 10 median: 151700","year: 2009 .crossTalkKey: 2009 month: 11 median: 121400","year: 2009 .crossTalkKey: 2009 month: 12 median: 125000"],"key":["2009"],"frame":"2009","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[166700,170000,169400,174400,176800,191800,167300,168500,164800,165500,161700,168900],"text":["year: 2009 .crossTalkKey: 2009 month: 1 median: 166700","year: 2009 .crossTalkKey: 2009 month: 2 median: 170000","year: 2009 .crossTalkKey: 2009 month: 3 median: 169400","year: 2009 .crossTalkKey: 2009 month: 4 median: 174400","year: 2009 .crossTalkKey: 2009 month: 5 median: 176800","year: 2009 .crossTalkKey: 2009 month: 6 median: 191800","year: 2009 .crossTalkKey: 2009 month: 7 median: 167300","year: 2009 .crossTalkKey: 2009 month: 8 median: 168500","year: 2009 .crossTalkKey: 2009 month: 9 median: 164800","year: 2009 .crossTalkKey: 2009 month: 10 median: 165500","year: 2009 .crossTalkKey: 2009 month: 11 median: 161700","year: 2009 .crossTalkKey: 2009 month: 12 median: 168900"],"key":["2009"],"frame":"2009","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x2","yaxis":"y","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[135700,130000,136400,128800,144300,133300,137800,113300,127800,130000,118500,138200],"text":["year: 2009 .crossTalkKey: 2009 month: 1 median: 135700","year: 2009 .crossTalkKey: 2009 month: 2 median: 130000","year: 2009 .crossTalkKey: 2009 month: 3 median: 136400","year: 2009 .crossTalkKey: 2009 month: 4 median: 128800","year: 2009 .crossTalkKey: 2009 month: 5 median: 144300","year: 2009 .crossTalkKey: 2009 month: 6 median: 133300","year: 2009 .crossTalkKey: 2009 month: 7 median: 137800","year: 2009 .crossTalkKey: 2009 month: 8 median: 113300","year: 2009 .crossTalkKey: 2009 month: 9 median: 127800","year: 2009 .crossTalkKey: 2009 month: 10 median: 130000","year: 2009 .crossTalkKey: 2009 month: 11 median: 118500","year: 2009 .crossTalkKey: 2009 month: 12 median: 138200"],"key":["2009"],"frame":"2009","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x","yaxis":"y2","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[null,null,null,null,null,null,null,null,180000,241700,200000,140000],"text":["year: 2009 .crossTalkKey: 2009 month: 1 median: NA","year: 2009 .crossTalkKey: 2009 month: 2 median: NA","year: 2009 .crossTalkKey: 2009 month: 3 median: NA","year: 2009 .crossTalkKey: 2009 month: 4 median: NA","year: 2009 .crossTalkKey: 2009 month: 5 median: NA","year: 2009 .crossTalkKey: 2009 month: 6 median: NA","year: 2009 .crossTalkKey: 2009 month: 7 median: NA","year: 2009 .crossTalkKey: 2009 month: 8 median: NA","year: 2009 .crossTalkKey: 2009 month: 9 median: 180000","year: 2009 .crossTalkKey: 2009 month: 10 median: 241700","year: 2009 .crossTalkKey: 2009 month: 11 median: 200000","year: 2009 .crossTalkKey: 2009 month: 12 median: 140000"],"key":["2009"],"frame":"2009","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x2","yaxis":"y2","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true}],"traces":[4,5,6,7]},{"name":"2010","data":[{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[145000,170000,145000,153300,157000,176700,187500,180000,133300,172200,165000,183300],"text":["year: 2010 .crossTalkKey: 2010 month: 1 median: 145000","year: 2010 .crossTalkKey: 2010 month: 2 median: 170000","year: 2010 .crossTalkKey: 2010 month: 3 median: 145000","year: 2010 .crossTalkKey: 2010 month: 4 median: 153300","year: 2010 .crossTalkKey: 2010 month: 5 median: 157000","year: 2010 .crossTalkKey: 2010 month: 6 median: 176700","year: 2010 .crossTalkKey: 2010 month: 7 median: 187500","year: 2010 .crossTalkKey: 2010 month: 8 median: 180000","year: 2010 .crossTalkKey: 2010 month: 9 median: 133300","year: 2010 .crossTalkKey: 2010 month: 10 median: 172200","year: 2010 .crossTalkKey: 2010 month: 11 median: 165000","year: 2010 .crossTalkKey: 2010 month: 12 median: 183300"],"key":["2010"],"frame":"2010","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[167500,175400,162300,162800,171800,174000,192000,174700,189100,170600,180000,185000],"text":["year: 2010 .crossTalkKey: 2010 month: 1 median: 167500","year: 2010 .crossTalkKey: 2010 month: 2 median: 175400","year: 2010 .crossTalkKey: 2010 month: 3 median: 162300","year: 2010 .crossTalkKey: 2010 month: 4 median: 162800","year: 2010 .crossTalkKey: 2010 month: 5 median: 171800","year: 2010 .crossTalkKey: 2010 month: 6 median: 174000","year: 2010 .crossTalkKey: 2010 month: 7 median: 192000","year: 2010 .crossTalkKey: 2010 month: 8 median: 174700","year: 2010 .crossTalkKey: 2010 month: 9 median: 189100","year: 2010 .crossTalkKey: 2010 month: 10 median: 170600","year: 2010 .crossTalkKey: 2010 month: 11 median: 180000","year: 2010 .crossTalkKey: 2010 month: 12 median: 185000"],"key":["2010"],"frame":"2010","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x2","yaxis":"y","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[117500,123100,120000,117800,126900,125300,138800,150000,132900,113000,155000,128900],"text":["year: 2010 .crossTalkKey: 2010 month: 1 median: 117500","year: 2010 .crossTalkKey: 2010 month: 2 median: 123100","year: 2010 .crossTalkKey: 2010 month: 3 median: 120000","year: 2010 .crossTalkKey: 2010 month: 4 median: 117800","year: 2010 .crossTalkKey: 2010 month: 5 median: 126900","year: 2010 .crossTalkKey: 2010 month: 6 median: 125300","year: 2010 .crossTalkKey: 2010 month: 7 median: 138800","year: 2010 .crossTalkKey: 2010 month: 8 median: 150000","year: 2010 .crossTalkKey: 2010 month: 9 median: 132900","year: 2010 .crossTalkKey: 2010 month: 10 median: 113000","year: 2010 .crossTalkKey: 2010 month: 11 median: 155000","year: 2010 .crossTalkKey: 2010 month: 12 median: 128900"],"key":["2010"],"frame":"2010","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x","yaxis":"y2","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[200000,195000,183300,225000,208300,193300,262500,165000,225000,175000,160000,190000],"text":["year: 2010 .crossTalkKey: 2010 month: 1 median: 200000","year: 2010 .crossTalkKey: 2010 month: 2 median: 195000","year: 2010 .crossTalkKey: 2010 month: 3 median: 183300","year: 2010 .crossTalkKey: 2010 month: 4 median: 225000","year: 2010 .crossTalkKey: 2010 month: 5 median: 208300","year: 2010 .crossTalkKey: 2010 month: 6 median: 193300","year: 2010 .crossTalkKey: 2010 month: 7 median: 262500","year: 2010 .crossTalkKey: 2010 month: 8 median: 165000","year: 2010 .crossTalkKey: 2010 month: 9 median: 225000","year: 2010 .crossTalkKey: 2010 month: 10 median: 175000","year: 2010 .crossTalkKey: 2010 month: 11 median: 160000","year: 2010 .crossTalkKey: 2010 month: 12 median: 190000"],"key":["2010"],"frame":"2010","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x2","yaxis":"y2","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true}],"traces":[4,5,6,7]},{"name":"2011","data":[{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[170000,177500,190000,186000,171200,150000,170000,160000,174000,173300,126700,166000],"text":["year: 2011 .crossTalkKey: 2011 month: 1 median: 170000","year: 2011 .crossTalkKey: 2011 month: 2 median: 177500","year: 2011 .crossTalkKey: 2011 month: 3 median: 190000","year: 2011 .crossTalkKey: 2011 month: 4 median: 186000","year: 2011 .crossTalkKey: 2011 month: 5 median: 171200","year: 2011 .crossTalkKey: 2011 month: 6 median: 150000","year: 2011 .crossTalkKey: 2011 month: 7 median: 170000","year: 2011 .crossTalkKey: 2011 month: 8 median: 160000","year: 2011 .crossTalkKey: 2011 month: 9 median: 174000","year: 2011 .crossTalkKey: 2011 month: 10 median: 173300","year: 2011 .crossTalkKey: 2011 month: 11 median: 126700","year: 2011 .crossTalkKey: 2011 month: 12 median: 166000"],"key":["2011"],"frame":"2011","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[176200,178800,186900,148500,194500,186700,190000,196200,200000,176000,202100,184000],"text":["year: 2011 .crossTalkKey: 2011 month: 1 median: 176200","year: 2011 .crossTalkKey: 2011 month: 2 median: 178800","year: 2011 .crossTalkKey: 2011 month: 3 median: 186900","year: 2011 .crossTalkKey: 2011 month: 4 median: 148500","year: 2011 .crossTalkKey: 2011 month: 5 median: 194500","year: 2011 .crossTalkKey: 2011 month: 6 median: 186700","year: 2011 .crossTalkKey: 2011 month: 7 median: 190000","year: 2011 .crossTalkKey: 2011 month: 8 median: 196200","year: 2011 .crossTalkKey: 2011 month: 9 median: 200000","year: 2011 .crossTalkKey: 2011 month: 10 median: 176000","year: 2011 .crossTalkKey: 2011 month: 11 median: 202100","year: 2011 .crossTalkKey: 2011 month: 12 median: 184000"],"key":["2011"],"frame":"2011","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x2","yaxis":"y","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[136700,137500,146700,136300,142700,144000,144000,142500,141100,148300,125000,129300],"text":["year: 2011 .crossTalkKey: 2011 month: 1 median: 136700","year: 2011 .crossTalkKey: 2011 month: 2 median: 137500","year: 2011 .crossTalkKey: 2011 month: 3 median: 146700","year: 2011 .crossTalkKey: 2011 month: 4 median: 136300","year: 2011 .crossTalkKey: 2011 month: 5 median: 142700","year: 2011 .crossTalkKey: 2011 month: 6 median: 144000","year: 2011 .crossTalkKey: 2011 month: 7 median: 144000","year: 2011 .crossTalkKey: 2011 month: 8 median: 142500","year: 2011 .crossTalkKey: 2011 month: 9 median: 141100","year: 2011 .crossTalkKey: 2011 month: 10 median: 148300","year: 2011 .crossTalkKey: 2011 month: 11 median: 125000","year: 2011 .crossTalkKey: 2011 month: 12 median: 129300"],"key":["2011"],"frame":"2011","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x","yaxis":"y2","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[225000,262500,180000,182000,140000,123300,150000,197500,160000,140000,243800,150000],"text":["year: 2011 .crossTalkKey: 2011 month: 1 median: 225000","year: 2011 .crossTalkKey: 2011 month: 2 median: 262500","year: 2011 .crossTalkKey: 2011 month: 3 median: 180000","year: 2011 .crossTalkKey: 2011 month: 4 median: 182000","year: 2011 .crossTalkKey: 2011 month: 5 median: 140000","year: 2011 .crossTalkKey: 2011 month: 6 median: 123300","year: 2011 .crossTalkKey: 2011 month: 7 median: 150000","year: 2011 .crossTalkKey: 2011 month: 8 median: 197500","year: 2011 .crossTalkKey: 2011 month: 9 median: 160000","year: 2011 .crossTalkKey: 2011 month: 10 median: 140000","year: 2011 .crossTalkKey: 2011 month: 11 median: 243800","year: 2011 .crossTalkKey: 2011 month: 12 median: 150000"],"key":["2011"],"frame":"2011","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x2","yaxis":"y2","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true}],"traces":[4,5,6,7]},{"name":"2012","data":[{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[122500,186000,146700,153800,182900,168800,152500,156200,172000,186000,178600,160000],"text":["year: 2012 .crossTalkKey: 2012 month: 1 median: 122500","year: 2012 .crossTalkKey: 2012 month: 2 median: 186000","year: 2012 .crossTalkKey: 2012 month: 3 median: 146700","year: 2012 .crossTalkKey: 2012 month: 4 median: 153800","year: 2012 .crossTalkKey: 2012 month: 5 median: 182900","year: 2012 .crossTalkKey: 2012 month: 6 median: 168800","year: 2012 .crossTalkKey: 2012 month: 7 median: 152500","year: 2012 .crossTalkKey: 2012 month: 8 median: 156200","year: 2012 .crossTalkKey: 2012 month: 9 median: 172000","year: 2012 .crossTalkKey: 2012 month: 10 median: 186000","year: 2012 .crossTalkKey: 2012 month: 11 median: 178600","year: 2012 .crossTalkKey: 2012 month: 12 median: 160000"],"key":["2012"],"frame":"2012","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[203900,185700,196000,201900,231600,206700,190500,218900,201000,222400,212500,214500],"text":["year: 2012 .crossTalkKey: 2012 month: 1 median: 203900","year: 2012 .crossTalkKey: 2012 month: 2 median: 185700","year: 2012 .crossTalkKey: 2012 month: 3 median: 196000","year: 2012 .crossTalkKey: 2012 month: 4 median: 201900","year: 2012 .crossTalkKey: 2012 month: 5 median: 231600","year: 2012 .crossTalkKey: 2012 month: 6 median: 206700","year: 2012 .crossTalkKey: 2012 month: 7 median: 190500","year: 2012 .crossTalkKey: 2012 month: 8 median: 218900","year: 2012 .crossTalkKey: 2012 month: 9 median: 201000","year: 2012 .crossTalkKey: 2012 month: 10 median: 222400","year: 2012 .crossTalkKey: 2012 month: 11 median: 212500","year: 2012 .crossTalkKey: 2012 month: 12 median: 214500"],"key":["2012"],"frame":"2012","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x2","yaxis":"y","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[152000,142500,138300,135400,156400,156200,142700,158800,155700,155000,150500,158000],"text":["year: 2012 .crossTalkKey: 2012 month: 1 median: 152000","year: 2012 .crossTalkKey: 2012 month: 2 median: 142500","year: 2012 .crossTalkKey: 2012 month: 3 median: 138300","year: 2012 .crossTalkKey: 2012 month: 4 median: 135400","year: 2012 .crossTalkKey: 2012 month: 5 median: 156400","year: 2012 .crossTalkKey: 2012 month: 6 median: 156200","year: 2012 .crossTalkKey: 2012 month: 7 median: 142700","year: 2012 .crossTalkKey: 2012 month: 8 median: 158800","year: 2012 .crossTalkKey: 2012 month: 9 median: 155700","year: 2012 .crossTalkKey: 2012 month: 10 median: 155000","year: 2012 .crossTalkKey: 2012 month: 11 median: 150500","year: 2012 .crossTalkKey: 2012 month: 12 median: 158000"],"key":["2012"],"frame":"2012","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x","yaxis":"y2","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[250000,206200,160000,210000,147500,180000,190000,150000,175000,170000,200000,190000],"text":["year: 2012 .crossTalkKey: 2012 month: 1 median: 250000","year: 2012 .crossTalkKey: 2012 month: 2 median: 206200","year: 2012 .crossTalkKey: 2012 month: 3 median: 160000","year: 2012 .crossTalkKey: 2012 month: 4 median: 210000","year: 2012 .crossTalkKey: 2012 month: 5 median: 147500","year: 2012 .crossTalkKey: 2012 month: 6 median: 180000","year: 2012 .crossTalkKey: 2012 month: 7 median: 190000","year: 2012 .crossTalkKey: 2012 month: 8 median: 150000","year: 2012 .crossTalkKey: 2012 month: 9 median: 175000","year: 2012 .crossTalkKey: 2012 month: 10 median: 170000","year: 2012 .crossTalkKey: 2012 month: 11 median: 200000","year: 2012 .crossTalkKey: 2012 month: 12 median: 190000"],"key":["2012"],"frame":"2012","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x2","yaxis":"y2","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true}],"traces":[4,5,6,7]},{"name":"2013","data":[{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[165000,183300,192500,216700,202100,202800,165000,211200,187800,156000,180000,180000],"text":["year: 2013 .crossTalkKey: 2013 month: 1 median: 165000","year: 2013 .crossTalkKey: 2013 month: 2 median: 183300","year: 2013 .crossTalkKey: 2013 month: 3 median: 192500","year: 2013 .crossTalkKey: 2013 month: 4 median: 216700","year: 2013 .crossTalkKey: 2013 month: 5 median: 202100","year: 2013 .crossTalkKey: 2013 month: 6 median: 202800","year: 2013 .crossTalkKey: 2013 month: 7 median: 165000","year: 2013 .crossTalkKey: 2013 month: 8 median: 211200","year: 2013 .crossTalkKey: 2013 month: 9 median: 187800","year: 2013 .crossTalkKey: 2013 month: 10 median: 156000","year: 2013 .crossTalkKey: 2013 month: 11 median: 180000","year: 2013 .crossTalkKey: 2013 month: 12 median: 180000"],"key":["2013"],"frame":"2013","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[216200,226000,177100,211500,230600,229700,231400,246800,244000,225800,235200,235700],"text":["year: 2013 .crossTalkKey: 2013 month: 1 median: 216200","year: 2013 .crossTalkKey: 2013 month: 2 median: 226000","year: 2013 .crossTalkKey: 2013 month: 3 median: 177100","year: 2013 .crossTalkKey: 2013 month: 4 median: 211500","year: 2013 .crossTalkKey: 2013 month: 5 median: 230600","year: 2013 .crossTalkKey: 2013 month: 6 median: 229700","year: 2013 .crossTalkKey: 2013 month: 7 median: 231400","year: 2013 .crossTalkKey: 2013 month: 8 median: 246800","year: 2013 .crossTalkKey: 2013 month: 9 median: 244000","year: 2013 .crossTalkKey: 2013 month: 10 median: 225800","year: 2013 .crossTalkKey: 2013 month: 11 median: 235200","year: 2013 .crossTalkKey: 2013 month: 12 median: 235700"],"key":["2013"],"frame":"2013","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x2","yaxis":"y","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[163300,150800,152700,154000,167300,158800,162500,170000,182000,160000,155700,164700],"text":["year: 2013 .crossTalkKey: 2013 month: 1 median: 163300","year: 2013 .crossTalkKey: 2013 month: 2 median: 150800","year: 2013 .crossTalkKey: 2013 month: 3 median: 152700","year: 2013 .crossTalkKey: 2013 month: 4 median: 154000","year: 2013 .crossTalkKey: 2013 month: 5 median: 167300","year: 2013 .crossTalkKey: 2013 month: 6 median: 158800","year: 2013 .crossTalkKey: 2013 month: 7 median: 162500","year: 2013 .crossTalkKey: 2013 month: 8 median: 170000","year: 2013 .crossTalkKey: 2013 month: 9 median: 182000","year: 2013 .crossTalkKey: 2013 month: 10 median: 160000","year: 2013 .crossTalkKey: 2013 month: 11 median: 155700","year: 2013 .crossTalkKey: 2013 month: 12 median: 164700"],"key":["2013"],"frame":"2013","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x","yaxis":"y2","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[225000,200000,168000,208300,126000,175000,165000,196700,254200,133300,136000,172000],"text":["year: 2013 .crossTalkKey: 2013 month: 1 median: 225000","year: 2013 .crossTalkKey: 2013 month: 2 median: 200000","year: 2013 .crossTalkKey: 2013 month: 3 median: 168000","year: 2013 .crossTalkKey: 2013 month: 4 median: 208300","year: 2013 .crossTalkKey: 2013 month: 5 median: 126000","year: 2013 .crossTalkKey: 2013 month: 6 median: 175000","year: 2013 .crossTalkKey: 2013 month: 7 median: 165000","year: 2013 .crossTalkKey: 2013 month: 8 median: 196700","year: 2013 .crossTalkKey: 2013 month: 9 median: 254200","year: 2013 .crossTalkKey: 2013 month: 10 median: 133300","year: 2013 .crossTalkKey: 2013 month: 11 median: 136000","year: 2013 .crossTalkKey: 2013 month: 12 median: 172000"],"key":["2013"],"frame":"2013","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x2","yaxis":"y2","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true}],"traces":[4,5,6,7]},{"name":"2014","data":[{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[176700,177500,204200,173600,229500,210400,196700,214300,188000,212500,228600,182000],"text":["year: 2014 .crossTalkKey: 2014 month: 1 median: 176700","year: 2014 .crossTalkKey: 2014 month: 2 median: 177500","year: 2014 .crossTalkKey: 2014 month: 3 median: 204200","year: 2014 .crossTalkKey: 2014 month: 4 median: 173600","year: 2014 .crossTalkKey: 2014 month: 5 median: 229500","year: 2014 .crossTalkKey: 2014 month: 6 median: 210400","year: 2014 .crossTalkKey: 2014 month: 7 median: 196700","year: 2014 .crossTalkKey: 2014 month: 8 median: 214300","year: 2014 .crossTalkKey: 2014 month: 9 median: 188000","year: 2014 .crossTalkKey: 2014 month: 10 median: 212500","year: 2014 .crossTalkKey: 2014 month: 11 median: 228600","year: 2014 .crossTalkKey: 2014 month: 12 median: 182000"],"key":["2014"],"frame":"2014","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[251500,233300,230800,227000,240400,283100,247900,249200,246800,260300,250000,237500],"text":["year: 2014 .crossTalkKey: 2014 month: 1 median: 251500","year: 2014 .crossTalkKey: 2014 month: 2 median: 233300","year: 2014 .crossTalkKey: 2014 month: 3 median: 230800","year: 2014 .crossTalkKey: 2014 month: 4 median: 227000","year: 2014 .crossTalkKey: 2014 month: 5 median: 240400","year: 2014 .crossTalkKey: 2014 month: 6 median: 283100","year: 2014 .crossTalkKey: 2014 month: 7 median: 247900","year: 2014 .crossTalkKey: 2014 month: 8 median: 249200","year: 2014 .crossTalkKey: 2014 month: 9 median: 246800","year: 2014 .crossTalkKey: 2014 month: 10 median: 260300","year: 2014 .crossTalkKey: 2014 month: 11 median: 250000","year: 2014 .crossTalkKey: 2014 month: 12 median: 237500"],"key":["2014"],"frame":"2014","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x2","yaxis":"y","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[148600,157100,163000,162700,180000,176500,178000,171800,185000,170600,194000,175300],"text":["year: 2014 .crossTalkKey: 2014 month: 1 median: 148600","year: 2014 .crossTalkKey: 2014 month: 2 median: 157100","year: 2014 .crossTalkKey: 2014 month: 3 median: 163000","year: 2014 .crossTalkKey: 2014 month: 4 median: 162700","year: 2014 .crossTalkKey: 2014 month: 5 median: 180000","year: 2014 .crossTalkKey: 2014 month: 6 median: 176500","year: 2014 .crossTalkKey: 2014 month: 7 median: 178000","year: 2014 .crossTalkKey: 2014 month: 8 median: 171800","year: 2014 .crossTalkKey: 2014 month: 9 median: 185000","year: 2014 .crossTalkKey: 2014 month: 10 median: 170600","year: 2014 .crossTalkKey: 2014 month: 11 median: 194000","year: 2014 .crossTalkKey: 2014 month: 12 median: 175300"],"key":["2014"],"frame":"2014","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x","yaxis":"y2","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7,8,9,10,11,12],"y":[160000,180000,120000,110000,180000,160000,184000,175000,157500,173300,152500,215000],"text":["year: 2014 .crossTalkKey: 2014 month: 1 median: 160000","year: 2014 .crossTalkKey: 2014 month: 2 median: 180000","year: 2014 .crossTalkKey: 2014 month: 3 median: 120000","year: 2014 .crossTalkKey: 2014 month: 4 median: 110000","year: 2014 .crossTalkKey: 2014 month: 5 median: 180000","year: 2014 .crossTalkKey: 2014 month: 6 median: 160000","year: 2014 .crossTalkKey: 2014 month: 7 median: 184000","year: 2014 .crossTalkKey: 2014 month: 8 median: 175000","year: 2014 .crossTalkKey: 2014 month: 9 median: 157500","year: 2014 .crossTalkKey: 2014 month: 10 median: 173300","year: 2014 .crossTalkKey: 2014 month: 11 median: 152500","year: 2014 .crossTalkKey: 2014 month: 12 median: 215000"],"key":["2014"],"frame":"2014","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x2","yaxis":"y2","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true}],"traces":[4,5,6,7]},{"name":"2015","data":[{"x":[1,2,3,4,5,6,7],"y":[187500,205800,203800,187500,210700,206900,203800],"text":["year: 2015 .crossTalkKey: 2015 month: 1 median: 187500","year: 2015 .crossTalkKey: 2015 month: 2 median: 205800","year: 2015 .crossTalkKey: 2015 month: 3 median: 203800","year: 2015 .crossTalkKey: 2015 month: 4 median: 187500","year: 2015 .crossTalkKey: 2015 month: 5 median: 210700","year: 2015 .crossTalkKey: 2015 month: 6 median: 206900","year: 2015 .crossTalkKey: 2015 month: 7 median: 203800"],"key":["2015"],"frame":"2015","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7],"y":[235900,231800,235700,234400,244200,257700,null],"text":["year: 2015 .crossTalkKey: 2015 month: 1 median: 235900","year: 2015 .crossTalkKey: 2015 month: 2 median: 231800","year: 2015 .crossTalkKey: 2015 month: 3 median: 235700","year: 2015 .crossTalkKey: 2015 month: 4 median: 234400","year: 2015 .crossTalkKey: 2015 month: 5 median: 244200","year: 2015 .crossTalkKey: 2015 month: 6 median: 257700","year: 2015 .crossTalkKey: 2015 month: 7 median: NA"],"key":["2015"],"frame":"2015","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x2","yaxis":"y","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7],"y":[156200,165000,187300,174700,188000,176800,184800],"text":["year: 2015 .crossTalkKey: 2015 month: 1 median: 156200","year: 2015 .crossTalkKey: 2015 month: 2 median: 165000","year: 2015 .crossTalkKey: 2015 month: 3 median: 187300","year: 2015 .crossTalkKey: 2015 month: 4 median: 174700","year: 2015 .crossTalkKey: 2015 month: 5 median: 188000","year: 2015 .crossTalkKey: 2015 month: 6 median: 176800","year: 2015 .crossTalkKey: 2015 month: 7 median: 184800"],"key":["2015"],"frame":"2015","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x","yaxis":"y2","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true},{"x":[1,2,3,4,5,6,7],"y":[180000,225000,146700,180000,212500,166700,172200],"text":["year: 2015 .crossTalkKey: 2015 month: 1 median: 180000","year: 2015 .crossTalkKey: 2015 month: 2 median: 225000","year: 2015 .crossTalkKey: 2015 month: 3 median: 146700","year: 2015 .crossTalkKey: 2015 month: 4 median: 180000","year: 2015 .crossTalkKey: 2015 month: 5 median: 212500","year: 2015 .crossTalkKey: 2015 month: 6 median: 166700","year: 2015 .crossTalkKey: 2015 month: 7 median: 172200"],"key":["2015"],"frame":"2015","type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)","dash":"solid"},"hoveron":"points","set":"SharedData7bf6ccb6","showlegend":false,"xaxis":"x2","yaxis":"y2","hoverinfo":"text","_isSimpleKey":true,"_isNestedKey":false,"visible":true}],"traces":[4,5,6,7]}],"base_url":"https://plot.ly"},"evals":["config.modeBarButtonsToAdd.0.click"],"jsHooks":{"render":[{"code":"function(el, x) { var ctConfig = crosstalk.var('plotlyCrosstalkOpts').set({\"on\":\"plotly_click\",\"persistent\":false,\"dynamic\":false,\"selectize\":false,\"opacityDim\":0.2,\"selected\":{\"opacity\":1}}); }","data":null}]}}</script>

---

## Filter

```r
s <- filter_select("years", "Years", sd, ~year)
p <- ggplot(sd, aes(month, median, group = year)) + geom_line() + facet_wrap(~city, ncol = 2, scales = "free")
htmltools::tagList(s, ggplotly(p, dynamicTicks = T))
```

---

## Summary

* The `ggplotly()` function makes it easy to create easy interactive graphics via **ggplot2**.
* Any plotly R object may be modified/customized via the [plotly.js figure reference](https://plot.ly/r/reference/).
* Crosstalk's `SharedData` class may be leveraged to:
  * Pose queries (via indirect/indirect manipulation)
  * Make comparisons (via persistent/dynamic highlighting)

---
class: center, middle, inverse

# Thanks!

Twitter: [@cpsievert](https://twitter.com/cpsievert) 
GitHub: [@cpsievert](https://github.com/cpsievert) 
Email: <cpsievert1@gmail.com> 
Web: <https://cpsievert.me>