a gRadual intRoduction to Shiny

class: center, middle, inverse, title-slide

# a gRadual intRoduction to Shiny
### Ted Laderas
### R-Pharma 2021
### 2021-10-25

---

</style>
---

class: center, middle
# Welcome and Logistics

---
class: center, middle
# Where are these slides?

## http://bit.ly/bdc_shiny_slides

---
# BioData Club Code of Conduct

This workshop is governed by the [BioData Club Code of Conduct](https://biodata-club.github.io/code_of_conduct/).

This workshop is meant to be a psychologically safe space where it's ok to ask questions.

I want to normalize your own curiosity and fuel your desire to learn more.

If you are disruptive to class learning or disparaging to other students, I may mute you for the day.

.footnote[https://bit.ly/bdc_shiny_slides]
---
# Ted Laderas, PhD

.pull-left[
- Bioinformatics Trainer, DNAnexus
- Certified RStudio/Carpentries Instructor
- Co-founder of
 - [BioData Club](http://biodata-club.github.io)
 - [Cascadia-R Conference](https://cascadiarconf.com)
- https://laderast.github.io 
]
.pull-right[
<img src="image/ted.jpg" width = 250>
]

---
# Workshop TA

- Phil Bowsher

.bg-washed-green.b--dark-green.ba.bw2.br3.shadow-5.ph4.mt5[
    If you have any questions you don't want to ask me, you can message Phil privately.
]

---
# Introduce Yourself in Chat

- Your Name
- Affiliation
- What you hope to learn in today's workshop

---
# What is Shiny?

.pull-left[
- A web based framework for interactive visuals
- Developed by Joe Cheng and RStudio
- Server based: requires an installation of R to work
]

.pull-right[
<img src="image/shiny.png" width="371" />

]

.footnote[https://bit.ly/bdc_shiny_slides]
---
# Why Shiny?

- Interactive figures that help users explore data
- Dashboards for showing people summaries of data
- Widely Used
- Leverages R and its visualization tools

.footnote[https://bit.ly/bdc_shiny_slides]
---
class: center, middle

# Getting to know basic shiny app architecture

---

Illustration: Vivian Peng

.footnote[https://bit.ly/bdc_shiny_slides]
---
# 1.1 Minimal Shiny App

.pull-left.tiny[
##ui

- note that `fluidPage` is a `function`
- uses .bg-lightest-blue[`()`], so arguments need to be comma separated
  
]

.pull-right.tiny[
##server

<code class ='r hljs remark-code'>server <- function(input, output) {}</code>

- Note that `server` defines a new function
- Uses .bg-gold[{}] (curly brackets), so code is separated by line

]

```r
shinyApp(ui = ui, server = server)
```

.footnote[https://bit.ly/bdc_shiny_slides]
---
# `input` and `output` are how `ui` and `server` communicate

- `ui` and `server` are continuously running and listening to each other
- `ui`: listens to `output` and puts info into `input` 
    - passes on information on state of controls into `input` (`input$my_slider`)
    - listens to `output` for generated plots and tables and changes
- `server`: listens to `input` and puts info into `output`
    - passes on plots and tables into `output` (`output$my_plot`)
    - listens to `input` for changes in controls

.footnote[https://bit.ly/bdc_shiny_slides]
---
# `biopics` dataset

|title               |site      |country | year_release| box_office|director          | number_of_subjects|subject         |type_of_subject |race_known |subject_race     |person_of_color |subject_sex |lead_actor_actress   |
|:-------------------|:---------|:-------|------------:|----------:|:-----------------|------------------:|:---------------|:---------------|:----------|:----------------|:---------------|:-----------|:--------------------|
|10 Rillington Place |tt0066730 |UK      |         1971|         NA|Richard Fleischer |                  1|John Christie   |Criminal        |Unknown    |NA               |FALSE           |Male        |Richard Attenborough |
|12 Years a Slave    |tt2024544 |US/UK   |         2013|   56700000|Steve McQueen     |                  1|Solomon Northup |Other           |Known      |African American |TRUE            |Male        |Chiwetel Ejiofor     |
|127 Hours           |tt1542344 |US/UK   |         2010|   18300000|Danny Boyle       |                  1|Aron Ralston    |Athlete         |Unknown    |NA               |FALSE           |Male        |James Franco         |
|1987                |tt2833074 |Canada  |         2014|         NA|Ricardo Trogi     |                  1|Ricardo Trogi   |Other           |Known      |White            |FALSE           |Male        |Jean-Carl Boucher    |
|20 Dates            |tt0138987 |US      |         1998|     537000|Myles Berkowitz   |                  1|Myles Berkowitz |Other           |Unknown    |NA               |FALSE           |Male        |Myles Berkowitz      |

---
class: center, middle

# 1.2 Adding a Plot to our App

---
## Let's Add This Plot

.pull-left[
.tiny[

- We use .bg-gold[`aes()`] here
- Makes things a little difficult when we wire a control in
]
]

.pull-right[
.tiny[
![](index_files/figure-html/unnamed-chunk-8-1.png)
]
]

---
# Adding a plot: plotOutput and renderPlot

.pull-left.tiny[

- for `ui`, need to add a .bg-gold[`plotOutput()`] to display the plot
- note the argument .bg-lightest-blue[`"movie_plot"`]
]

.pull-right.tiny[

<code class ='r hljs remark-code'>server <- function(input, output) { &nbsp;output$movie_plot <- renderPlot({ &nbsp;&nbsp;&nbsp; &nbsp;&nbsp;&nbsp; &nbsp;&nbsp;&nbsp; }) }</code>
- for `server`, need to add a .bg-gold[`renderPlot()`] to generate the plot
- assign into .bg-lightest-blue[`output$movie_plot`] so `ui` can display it

]

---
# Adding our ggplot code

.pull-left.tiny[

]

.pull-right.tiny[

<code class ='r hljs remark-code'>server <- function(input, output) { output$movie_plot <- renderPlot({ &nbsp;ggplot(biopics) + &nbsp;&nbsp;&nbsp;aes(x=year_release, &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;y=box_office, &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;color= type_of_subject) + &nbsp;&nbsp;&nbsp;geom_point() }) }</code>

- Now we add our .bg-light-yellow[`ggplot()`] statement in
]

---
class: center, middle

# 1.3 Let's Add a Control

---
# selectInput

.pull-left.tiny[

```r
selectInput(
  inputId = "color_select", 
  label = "Select Categorical Variable", 
  choices = categoricalVars
  )
```
]

.pull-right.tiny[
<img src="image/selectInput.jpg" width="320" />
]

- Want to control the variable we **color** with the `selectInput()` control!

---
# Adding the selectInput

.pull-left.tiny[

- Here we add the .bg-light-yellow[`selectInput()`] control
- Note the comma after `plotOutput("movie_plot")`
]

.pull-right.tiny[

<code class ='r hljs remark-code'>server <- function(input, output) { &nbsp;&nbsp;output$movie_plot <- renderPlot({ &nbsp;&nbsp;&nbsp;&nbsp;ggplot(biopics) + &nbsp;&nbsp;&nbsp;&nbsp;aes(x=year_release, &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;y=box_office, &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;color=type_of_subject) + &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;geom_point() &nbsp;&nbsp;}) }</code>
]

---
# Wiring in the Input

.pull-left.tiny[

<code class ='r hljs remark-code'>ui <- fluidPage( &nbsp;&nbsp;plotOutput("movie_plot"), &nbsp;&nbsp;selectInput( &nbsp;&nbsp;&nbsp;&nbsp;inputId = "color_select", &nbsp;&nbsp;&nbsp;&nbsp;label = "Select Categorical Variable", &nbsp;&nbsp;&nbsp;&nbsp;choices = categoricalVars) )</code>
]

.pull-right[

```r
server <- function(input, output) {

output$movie_plot <- renderPlot({

ggplot(biopics) +
    aes(x=year_release, 
        y=box_office, 
        color= .data[[input$color_select]] ) +

geom_point()
  })

}
```

- connect our .bg-light-yellow[`selectInput`] to our `ggplot`
- use .bg-lightest-blue[`.data[[input$color_select]]`] as argument to `color` in `aes()`
]

---
# The Flow: from `selectInput()` to `plotOutput()`

---
# Why do we use `.data[[]]` (Data Masking)?

- Need a way of taking our `selectInput` value (`character`) and use it to refer to the column name in the data
- `.data` is how we refer to the dataset in use in a `tidyverse` workflow 
- Hence, `.data[[input$color_select]]`
- More info here: https://mastering-shiny.org/action-tidy.html#data-masking

---
class: center, middle

# Let's open `01_app_basics.Rmd`

---
class: center, middle

# 02: Making Data Reactive

---
# Making a Dataset Filterable

<code class ='r hljs remark-code'>biopics[1:5, 1:5] %>% &nbsp;&nbsp;filter(year_release > 1917)</code>

```

## # A tibble: 5 x 5
## title site country year_release box_office
## <chr> <chr> <chr> <int> <dbl>
## 1 10 Rillington Place tt0066730 UK 1971 NA
## 2 12 Years a Slave tt2024544 US/UK 2013 56700000
## 3 127 Hours tt1542344 US/UK 2010 18300000
## 4 1987 tt2833074 Canada 2014 NA
## 5 20 Dates tt0138987 US 1998 537000

```

- We want to make this .bg-gold[`filter()`] statement dynamic
- Move a slider, and change the year
- We'll need to put it in a `reactive` expression

---
# Making your data listen

<code class ='r hljs remark-code'>biopics_filtered <- reactive({ &nbsp;&nbsp;&nbsp;&nbsp; &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;biopics %>% &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;filter(year_release > input$year_filter) &nbsp;&nbsp;&nbsp;&nbsp; &nbsp;&nbsp;})</code>

- **reactive** expressions listen to changes in .bg-lightest-blue[`input`]
- started with a .bg-gold[`reactive({})`]
- The curly brackets in .bg-gold[`reactive({})`] let us use more than one line of code `{}`
---
# Reactive Flow: from slider to data to plot

---
# Adding our control: sliderInput()

.pull-left.tiny[

```r
sliderInput(inputId = "year_filter", 
            "Select Lowest Year", 
            min = 1915,
            max=2014, 
            value = 1915)
```
]

.pull-right.tiny[

]

---
# Adding sliderInput (in `ui`)

- Don't forget the comma after `plotOutput("movie_plot")`!

---
# Using our Reactive (in `server`)

.pull-left.tiny[

<code class ='r hljs remark-code'>biopics_filtered <- reactive({ &nbsp;&nbsp;&nbsp;&nbsp;biopics %>% &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;filter(year_release > &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;input$year_filter) &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;})</code>
]

.pull-right.tiny[

<code class ='r hljs remark-code'>renderPlot({ &nbsp;&nbsp; &nbsp;&nbsp;ggplot(biopics_filtered()) + &nbsp;&nbsp; &nbsp;&nbsp;aes(y=box_office, &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;x=year_release) + &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &nbsp;&nbsp;geom_point() &nbsp;&nbsp;&nbsp;&nbsp;&nbsp; })</code>

<div id="out5ed0f268c5bc0474" class="shiny-plot-output" style="width:100%;height:400px;"></div>
]

---
# A Tip

- Always call reactives with the `()` 
- Example: `biopics_filtered()`

---
# Required Input: the `req()` function

- If `input$year_filter` is not specified, then reactive will not work
- Use the `req()` function to **require** `input$year_filter`.

---
class: center, middle

# Let's open 02_reactives.Rmd in RStudio.cloud

---
class: center, middle

# 03: Adding Tooltips with `{plotly}`

---
# What is {plotly}?

- A JavaScript library that makes your interactive plots more interactive.
- accessed with the `{plotly}` package in R

---
# Making a ggplot into a plotly plot

.pull-left.tiny[

- assign our plot to .bg-lightest-blue[`my_plot`]
- run .bg-gold[`ggplotly()`] on .bg-lightest-blue[`my_plot`]
]

.pull-right.tiny[
<div id="htmlwidget-ca47de7662a05ca720f7" style="width:504px;height:504px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-ca47de7662a05ca720f7">{"x":{"data":[{"x":[171000000,5700000,5700000,5700000,341000,null,3560000,null,24700000,146000,10200000,null,null,30200000,91100000,null,null,null,null,null,35900000],"y":[2001,2011,2011,2011,2009,1940,1989,1962,1988,1996,2004,1943,1943,2007,2014,1981,2002,2002,1939,1936,2014],"text":["box_office: 1.71e+08 year_release: 2001 type_of_subject: Academic","box_office: 5.70e+06 year_release: 2011 type_of_subject: Academic","box_office: 5.70e+06 year_release: 2011 type_of_subject: Academic","box_office: 5.70e+06 year_release: 2011 type_of_subject: Academic","box_office: 3.41e+05 year_release: 2009 type_of_subject: Academic","box_office: NA year_release: 1940 type_of_subject: Academic","box_office: 3.56e+06 year_release: 1989 type_of_subject: Academic","box_office: NA year_release: 1962 type_of_subject: Academic","box_office: 2.47e+07 year_release: 1988 type_of_subject: Academic","box_office: 1.46e+05 year_release: 1996 type_of_subject: Academic","box_office: 1.02e+07 year_release: 2004 type_of_subject: Academic","box_office: NA year_release: 1943 type_of_subject: Academic","box_office: NA year_release: 1943 type_of_subject: Academic","box_office: 3.02e+07 year_release: 2007 type_of_subject: Academic","box_office: 9.11e+07 year_release: 2014 type_of_subject: Academic","box_office: NA year_release: 1981 type_of_subject: Academic","box_office: NA year_release: 2002 type_of_subject: Academic","box_office: NA year_release: 2002 type_of_subject: Academic","box_office: NA year_release: 1939 type_of_subject: Academic","box_office: NA year_release: 1936 type_of_subject: Academic","box_office: 3.59e+07 year_release: 2014 type_of_subject: Academic"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(248,118,109,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(248,118,109,1)"}},"hoveron":"points","name":"Academic","legendgroup":"Academic","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[null],"y":[1993],"text":"box_office: NA year_release: 1993 type_of_subject: Academic (Philosopher)","type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(238,128,67,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(238,128,67,1)"}},"hoveron":"points","name":"Academic (Philosopher)","legendgroup":"Academic (Philosopher)","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[4220000,4290000,5550000,1730000,null,2000000,5900000,27300000,44300,126000000,null,24300000,154000,1810000,5530000,null,48200000,11000000,31800000,153000,4440000,52100000,35600000,76100,4470000,null,29000000,null,16800000,20200000,null],"y":[2000,2006,2014,2008,2008,1969,1987,2013,2009,2000,1982,1992,2008,1996,1997,1981,1992,1996,2008,2007,2007,2014,1983,2000,2007,1972,1999,2011,2004,1996,1952],"text":["box_office: 4.22e+06 year_release: 2000 type_of_subject: Activist","box_office: 4.29e+06 year_release: 2006 type_of_subject: Activist","box_office: 5.55e+06 year_release: 2014 type_of_subject: Activist","box_office: 1.73e+06 year_release: 2008 type_of_subject: Activist","box_office: NA year_release: 2008 type_of_subject: Activist","box_office: 2.00e+06 year_release: 1969 type_of_subject: Activist","box_office: 5.90e+06 year_release: 1987 type_of_subject: Activist","box_office: 2.73e+07 year_release: 2013 type_of_subject: Activist","box_office: 4.43e+04 year_release: 2009 type_of_subject: Activist","box_office: 1.26e+08 year_release: 2000 type_of_subject: Activist","box_office: NA year_release: 1982 type_of_subject: Activist","box_office: 2.43e+07 year_release: 1992 type_of_subject: Activist","box_office: 1.54e+05 year_release: 2008 type_of_subject: Activist","box_office: 1.81e+06 year_release: 1996 type_of_subject: Activist","box_office: 5.53e+06 year_release: 1997 type_of_subject: Activist","box_office: NA year_release: 1981 type_of_subject: Activist","box_office: 4.82e+07 year_release: 1992 type_of_subject: Activist","box_office: 1.10e+07 year_release: 1996 type_of_subject: Activist","box_office: 3.18e+07 year_release: 2008 type_of_subject: Activist","box_office: 1.53e+05 year_release: 2007 type_of_subject: Activist","box_office: 4.44e+06 year_release: 2007 type_of_subject: Activist","box_office: 5.21e+07 year_release: 2014 type_of_subject: Activist","box_office: 3.56e+07 year_release: 1983 type_of_subject: Activist","box_office: 7.61e+04 year_release: 2000 type_of_subject: Activist","box_office: 4.47e+06 year_release: 2007 type_of_subject: Activist","box_office: NA year_release: 1972 type_of_subject: Activist","box_office: 2.90e+07 year_release: 1999 type_of_subject: Activist","box_office: NA year_release: 2011 type_of_subject: Activist","box_office: 1.68e+07 year_release: 2004 type_of_subject: Activist","box_office: 2.02e+07 year_release: 1996 type_of_subject: Activist","box_office: NA year_release: 1952 type_of_subject: Activist"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(225,138,0,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(225,138,0,1)"}},"hoveron":"points","name":"Activist","legendgroup":"Activist","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[2060000,365000,null,null,14400000,113000,null,5070,5070,1420000,270000,null,null,null],"y":[2002,2003,2002,2004,2006,2005,1957,1981,1981,2001,2013,2004,1955,1977],"text":["box_office: 2.06e+06 year_release: 2002 type_of_subject: Actor","box_office: 3.65e+05 year_release: 2003 type_of_subject: Actor","box_office: NA year_release: 2002 type_of_subject: Actor","box_office: NA year_release: 2004 type_of_subject: Actor","box_office: 1.44e+07 year_release: 2006 type_of_subject: Actor","box_office: 1.13e+05 year_release: 2005 type_of_subject: Actor","box_office: NA year_release: 1957 type_of_subject: Actor","box_office: 5.07e+03 year_release: 1981 type_of_subject: Actor","box_office: 5.07e+03 year_release: 1981 type_of_subject: Actor","box_office: 1.42e+06 year_release: 2001 type_of_subject: Actor","box_office: 2.70e+05 year_release: 2013 type_of_subject: Actor","box_office: NA year_release: 2004 type_of_subject: Actor","box_office: NA year_release: 1955 type_of_subject: Actor","box_office: NA year_release: 1977 type_of_subject: Actor"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(209,147,0,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(209,147,0,1)"}},"hoveron":"points","name":"Actor","legendgroup":"Actor","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[null,null,1650000,5000000,223000,null,null,null,355000,null,14600000,6500000,4000000,null,null,null,null],"y":[2008,1972,2006,1982,1968,2014,1965,1955,2013,1981,2011,1983,1968,1953,2014,1955,1947],"text":["box_office: NA year_release: 2008 type_of_subject: Actress","box_office: NA year_release: 1972 type_of_subject: Actress","box_office: 1.65e+06 year_release: 2006 type_of_subject: Actress","box_office: 5.00e+06 year_release: 1982 type_of_subject: Actress","box_office: 2.23e+05 year_release: 1968 type_of_subject: Actress","box_office: NA year_release: 2014 type_of_subject: Actress","box_office: NA year_release: 1965 type_of_subject: Actress","box_office: NA year_release: 1955 type_of_subject: Actress","box_office: 3.55e+05 year_release: 2013 type_of_subject: Actress","box_office: NA year_release: 1981 type_of_subject: Actress","box_office: 1.46e+07 year_release: 2011 type_of_subject: Actress","box_office: 6.50e+06 year_release: 1983 type_of_subject: Actress","box_office: 4.00e+06 year_release: 1968 type_of_subject: Actress","box_office: NA year_release: 1953 type_of_subject: Actress","box_office: NA year_release: 2014 type_of_subject: Actress","box_office: NA year_release: 1955 type_of_subject: Actress","box_office: NA year_release: 1947 type_of_subject: Actress"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(190,156,0,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(190,156,0,1)"}},"hoveron":"points","name":"Actress","legendgroup":"Actress","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[50000000],"y":[1996],"text":"box_office: 5.00e+07 year_release: 1996 type_of_subject: Actress / activist","type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(168,164,0,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(168,164,0,1)"}},"hoveron":"points","name":"Actress / activist","legendgroup":"Actress / activist","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[2960000,14500000,3150,3240000,144000,100000,25800000,11600000,null,1000000,null,null,null,480000,343000,null,195000,null,3960000,14700000,null,8600000,null,null,1990000,1120000,1120000,null,2230000],"y":[1996,2014,1986,1995,2014,1981,2002,2003,2012,2006,1962,1968,2006,2008,1998,1956,2004,1952,2014,1989,2007,2000,1936,1972,1996,1939,1939,2008,1990],"text":["box_office: 2.96e+06 year_release: 1996 type_of_subject: Artist","box_office: 1.45e+07 year_release: 2014 type_of_subject: Artist","box_office: 3.15e+03 year_release: 1986 type_of_subject: Artist","box_office: 3.24e+06 year_release: 1995 type_of_subject: Artist","box_office: 1.44e+05 year_release: 2014 type_of_subject: Artist","box_office: 1.00e+05 year_release: 1981 type_of_subject: Artist","box_office: 2.58e+07 year_release: 2002 type_of_subject: Artist","box_office: 1.16e+07 year_release: 2003 type_of_subject: Artist","box_office: NA year_release: 2012 type_of_subject: Artist","box_office: 1.00e+06 year_release: 2006 type_of_subject: Artist","box_office: NA year_release: 1962 type_of_subject: Artist","box_office: NA year_release: 1968 type_of_subject: Artist","box_office: NA year_release: 2006 type_of_subject: Artist","box_office: 4.80e+05 year_release: 2008 type_of_subject: Artist","box_office: 3.43e+05 year_release: 1998 type_of_subject: Artist","box_office: NA year_release: 1956 type_of_subject: Artist","box_office: 1.95e+05 year_release: 2004 type_of_subject: Artist","box_office: NA year_release: 1952 type_of_subject: Artist","box_office: 3.96e+06 year_release: 2014 type_of_subject: Artist","box_office: 1.47e+07 year_release: 1989 type_of_subject: Artist","box_office: NA year_release: 2007 type_of_subject: Artist","box_office: 8.60e+06 year_release: 2000 type_of_subject: Artist","box_office: NA year_release: 1936 type_of_subject: Artist","box_office: NA year_release: 1972 type_of_subject: Artist","box_office: 1.99e+06 year_release: 1996 type_of_subject: Artist","box_office: 1.12e+06 year_release: 1939 type_of_subject: Artist","box_office: 1.12e+06 year_release: 1939 type_of_subject: Artist","box_office: NA year_release: 2008 type_of_subject: Artist","box_office: 2.23e+06 year_release: 1990 type_of_subject: Artist"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(140,171,0,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(140,171,0,1)"}},"hoveron":"points","name":"Artist","legendgroup":"Artist","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18300000,95000000,19600000,null,5880000,58200000,8000000,null,null,11800000,2690000,6000000,61600000,1010000,null,35100000,null,null,12100000,null,42600000,2960000,null,null,18400000,37500000,57800000,null,null,null,11000000,11000000,11000000,null,48800000,36400000,null,64400000,75600000,null,532000,52300000,52300000,45200,116000000,22800000,26900000,26900000,null,43900000,47200,400000,17500000,null,256000000,275000,450000,9590000,93600000,null,null,50700000,null,11500000,null,null,null,null,null,null,5130000,409000,null,777000],"y":[2010,2013,1994,2008,2004,2001,1950,1935,2000,1988,2004,2012,2005,1994,2013,1993,1971,1957,2014,1942,2006,2007,1977,1983,2007,2009,2006,2013,1951,1940,2005,2005,2005,2013,2000,2014,1952,2004,2011,2008,1997,2003,2003,1980,2000,1993,2013,2013,1956,2011,2003,2010,1992,1948,2009,1986,2009,2008,2010,1977,2010,1999,1950,2008,1975,1991,1942,2005,1949,1952,2005,1989,1977,1998],"text":["box_office: 1.83e+07 year_release: 2010 type_of_subject: Athlete","box_office: 9.50e+07 year_release: 2013 type_of_subject: Athlete","box_office: 1.96e+07 year_release: 1994 type_of_subject: Athlete","box_office: NA year_release: 2008 type_of_subject: Athlete","box_office: 5.88e+06 year_release: 2004 type_of_subject: Athlete","box_office: 5.82e+07 year_release: 2001 type_of_subject: Athlete","box_office: 8.00e+06 year_release: 1950 type_of_subject: Athlete","box_office: NA year_release: 1935 type_of_subject: Athlete","box_office: NA year_release: 2000 type_of_subject: Athlete","box_office: 1.18e+07 year_release: 1988 type_of_subject: Athlete","box_office: 2.69e+06 year_release: 2004 type_of_subject: Athlete","box_office: 6.00e+06 year_release: 2012 type_of_subject: Athlete","box_office: 6.16e+07 year_release: 2005 type_of_subject: Athlete","box_office: 1.01e+06 year_release: 1994 type_of_subject: Athlete","box_office: NA year_release: 2013 type_of_subject: Athlete","box_office: 3.51e+07 year_release: 1993 type_of_subject: Athlete","box_office: NA year_release: 1971 type_of_subject: Athlete","box_office: NA year_release: 1957 type_of_subject: Athlete","box_office: 1.21e+07 year_release: 2014 type_of_subject: Athlete","box_office: NA year_release: 1942 type_of_subject: Athlete","box_office: 4.26e+07 year_release: 2006 type_of_subject: Athlete","box_office: 2.96e+06 year_release: 2007 type_of_subject: Athlete","box_office: NA year_release: 1977 type_of_subject: Athlete","box_office: NA year_release: 1983 type_of_subject: Athlete","box_office: 1.84e+07 year_release: 2007 type_of_subject: Athlete","box_office: 3.75e+07 year_release: 2009 type_of_subject: Athlete","box_office: 5.78e+07 year_release: 2006 type_of_subject: Athlete","box_office: NA year_release: 2013 type_of_subject: Athlete","box_office: NA year_release: 1951 type_of_subject: Athlete","box_office: NA year_release: 1940 type_of_subject: Athlete","box_office: 1.10e+07 year_release: 2005 type_of_subject: Athlete","box_office: 1.10e+07 year_release: 2005 type_of_subject: Athlete","box_office: 1.10e+07 year_release: 2005 type_of_subject: Athlete","box_office: NA year_release: 2013 type_of_subject: Athlete","box_office: 4.88e+07 year_release: 2000 type_of_subject: Athlete","box_office: 3.64e+07 year_release: 2014 type_of_subject: Athlete","box_office: NA year_release: 1952 type_of_subject: Athlete","box_office: 6.44e+07 year_release: 2004 type_of_subject: Athlete","box_office: 7.56e+07 year_release: 2011 type_of_subject: Athlete","box_office: NA year_release: 2008 type_of_subject: Athlete","box_office: 5.32e+05 year_release: 1997 type_of_subject: Athlete","box_office: 5.23e+07 year_release: 2003 type_of_subject: Athlete","box_office: 5.23e+07 year_release: 2003 type_of_subject: Athlete","box_office: 4.52e+04 year_release: 1980 type_of_subject: Athlete","box_office: 1.16e+08 year_release: 2000 type_of_subject: Athlete","box_office: 2.28e+07 year_release: 1993 type_of_subject: Athlete","box_office: 2.69e+07 year_release: 2013 type_of_subject: Athlete","box_office: 2.69e+07 year_release: 2013 type_of_subject: Athlete","box_office: NA year_release: 1956 type_of_subject: Athlete","box_office: 4.39e+07 year_release: 2011 type_of_subject: Athlete","box_office: 4.72e+04 year_release: 2003 type_of_subject: Athlete","box_office: 4.00e+05 year_release: 2010 type_of_subject: Athlete","box_office: 1.75e+07 year_release: 1992 type_of_subject: Athlete","box_office: NA year_release: 1948 type_of_subject: Athlete","box_office: 2.56e+08 year_release: 2009 type_of_subject: Athlete","box_office: 2.75e+05 year_release: 1986 type_of_subject: Athlete","box_office: 4.50e+05 year_release: 2009 type_of_subject: Athlete","box_office: 9.59e+06 year_release: 2008 type_of_subject: Athlete","box_office: 9.36e+07 year_release: 2010 type_of_subject: Athlete","box_office: NA year_release: 1977 type_of_subject: Athlete","box_office: NA year_release: 2010 type_of_subject: Athlete","box_office: 5.07e+07 year_release: 1999 type_of_subject: Athlete","box_office: NA year_release: 1950 type_of_subject: Athlete","box_office: 1.15e+07 year_release: 2008 type_of_subject: Athlete","box_office: NA year_release: 1975 type_of_subject: Athlete","box_office: NA year_release: 1991 type_of_subject: Athlete","box_office: NA year_release: 1942 type_of_subject: Athlete","box_office: NA year_release: 2005 type_of_subject: Athlete","box_office: NA year_release: 1949 type_of_subject: Athlete","box_office: NA year_release: 1952 type_of_subject: Athlete","box_office: 5.13e+06 year_release: 2005 type_of_subject: Athlete","box_office: 4.09e+05 year_release: 1989 type_of_subject: Athlete","box_office: NA year_release: 1977 type_of_subject: Athlete","box_office: 7.77e+05 year_release: 1998 type_of_subject: Athlete"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(104,177,0,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(104,177,0,1)"}},"hoveron":"points","name":"Athlete","legendgroup":"Athlete","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[116000000],"y":[2014],"text":"box_office: 1.16e+08 year_release: 2014 type_of_subject: Athlete / military","type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(36,183,0,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(36,183,0,1)"}},"hoveron":"points","name":"Athlete / military","legendgroup":"Athlete / military","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[1080000,1080000,1100000,18700000,28700000,3240000,200000,226000,null,null,null,51700000,28900000,null,11600000,11600000,617000,1200000,2950000,1030000,450000,2980000,2140000,12300,1650000,331000,83300000,25800000,null,2420000,null,1230000,6620000,12800,null,null,137000,137000,null,null,539000,539000,6200000,2160000,null],"y":[1987,1987,1990,2007,2005,1995,1983,1996,1946,1946,1946,2004,1999,1952,1990,1990,2010,2001,2000,2013,1985,2006,1994,2000,1987,1988,2013,1993,1944,1995,2012,2013,2009,1997,1937,1960,1996,1996,1961,1961,1994,1994,1999,1997,1965],"text":["box_office: 1.08e+06 year_release: 1987 type_of_subject: Author","box_office: 1.08e+06 year_release: 1987 type_of_subject: Author","box_office: 1.10e+06 year_release: 1990 type_of_subject: Author","box_office: 1.87e+07 year_release: 2007 type_of_subject: Author","box_office: 2.87e+07 year_release: 2005 type_of_subject: Author","box_office: 3.24e+06 year_release: 1995 type_of_subject: Author","box_office: 2.00e+05 year_release: 1983 type_of_subject: Author","box_office: 2.26e+05 year_release: 1996 type_of_subject: Author","box_office: NA year_release: 1946 type_of_subject: Author","box_office: NA year_release: 1946 type_of_subject: Author","box_office: NA year_release: 1946 type_of_subject: Author","box_office: 5.17e+07 year_release: 2004 type_of_subject: Author","box_office: 2.89e+07 year_release: 1999 type_of_subject: Author","box_office: NA year_release: 1952 type_of_subject: Author","box_office: 1.16e+07 year_release: 1990 type_of_subject: Author","box_office: 1.16e+07 year_release: 1990 type_of_subject: Author","box_office: 6.17e+05 year_release: 2010 type_of_subject: Author","box_office: 1.20e+06 year_release: 2001 type_of_subject: Author","box_office: 2.95e+06 year_release: 2000 type_of_subject: Author","box_office: 1.03e+06 year_release: 2013 type_of_subject: Author","box_office: 4.50e+05 year_release: 1985 type_of_subject: Author","box_office: 2.98e+06 year_release: 2006 type_of_subject: Author","box_office: 2.14e+06 year_release: 1994 type_of_subject: Author","box_office: 1.23e+04 year_release: 2000 type_of_subject: Author","box_office: 1.65e+06 year_release: 1987 type_of_subject: Author","box_office: 3.31e+05 year_release: 1988 type_of_subject: Author","box_office: 8.33e+07 year_release: 2013 type_of_subject: Author","box_office: 2.58e+07 year_release: 1993 type_of_subject: Author","box_office: NA year_release: 1944 type_of_subject: Author","box_office: 2.42e+06 year_release: 1995 type_of_subject: Author","box_office: NA year_release: 2012 type_of_subject: Author","box_office: 1.23e+06 year_release: 2013 type_of_subject: Author","box_office: 6.62e+06 year_release: 2009 type_of_subject: Author","box_office: 1.28e+04 year_release: 1997 type_of_subject: Author","box_office: NA year_release: 1937 type_of_subject: Author","box_office: NA year_release: 1960 type_of_subject: Author","box_office: 1.37e+05 year_release: 1996 type_of_subject: Author","box_office: 1.37e+05 year_release: 1996 type_of_subject: Author","box_office: NA year_release: 1961 type_of_subject: Author","box_office: NA year_release: 1961 type_of_subject: Author","box_office: 5.39e+05 year_release: 1994 type_of_subject: Author","box_office: 5.39e+05 year_release: 1994 type_of_subject: Author","box_office: 6.20e+06 year_release: 1999 type_of_subject: Author","box_office: 2.16e+06 year_release: 1997 type_of_subject: Author","box_office: NA year_release: 1965 type_of_subject: Author"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(0,187,73,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(0,187,73,1)"}},"hoveron":"points","name":"Author","legendgroup":"Author","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[4440000,null,null,3270,25800000,1300000,1300000,null,null,null,28600,340000,340000],"y":[2009,2000,2001,2014,1993,2003,2003,1934,1934,2011,2008,1995,1995],"text":["box_office: 4.44e+06 year_release: 2009 type_of_subject: Author (poet)","box_office: NA year_release: 2000 type_of_subject: Author (poet)","box_office: NA year_release: 2001 type_of_subject: Author (poet)","box_office: 3.27e+03 year_release: 2014 type_of_subject: Author (poet)","box_office: 2.58e+07 year_release: 1993 type_of_subject: Author (poet)","box_office: 1.30e+06 year_release: 2003 type_of_subject: Author (poet)","box_office: 1.30e+06 year_release: 2003 type_of_subject: Author (poet)","box_office: NA year_release: 1934 type_of_subject: Author (poet)","box_office: NA year_release: 1934 type_of_subject: Author (poet)","box_office: NA year_release: 2011 type_of_subject: Author (poet)","box_office: 2.86e+04 year_release: 2008 type_of_subject: Author (poet)","box_office: 3.40e+05 year_release: 1995 type_of_subject: Author (poet)","box_office: 3.40e+05 year_release: 1995 type_of_subject: Author (poet)"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(0,190,112,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(0,190,112,1)"}},"hoveron":"points","name":"Author (poet)","legendgroup":"Author (poet)","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[6000000,9490000,18000000,null,34600000,1170000,1090000],"y":[2003,1992,1986,1974,1999,1998,1989],"text":["box_office: 6.00e+06 year_release: 2003 type_of_subject: Comedian","box_office: 9.49e+06 year_release: 1992 type_of_subject: Comedian","box_office: 1.80e+07 year_release: 1986 type_of_subject: Comedian","box_office: NA year_release: 1974 type_of_subject: Comedian","box_office: 3.46e+07 year_release: 1999 type_of_subject: Comedian","box_office: 1.17e+06 year_release: 1998 type_of_subject: Comedian","box_office: 1.09e+06 year_release: 1989 type_of_subject: Comedian"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(0,192,144,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(0,192,144,1)"}},"hoveron":"points","name":"Comedian","legendgroup":"Comedian","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[null,null,15200000,130000000,13100000,null,400000,null,null,null,52900000,86700,null,null,33000000,105000,49100000,540000,102000000,102000000,null,null,42400000,164000000,null,null,null,138000,null,null,null,4000000,null,5710,36500000,36500000,36500000,1170000,null,null,46800000,2040000,null,null,null,5570,1190000,65700,null,null,552000,275000,35000000,34500000,null,74900,53300000,297000,97000000,7060000,null,null,null,340000,340000,null,3900000,3900000,null,17100000,null,1210000,1940000,2060000,2060000,null,null,null,null,117000000,null],"y":[1971,1959,2006,2007,1992,2007,1994,2008,1941,1962,2001,2013,1967,1967,2007,2008,1991,1988,1969,1969,1993,1975,1995,2002,1959,1959,2002,1985,2013,2013,2013,1945,1973,2000,1979,1979,1979,2006,1995,1995,1990,2009,1958,2014,1939,2014,2011,1995,1973,1958,2008,2008,1978,2003,2010,2003,1973,2003,2009,2000,2000,2007,2003,1992,1992,2002,2007,2007,2010,1985,2013,1998,2012,1990,1990,1953,1958,1937,1957,2013,2010],"text":["box_office: NA year_release: 1971 type_of_subject: Criminal","box_office: NA year_release: 1959 type_of_subject: Criminal","box_office: 1.52e+07 year_release: 2006 type_of_subject: Criminal","box_office: 1.30e+08 year_release: 2007 type_of_subject: Criminal","box_office: 1.31e+07 year_release: 1992 type_of_subject: Criminal","box_office: NA year_release: 2007 type_of_subject: Criminal","box_office: 4.00e+05 year_release: 1994 type_of_subject: Criminal","box_office: NA year_release: 2008 type_of_subject: Criminal","box_office: NA year_release: 1941 type_of_subject: Criminal","box_office: NA year_release: 1962 type_of_subject: Criminal","box_office: 5.29e+07 year_release: 2001 type_of_subject: Criminal","box_office: 8.67e+04 year_release: 2013 type_of_subject: Criminal","box_office: NA year_release: 1967 type_of_subject: Criminal","box_office: NA year_release: 1967 type_of_subject: Criminal","box_office: 3.30e+07 year_release: 2007 type_of_subject: Criminal","box_office: 1.05e+05 year_release: 2008 type_of_subject: Criminal","box_office: 4.91e+07 year_release: 1991 type_of_subject: Criminal","box_office: 5.40e+05 year_release: 1988 type_of_subject: Criminal","box_office: 1.02e+08 year_release: 1969 type_of_subject: Criminal","box_office: 1.02e+08 year_release: 1969 type_of_subject: Criminal","box_office: NA year_release: 1993 type_of_subject: Criminal","box_office: NA year_release: 1975 type_of_subject: Criminal","box_office: 4.24e+07 year_release: 1995 type_of_subject: Criminal","box_office: 1.64e+08 year_release: 2002 type_of_subject: Criminal","box_office: NA year_release: 1959 type_of_subject: Criminal","box_office: NA year_release: 1959 type_of_subject: Criminal","box_office: NA year_release: 2002 type_of_subject: Criminal","box_office: 1.38e+05 year_release: 1985 type_of_subject: Criminal","box_office: NA year_release: 2013 type_of_subject: Criminal","box_office: NA year_release: 2013 type_of_subject: Criminal","box_office: NA year_release: 2013 type_of_subject: Criminal","box_office: 4.00e+06 year_release: 1945 type_of_subject: Criminal","box_office: NA year_release: 1973 type_of_subject: Criminal","box_office: 5.71e+03 year_release: 2000 type_of_subject: Criminal","box_office: 3.65e+07 year_release: 1979 type_of_subject: Criminal","box_office: 3.65e+07 year_release: 1979 type_of_subject: Criminal","box_office: 3.65e+07 year_release: 1979 type_of_subject: Criminal","box_office: 1.17e+06 year_release: 2006 type_of_subject: Criminal","box_office: NA year_release: 1995 type_of_subject: Criminal","box_office: NA year_release: 1995 type_of_subject: Criminal","box_office: 4.68e+07 year_release: 1990 type_of_subject: Criminal","box_office: 2.04e+06 year_release: 2009 type_of_subject: Criminal","box_office: NA year_release: 1958 type_of_subject: Criminal","box_office: NA year_release: 2014 type_of_subject: Criminal","box_office: NA year_release: 1939 type_of_subject: Criminal","box_office: 5.57e+03 year_release: 2014 type_of_subject: Criminal","box_office: 1.19e+06 year_release: 2011 type_of_subject: Criminal","box_office: 6.57e+04 year_release: 1995 type_of_subject: Criminal","box_office: NA year_release: 1973 type_of_subject: Criminal","box_office: NA year_release: 1958 type_of_subject: Criminal","box_office: 5.52e+05 year_release: 2008 type_of_subject: Criminal","box_office: 2.75e+05 year_release: 2008 type_of_subject: Criminal","box_office: 3.50e+07 year_release: 1978 type_of_subject: Criminal","box_office: 3.45e+07 year_release: 2003 type_of_subject: Criminal","box_office: NA year_release: 2010 type_of_subject: Criminal","box_office: 7.49e+04 year_release: 2003 type_of_subject: Criminal","box_office: 5.33e+07 year_release: 1973 type_of_subject: Criminal","box_office: 2.97e+05 year_release: 2003 type_of_subject: Criminal","box_office: 9.70e+07 year_release: 2009 type_of_subject: Criminal","box_office: 7.06e+06 year_release: 2000 type_of_subject: Criminal","box_office: NA year_release: 2000 type_of_subject: Criminal","box_office: NA year_release: 2007 type_of_subject: Criminal","box_office: NA year_release: 2003 type_of_subject: Criminal","box_office: 3.40e+05 year_release: 1992 type_of_subject: Criminal","box_office: 3.40e+05 year_release: 1992 type_of_subject: Criminal","box_office: NA year_release: 2002 type_of_subject: Criminal","box_office: 3.90e+06 year_release: 2007 type_of_subject: Criminal","box_office: 3.90e+06 year_release: 2007 type_of_subject: Criminal","box_office: NA year_release: 2010 type_of_subject: Criminal","box_office: 1.71e+07 year_release: 1985 type_of_subject: Criminal","box_office: NA year_release: 2013 type_of_subject: Criminal","box_office: 1.21e+06 year_release: 1998 type_of_subject: Criminal","box_office: 1.94e+06 year_release: 2012 type_of_subject: Criminal","box_office: 2.06e+06 year_release: 1990 type_of_subject: Criminal","box_office: 2.06e+06 year_release: 1990 type_of_subject: Criminal","box_office: NA year_release: 1953 type_of_subject: Criminal","box_office: NA year_release: 1958 type_of_subject: Criminal","box_office: NA year_release: 1937 type_of_subject: Criminal","box_office: NA year_release: 1957 type_of_subject: Criminal","box_office: 1.17e+08 year_release: 2013 type_of_subject: Criminal","box_office: NA year_release: 2010 type_of_subject: Criminal"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(0,193,171,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(0,193,171,1)"}},"hoveron":"points","name":"Criminal","legendgroup":"Criminal","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[42000000,9530000,37300000,null],"y":[1997,2010,2011,2011],"text":["box_office: 4.20e+07 year_release: 1997 type_of_subject: Government","box_office: 9.53e+06 year_release: 2010 type_of_subject: Government","box_office: 3.73e+07 year_release: 2011 type_of_subject: Government","box_office: NA year_release: 2011 type_of_subject: Government"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(0,191,196,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(0,191,196,1)"}},"hoveron":"points","name":"Government","legendgroup":"Government","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[null,34300000,null,null,null,null,null,null,null,null,null,57800000,null,null,null,26600000,30000000,16300000,65000000,null,null,null,10200000,2470000,null,null,null,278000,5670000,null,16000000,null,null,16800,9220000,null,null,null,364000,13400000,null,null,null,4100000,null,null,59700000,null,3340000,null,null,null,8000000,null,null,139000000,15200000,null,null,12700000,26800000,26800000,null,101000000,101000000,null,null,null,56400000,80000000,4070000,11000000,null,null,2170000,null],"y":[1966,2004,1956,1961,1964,1964,1972,1945,1945,1945,1934,1963,1970,1954,1954,1961,1998,2007,2014,1976,1961,1944,1989,1995,1948,1985,1961,1986,2003,1938,2006,1936,1971,2003,1997,2002,1971,1971,1994,2006,1933,1951,1951,1995,1955,1957,2014,1960,1994,1938,2009,2001,1965,1979,1927,2010,1994,1977,2000,2005,2008,2008,1936,1998,1998,1933,1939,1939,2006,1956,2003,2009,2003,2003,1995,1953],"text":["box_office: NA year_release: 1966 type_of_subject: Historical","box_office: 3.43e+07 year_release: 2004 type_of_subject: Historical","box_office: NA year_release: 1956 type_of_subject: Historical","box_office: NA year_release: 1961 type_of_subject: Historical","box_office: NA year_release: 1964 type_of_subject: Historical","box_office: NA year_release: 1964 type_of_subject: Historical","box_office: NA year_release: 1972 type_of_subject: Historical","box_office: NA year_release: 1945 type_of_subject: Historical","box_office: NA year_release: 1945 type_of_subject: Historical","box_office: NA year_release: 1945 type_of_subject: Historical","box_office: NA year_release: 1934 type_of_subject: Historical","box_office: 5.78e+07 year_release: 1963 type_of_subject: Historical","box_office: NA year_release: 1970 type_of_subject: Historical","box_office: NA year_release: 1954 type_of_subject: Historical","box_office: NA year_release: 1954 type_of_subject: Historical","box_office: 2.66e+07 year_release: 1961 type_of_subject: Historical","box_office: 3.00e+07 year_release: 1998 type_of_subject: Historical","box_office: 1.63e+07 year_release: 2007 type_of_subject: Historical","box_office: 6.50e+07 year_release: 2014 type_of_subject: Historical","box_office: NA year_release: 1976 type_of_subject: Historical","box_office: NA year_release: 1961 type_of_subject: Historical","box_office: NA year_release: 1944 type_of_subject: Historical","box_office: 1.02e+07 year_release: 1989 type_of_subject: Historical","box_office: 2.47e+06 year_release: 1995 type_of_subject: Historical","box_office: NA year_release: 1948 type_of_subject: Historical","box_office: NA year_release: 1985 type_of_subject: Historical","box_office: NA year_release: 1961 type_of_subject: Historical","box_office: 2.78e+05 year_release: 1986 type_of_subject: Historical","box_office: 5.67e+06 year_release: 2003 type_of_subject: Historical","box_office: NA year_release: 1938 type_of_subject: Historical","box_office: 1.60e+07 year_release: 2006 type_of_subject: Historical","box_office: NA year_release: 1936 type_of_subject: Historical","box_office: NA year_release: 1971 type_of_subject: Historical","box_office: 1.68e+04 year_release: 2003 type_of_subject: Historical","box_office: 9.22e+06 year_release: 1997 type_of_subject: Historical","box_office: NA year_release: 2002 type_of_subject: Historical","box_office: NA year_release: 1971 type_of_subject: Historical","box_office: NA year_release: 1971 type_of_subject: Historical","box_office: 3.64e+05 year_release: 1994 type_of_subject: Historical","box_office: 1.34e+07 year_release: 2006 type_of_subject: Historical","box_office: NA year_release: 1933 type_of_subject: Historical","box_office: NA year_release: 1951 type_of_subject: Historical","box_office: NA year_release: 1951 type_of_subject: Historical","box_office: 4.10e+06 year_release: 1995 type_of_subject: Historical","box_office: NA year_release: 1955 type_of_subject: Historical","box_office: NA year_release: 1957 type_of_subject: Historical","box_office: 5.97e+07 year_release: 2014 type_of_subject: Historical","box_office: NA year_release: 1960 type_of_subject: Historical","box_office: 3.34e+06 year_release: 1994 type_of_subject: Historical","box_office: NA year_release: 1938 type_of_subject: Historical","box_office: NA year_release: 2009 type_of_subject: Historical","box_office: NA year_release: 2001 type_of_subject: Historical","box_office: 8.00e+06 year_release: 1965 type_of_subject: Historical","box_office: NA year_release: 1979 type_of_subject: Historical","box_office: NA year_release: 1927 type_of_subject: Historical","box_office: 1.39e+08 year_release: 2010 type_of_subject: Historical","box_office: 1.52e+07 year_release: 1994 type_of_subject: Historical","box_office: NA year_release: 1977 type_of_subject: Historical","box_office: NA year_release: 2000 type_of_subject: Historical","box_office: 1.27e+07 year_release: 2005 type_of_subject: Historical","box_office: 2.68e+07 year_release: 2008 type_of_subject: Historical","box_office: 2.68e+07 year_release: 2008 type_of_subject: Historical","box_office: NA year_release: 1936 type_of_subject: Historical","box_office: 1.01e+08 year_release: 1998 type_of_subject: Historical","box_office: 1.01e+08 year_release: 1998 type_of_subject: Historical","box_office: NA year_release: 1933 type_of_subject: Historical","box_office: NA year_release: 1939 type_of_subject: Historical","box_office: NA year_release: 1939 type_of_subject: Historical","box_office: 5.64e+07 year_release: 2006 type_of_subject: Historical","box_office: 8.00e+07 year_release: 1956 type_of_subject: Historical","box_office: 4.07e+06 year_release: 2003 type_of_subject: Historical","box_office: 1.10e+07 year_release: 2009 type_of_subject: Historical","box_office: NA year_release: 2003 type_of_subject: Historical","box_office: NA year_release: 2003 type_of_subject: Historical","box_office: 2.17e+06 year_release: 1995 type_of_subject: Historical","box_office: NA year_release: 1953 type_of_subject: Historical"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(0,187,218,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(0,187,218,1)"}},"hoveron":"points","name":"Historical","legendgroup":"Historical","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[9170000,9170000],"y":[2007,2007],"text":"box_office: 9.17e+06 year_release: 2007 type_of_subject: Journalist","type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(0,181,237,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(0,181,237,1)"}},"hoveron":"points","name":"Journalist","legendgroup":"Journalist","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[124000000,14500000,2450000,41200000,null,3090000,null,null,null,null,null,5990000,31700000,1570000,null],"y":[1987,1996,2014,1997,1981,2014,1945,2010,2010,2010,2010,2007,2009,2003,1980],"text":["box_office: 1.24e+08 year_release: 1987 type_of_subject: Media","box_office: 1.45e+07 year_release: 1996 type_of_subject: Media","box_office: 2.45e+06 year_release: 2014 type_of_subject: Media","box_office: 4.12e+07 year_release: 1997 type_of_subject: Media","box_office: NA year_release: 1981 type_of_subject: Media","box_office: 3.09e+06 year_release: 2014 type_of_subject: Media","box_office: NA year_release: 1945 type_of_subject: Media","box_office: NA year_release: 2010 type_of_subject: Media","box_office: NA year_release: 2010 type_of_subject: Media","box_office: NA year_release: 2010 type_of_subject: Media","box_office: NA year_release: 2010 type_of_subject: Media","box_office: 5.99e+06 year_release: 2007 type_of_subject: Media","box_office: 3.17e+07 year_release: 2009 type_of_subject: Media","box_office: 1.57e+06 year_release: 2003 type_of_subject: Media","box_office: NA year_release: 1980 type_of_subject: Media"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(0,172,252,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(0,172,252,1)"}},"hoveron":"points","name":"Media","legendgroup":"Media","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[52100000,5000000,null,null,135000000,null,null,null,6000000],"y":[1990,2001,1940,1994,1998,1946,1944,1936,2012],"text":["box_office: 5.21e+07 year_release: 1990 type_of_subject: Medicine","box_office: 5.00e+06 year_release: 2001 type_of_subject: Medicine","box_office: NA year_release: 1940 type_of_subject: Medicine","box_office: NA year_release: 1994 type_of_subject: Medicine","box_office: 1.35e+08 year_release: 1998 type_of_subject: Medicine","box_office: NA year_release: 1946 type_of_subject: Medicine","box_office: NA year_release: 1944 type_of_subject: Medicine","box_office: NA year_release: 1936 type_of_subject: Medicine","box_office: 6.00e+06 year_release: 2012 type_of_subject: Medicine"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(66,160,255,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(66,160,255,1)"}},"hoveron":"points","name":"Medicine","legendgroup":"Medicine","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[null,350000000,null,21100000,null,null,19300,75600000,null,107000000,null,66600000,259000,null,null,null,3560000,null,null,null,null,null,342000,125000000,null,null,null,null,null,5480000,16400000,null,4500000,null,null,null,null,4440000,36600,null,null,null,1110000,null,null],"y":[1952,2014,1984,2002,2002,1957,1997,1995,2013,2013,1958,2007,1989,1967,2007,2009,1989,1962,1960,1977,1973,1959,1962,2013,1977,1970,1945,1963,1956,2006,1941,1942,1956,1955,1951,1960,1955,2013,2008,1957,1941,1955,1934,1971,1971],"text":["box_office: NA year_release: 1952 type_of_subject: Military","box_office: 3.50e+08 year_release: 2014 type_of_subject: Military","box_office: NA year_release: 1984 type_of_subject: Military","box_office: 2.11e+07 year_release: 2002 type_of_subject: Military","box_office: NA year_release: 2002 type_of_subject: Military","box_office: NA year_release: 1957 type_of_subject: Military","box_office: 1.93e+04 year_release: 1997 type_of_subject: Military","box_office: 7.56e+07 year_release: 1995 type_of_subject: Military","box_office: NA year_release: 2013 type_of_subject: Military","box_office: 1.07e+08 year_release: 2013 type_of_subject: Military","box_office: NA year_release: 1958 type_of_subject: Military","box_office: 6.66e+07 year_release: 2007 type_of_subject: Military","box_office: 2.59e+05 year_release: 1989 type_of_subject: Military","box_office: NA year_release: 1967 type_of_subject: Military","box_office: NA year_release: 2007 type_of_subject: Military","box_office: NA year_release: 2009 type_of_subject: Military","box_office: 3.56e+06 year_release: 1989 type_of_subject: Military","box_office: NA year_release: 1962 type_of_subject: Military","box_office: NA year_release: 1960 type_of_subject: Military","box_office: NA year_release: 1977 type_of_subject: Military","box_office: NA year_release: 1973 type_of_subject: Military","box_office: NA year_release: 1959 type_of_subject: Military","box_office: 3.42e+05 year_release: 1962 type_of_subject: Military","box_office: 1.25e+08 year_release: 2013 type_of_subject: Military","box_office: NA year_release: 1977 type_of_subject: Military","box_office: NA year_release: 1970 type_of_subject: Military","box_office: NA year_release: 1945 type_of_subject: Military","box_office: NA year_release: 1963 type_of_subject: Military","box_office: NA year_release: 1956 type_of_subject: Military","box_office: 5.48e+06 year_release: 2006 type_of_subject: Military","box_office: 1.64e+07 year_release: 1941 type_of_subject: Military","box_office: NA year_release: 1942 type_of_subject: Military","box_office: 4.50e+06 year_release: 1956 type_of_subject: Military","box_office: NA year_release: 1955 type_of_subject: Military","box_office: NA year_release: 1951 type_of_subject: Military","box_office: NA year_release: 1960 type_of_subject: Military","box_office: NA year_release: 1955 type_of_subject: Military","box_office: 4.44e+06 year_release: 2013 type_of_subject: Military","box_office: 3.66e+04 year_release: 2008 type_of_subject: Military","box_office: NA year_release: 1957 type_of_subject: Military","box_office: NA year_release: 1941 type_of_subject: Military","box_office: NA year_release: 1955 type_of_subject: Military","box_office: 1.11e+06 year_release: 1934 type_of_subject: Military","box_office: NA year_release: 1971 type_of_subject: Military","box_office: NA year_release: 1971 type_of_subject: Military"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(139,147,255,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(139,147,255,1)"}},"hoveron":"points","name":"Military","legendgroup":"Military","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[70000000],"y":[1989],"text":"box_office: 7.00e+07 year_release: 1989 type_of_subject: Military / activist","type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(182,132,255,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(182,132,255,1)"}},"hoveron":"points","name":"Military / activist","legendgroup":"Military / activist","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[1130000,null,366000,366000,2390000,2390000,6140000,2180000,8130000,8130000,872000,353000,13300000,7560000,null,null,13700000,4870000,4870000,null,4000000,14400000,4080000,47000000,47000000,47000000,47000000,323000,54200000,9600000,455000,null,9260000,44500,null,null,36800000,1450000,89700,75300000,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32500000,3570000,3570000,null,31700000,1570000,null,null,null,6720000,6200000,120000000,12400000,null,null,null,null,null,null],"y":[2002,1945,1984,1984,1994,1994,2004,1988,2008,2008,2007,2006,2004,2006,1998,2012,1989,1998,1998,1951,2007,1994,1991,2014,2014,2014,2014,2013,1987,1972,2005,1975,2014,2014,1974,1946,2009,2009,2013,2004,1945,2010,1952,2005,1934,1934,2008,1956,1956,1959,1954,1951,1938,1936,1946,2012,1970,2002,2010,2010,1966,2009,1993,1981,1950,1950,1946,1999,2005,1998,1952,1948,1948,1942,1950,1964],"text":["box_office: 1.13e+06 year_release: 2002 type_of_subject: Musician","box_office: NA year_release: 1945 type_of_subject: Musician","box_office: 3.66e+05 year_release: 1984 type_of_subject: Musician","box_office: 3.66e+05 year_release: 1984 type_of_subject: Musician","box_office: 2.39e+06 year_release: 1994 type_of_subject: Musician","box_office: 2.39e+06 year_release: 1994 type_of_subject: Musician","box_office: 6.14e+06 year_release: 2004 type_of_subject: Musician","box_office: 2.18e+06 year_release: 1988 type_of_subject: Musician","box_office: 8.13e+06 year_release: 2008 type_of_subject: Musician","box_office: 8.13e+06 year_release: 2008 type_of_subject: Musician","box_office: 8.72e+05 year_release: 2007 type_of_subject: Musician","box_office: 3.53e+05 year_release: 2006 type_of_subject: Musician","box_office: 1.33e+07 year_release: 2004 type_of_subject: Musician","box_office: 7.56e+06 year_release: 2006 type_of_subject: Musician","box_office: NA year_release: 1998 type_of_subject: Musician","box_office: NA year_release: 2012 type_of_subject: Musician","box_office: 1.37e+07 year_release: 1989 type_of_subject: Musician","box_office: 4.87e+06 year_release: 1998 type_of_subject: Musician","box_office: 4.87e+06 year_release: 1998 type_of_subject: Musician","box_office: NA year_release: 1951 type_of_subject: Musician","box_office: 4.00e+06 year_release: 2007 type_of_subject: Musician","box_office: 1.44e+07 year_release: 1994 type_of_subject: Musician","box_office: 4.08e+06 year_release: 1991 type_of_subject: Musician","box_office: 4.70e+07 year_release: 2014 type_of_subject: Musician","box_office: 4.70e+07 year_release: 2014 type_of_subject: Musician","box_office: 4.70e+07 year_release: 2014 type_of_subject: Musician","box_office: 4.70e+07 year_release: 2014 type_of_subject: Musician","box_office: 3.23e+05 year_release: 2013 type_of_subject: Musician","box_office: 5.42e+07 year_release: 1987 type_of_subject: Musician","box_office: 9.60e+06 year_release: 1972 type_of_subject: Musician","box_office: 4.55e+05 year_release: 2005 type_of_subject: Musician","box_office: NA year_release: 1975 type_of_subject: Musician","box_office: 9.26e+06 year_release: 2014 type_of_subject: Musician","box_office: 4.45e+04 year_release: 2014 type_of_subject: Musician","box_office: NA year_release: 1974 type_of_subject: Musician","box_office: NA year_release: 1946 type_of_subject: Musician","box_office: 3.68e+07 year_release: 2009 type_of_subject: Musician","box_office: 1.45e+06 year_release: 2009 type_of_subject: Musician","box_office: 8.97e+04 year_release: 2013 type_of_subject: Musician","box_office: 7.53e+07 year_release: 2004 type_of_subject: Musician","box_office: NA year_release: 1945 type_of_subject: Musician","box_office: NA year_release: 2010 type_of_subject: Musician","box_office: NA year_release: 1952 type_of_subject: Musician","box_office: NA year_release: 2005 type_of_subject: Musician","box_office: NA year_release: 1934 type_of_subject: Musician","box_office: NA year_release: 1934 type_of_subject: Musician","box_office: NA year_release: 2008 type_of_subject: Musician","box_office: NA year_release: 1956 type_of_subject: Musician","box_office: NA year_release: 1956 type_of_subject: Musician","box_office: NA year_release: 1959 type_of_subject: Musician","box_office: NA year_release: 1954 type_of_subject: Musician","box_office: NA year_release: 1951 type_of_subject: Musician","box_office: NA year_release: 1938 type_of_subject: Musician","box_office: NA year_release: 1936 type_of_subject: Musician","box_office: NA year_release: 1946 type_of_subject: Musician","box_office: NA year_release: 2012 type_of_subject: Musician","box_office: NA year_release: 1970 type_of_subject: Musician","box_office: 3.25e+07 year_release: 2002 type_of_subject: Musician","box_office: 3.57e+06 year_release: 2010 type_of_subject: Musician","box_office: 3.57e+06 year_release: 2010 type_of_subject: Musician","box_office: NA year_release: 1966 type_of_subject: Musician","box_office: 3.17e+07 year_release: 2009 type_of_subject: Musician","box_office: 1.57e+06 year_release: 1993 type_of_subject: Musician","box_office: NA year_release: 1981 type_of_subject: Musician","box_office: NA year_release: 1950 type_of_subject: Musician","box_office: NA year_release: 1950 type_of_subject: Musician","box_office: 6.72e+06 year_release: 1946 type_of_subject: Musician","box_office: 6.20e+06 year_release: 1999 type_of_subject: Musician","box_office: 1.20e+08 year_release: 2005 type_of_subject: Musician","box_office: 1.24e+07 year_release: 1998 type_of_subject: Musician","box_office: NA year_release: 1952 type_of_subject: Musician","box_office: NA year_release: 1948 type_of_subject: Musician","box_office: NA year_release: 1948 type_of_subject: Musician","box_office: NA year_release: 1942 type_of_subject: Musician","box_office: NA year_release: 1950 type_of_subject: Musician","box_office: NA year_release: 1964 type_of_subject: Musician"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(213,117,254,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(213,117,254,1)"}},"hoveron":"points","name":"Musician","legendgroup":"Musician","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[56700000,null,537000,81200000,1700000,null,21200000,14200000,null,null,null,null,null,null,null,null,1720000,11500000,null,null,4440000,null,null,1040000,null,6000000,8250000,1920000,6780000,4530000,332000,null,10100000,null,5890000,20100000,4230000,693000,36600000,16100000,221000,6390000,315000,null,5860000,11600000,null,null,6000000,6000000,null,6370000,4080000,14500000,25000000,1150000,null,null,null,16100000,94100000,94100000,null,117000000,null,538000,null,42400000,null,null,null,null,616000,2480000,12300,32500000,null,30500000,30500000,87100000,1220000,37700000,21800,1650000,null,null,15400000,15400000,29800000,31600000,1320000,null,83300000,96100000,null,7270000,98800,null,37900000,2830000,225000,null,19100,null,671000,698000,103000000,1300000,1300000,null,null,null,13800000,null,null,3250000,331000,null,null,null,null,null,null,null,null,17600000,22800,10400,4900000,null,null,null,1410000,4720000,626000,163000000,96900000,null,null,6200000,null,1120000,null,4600000,4600000,4100000,null,null,null,19700000,49500,2230000,257000,null,1070000,null,37900000,25100000,null],"y":[2013,2014,1998,2008,1993,1955,2006,2009,2007,1956,1946,1954,2006,2006,1993,1941,1993,1999,1938,1940,2009,1944,1952,2010,2008,1970,1992,1989,2010,1998,2013,2014,2005,1985,1994,1993,2008,2010,2007,2013,2006,1998,1999,1962,1993,1990,2003,1954,2012,2012,1953,2012,1991,1996,1993,2006,2013,2009,1998,2013,2009,2009,1990,2013,1955,2011,1974,1985,1979,2001,1960,1972,1999,2009,2000,1999,1941,2003,2003,1985,1988,2013,2005,1987,1966,1915,1990,1990,2001,1995,1989,1940,2013,1993,1948,1993,2005,1973,1997,1986,2006,2008,2003,2003,2014,2004,2004,1992,1992,2007,1970,1959,2008,1980,1982,2013,2010,2013,1982,1975,1934,1980,1980,1958,1956,2006,1992,2013,1992,1951,1962,1962,2005,2001,2005,2006,2010,1943,1957,1999,1964,2010,1988,2003,2003,1993,1999,1999,2012,1988,2000,1990,1987,1975,2007,2009,2014,1994,1940],"text":["box_office: 5.67e+07 year_release: 2013 type_of_subject: Other","box_office: NA year_release: 2014 type_of_subject: Other","box_office: 5.37e+05 year_release: 1998 type_of_subject: Other","box_office: 8.12e+07 year_release: 2008 type_of_subject: Other","box_office: 1.70e+06 year_release: 1993 type_of_subject: Other","box_office: NA year_release: 1955 type_of_subject: Other","box_office: 2.12e+07 year_release: 2006 type_of_subject: Other","box_office: 1.42e+07 year_release: 2009 type_of_subject: Other","box_office: NA year_release: 2007 type_of_subject: Other","box_office: NA year_release: 1956 type_of_subject: Other","box_office: NA year_release: 1946 type_of_subject: Other","box_office: NA year_release: 1954 type_of_subject: Other","box_office: NA year_release: 2006 type_of_subject: Other","box_office: NA year_release: 2006 type_of_subject: Other","box_office: NA year_release: 1993 type_of_subject: Other","box_office: NA year_release: 1941 type_of_subject: Other","box_office: 1.72e+06 year_release: 1993 type_of_subject: Other","box_office: 1.15e+07 year_release: 1999 type_of_subject: Other","box_office: NA year_release: 1938 type_of_subject: Other","box_office: NA year_release: 1940 type_of_subject: Other","box_office: 4.44e+06 year_release: 2009 type_of_subject: Other","box_office: NA year_release: 1944 type_of_subject: Other","box_office: NA year_release: 1952 type_of_subject: Other","box_office: 1.04e+06 year_release: 2010 type_of_subject: Other","box_office: NA year_release: 2008 type_of_subject: Other","box_office: 6.00e+06 year_release: 1970 type_of_subject: Other","box_office: 8.25e+06 year_release: 1992 type_of_subject: Other","box_office: 1.92e+06 year_release: 1989 type_of_subject: Other","box_office: 6.78e+06 year_release: 2010 type_of_subject: Other","box_office: 4.53e+06 year_release: 1998 type_of_subject: Other","box_office: 3.32e+05 year_release: 2013 type_of_subject: Other","box_office: NA year_release: 2014 type_of_subject: Other","box_office: 1.01e+07 year_release: 2005 type_of_subject: Other","box_office: NA year_release: 1985 type_of_subject: Other","box_office: 5.89e+06 year_release: 1994 type_of_subject: Other","box_office: 2.01e+07 year_release: 1993 type_of_subject: Other","box_office: 4.23e+06 year_release: 2008 type_of_subject: Other","box_office: 6.93e+05 year_release: 2010 type_of_subject: Other","box_office: 3.66e+07 year_release: 2007 type_of_subject: Other","box_office: 1.61e+07 year_release: 2013 type_of_subject: Other","box_office: 2.21e+05 year_release: 2006 type_of_subject: Other","box_office: 6.39e+06 year_release: 1998 type_of_subject: Other","box_office: 3.15e+05 year_release: 1999 type_of_subject: Other","box_office: NA year_release: 1962 type_of_subject: Other","box_office: 5.86e+06 year_release: 1993 type_of_subject: Other","box_office: 1.16e+07 year_release: 1990 type_of_subject: Other","box_office: NA year_release: 2003 type_of_subject: Other","box_office: NA year_release: 1954 type_of_subject: Other","box_office: 6.00e+06 year_release: 2012 type_of_subject: Other","box_office: 6.00e+06 year_release: 2012 type_of_subject: Other","box_office: NA year_release: 1953 type_of_subject: Other","box_office: 6.37e+06 year_release: 2012 type_of_subject: Other","box_office: 4.08e+06 year_release: 1991 type_of_subject: Other","box_office: 1.45e+07 year_release: 1996 type_of_subject: Other","box_office: 2.50e+07 year_release: 1993 type_of_subject: Other","box_office: 1.15e+06 year_release: 2006 type_of_subject: Other","box_office: NA year_release: 2013 type_of_subject: Other","box_office: NA year_release: 2009 type_of_subject: Other","box_office: NA year_release: 1998 type_of_subject: Other","box_office: 1.61e+07 year_release: 2013 type_of_subject: Other","box_office: 9.41e+07 year_release: 2009 type_of_subject: Other","box_office: 9.41e+07 year_release: 2009 type_of_subject: Other","box_office: NA year_release: 1990 type_of_subject: Other","box_office: 1.17e+08 year_release: 2013 type_of_subject: Other","box_office: NA year_release: 1955 type_of_subject: Other","box_office: 5.38e+05 year_release: 2011 type_of_subject: Other","box_office: NA year_release: 1974 type_of_subject: Other","box_office: 4.24e+07 year_release: 1985 type_of_subject: Other","box_office: NA year_release: 1979 type_of_subject: Other","box_office: NA year_release: 2001 type_of_subject: Other","box_office: NA year_release: 1960 type_of_subject: Other","box_office: NA year_release: 1972 type_of_subject: Other","box_office: 6.16e+05 year_release: 1999 type_of_subject: Other","box_office: 2.48e+06 year_release: 2009 type_of_subject: Other","box_office: 1.23e+04 year_release: 2000 type_of_subject: Other","box_office: 3.25e+07 year_release: 1999 type_of_subject: Other","box_office: NA year_release: 1941 type_of_subject: Other","box_office: 3.05e+07 year_release: 2003 type_of_subject: Other","box_office: 3.05e+07 year_release: 2003 type_of_subject: Other","box_office: 8.71e+07 year_release: 1985 type_of_subject: Other","box_office: 1.22e+06 year_release: 1988 type_of_subject: Other","box_office: 3.77e+07 year_release: 2013 type_of_subject: Other","box_office: 2.18e+04 year_release: 2005 type_of_subject: Other","box_office: 1.65e+06 year_release: 1987 type_of_subject: Other","box_office: NA year_release: 1966 type_of_subject: Other","box_office: NA year_release: 1915 type_of_subject: Other","box_office: 1.54e+07 year_release: 1990 type_of_subject: Other","box_office: 1.54e+07 year_release: 1990 type_of_subject: Other","box_office: 2.98e+07 year_release: 2001 type_of_subject: Other","box_office: 3.16e+07 year_release: 1995 type_of_subject: Other","box_office: 1.32e+06 year_release: 1989 type_of_subject: Other","box_office: NA year_release: 1940 type_of_subject: Other","box_office: 8.33e+07 year_release: 2013 type_of_subject: Other","box_office: 9.61e+07 year_release: 1993 type_of_subject: Other","box_office: NA year_release: 1948 type_of_subject: Other","box_office: 7.27e+06 year_release: 1993 type_of_subject: Other","box_office: 9.88e+04 year_release: 2005 type_of_subject: Other","box_office: NA year_release: 1973 type_of_subject: Other","box_office: 3.79e+07 year_release: 1997 type_of_subject: Other","box_office: 2.83e+06 year_release: 1986 type_of_subject: Other","box_office: 2.25e+05 year_release: 2006 type_of_subject: Other","box_office: NA year_release: 2008 type_of_subject: Other","box_office: 1.91e+04 year_release: 2003 type_of_subject: Other","box_office: NA year_release: 2003 type_of_subject: Other","box_office: 6.71e+05 year_release: 2014 type_of_subject: Other","box_office: 6.98e+05 year_release: 2004 type_of_subject: Other","box_office: 1.03e+08 year_release: 2004 type_of_subject: Other","box_office: 1.30e+06 year_release: 1992 type_of_subject: Other","box_office: 1.30e+06 year_release: 1992 type_of_subject: Other","box_office: NA year_release: 2007 type_of_subject: Other","box_office: NA year_release: 1970 type_of_subject: Other","box_office: NA year_release: 1959 type_of_subject: Other","box_office: 1.38e+07 year_release: 2008 type_of_subject: Other","box_office: NA year_release: 1980 type_of_subject: Other","box_office: NA year_release: 1982 type_of_subject: Other","box_office: 3.25e+06 year_release: 2013 type_of_subject: Other","box_office: 3.31e+05 year_release: 2010 type_of_subject: Other","box_office: NA year_release: 2013 type_of_subject: Other","box_office: NA year_release: 1982 type_of_subject: Other","box_office: NA year_release: 1975 type_of_subject: Other","box_office: NA year_release: 1934 type_of_subject: Other","box_office: NA year_release: 1980 type_of_subject: Other","box_office: NA year_release: 1980 type_of_subject: Other","box_office: NA year_release: 1958 type_of_subject: Other","box_office: NA year_release: 1956 type_of_subject: Other","box_office: 1.76e+07 year_release: 2006 type_of_subject: Other","box_office: 2.28e+04 year_release: 1992 type_of_subject: Other","box_office: 1.04e+04 year_release: 2013 type_of_subject: Other","box_office: 4.90e+06 year_release: 1992 type_of_subject: Other","box_office: NA year_release: 1951 type_of_subject: Other","box_office: NA year_release: 1962 type_of_subject: Other","box_office: NA year_release: 1962 type_of_subject: Other","box_office: 1.41e+06 year_release: 2005 type_of_subject: Other","box_office: 4.72e+06 year_release: 2001 type_of_subject: Other","box_office: 6.26e+05 year_release: 2005 type_of_subject: Other","box_office: 1.63e+08 year_release: 2006 type_of_subject: Other","box_office: 9.69e+07 year_release: 2010 type_of_subject: Other","box_office: NA year_release: 1943 type_of_subject: Other","box_office: NA year_release: 1957 type_of_subject: Other","box_office: 6.20e+06 year_release: 1999 type_of_subject: Other","box_office: NA year_release: 1964 type_of_subject: Other","box_office: 1.12e+06 year_release: 2010 type_of_subject: Other","box_office: NA year_release: 1988 type_of_subject: Other","box_office: 4.60e+06 year_release: 2003 type_of_subject: Other","box_office: 4.60e+06 year_release: 2003 type_of_subject: Other","box_office: 4.10e+06 year_release: 1993 type_of_subject: Other","box_office: NA year_release: 1999 type_of_subject: Other","box_office: NA year_release: 1999 type_of_subject: Other","box_office: NA year_release: 2012 type_of_subject: Other","box_office: 1.97e+07 year_release: 1988 type_of_subject: Other","box_office: 4.95e+04 year_release: 2000 type_of_subject: Other","box_office: 2.23e+06 year_release: 1990 type_of_subject: Other","box_office: 2.57e+05 year_release: 1987 type_of_subject: Other","box_office: NA year_release: 1975 type_of_subject: Other","box_office: 1.07e+06 year_release: 2007 type_of_subject: Other","box_office: NA year_release: 2009 type_of_subject: Other","box_office: 3.79e+07 year_release: 2014 type_of_subject: Other","box_office: 2.51e+07 year_release: 1994 type_of_subject: Other","box_office: NA year_release: 1940 type_of_subject: Other"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(235,105,240,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(235,105,240,1)"}},"hoveron":"points","name":"Other","legendgroup":"Other","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[19100000],"y":[1989],"text":"box_office: 1.91e+07 year_release: 1989 type_of_subject: Politician","type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(249,98,221,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(249,98,221,1)"}},"hoveron":"points","name":"Politician","legendgroup":"Politician","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[null,8130000,446000,79900000,30500000,31000000,null,null,10300000,null,null,35400000,2830000,null,null,35200000,null,163000000,58800,39100000],"y":[1976,2008,2002,1980,2014,2005,1982,1955,2007,1955,2014,1997,1986,1985,1978,1991,2003,1965,2007,1993],"text":["box_office: NA year_release: 1976 type_of_subject: Singer","box_office: 8.13e+06 year_release: 2008 type_of_subject: Singer","box_office: 4.46e+05 year_release: 2002 type_of_subject: Singer","box_office: 7.99e+07 year_release: 1980 type_of_subject: Singer","box_office: 3.05e+07 year_release: 2014 type_of_subject: Singer","box_office: 3.10e+07 year_release: 2005 type_of_subject: Singer","box_office: NA year_release: 1982 type_of_subject: Singer","box_office: NA year_release: 1955 type_of_subject: Singer","box_office: 1.03e+07 year_release: 2007 type_of_subject: Singer","box_office: NA year_release: 1955 type_of_subject: Singer","box_office: NA year_release: 2014 type_of_subject: Singer","box_office: 3.54e+07 year_release: 1997 type_of_subject: Singer","box_office: 2.83e+06 year_release: 1986 type_of_subject: Singer","box_office: NA year_release: 1985 type_of_subject: Singer","box_office: NA year_release: 1978 type_of_subject: Singer","box_office: 3.52e+07 year_release: 1991 type_of_subject: Singer","box_office: NA year_release: 2003 type_of_subject: Singer","box_office: 1.63e+08 year_release: 1965 type_of_subject: Singer","box_office: 5.88e+04 year_release: 2007 type_of_subject: Singer","box_office: 3.91e+07 year_release: 1993 type_of_subject: Singer"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(255,97,198,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(255,97,198,1)"}},"hoveron":"points","name":"Singer","legendgroup":"Singer","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[84900000],"y":[1995],"text":"box_office: 8.49e+07 year_release: 1995 type_of_subject: Teacher","type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(255,101,172,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(255,101,172,1)"}},"hoveron":"points","name":"Teacher","legendgroup":"Teacher","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[null,null,null,6370000,37500000,null,182000000,8320000,13600000,null,null,30000000,109000,25500000,2000000,null,null],"y":[1940,1930,1929,2012,2009,1939,2012,2013,1995,1960,2014,2011,1987,2008,1944,1939,1972],"text":["box_office: NA year_release: 1940 type_of_subject: World leader","box_office: NA year_release: 1930 type_of_subject: World leader","box_office: NA year_release: 1929 type_of_subject: World leader","box_office: 6.37e+06 year_release: 2012 type_of_subject: World leader","box_office: 3.75e+07 year_release: 2009 type_of_subject: World leader","box_office: NA year_release: 1939 type_of_subject: World leader","box_office: 1.82e+08 year_release: 2012 type_of_subject: World leader","box_office: 8.32e+06 year_release: 2013 type_of_subject: World leader","box_office: 1.36e+07 year_release: 1995 type_of_subject: World leader","box_office: NA year_release: 1960 type_of_subject: World leader","box_office: NA year_release: 2014 type_of_subject: World leader","box_office: 3.00e+07 year_release: 2011 type_of_subject: World leader","box_office: 1.09e+05 year_release: 1987 type_of_subject: World leader","box_office: 2.55e+07 year_release: 2008 type_of_subject: World leader","box_office: 2.00e+06 year_release: 1944 type_of_subject: World leader","box_office: NA year_release: 1939 type_of_subject: World leader","box_office: NA year_release: 1972 type_of_subject: World leader"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(255,108,145,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(255,108,145,1)"}},"hoveron":"points","name":"World leader","legendgroup":"World leader","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null}],"layout":{"margin":{"t":23.3059360730594,"r":7.30593607305936,"b":37.2602739726027,"l":48.9497716894977},"plot_bgcolor":"rgba(235,235,235,1)","paper_bgcolor":"rgba(255,255,255,1)","font":{"color":"rgba(0,0,0,1)","family":"","size":14.6118721461187},"xaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[-17496692.5,367499842.5],"tickmode":"array","ticktext":["0e+00","1e+08","2e+08","3e+08"],"tickvals":[0,100000000,200000000,300000000],"categoryorder":"array","categoryarray":["0e+00","1e+08","2e+08","3e+08"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":3.65296803652968,"tickwidth":0.66417600664176,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":11.689497716895},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0.66417600664176,"zeroline":false,"anchor":"y","title":{"text":"box_office","font":{"color":"rgba(0,0,0,1)","family":"","size":14.6118721461187}},"hoverformat":".2f"},"yaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[1910.05,2018.95],"tickmode":"array","ticktext":["1920","1940","1960","1980","2000"],"tickvals":[1920,1940,1960,1980,2000],"categoryorder":"array","categoryarray":["1920","1940","1960","1980","2000"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":3.65296803652968,"tickwidth":0.66417600664176,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":11.689497716895},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0.66417600664176,"zeroline":false,"anchor":"x","title":{"text":"year_release","font":{"color":"rgba(0,0,0,1)","family":"","size":14.6118721461187}},"hoverformat":".2f"},"shapes":[{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","x0":0,"x1":1,"y0":0,"y1":1}],"showlegend":false,"legend":{"bgcolor":"rgba(255,255,255,1)","bordercolor":"transparent","borderwidth":1.88976377952756,"font":{"color":"rgba(0,0,0,1)","family":"","size":11.689497716895}},"hovermode":"closest","barmode":"relative"},"config":{"doubleClick":"reset","showSendToCloud":false},"source":"A","attrs":{"87942cb06d92":{"x":{},"y":{},"colour":{},"type":"scatter"}},"cur_data":"87942cb06d92","visdat":{"87942cb06d92":["function (y) ","x"]},"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.2,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>
]
---
# Adding more tooltip information

.pull-left.tiny[

- add to `aes()`
]

.pull-right.tiny[
<div id="htmlwidget-3fe518671d1133eefea9" style="width:504px;height:504px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-3fe518671d1133eefea9">{"x":{"data":[{"x":[171000000,5700000,5700000,5700000,341000,null,3560000,null,24700000,146000,10200000,null,null,30200000,91100000,null,null,null,null,null,35900000],"y":[2001,2011,2011,2011,2009,1940,1989,1962,1988,1996,2004,1943,1943,2007,2014,1981,2002,2002,1939,1936,2014],"text":["box_office: 1.71e+08 year_release: 2001 type_of_subject: Academic title: A Beautiful Mind director: Ron Howard box_office: 1.71e+08 subject: John Nash","box_office: 5.70e+06 year_release: 2011 type_of_subject: Academic title: A Dangerous Method director: David Cronenberg box_office: 5.70e+06 subject: Carl Gustav Jung","box_office: 5.70e+06 year_release: 2011 type_of_subject: Academic title: A Dangerous Method director: David Cronenberg box_office: 5.70e+06 subject: Sigmund Freud","box_office: 5.70e+06 year_release: 2011 type_of_subject: Academic title: A Dangerous Method director: David Cronenberg box_office: 5.70e+06 subject: Sabina Spielrein","box_office: 3.41e+05 year_release: 2009 type_of_subject: Academic title: Creation director: Jon Amiel box_office: 3.41e+05 subject: Charles Darwin","box_office: NA year_release: 1940 type_of_subject: Academic title: Edison, the Man director: Clarence Brown box_office: NA subject: Thomas Edison","box_office: 3.56e+06 year_release: 1989 type_of_subject: Academic title: Fat Man and Little Boy director: Roland Joff<cc><c4><e5><U+00A9> box_office: 3.56e+06 subject: Robert Oppenheimer","box_office: NA year_release: 1962 type_of_subject: Academic title: Freud director: John Huston box_office: NA subject: Sigmund Freud","box_office: 2.47e+07 year_release: 1988 type_of_subject: Academic title: Gorillas in the Mist director: Michael Apted box_office: 2.47e+07 subject: Dian Fossey","box_office: 1.46e+05 year_release: 1996 type_of_subject: Academic title: Infinity director: Matthew Broderick box_office: 1.46e+05 subject: Richard Feynman","box_office: 1.02e+07 year_release: 2004 type_of_subject: Academic title: Kinsey director: Bill Condon box_office: 1.02e+07 subject: Alfred Kinsey","box_office: NA year_release: 1943 type_of_subject: Academic title: Madame Curie director: Mervyn LeRoy box_office: NA subject: Pierre Curie","box_office: NA year_release: 1943 type_of_subject: Academic title: Madame Curie director: Mervyn LeRoy box_office: NA subject: Marie Curie","box_office: 3.02e+07 year_release: 2007 type_of_subject: Academic title: The Great Debaters director: Denzel Washington box_office: 3.02e+07 subject: Melvin Tolson","box_office: 9.11e+07 year_release: 2014 type_of_subject: Academic title: The Imitation Game director: Morten Tyldum box_office: 9.11e+07 subject: Alan Turing","box_office: NA year_release: 1981 type_of_subject: Academic title: The Man Who Saw Tomorrow director: Robert Guenette box_office: NA subject: Michel de Nostredame","box_office: NA year_release: 2002 type_of_subject: Academic title: The Soul Keeper director: Roberto Faenza box_office: NA subject: Carl Gustav Jung","box_office: NA year_release: 2002 type_of_subject: Academic title: The Soul Keeper director: Roberto Faenza box_office: NA subject: Sabina Spielrein","box_office: NA year_release: 1939 type_of_subject: Academic title: The Story of Alexander Graham Bell director: Irving Cummings box_office: NA subject: Alexander Graham Bell","box_office: NA year_release: 1936 type_of_subject: Academic title: The Story of Louis Pasteur director: William Dieterle box_office: NA subject: Louis Pasteur","box_office: 3.59e+07 year_release: 2014 type_of_subject: Academic title: The Theory of Everything director: James Marsh box_office: 3.59e+07 subject: Steven Hawking"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(248,118,109,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(248,118,109,1)"}},"hoveron":"points","name":"Academic","legendgroup":"Academic","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[null],"y":[1993],"text":"box_office: NA year_release: 1993 type_of_subject: Academic (Philosopher) title: Wittgenstein director: Derek Jarman box_office: NA subject: Ludwig Wittgenstein","type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(238,128,67,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(238,128,67,1)"}},"hoveron":"points","name":"Academic (Philosopher)","legendgroup":"Academic (Philosopher)","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[4220000,4290000,5550000,1730000,null,2000000,5900000,27300000,44300,126000000,null,24300000,154000,1810000,5530000,null,48200000,11000000,31800000,153000,4440000,52100000,35600000,76100,4470000,null,29000000,null,16800000,20200000,null],"y":[2000,2006,2014,2008,2008,1969,1987,2013,2009,2000,1982,1992,2008,1996,1997,1981,1992,1996,2008,2007,2007,2014,1983,2000,2007,1972,1999,2011,2004,1996,1952],"text":["box_office: 4.22e+06 year_release: 2000 type_of_subject: Activist title: Before Night Falls director: Julian Schnabel box_office: 4.22e+06 subject: Reinaldo Arenas","box_office: 4.29e+06 year_release: 2006 type_of_subject: Activist title: Catch a Fire director: Phillip Noyce box_office: 4.29e+06 subject: Patrick Chamusso","box_office: 5.55e+06 year_release: 2014 type_of_subject: Activist title: Cesar Chavez director: Diego Luna box_office: 5.55e+06 subject: Cesar Chavez","box_office: 1.73e+06 year_release: 2008 type_of_subject: Activist title: Che: Part One director: Steven Soderbergh box_office: 1.73e+06 subject: Che Guevara","box_office: NA year_release: 2008 type_of_subject: Activist title: Che: Part Two director: Steven Soderbergh box_office: NA subject: Che Guevara","box_office: 2.00e+06 year_release: 1969 type_of_subject: Activist title: Che! director: Richard Fleischer box_office: 2.00e+06 subject: Che Guevara","box_office: 5.90e+06 year_release: 1987 type_of_subject: Activist title: Cry Freedom director: Richard Attenborough box_office: 5.90e+06 subject: Steve Biko","box_office: 2.73e+07 year_release: 2013 type_of_subject: Activist title: Dallas Buyers Club director: Jean-Marc Vall<cc><c4><e5><U+00A9>e box_office: 2.73e+07 subject: Ron Woodroof","box_office: 4.43e+04 year_release: 2009 type_of_subject: Activist title: Desert Flower director: Sherry Hormann box_office: 4.43e+04 subject: Waris Dirie","box_office: 1.26e+08 year_release: 2000 type_of_subject: Activist title: Erin Brockovich director: Steven Soderbergh box_office: 1.26e+08 subject: Erin Brockovich","box_office: NA year_release: 1982 type_of_subject: Activist title: Gandhi director: Richard Attenborough box_office: NA subject: Mahatma Gandhi","box_office: 2.43e+07 year_release: 1992 type_of_subject: Activist title: Hoffa director: Danny DeVito box_office: 2.43e+07 subject: Jimmy Hoffa","box_office: 1.54e+05 year_release: 2008 type_of_subject: Activist title: Hunger director: Steve McQueen box_office: 1.54e+05 subject: Bobby Sands","box_office: 1.81e+06 year_release: 1996 type_of_subject: Activist title: I Shot Andy Warhol director: Mary Harron box_office: 1.81e+06 subject: Valerie Solanas","box_office: 5.53e+06 year_release: 1997 type_of_subject: Activist title: Kundun director: Martin Scorsese box_office: 5.53e+06 subject: Dalai Lama","box_office: NA year_release: 1981 type_of_subject: Activist title: Lion of the Desert director: Moustapha Akkad box_office: NA subject: Omar Mukhtar","box_office: 4.82e+07 year_release: 1992 type_of_subject: Activist title: Malcolm X director: Spike Lee box_office: 4.82e+07 subject: Malcolm X","box_office: 1.10e+07 year_release: 1996 type_of_subject: Activist title: Michael Collins director: Neil Jordan box_office: 1.10e+07 subject: Michael Collins","box_office: 3.18e+07 year_release: 2008 type_of_subject: Activist title: Milk director: Gus Van Sant box_office: 3.18e+07 subject: Harvey Milk","box_office: 1.53e+05 year_release: 2007 type_of_subject: Activist title: Music Within director: Steven Sawalich box_office: 1.53e+05 subject: Richard Pimentel","box_office: 4.44e+06 year_release: 2007 type_of_subject: Activist title: Persepolis director: Vincent Paronnaud, Marjane Satrapi box_office: 4.44e+06 subject: Marjane 'Marji' Satrapi","box_office: 5.21e+07 year_release: 2014 type_of_subject: Activist title: Selma director: Ava DuVernay box_office: 5.21e+07 subject: Martin Luther King, Jr","box_office: 3.56e+07 year_release: 1983 type_of_subject: Activist title: Silkwood director: Mike Nichols box_office: 3.56e+07 subject: Karen Silkwood","box_office: 7.61e+04 year_release: 2000 type_of_subject: Activist title: Steal This Movie director: Robert Greenwald box_office: 7.61e+04 subject: Abbie Hoffman","box_office: 4.47e+06 year_release: 2007 type_of_subject: Activist title: Talk to Me director: Kasi Lemmons box_office: 4.47e+06 subject: Ralph \"Petey\" Greene","box_office: NA year_release: 1972 type_of_subject: Activist title: The Assassination of Trotsky director: Joseph Losey box_office: NA subject: Leon Trotsky","box_office: 2.90e+07 year_release: 1999 type_of_subject: Activist title: The Insider director: Michael Mann box_office: 2.90e+07 subject: Jeffrey Wigand","box_office: NA year_release: 2011 type_of_subject: Activist title: The Lady director: Luc Besson box_office: NA subject: Aung San Suu Kyi","box_office: 1.68e+07 year_release: 2004 type_of_subject: Activist title: The Motorcycle Diaries director: Walter Salles box_office: 1.68e+07 subject: Che Guevara","box_office: 2.02e+07 year_release: 1996 type_of_subject: Activist title: The People vs. Larry Flynt director: Milos Forman box_office: 2.02e+07 subject: Larry Flynt","box_office: NA year_release: 1952 type_of_subject: Activist title: Viva Zapata! director: Elia Kazan box_office: NA subject: Emiliano Zapata"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(225,138,0,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(225,138,0,1)"}},"hoveron":"points","name":"Activist","legendgroup":"Activist","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[2060000,365000,null,null,14400000,113000,null,5070,5070,1420000,270000,null,null,null],"y":[2002,2003,2002,2004,2006,2005,1957,1981,1981,2001,2013,2004,1955,1977],"text":["box_office: 2.06e+06 year_release: 2002 type_of_subject: Actor title: Auto Focus director: Paul Schrader box_office: 2.06e+06 subject: Robert Edward \"Bob\" Crane","box_office: 3.65e+05 year_release: 2003 type_of_subject: Actor title: Baadasssss! director: Mario Van Peebles box_office: 3.65e+05 subject: Melvin Van Peebles","box_office: NA year_release: 2002 type_of_subject: Actor title: Confessions of a Dangerous Mind director: George Clooney box_office: NA subject: Chuck Barris","box_office: NA year_release: 2004 type_of_subject: Actor title: Crutch director: Rob Moretti box_office: NA subject: Rob Moretti","box_office: 1.44e+07 year_release: 2006 type_of_subject: Actor title: Hollywoodland director: Allen Coulter box_office: 1.44e+07 subject: George Reeves","box_office: 1.13e+05 year_release: 2005 type_of_subject: Actor title: I Am a Sex Addict director: Caveh Zahedi box_office: 1.13e+05 subject: Caveh Zahedi","box_office: NA year_release: 1957 type_of_subject: Actor title: Man of a Thousand Faces director: Joseph Pevney box_office: NA subject: Lon Chaney","box_office: 5.07e+03 year_release: 1981 type_of_subject: Actor title: My Dinner with Andre director: Louis Malle box_office: 5.07e+03 subject: Andre Gregory","box_office: 5.07e+03 year_release: 1981 type_of_subject: Actor title: My Dinner with Andre director: Louis Malle box_office: 5.07e+03 subject: Wallace Shawn","box_office: 1.42e+06 year_release: 2001 type_of_subject: Actor title: Pi_ero director: Leon Ichaso box_office: 1.42e+06 subject: Miguel Pi_ero","box_office: 2.70e+05 year_release: 2013 type_of_subject: Actor title: The Last of Robin Hood director: Richard Glatzer, Wash Westmoreland box_office: 2.70e+05 subject: Errol Flynn","box_office: NA year_release: 2004 type_of_subject: Actor title: The Life and Death of Peter Sellers director: Stephen Hopkins box_office: NA subject: Peter Sellers","box_office: NA year_release: 1955 type_of_subject: Actor title: The Seven Little Foys director: Melville Shavelson box_office: NA subject: Eddie Foy, Sr.","box_office: NA year_release: 1977 type_of_subject: Actor title: Valentino director: Ken Russell box_office: NA subject: Rudolph Valentino"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(209,147,0,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(209,147,0,1)"}},"hoveron":"points","name":"Actor","legendgroup":"Actor","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[null,null,1650000,5000000,223000,null,null,null,355000,null,14600000,6500000,4000000,null,null,null,null],"y":[2008,1972,2006,1982,1968,2014,1965,1955,2013,1981,2011,1983,1968,1953,2014,1955,1947],"text":["box_office: NA year_release: 2008 type_of_subject: Actress title: A Matador's Mistress director: Menno Meyjes box_office: NA subject: Lupe Sino","box_office: NA year_release: 1972 type_of_subject: Actress title: Ciao Manhattan director: John Palmer, David Weisman box_office: NA subject: Edie Sedgwick","box_office: 1.65e+06 year_release: 2006 type_of_subject: Actress title: Factory Girl director: George Hickenlooper box_office: 1.65e+06 subject: Edie Sedgwick","box_office: 5.00e+06 year_release: 1982 type_of_subject: Actress title: Frances director: Graeme Clifford box_office: 5.00e+06 subject: Frances Farmer","box_office: 2.23e+05 year_release: 1968 type_of_subject: Actress title: Funny Girl director: William Wyler box_office: 2.23e+05 subject: Fanny Brice","box_office: NA year_release: 2014 type_of_subject: Actress title: Grace of Monaco director: Olivier Dahan box_office: NA subject: Grace Kelly","box_office: NA year_release: 1965 type_of_subject: Actress title: Harlow director: Gordon Douglas box_office: NA subject: Jean Harlow","box_office: NA year_release: 1955 type_of_subject: Actress title: I'll Cry Tomorrow director: Daniel Mann box_office: NA subject: Lillian Roth","box_office: 3.55e+05 year_release: 2013 type_of_subject: Actress title: Lovelace director: Rob Epstein, Jeffrey Friedman box_office: 3.55e+05 subject: Linda Lovelace","box_office: NA year_release: 1981 type_of_subject: Actress title: Mommie Dearest director: Frank Perry box_office: NA subject: Joan Crawford","box_office: 1.46e+07 year_release: 2011 type_of_subject: Actress title: My Week with Marilyn director: Simon Curtis box_office: 1.46e+07 subject: Marilyn Monroe","box_office: 6.50e+06 year_release: 1983 type_of_subject: Actress title: Star 80 director: Bob Fosse box_office: 6.50e+06 subject: Dorothy Stratten","box_office: 4.00e+06 year_release: 1968 type_of_subject: Actress title: Star! director: Robert Wise box_office: 4.00e+06 subject: Gertrude Lawrence","box_office: NA year_release: 1953 type_of_subject: Actress title: The Actress director: George Cukor box_office: NA subject: Ruth Gordon Jones","box_office: NA year_release: 2014 type_of_subject: Actress title: The Brittany Murphy Story director: Joe Menendez box_office: NA subject: Brittany Murphy","box_office: NA year_release: 1955 type_of_subject: Actress title: The Girl in the Red Velvet Swing director: Richard Fleischer box_office: NA subject: Evelyn Nesbit (Thaw)","box_office: NA year_release: 1947 type_of_subject: Actress title: The Perils of Pauline director: George Marshall box_office: NA subject: Pearl White"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(190,156,0,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(190,156,0,1)"}},"hoveron":"points","name":"Actress","legendgroup":"Actress","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[50000000],"y":[1996],"text":"box_office: 5.00e+07 year_release: 1996 type_of_subject: Actress / activist title: Evita director: Alan Parker box_office: 5.00e+07 subject: Eva \"Evita\" Duarte de Peron","type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(168,164,0,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(168,164,0,1)"}},"hoveron":"points","name":"Actress / activist","legendgroup":"Actress / activist","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[2960000,14500000,3150,3240000,144000,100000,25800000,11600000,null,1000000,null,null,null,480000,343000,null,195000,null,3960000,14700000,null,8600000,null,null,1990000,1120000,1120000,null,2230000],"y":[1996,2014,1986,1995,2014,1981,2002,2003,2012,2006,1962,1968,2006,2008,1998,1956,2004,1952,2014,1989,2007,2000,1936,1972,1996,1939,1939,2008,1990],"text":["box_office: 2.96e+06 year_release: 1996 type_of_subject: Artist title: Basquiat director: Julian Schnabel box_office: 2.96e+06 subject: Jean-Michel Basquiat","box_office: 1.45e+07 year_release: 2014 type_of_subject: Artist title: Big Eyes director: Tim Burton box_office: 1.45e+07 subject: Margaret Keane","box_office: 3.15e+03 year_release: 1986 type_of_subject: Artist title: Caravaggio director: Derek Jarman box_office: 3.15e+03 subject: Michelangelo Merisi de Caravaggio","box_office: 3.24e+06 year_release: 1995 type_of_subject: Artist title: Carrington director: Christopher Hampton box_office: 3.24e+06 subject: Dora Carrington","box_office: 1.44e+05 year_release: 2014 type_of_subject: Artist title: Desert Dancer director: Richard Raymond box_office: 1.44e+05 subject: Afshin Ghaffarian","box_office: 1.00e+05 year_release: 1981 type_of_subject: Artist title: Downtown 81 director: Edo Bertoglio box_office: 1.00e+05 subject: Jean-Michel Basquiat","box_office: 2.58e+07 year_release: 2002 type_of_subject: Artist title: Frida director: Julie Taymor box_office: 2.58e+07 subject: Frida Kahlo","box_office: 1.16e+07 year_release: 2003 type_of_subject: Artist title: Girl with a Pearl Earring director: Peter Webber box_office: 1.16e+07 subject: Johannes Vermeer","box_office: NA year_release: 2012 type_of_subject: Artist title: Goltzius and the Pelican Company director: Peter Greenaway box_office: NA subject: Hendrik Goltzius","box_office: 1.00e+06 year_release: 2006 type_of_subject: Artist title: Goya's Ghosts director: Milos Forman box_office: 1.00e+06 subject: Francisco Goya","box_office: NA year_release: 1962 type_of_subject: Artist title: Gypsy director: Mervyn LeRoy box_office: NA subject: Gypsy Rose Lee","box_office: NA year_release: 1968 type_of_subject: Artist title: Isadora director: Karel Reisz box_office: NA subject: Isadora Duncan","box_office: NA year_release: 2006 type_of_subject: Artist title: Klimt director: Raoul Ruiz box_office: NA subject: Gustav Klimt","box_office: 4.80e+05 year_release: 2008 type_of_subject: Artist title: Little Ashes director: Paul Morrison box_office: 4.80e+05 subject: Salvador Dal<cc>_","box_office: 3.43e+05 year_release: 1998 type_of_subject: Artist title: Love Is the Devil: Study for a Portrait of Francis Bacon director: John Maybury box_office: 3.43e+05 subject: Francis Bacon","box_office: NA year_release: 1956 type_of_subject: Artist title: Lust for Life director: Vincente Minnelli box_office: NA subject: Vincent van Gogh","box_office: 1.95e+05 year_release: 2004 type_of_subject: Artist title: Modigliani director: Mick Davis box_office: 1.95e+05 subject: Amedeo Modigliani","box_office: NA year_release: 1952 type_of_subject: Artist title: Moulin Rouge director: John Huston box_office: NA subject: Henri de Toulouse-Lautrec","box_office: 3.96e+06 year_release: 2014 type_of_subject: Artist title: Mr. Turner director: Mike Leigh box_office: 3.96e+06 subject: J.M.W. Turner","box_office: 1.47e+07 year_release: 1989 type_of_subject: Artist title: My Left Foot director: Jim Sheridan box_office: 1.47e+07 subject: Christy Brown","box_office: NA year_release: 2007 type_of_subject: Artist title: Nightwatching director: Peter Greenaway box_office: NA subject: Rembrandt","box_office: 8.60e+06 year_release: 2000 type_of_subject: Artist title: Pollock director: Ed Harris box_office: 8.60e+06 subject: Jackson Pollock","box_office: NA year_release: 1936 type_of_subject: Artist title: Rembrandt director: Alexander Korda box_office: NA subject: Rembrandt","box_office: NA year_release: 1972 type_of_subject: Artist title: Savage Messiah director: Ken Russell box_office: NA subject: Henri Gaudier-Brzeska","box_office: 1.99e+06 year_release: 1996 type_of_subject: Artist title: Surviving Picasso director: James Ivory box_office: 1.99e+06 subject: Francoise Gilot","box_office: 1.12e+06 year_release: 1939 type_of_subject: Artist title: The Story of Vernon and Irene Castle director: H.C. Potter box_office: 1.12e+06 subject: Irene Castle","box_office: 1.12e+06 year_release: 1939 type_of_subject: Artist title: The Story of Vernon and Irene Castle director: H.C. Potter box_office: 1.12e+06 subject: Vernon Castle","box_office: NA year_release: 2008 type_of_subject: Artist title: Thomas Kinkade's Christmas Cottage director: Michael Campus box_office: NA subject: Thomas Kinkade","box_office: 2.23e+06 year_release: 1990 type_of_subject: Artist title: Vincent & Theo director: Robert Altman box_office: 2.23e+06 subject: Vincent Van Gogh"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(140,171,0,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(140,171,0,1)"}},"hoveron":"points","name":"Artist","legendgroup":"Artist","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18300000,95000000,19600000,null,5880000,58200000,8000000,null,null,11800000,2690000,6000000,61600000,1010000,null,35100000,null,null,12100000,null,42600000,2960000,null,null,18400000,37500000,57800000,null,null,null,11000000,11000000,11000000,null,48800000,36400000,null,64400000,75600000,null,532000,52300000,52300000,45200,116000000,22800000,26900000,26900000,null,43900000,47200,400000,17500000,null,256000000,275000,450000,9590000,93600000,null,null,50700000,null,11500000,null,null,null,null,null,null,5130000,409000,null,777000],"y":[2010,2013,1994,2008,2004,2001,1950,1935,2000,1988,2004,2012,2005,1994,2013,1993,1971,1957,2014,1942,2006,2007,1977,1983,2007,2009,2006,2013,1951,1940,2005,2005,2005,2013,2000,2014,1952,2004,2011,2008,1997,2003,2003,1980,2000,1993,2013,2013,1956,2011,2003,2010,1992,1948,2009,1986,2009,2008,2010,1977,2010,1999,1950,2008,1975,1991,1942,2005,1949,1952,2005,1989,1977,1998],"text":["box_office: 1.83e+07 year_release: 2010 type_of_subject: Athlete title: 127 Hours director: Danny Boyle box_office: 1.83e+07 subject: Aron Ralston","box_office: 9.50e+07 year_release: 2013 type_of_subject: Athlete title: 42 director: Brian Helgeland box_office: 9.50e+07 subject: Jackie Robinson","box_office: 1.96e+07 year_release: 1994 type_of_subject: Athlete title: 8 Seconds director: John G. Avildsen box_office: 1.96e+07 subject: Lane Frost","box_office: NA year_release: 2008 type_of_subject: Athlete title: A Matador's Mistress director: Menno Meyjes box_office: NA subject: Manuel Rodr<cc>_guez S<cc><c1>nchez","box_office: 5.88e+06 year_release: 2004 type_of_subject: Athlete title: Against the Ropes director: Charles S. Dutton box_office: 5.88e+06 subject: Jackie Kallen","box_office: 5.82e+07 year_release: 2001 type_of_subject: Athlete title: Ali director: Michael Mann box_office: 5.82e+07 subject: Muhammad Ali","box_office: 8.00e+06 year_release: 1950 type_of_subject: Athlete title: Annie Get Your Gun director: George Sidney box_office: 8.00e+06 subject: Annie Oakley","box_office: NA year_release: 1935 type_of_subject: Athlete title: Annie Oakley director: George Stevens box_office: NA subject: Annie Oakley","box_office: NA year_release: 2000 type_of_subject: Athlete title: Best director: Mary McGuckian box_office: NA subject: George Best","box_office: 1.18e+07 year_release: 1988 type_of_subject: Athlete title: Bloodsport director: Newt Arnold box_office: 1.18e+07 subject: Frank Dux","box_office: 2.69e+06 year_release: 2004 type_of_subject: Athlete title: Bobby Jones: Stroke of Genius director: Rowdy Herrington box_office: 2.69e+06 subject: Bobby Jones","box_office: 6.00e+06 year_release: 2012 type_of_subject: Athlete title: Chasing Mavericks director: Michael Apted, Curtis Hanson box_office: 6.00e+06 subject: Jay Moriarity","box_office: 6.16e+07 year_release: 2005 type_of_subject: Athlete title: Cinderella Man director: Ron Howard box_office: 6.16e+07 subject: James Braddock","box_office: 1.01e+06 year_release: 1994 type_of_subject: Athlete title: Cobb director: Ron Shelton box_office: 1.01e+06 subject: Ty Cobb","box_office: NA year_release: 2013 type_of_subject: Athlete title: Counterpunch director: Kenneth Castillo box_office: NA subject: Alvaro Orlando","box_office: 3.51e+07 year_release: 1993 type_of_subject: Athlete title: Dragon: The Bruce Lee Story director: Rob Cohen box_office: 3.51e+07 subject: Bruce Lee","box_office: NA year_release: 1971 type_of_subject: Athlete title: Evel Knievel director: Marvin J. Chomsky box_office: NA subject: Evel Knievel","box_office: NA year_release: 1957 type_of_subject: Athlete title: Fear Strikes Out director: Robert Mulligan box_office: NA subject: Jimmy Piersall","box_office: 1.21e+07 year_release: 2014 type_of_subject: Athlete title: Foxcatcher director: Bennett Miller box_office: 1.21e+07 subject: Mark Schultz","box_office: NA year_release: 1942 type_of_subject: Athlete title: Gentleman Jim director: Raoul Walsh box_office: NA subject: James J Corbett","box_office: 4.26e+07 year_release: 2006 type_of_subject: Athlete title: Glory Road director: James Gartner box_office: 4.26e+07 subject: Don Haskins","box_office: 2.96e+06 year_release: 2007 type_of_subject: Athlete title: Gracie director: Davis Guggenheim box_office: 2.96e+06 subject: Elisabeth Shue","box_office: NA year_release: 1977 type_of_subject: Athlete title: Greased Lightning director: Michael Schultz box_office: NA subject: Wendell Scott","box_office: NA year_release: 1983 type_of_subject: Athlete title: Heart Like a Wheel director: Jonathan Kaplan box_office: NA subject: Shirley Muldowney","box_office: 1.84e+07 year_release: 2007 type_of_subject: Athlete title: Into the Wild director: Sean Penn box_office: 1.84e+07 subject: Christopher McCandless","box_office: 3.75e+07 year_release: 2009 type_of_subject: Athlete title: Invictus director: Clint Eastwood box_office: 3.75e+07 subject: Fran<U+0324>ois Pienaar","box_office: 5.78e+07 year_release: 2006 type_of_subject: Athlete title: Invincible director: Ericson Core box_office: 5.78e+07 subject: Vince Papale","box_office: NA year_release: 2013 type_of_subject: Athlete title: Jappeloup director: Christian Duguay box_office: NA subject: Pierre Durand, Jr.","box_office: NA year_release: 1951 type_of_subject: Athlete title: Jim Thorpe -- All-American director: Michael Curtiz box_office: NA subject: Jim Thorpe","box_office: NA year_release: 1940 type_of_subject: Athlete title: Knute Rockne All American director: Lloyd Bacon box_office: NA subject: Knute Rockne","box_office: 1.10e+07 year_release: 2005 type_of_subject: Athlete title: Lords of Dogtown director: Catherine Hardwicke box_office: 1.10e+07 subject: Jay Adams","box_office: 1.10e+07 year_release: 2005 type_of_subject: Athlete title: Lords of Dogtown director: Catherine Hardwicke box_office: 1.10e+07 subject: Tony Alva","box_office: 1.10e+07 year_release: 2005 type_of_subject: Athlete title: Lords of Dogtown director: Catherine Hardwicke box_office: 1.10e+07 subject: Stacy Peralta","box_office: NA year_release: 2013 type_of_subject: Athlete title: Louis Cyr director: Daniel Roby box_office: NA subject: Louis Cyr","box_office: 4.88e+07 year_release: 2000 type_of_subject: Athlete title: Men of Honor director: George Tillman Jr. box_office: 4.88e+07 subject: Carl Brashear","box_office: 3.64e+07 year_release: 2014 type_of_subject: Athlete title: Million Dollar Arm director: Craig Gillespie box_office: 3.64e+07 subject: J. B. Bernstein","box_office: NA year_release: 1952 type_of_subject: Athlete title: Million Dollar Mermaid director: Mervyn LeRoy box_office: NA subject: Annette Kellerman","box_office: 6.44e+07 year_release: 2004 type_of_subject: Athlete title: Miracle director: Gavin O'Connor box_office: 6.44e+07 subject: Herb Brooks","box_office: 7.56e+07 year_release: 2011 type_of_subject: Athlete title: Moneyball director: Bennett Miller box_office: 7.56e+07 subject: Billy Beane","box_office: NA year_release: 2008 type_of_subject: Athlete title: Phantom Punch director: Robert Townsend box_office: NA subject: Sonny Liston","box_office: 5.32e+05 year_release: 1997 type_of_subject: Athlete title: Prefontaine director: Steve James box_office: 5.32e+05 subject: Steve Prefontaine","box_office: 5.23e+07 year_release: 2003 type_of_subject: Athlete title: Radio director: Michael Tollin box_office: 5.23e+07 subject: James Robert \"Radio\" Kennedy","box_office: 5.23e+07 year_release: 2003 type_of_subject: Athlete title: Radio director: Michael Tollin box_office: 5.23e+07 subject: Harold Jones","box_office: 4.52e+04 year_release: 1980 type_of_subject: Athlete title: Raging Bull director: Martin Scorsese box_office: 4.52e+04 subject: Jake LaMotta","box_office: 1.16e+08 year_release: 2000 type_of_subject: Athlete title: Remember the Titans director: Boaz Yakin box_office: 1.16e+08 subject: Herman Boone","box_office: 2.28e+07 year_release: 1993 type_of_subject: Athlete title: Rudy director: David Anspaugh box_office: 2.28e+07 subject: Rudy Ruettiger","box_office: 2.69e+07 year_release: 2013 type_of_subject: Athlete title: Rush director: Ron Howard box_office: 2.69e+07 subject: James Hunt","box_office: 2.69e+07 year_release: 2013 type_of_subject: Athlete title: Rush director: Ron Howard box_office: 2.69e+07 subject: Niki Lauda","box_office: NA year_release: 1956 type_of_subject: Athlete title: Somebody Up There Likes Me director: Robert Wise box_office: NA subject: Rocky Graziano","box_office: 4.39e+07 year_release: 2011 type_of_subject: Athlete title: Soul Surfer director: Sean McNamara box_office: 4.39e+07 subject: Bethany Hamilton","box_office: 4.72e+04 year_release: 2003 type_of_subject: Athlete title: Swimming Upstream director: Russell Mulcahy box_office: 4.72e+04 subject: Tony Fingleton","box_office: 4.00e+05 year_release: 2010 type_of_subject: Athlete title: The 5th Quarter director: Rick Bieber box_office: 4.00e+05 subject: Jon Abbate","box_office: 1.75e+07 year_release: 1992 type_of_subject: Athlete title: The Babe director: Arthur Hiller box_office: 1.75e+07 subject: Babe Ruth","box_office: NA year_release: 1948 type_of_subject: Athlete title: The Babe Ruth Story director: Roy Del Ruth box_office: NA subject: Babe Ruth","box_office: 2.56e+08 year_release: 2009 type_of_subject: Athlete title: The Blind Side director: John Lee Hancock box_office: 2.56e+08 subject: Michael Oher","box_office: 2.75e+05 year_release: 1986 type_of_subject: Athlete title: The Boy in Blue director: Charles Jarrott box_office: 2.75e+05 subject: Ned Hanlan","box_office: 4.50e+05 year_release: 2009 type_of_subject: Athlete title: The Damned United director: Tom Hooper box_office: 4.50e+05 subject: Brian Clough","box_office: 9.59e+06 year_release: 2008 type_of_subject: Athlete title: The Express director: Gary Fleder box_office: 9.59e+06 subject: Ernie Davis","box_office: 9.36e+07 year_release: 2010 type_of_subject: Athlete title: The Fighter director: David O. Russell box_office: 9.36e+07 subject: Micky Ward","box_office: NA year_release: 1977 type_of_subject: Athlete title: The Greatest director: Tom Gries box_office: NA subject: Muhammad Ali","box_office: NA year_release: 2010 type_of_subject: Athlete title: The Hammer director: Oren Kaplan box_office: NA subject: Matt Hamill","box_office: 5.07e+07 year_release: 1999 type_of_subject: Athlete title: The Hurricane director: Norman Jewison box_office: 5.07e+07 subject: Rubin \"Hurricane\" Carter","box_office: NA year_release: 1950 type_of_subject: Athlete title: The Jackie Robinson Story director: Alfred E. Green box_office: NA subject: Jackie Robinson","box_office: 1.15e+07 year_release: 2008 type_of_subject: Athlete title: The Longshots director: Fred Durst box_office: 1.15e+07 subject: Jasmine Plummer","box_office: NA year_release: 1975 type_of_subject: Athlete title: The Other Side of the Mountain director: Larry Peerce box_office: NA subject: Jill Kinmont","box_office: NA year_release: 1991 type_of_subject: Athlete title: The Pistol: The Birth of a Legend director: Frank C. Schr<U+0326>der box_office: NA subject: Pete Maravich","box_office: NA year_release: 1942 type_of_subject: Athlete title: The Pride of the Yankees director: Sam Wood box_office: NA subject: Lou Gehrig","box_office: NA year_release: 2005 type_of_subject: Athlete title: The Rocket: The Legend of Rocket Richard director: Charles Binam<cc><c4><e5><U+00A9> box_office: NA subject: Maurice \"The Rocket\" Richard","box_office: NA year_release: 1949 type_of_subject: Athlete title: The Stratton Story director: Sam Wood box_office: NA subject: Monty Stratton","box_office: NA year_release: 1952 type_of_subject: Athlete title: The Winning Team director: Lewis Seiler box_office: NA subject: Grover Cleveland Alexander","box_office: 5.13e+06 year_release: 2005 type_of_subject: Athlete title: The World's Fastest Indian director: Roger Donaldson box_office: 5.13e+06 subject: Herbert James \"Burt\" Munro","box_office: 4.09e+05 year_release: 1989 type_of_subject: Athlete title: Triumph of the Spirit director: Robert M. Young box_office: 4.09e+05 subject: Salamo Arouch","box_office: NA year_release: 1977 type_of_subject: Athlete title: Viva Knievel! director: Gordon Douglas box_office: NA subject: Evel Knievel","box_office: 7.77e+05 year_release: 1998 type_of_subject: Athlete title: Without Limits director: Robert Towne box_office: 7.77e+05 subject: Steve Prefontaine"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(104,177,0,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(104,177,0,1)"}},"hoveron":"points","name":"Athlete","legendgroup":"Athlete","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[116000000],"y":[2014],"text":"box_office: 1.16e+08 year_release: 2014 type_of_subject: Athlete / military title: Unbroken director: Angelina Jolie box_office: 1.16e+08 subject: Louis Zamperini","type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(36,183,0,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(36,183,0,1)"}},"hoveron":"points","name":"Athlete / military","legendgroup":"Athlete / military","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[1080000,1080000,1100000,18700000,28700000,3240000,200000,226000,null,null,null,51700000,28900000,null,11600000,11600000,617000,1200000,2950000,1030000,450000,2980000,2140000,12300,1650000,331000,83300000,25800000,null,2420000,null,1230000,6620000,12800,null,null,137000,137000,null,null,539000,539000,6200000,2160000,null],"y":[1987,1987,1990,2007,2005,1995,1983,1996,1946,1946,1946,2004,1999,1952,1990,1990,2010,2001,2000,2013,1985,2006,1994,2000,1987,1988,2013,1993,1944,1995,2012,2013,2009,1997,1937,1960,1996,1996,1961,1961,1994,1994,1999,1997,1965],"text":["box_office: 1.08e+06 year_release: 1987 type_of_subject: Author title: 84 Charing Cross Road director: David Hugh Jones box_office: 1.08e+06 subject: Frank Doel","box_office: 1.08e+06 year_release: 1987 type_of_subject: Author title: 84 Charing Cross Road director: David Hugh Jones box_office: 1.08e+06 subject: Helene Hanff","box_office: 1.10e+06 year_release: 1990 type_of_subject: Author title: An Angel at My Table director: Jane Campion box_office: 1.10e+06 subject: Janet Frame","box_office: 1.87e+07 year_release: 2007 type_of_subject: Author title: Becoming Jane director: Julian Jarrold box_office: 1.87e+07 subject: Jane Austen","box_office: 2.87e+07 year_release: 2005 type_of_subject: Author title: Capote director: Bennett Miller box_office: 2.87e+07 subject: Truman Capote","box_office: 3.24e+06 year_release: 1995 type_of_subject: Author title: Carrington director: Christopher Hampton box_office: 3.24e+06 subject: Lytton Strachey","box_office: 2.00e+05 year_release: 1983 type_of_subject: Author title: Cross Creek director: Martin Ritt box_office: 2.00e+05 subject: Marjorie Kinnan Rawlings","box_office: 2.26e+05 year_release: 1996 type_of_subject: Author title: Death in Granada director: Marcos Zurinaga box_office: 2.26e+05 subject: Garcia Lorca","box_office: NA year_release: 1946 type_of_subject: Author title: Devotion director: Curtis Bernhardt box_office: NA subject: Charlotte Bronte","box_office: NA year_release: 1946 type_of_subject: Author title: Devotion director: Curtis Bernhardt box_office: NA subject: Emily Bronte","box_office: NA year_release: 1946 type_of_subject: Author title: Devotion director: Curtis Bernhardt box_office: NA subject: Anne Bronte","box_office: 5.17e+07 year_release: 2004 type_of_subject: Author title: Finding Neverland director: Marc Forster box_office: 5.17e+07 subject: J.M. Barrie","box_office: 2.89e+07 year_release: 1999 type_of_subject: Author title: Girl, Interrupted director: James Mangold box_office: 2.89e+07 subject: Susanna Kaysen","box_office: NA year_release: 1952 type_of_subject: Author title: Hans Christian Andersen director: Charles Vidor box_office: NA subject: Hans Christian Andersen","box_office: 1.16e+07 year_release: 1990 type_of_subject: Author title: Henry & June director: Philip Kaufman box_office: 1.16e+07 subject: Henry Miller","box_office: 1.16e+07 year_release: 1990 type_of_subject: Author title: Henry & June director: Philip Kaufman box_office: 1.16e+07 subject: Ana<cc><f8>s Nin","box_office: 6.17e+05 year_release: 2010 type_of_subject: Author title: Howl director: Rob Epstein, Jeffrey Friedman box_office: 6.17e+05 subject: Allen Ginsberg","box_office: 1.20e+06 year_release: 2001 type_of_subject: Author title: Iris director: Richard Eyre box_office: 1.20e+06 subject: Iris Murdoch","box_office: 2.95e+06 year_release: 2000 type_of_subject: Author title: Isn't She Great director: Andrew Bergman box_office: 2.95e+06 subject: Jacqueline Susann","box_office: 1.03e+06 year_release: 2013 type_of_subject: Author title: Kill Your Darlings director: John Krokidas box_office: 1.03e+06 subject: Allen Ginsberg","box_office: 4.50e+05 year_release: 1985 type_of_subject: Author title: Mishima: A Life in Four Chapters director: Paul Schrader box_office: 4.50e+05 subject: Yukio Mishima","box_office: 2.98e+06 year_release: 2006 type_of_subject: Author title: Miss Potter director: Chris Noonan box_office: 2.98e+06 subject: Beatrix Potter","box_office: 2.14e+06 year_release: 1994 type_of_subject: Author title: Mrs. Parker and the Vicious Circle director: Alan Rudolph box_office: 2.14e+06 subject: Dorothy Parker","box_office: 1.23e+04 year_release: 2000 type_of_subject: Author title: Nora director: Pat Murphy box_office: 1.23e+04 subject: James Joyce","box_office: 1.65e+06 year_release: 1987 type_of_subject: Author title: Prick Up Your Ears director: Stephen Frears box_office: 1.65e+06 subject: Joe Orton","box_office: 3.31e+05 year_release: 1988 type_of_subject: Author title: Salome's Last Dance director: Ken Russell box_office: 3.31e+05 subject: Oscar Wilde","box_office: 8.33e+07 year_release: 2013 type_of_subject: Author title: Saving Mr. Banks director: John Lee Hancock box_office: 8.33e+07 subject: P.L. Travers","box_office: 2.58e+07 year_release: 1993 type_of_subject: Author title: Shadowlands director: Richard Attenborough box_office: 2.58e+07 subject: C.S. Lewis","box_office: NA year_release: 1944 type_of_subject: Author title: The Adventures of Mark Twain director: Irving Rapper box_office: NA subject: Samuel Clemens","box_office: 2.42e+06 year_release: 1995 type_of_subject: Author title: The Basketball Diaries director: Scott Kalvert box_office: 2.42e+06 subject: Jim Carroll","box_office: NA year_release: 2012 type_of_subject: Author title: The Color of Time director: Edna Luise Biesold, Sarah-Violet Bliss box_office: NA subject: CK Williams","box_office: 1.23e+06 year_release: 2013 type_of_subject: Author title: The Invisible Woman director: Ralph Fiennes box_office: 1.23e+06 subject: Charles Dickens","box_office: 6.62e+06 year_release: 2009 type_of_subject: Author title: The Last Station director: Michael Hoffman box_office: 6.62e+06 subject: Leo Tolstoy","box_office: 1.28e+04 year_release: 1997 type_of_subject: Author title: The Last Time I Committed Suicide director: Stephen Kay box_office: 1.28e+04 subject: Neal Cassady","box_office: NA year_release: 1937 type_of_subject: Author title: The Life of Emile Zola director: William Dieterle box_office: NA subject: Emile Zola","box_office: NA year_release: 1960 type_of_subject: Author title: The Trials of Oscar Wilde director: Ken Hughes box_office: NA subject: Oscar Wilde","box_office: 1.37e+05 year_release: 1996 type_of_subject: Author title: The Whole Wide World director: Dan Ireland box_office: 1.37e+05 subject: Robert Howard","box_office: 1.37e+05 year_release: 1996 type_of_subject: Author title: The Whole Wide World director: Dan Ireland box_office: 1.37e+05 subject: Novalyne Price","box_office: NA year_release: 1961 type_of_subject: Author title: The Wonderful World of the Brothers Grimm director: Henry Levin, George Pal box_office: NA subject: Jacob Grimm","box_office: NA year_release: 1961 type_of_subject: Author title: The Wonderful World of the Brothers Grimm director: Henry Levin, George Pal box_office: NA subject: Wilhelm Grimm","box_office: 5.39e+05 year_release: 1994 type_of_subject: Author title: Tom & Viv director: Brian Gilbert box_office: 5.39e+05 subject: T.S. Eliot","box_office: 5.39e+05 year_release: 1994 type_of_subject: Author title: Tom & Viv director: Brian Gilbert box_office: 5.39e+05 subject: Vivienne Haigh-Wood","box_office: 6.20e+06 year_release: 1999 type_of_subject: Author title: Topsy-Turvy director: Mike Leigh box_office: 6.20e+06 subject: William Schwenck Gilbert","box_office: 2.16e+06 year_release: 1997 type_of_subject: Author title: Wilde director: Brian Gilbert box_office: 2.16e+06 subject: Oscar Wilde","box_office: NA year_release: 1965 type_of_subject: Author title: Young Cassidy director: Jack Cardiff box_office: NA subject: Sean O'Casey"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(0,187,73,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(0,187,73,1)"}},"hoveron":"points","name":"Author","legendgroup":"Author","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[4440000,null,null,3270,25800000,1300000,1300000,null,null,null,28600,340000,340000],"y":[2009,2000,2001,2014,1993,2003,2003,1934,1934,2011,2008,1995,1995],"text":["box_office: 4.44e+06 year_release: 2009 type_of_subject: Author (poet) title: Bright Star director: Jane Campion box_office: 4.44e+06 subject: John Keats","box_office: NA year_release: 2000 type_of_subject: Author (poet) title: Pandaemonium director: Julien Temple box_office: NA subject: William Wordsworth","box_office: NA year_release: 2001 type_of_subject: Author (poet) title: Pandaemonium director: Julien Temple box_office: NA subject: Samuel Taylor Coleridge","box_office: 3.27e+03 year_release: 2014 type_of_subject: Author (poet) title: Set Fire to the Stars director: Andy Goddard box_office: 3.27e+03 subject: Dylan Thomas","box_office: 2.58e+07 year_release: 1993 type_of_subject: Author (poet) title: Shadowlands director: Richard Attenborough box_office: 2.58e+07 subject: Joy Gresham","box_office: 1.30e+06 year_release: 2003 type_of_subject: Author (poet) title: Sylvia director: Christine Jeffs box_office: 1.30e+06 subject: Sylvia Plath","box_office: 1.30e+06 year_release: 2003 type_of_subject: Author (poet) title: Sylvia director: Christine Jeffs box_office: 1.30e+06 subject: Ted Hughes","box_office: NA year_release: 1934 type_of_subject: Author (poet) title: The Barretts of Wimpole Street director: Sidney Franklin box_office: NA subject: Elizabeth Barrett","box_office: NA year_release: 1934 type_of_subject: Author (poet) title: The Barretts of Wimpole Street director: Sidney Franklin box_office: NA subject: Robert Browning","box_office: NA year_release: 2011 type_of_subject: Author (poet) title: The Broken Tower director: James Franco box_office: NA subject: Harold Hart Crane","box_office: 2.86e+04 year_release: 2008 type_of_subject: Author (poet) title: The Edge of Love director: John Maybury box_office: 2.86e+04 subject: Dylan Thomas","box_office: 3.40e+05 year_release: 1995 type_of_subject: Author (poet) title: Total Eclipse director: Agnieszka Holland box_office: 3.40e+05 subject: Arthur Rimbaud","box_office: 3.40e+05 year_release: 1995 type_of_subject: Author (poet) title: Total Eclipse director: Agnieszka Holland box_office: 3.40e+05 subject: Paul Verlaine"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(0,190,112,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(0,190,112,1)"}},"hoveron":"points","name":"Author (poet)","legendgroup":"Author (poet)","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[6000000,9490000,18000000,null,34600000,1170000,1090000],"y":[2003,1992,1986,1974,1999,1998,1989],"text":["box_office: 6.00e+06 year_release: 2003 type_of_subject: Comedian title: American Splendor director: Shari Springer Berman, Robert Pulcini box_office: 6.00e+06 subject: Harvey Pekar","box_office: 9.49e+06 year_release: 1992 type_of_subject: Comedian title: Chaplin director: Richard Attenborough box_office: 9.49e+06 subject: Charles Spencer Chaplin","box_office: 1.80e+07 year_release: 1986 type_of_subject: Comedian title: Jo Jo Dancer, Your Life Is Calling director: Richard Pryor box_office: 1.80e+07 subject: Richard Pryor","box_office: NA year_release: 1974 type_of_subject: Comedian title: Lenny director: Bob Fosse box_office: NA subject: Lenny Bruce","box_office: 3.46e+07 year_release: 1999 type_of_subject: Comedian title: Man on the Moon director: Milos Forman box_office: 3.46e+07 subject: Andy Kaufman","box_office: 1.17e+06 year_release: 1998 type_of_subject: Comedian title: Permanent Midnight director: David Veloz box_office: 1.17e+06 subject: Jerry Stahl","box_office: 1.09e+06 year_release: 1989 type_of_subject: Comedian title: Wired director: Larry Peerce box_office: 1.09e+06 subject: John Belushi"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(0,192,144,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(0,192,144,1)"}},"hoveron":"points","name":"Comedian","legendgroup":"Comedian","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[null,null,15200000,130000000,13100000,null,400000,null,null,null,52900000,86700,null,null,33000000,105000,49100000,540000,102000000,102000000,null,null,42400000,164000000,null,null,null,138000,null,null,null,4000000,null,5710,36500000,36500000,36500000,1170000,null,null,46800000,2040000,null,null,null,5570,1190000,65700,null,null,552000,275000,35000000,34500000,null,74900,53300000,297000,97000000,7060000,null,null,null,340000,340000,null,3900000,3900000,null,17100000,null,1210000,1940000,2060000,2060000,null,null,null,null,117000000,null],"y":[1971,1959,2006,2007,1992,2007,1994,2008,1941,1962,2001,2013,1967,1967,2007,2008,1991,1988,1969,1969,1993,1975,1995,2002,1959,1959,2002,1985,2013,2013,2013,1945,1973,2000,1979,1979,1979,2006,1995,1995,1990,2009,1958,2014,1939,2014,2011,1995,1973,1958,2008,2008,1978,2003,2010,2003,1973,2003,2009,2000,2000,2007,2003,1992,1992,2002,2007,2007,2010,1985,2013,1998,2012,1990,1990,1953,1958,1937,1957,2013,2010],"text":["box_office: NA year_release: 1971 type_of_subject: Criminal title: 10 Rillington Place director: Richard Fleischer box_office: NA subject: John Christie","box_office: NA year_release: 1959 type_of_subject: Criminal title: Al Capone director: Richard Wilson box_office: NA subject: Al Capone","box_office: 1.52e+07 year_release: 2006 type_of_subject: Criminal title: Alpha Dog director: Nick Cassavetes box_office: 1.52e+07 subject: Jesse James Hollywood","box_office: 1.30e+08 year_release: 2007 type_of_subject: Criminal title: American Gangster director: Ridley Scott box_office: 1.30e+08 subject: Frank Lucas","box_office: 1.31e+07 year_release: 1992 type_of_subject: Criminal title: American Me director: Edward James Olmos box_office: 1.31e+07 subject: Rodolfo Cadena","box_office: NA year_release: 2007 type_of_subject: Criminal title: An American Crime director: Tommy O'Haver box_office: NA subject: Gertrude Baniszewski","box_office: 4.00e+05 year_release: 1994 type_of_subject: Criminal title: Bandit Queen director: Shekhar Kapur box_office: 4.00e+05 subject: Phoolan Devi","box_office: NA year_release: 2008 type_of_subject: Criminal title: Bathory: Countess of Blood director: Juraj Jakubisko box_office: NA subject: Elizabeth Bathory","box_office: NA year_release: 1941 type_of_subject: Criminal title: Billy the Kid director: David Miller box_office: NA subject: Henry McCarty (Billy the Kid)","box_office: NA year_release: 1962 type_of_subject: Criminal title: Birdman of Alcatraz director: John Frankenheimer box_office: NA subject: Robert Franklin Stroud","box_office: 5.29e+07 year_release: 2001 type_of_subject: Criminal title: Blow director: Ted Demme box_office: 5.29e+07 subject: George Jung","box_office: 8.67e+04 year_release: 2013 type_of_subject: Criminal title: Blue Caprice director: Alexandre Moors box_office: 8.67e+04 subject: John Allen Muhammad","box_office: NA year_release: 1967 type_of_subject: Criminal title: Bonnie and Clyde director: Arthur Penn box_office: NA subject: Clyde Barrow","box_office: NA year_release: 1967 type_of_subject: Criminal title: Bonnie and Clyde director: Arthur Penn box_office: NA subject: Bonnie Parker","box_office: 3.30e+07 year_release: 2007 type_of_subject: Criminal title: Breach director: Billy Ray box_office: 3.30e+07 subject: Robert Hanssen","box_office: 1.05e+05 year_release: 2008 type_of_subject: Criminal title: Bronson director: Nicolas Winding Refn box_office: 1.05e+05 subject: Charles Bronson","box_office: 4.91e+07 year_release: 1991 type_of_subject: Criminal title: Bugsy director: Barry Levinson box_office: 4.91e+07 subject: Ben 'Bugsy' Siegel","box_office: 5.40e+05 year_release: 1988 type_of_subject: Criminal title: Buster director: David Green box_office: 5.40e+05 subject: Buster Edwards","box_office: 1.02e+08 year_release: 1969 type_of_subject: Criminal title: Butch Cassidy and the Sundance Kid director: George Roy Hill box_office: 1.02e+08 subject: Butch Cassidy (Robert Leroy Parker)","box_office: 1.02e+08 year_release: 1969 type_of_subject: Criminal title: Butch Cassidy and the Sundance Kid director: George Roy Hill box_office: 1.02e+08 subject: Harry Longabaugh","box_office: NA year_release: 1993 type_of_subject: Criminal title: Cannibal! The Musical director: Trey Parker box_office: NA subject: Alferd Packer","box_office: NA year_release: 1975 type_of_subject: Criminal title: Capone director: Steve Carver box_office: NA subject: Al Capone","box_office: 4.24e+07 year_release: 1995 type_of_subject: Criminal title: Casino director: Martin Scorsese box_office: 4.24e+07 subject: Frank \"Lefty\" Rosenthal","box_office: 1.64e+08 year_release: 2002 type_of_subject: Criminal title: Catch Me If You Can director: Steven Spielberg box_office: 1.64e+08 subject: Frank Abagnale Jr.","box_office: NA year_release: 1959 type_of_subject: Criminal title: Compulsion director: Richard Fleischer box_office: NA subject: Nathan Leopold Jr.","box_office: NA year_release: 1959 type_of_subject: Criminal title: Compulsion director: Richard Fleischer box_office: NA subject: Richard Loeb","box_office: NA year_release: 2002 type_of_subject: Criminal title: Dahmer director: David Jacobson box_office: NA subject: Jeffrey Dahmer","box_office: 1.38e+05 year_release: 1985 type_of_subject: Criminal title: Dance with a Stranger director: Mike Newell box_office: 1.38e+05 subject: Ruth Ellis","box_office: NA year_release: 2013 type_of_subject: Criminal title: Devil's Knot director: Atom Egoyan box_office: NA subject: Damien Echols","box_office: NA year_release: 2013 type_of_subject: Criminal title: Devil's Knot director: Atom Egoyan box_office: NA subject: Jason Baldwin","box_office: NA year_release: 2013 type_of_subject: Criminal title: Devil's Knot director: Atom Egoyan box_office: NA subject: Jessie Misskelley, Jr.","box_office: 4.00e+06 year_release: 1945 type_of_subject: Criminal title: Dillinger director: Max Nosseck box_office: 4.00e+06 subject: John Dillinger","box_office: NA year_release: 1973 type_of_subject: Criminal title: Dillinger director: John Milius box_office: NA subject: John Dillinger","box_office: 5.71e+03 year_release: 2000 type_of_subject: Criminal title: Ed Gein director: Chuck Parello box_office: 5.71e+03 subject: Ed Gein","box_office: 3.65e+07 year_release: 1979 type_of_subject: Criminal title: Escape from Alcatraz director: Don Siegel box_office: 3.65e+07 subject: Clarence Anglin","box_office: 3.65e+07 year_release: 1979 type_of_subject: Criminal title: Escape from Alcatraz director: Don Siegel box_office: 3.65e+07 subject: Frank Morris","box_office: 3.65e+07 year_release: 1979 type_of_subject: Criminal title: Escape from Alcatraz director: Don Siegel box_office: 3.65e+07 subject: John Anglin","box_office: 1.17e+06 year_release: 2006 type_of_subject: Criminal title: Find Me Guilty director: Sidney Lumet box_office: 1.17e+06 subject: Jackie DiNorscio","box_office: NA year_release: 1995 type_of_subject: Criminal title: Frank & Jesse director: Robert Boris box_office: NA subject: Frank James","box_office: NA year_release: 1995 type_of_subject: Criminal title: Frank & Jesse director: Robert Boris box_office: NA subject: Jesse James","box_office: 4.68e+07 year_release: 1990 type_of_subject: Criminal title: Goodfellas director: Martin Scorsese box_office: 4.68e+07 subject: Henry Hill","box_office: 2.04e+06 year_release: 2009 type_of_subject: Criminal title: I Love You Phillip Morris director: Glenn Ficarra, John Requa box_office: 2.04e+06 subject: Steven Russell","box_office: NA year_release: 1958 type_of_subject: Criminal title: I Want to Live! director: Robert Wise box_office: NA subject: Barbara Graham","box_office: NA year_release: 2014 type_of_subject: Criminal title: Jamesy Boy director: Trevor White box_office: NA subject: James Burns","box_office: NA year_release: 1939 type_of_subject: Criminal title: Jesse James director: Henry King box_office: NA subject: Jesse James","box_office: 5.57e+03 year_release: 2014 type_of_subject: Criminal title: Kid Cannabis director: John Stockwell box_office: 5.57e+03 subject: Nate Norman","box_office: 1.19e+06 year_release: 2011 type_of_subject: Criminal title: Kill the Irishman director: Jonathan Hensleigh box_office: 1.19e+06 subject: Danny Greene","box_office: 6.57e+04 year_release: 1995 type_of_subject: Criminal title: Killer: A Journal of Murder director: Tim Metcalfe box_office: 6.57e+04 subject: Carl Panzram","box_office: NA year_release: 1973 type_of_subject: Criminal title: Lucky Luciano director: Francesco Rosi box_office: NA subject: Charles Luciano","box_office: NA year_release: 1958 type_of_subject: Criminal title: Machine-Gun Kelly director: Roger Corman box_office: NA subject: George Kelly","box_office: 5.52e+05 year_release: 2008 type_of_subject: Criminal title: Mesrine Part 1: Killer Instinct director: Jean-Fran<U+0324>ois Richet box_office: 5.52e+05 subject: Jacques Mesrine","box_office: 2.75e+05 year_release: 2008 type_of_subject: Criminal title: Mesrine Part 2: Public Enemy #1 director: Jean-Fran<U+0324>ois Richet box_office: 2.75e+05 subject: Jacques Mesrine","box_office: 3.50e+07 year_release: 1978 type_of_subject: Criminal title: Midnight Express director: Alan Parker box_office: 3.50e+07 subject: Billy Hayes","box_office: 3.45e+07 year_release: 2003 type_of_subject: Criminal title: Monster director: Patty Jenkins box_office: 3.45e+07 subject: Aileen Wuornos","box_office: NA year_release: 2010 type_of_subject: Criminal title: Mr. Nice director: Bernard Rose box_office: NA subject: Howard Marks","box_office: 7.49e+04 year_release: 2003 type_of_subject: Criminal title: Ned Kelly director: Gregor Jordan box_office: 7.49e+04 subject: Ned Kelly","box_office: 5.33e+07 year_release: 1973 type_of_subject: Criminal title: Papillon director: Franklin J. Schaffner box_office: 5.33e+07 subject: Henri \"Papillon\" Charri<U+032C>re","box_office: 2.97e+05 year_release: 2003 type_of_subject: Criminal title: Party Monster director: Fenton Bailey, Randy Barbato box_office: 2.97e+05 subject: Michael Alig","box_office: 9.70e+07 year_release: 2009 type_of_subject: Criminal title: Public Enemies director: Michael Mann box_office: 9.70e+07 subject: John Dillinger","box_office: 7.06e+06 year_release: 2000 type_of_subject: Criminal title: Quills director: Philip Kaufman box_office: 7.06e+06 subject: Marquis de Sade","box_office: NA year_release: 2000 type_of_subject: Criminal title: Ricky 6 director: Peter Filardi box_office: NA subject: Richard \"Ricky\" Kasso","box_office: NA year_release: 2007 type_of_subject: Criminal title: Rise of the Footsoldier director: Julian Gilbey box_office: NA subject: Carlton Leach","box_office: NA year_release: 2003 type_of_subject: Criminal title: Stealing Sinatra director: Ron Underwood box_office: NA subject: Barry Keenan","box_office: 3.40e+05 year_release: 1992 type_of_subject: Criminal title: Swoon director: Tom Kalin box_office: 3.40e+05 subject: Nathan Leopold Jr.","box_office: 3.40e+05 year_release: 1992 type_of_subject: Criminal title: Swoon director: Tom Kalin box_office: 3.40e+05 subject: Richard Loeb","box_office: NA year_release: 2002 type_of_subject: Criminal title: Ted Bundy director: Matthew Bright box_office: NA subject: Ted Bundy","box_office: 3.90e+06 year_release: 2007 type_of_subject: Criminal title: The Assassination of Jesse James by the Coward Robert Ford director: Andrew Dominik box_office: 3.90e+06 subject: Jesse James","box_office: 3.90e+06 year_release: 2007 type_of_subject: Criminal title: The Assassination of Jesse James by the Coward Robert Ford director: Andrew Dominik box_office: 3.90e+06 subject: Robert Ford","box_office: NA year_release: 2010 type_of_subject: Criminal title: The Chameleon director: Jean-Paul Salom<U+0329> box_office: NA subject: Fr<U+0329>d<U+0329>ric Fortin","box_office: 1.71e+07 year_release: 1985 type_of_subject: Criminal title: The Falcon and the Snowman director: John Schlesinger box_office: 1.71e+07 subject: Christopher Boyce","box_office: NA year_release: 2013 type_of_subject: Criminal title: The Frozen Ground director: Scott Walker box_office: NA subject: Robert Hansen","box_office: 1.21e+06 year_release: 1998 type_of_subject: Criminal title: The General director: John Boorman box_office: 1.21e+06 subject: Martin Cahill","box_office: 1.94e+06 year_release: 2012 type_of_subject: Criminal title: The Iceman director: Ariel Vromen box_office: 1.94e+06 subject: Richard Kuklinski","box_office: 2.06e+06 year_release: 1990 type_of_subject: Criminal title: The Krays director: Peter Medak box_office: 2.06e+06 subject: Reginald Kray","box_office: 2.06e+06 year_release: 1990 type_of_subject: Criminal title: The Krays director: Peter Medak box_office: 2.06e+06 subject: Ronald Kray","box_office: NA year_release: 1953 type_of_subject: Criminal title: The Lawless Breed director: Raoul Walsh box_office: NA subject: John Wesley Hardin","box_office: NA year_release: 1958 type_of_subject: Criminal title: The Left Handed Gun director: Arthur Penn box_office: NA subject: Henry McCarty (Billy the Kid)","box_office: NA year_release: 1937 type_of_subject: Criminal title: The Toast of New York director: Rowland V. Lee box_office: NA subject: James Fisk","box_office: NA year_release: 1957 type_of_subject: Criminal title: The True Story of Jesse James director: Nicholas Ray box_office: NA subject: Jesse James","box_office: 1.17e+08 year_release: 2013 type_of_subject: Criminal title: The Wolf of Wall Street director: Martin Scorsese box_office: 1.17e+08 subject: Jordan Belfort","box_office: NA year_release: 2010 type_of_subject: Criminal title: VIPs director: Toniko Melo box_office: NA subject: Marcelo Nascimento da Rocha"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(0,193,171,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(0,193,171,1)"}},"hoveron":"points","name":"Criminal","legendgroup":"Criminal","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[42000000,9530000,37300000,null],"y":[1997,2010,2011,2011],"text":["box_office: 4.20e+07 year_release: 1997 type_of_subject: Government title: Donnie Brasco director: Mike Newell box_office: 4.20e+07 subject: Joe Pistone (alias Donnie Brasco)","box_office: 9.53e+06 year_release: 2010 type_of_subject: Government title: Fair Game director: Doug Liman box_office: 9.53e+06 subject: Valerie Plame","box_office: 3.73e+07 year_release: 2011 type_of_subject: Government title: J. Edgar director: Clint Eastwood box_office: 3.73e+07 subject: J. Edgar Hoover","box_office: NA year_release: 2011 type_of_subject: Government title: Winnie Mandela director: Darrell Roodt box_office: NA subject: Winnie Mandela"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(0,191,196,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(0,191,196,1)"}},"hoveron":"points","name":"Government","legendgroup":"Government","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[null,34300000,null,null,null,null,null,null,null,null,null,57800000,null,null,null,26600000,30000000,16300000,65000000,null,null,null,10200000,2470000,null,null,null,278000,5670000,null,16000000,null,null,16800,9220000,null,null,null,364000,13400000,null,null,null,4100000,null,null,59700000,null,3340000,null,null,null,8000000,null,null,139000000,15200000,null,null,12700000,26800000,26800000,null,101000000,101000000,null,null,null,56400000,80000000,4070000,11000000,null,null,2170000,null],"y":[1966,2004,1956,1961,1964,1964,1972,1945,1945,1945,1934,1963,1970,1954,1954,1961,1998,2007,2014,1976,1961,1944,1989,1995,1948,1985,1961,1986,2003,1938,2006,1936,1971,2003,1997,2002,1971,1971,1994,2006,1933,1951,1951,1995,1955,1957,2014,1960,1994,1938,2009,2001,1965,1979,1927,2010,1994,1977,2000,2005,2008,2008,1936,1998,1998,1933,1939,1939,2006,1956,2003,2009,2003,2003,1995,1953],"text":["box_office: NA year_release: 1966 type_of_subject: Historical title: A Man for All Seasons director: Fred Zinnemann box_office: NA subject: Thomas More","box_office: 3.43e+07 year_release: 2004 type_of_subject: Historical title: Alexander director: Oliver Stone box_office: 3.43e+07 subject: Alexander the Great","box_office: NA year_release: 1956 type_of_subject: Historical title: Alexander the Great director: Robert Rossen box_office: NA subject: Alexander the Great","box_office: NA year_release: 1961 type_of_subject: Historical title: Barabbas director: Richard Fleischer box_office: NA subject: Barabbas","box_office: NA year_release: 1964 type_of_subject: Historical title: Becket director: Peter Glenville box_office: NA subject: King Henry II","box_office: NA year_release: 1964 type_of_subject: Historical title: Becket director: Peter Glenville box_office: NA subject: Thomas Becket","box_office: NA year_release: 1972 type_of_subject: Historical title: Brother Sun, Sister Moon director: Franco Zeffirelli box_office: NA subject: St. Francis of Assisi","box_office: NA year_release: 1945 type_of_subject: Historical title: Caesar and Cleopatra director: Gabriel Pascal box_office: NA subject: Julius Caesar","box_office: NA year_release: 1945 type_of_subject: Historical title: Caesar and Cleopatra director: Gabriel Pascal box_office: NA subject: Cleopatra","box_office: NA year_release: 1945 type_of_subject: Historical title: Captain Kidd director: Rowland V. Lee box_office: NA subject: William Kidd","box_office: NA year_release: 1934 type_of_subject: Historical title: Cleopatra director: Cecil B. DeMille box_office: NA subject: Cleopatra","box_office: 5.78e+07 year_release: 1963 type_of_subject: Historical title: Cleopatra director: Joseph L. Mankiewicz box_office: 5.78e+07 subject: Cleopatra","box_office: NA year_release: 1970 type_of_subject: Historical title: Cromwell director: Ken Hughes box_office: NA subject: Oliver Cromwell","box_office: NA year_release: 1954 type_of_subject: Historical title: D<U+0329>sir<U+0329>e director: Henry Koster box_office: NA subject: D<U+0329>sir<U+0329>e Clary","box_office: NA year_release: 1954 type_of_subject: Historical title: D<U+0329>sir<U+0329>e director: Henry Koster box_office: NA subject: Napoleon Bonaparte","box_office: 2.66e+07 year_release: 1961 type_of_subject: Historical title: El Cid director: Anthony Mann box_office: 2.66e+07 subject: Rodrigo Diaz","box_office: 3.00e+07 year_release: 1998 type_of_subject: Historical title: Elizabeth director: Shekhar Kapur box_office: 3.00e+07 subject: Elizabeth I of England","box_office: 1.63e+07 year_release: 2007 type_of_subject: Historical title: Elizabeth: The Golden Age director: Shekhar Kapur box_office: 1.63e+07 subject: Elizabeth I of England","box_office: 6.50e+07 year_release: 2014 type_of_subject: Historical title: Exodus: Gods and Kings director: Ridley Scott box_office: 6.50e+07 subject: Moses","box_office: NA year_release: 1976 type_of_subject: Historical title: Fellini's Casanova director: Federico Fellini box_office: NA subject: Giacomo Casanova","box_office: NA year_release: 1961 type_of_subject: Historical title: Francis of Assisi director: Michael Curtiz box_office: NA subject: Francis Bernardone","box_office: NA year_release: 1944 type_of_subject: Historical title: Henry V director: Laurence Olivier box_office: NA subject: Henry V of England","box_office: 1.02e+07 year_release: 1989 type_of_subject: Historical title: Henry V director: Kenneth Branagh box_office: 1.02e+07 subject: Henry V of England","box_office: 2.47e+06 year_release: 1995 type_of_subject: Historical title: Jefferson in Paris director: James Ivory box_office: 2.47e+06 subject: Thomas Jefferson","box_office: NA year_release: 1948 type_of_subject: Historical title: Joan of Arc director: Victor Fleming box_office: NA subject: Joan of Arc","box_office: NA year_release: 1985 type_of_subject: Historical title: King David director: Bruce Beresford box_office: NA subject: David","box_office: NA year_release: 1961 type_of_subject: Historical title: King of Kings director: Nicholas Ray box_office: NA subject: Jesus","box_office: 2.78e+05 year_release: 1986 type_of_subject: Historical title: Lady Jane director: Trevor Nunn box_office: 2.78e+05 subject: Lady Jane Grey","box_office: 5.67e+06 year_release: 2003 type_of_subject: Historical title: Luther director: Eric Till box_office: 5.67e+06 subject: Martin Luther","box_office: NA year_release: 1938 type_of_subject: Historical title: Marie Antoinette director: W.S. Van Dyke box_office: NA subject: Marie Antoinette","box_office: 1.60e+07 year_release: 2006 type_of_subject: Historical title: Marie Antoinette director: Sofia Coppola box_office: 1.60e+07 subject: Marie Antoinette","box_office: NA year_release: 1936 type_of_subject: Historical title: Mary of Scotland director: John Ford box_office: NA subject: Mary Stuart, Queen of Scots","box_office: NA year_release: 1971 type_of_subject: Historical title: Mary, Queen of Scots director: Charles Jarrott box_office: NA subject: Mary Stuart, Queen of Scots","box_office: 1.68e+04 year_release: 2003 type_of_subject: Historical title: Monsieur N. director: Antoine de Caunes box_office: 1.68e+04 subject: Napoleon Bonaparte","box_office: 9.22e+06 year_release: 1997 type_of_subject: Historical title: Mrs Brown director: John Madden box_office: 9.22e+06 subject: Victoria","box_office: NA year_release: 2002 type_of_subject: Historical title: Muhammad: The Last Prophet director: Richard Rich box_office: NA subject: Muhammad","box_office: NA year_release: 1971 type_of_subject: Historical title: Nicholas and Alexandra director: Franklin J. Schaffner box_office: NA subject: Tsarina Alexandra (Feodorovna)","box_office: NA year_release: 1971 type_of_subject: Historical title: Nicholas and Alexandra director: Franklin J. Schaffner box_office: NA subject: Tsar Nicholas II","box_office: 3.64e+05 year_release: 1994 type_of_subject: Historical title: Nostradamus director: Roger Christian box_office: 3.64e+05 subject: Nostradamus","box_office: 1.34e+07 year_release: 2006 type_of_subject: Historical title: One Night with the King director: Michael O. Sajbel box_office: 1.34e+07 subject: Hadassah (Esther)","box_office: NA year_release: 1933 type_of_subject: Historical title: Queen Christina director: Rouben Mamoulian box_office: NA subject: Christina, queen of Sweden","box_office: NA year_release: 1951 type_of_subject: Historical title: Quo Vadis director: Mervyn LeRoy box_office: NA subject: Lygia","box_office: NA year_release: 1951 type_of_subject: Historical title: Quo Vadis director: Mervyn LeRoy box_office: NA subject: Marcus Vinicius","box_office: 4.10e+06 year_release: 1995 type_of_subject: Historical title: Restoration director: Michael Hoffman box_office: 4.10e+06 subject: Charles II","box_office: NA year_release: 1955 type_of_subject: Historical title: Richard III director: Laurence Olivier box_office: NA subject: Richard III of England","box_office: NA year_release: 1957 type_of_subject: Historical title: Saint Joan director: Otto Preminger box_office: NA subject: Joan of Arc","box_office: 5.97e+07 year_release: 2014 type_of_subject: Historical title: Son of God director: Christopher Spencer box_office: 5.97e+07 subject: Jesus","box_office: NA year_release: 1960 type_of_subject: Historical title: Spartacus director: Stanley Kubrick box_office: NA subject: Spartacus","box_office: 3.34e+06 year_release: 1994 type_of_subject: Historical title: Squanto: A Warrior's Tale director: Xavier Koller box_office: 3.34e+06 subject: Squanto","box_office: NA year_release: 1938 type_of_subject: Historical title: The Adventures of Marco Polo director: Archie Mayo box_office: NA subject: Marco Polo","box_office: NA year_release: 2009 type_of_subject: Historical title: The Countess director: Julie Delpy box_office: NA subject: Erzs<U+0329>bet B<cc><c1>thory","box_office: NA year_release: 2001 type_of_subject: Historical title: The Gaul director: Jacques Dorfmann box_office: NA subject: Vercingetorix","box_office: 8.00e+06 year_release: 1965 type_of_subject: Historical title: The Greatest Story Ever Told director: George Stevens box_office: 8.00e+06 subject: Jesus","box_office: NA year_release: 1979 type_of_subject: Historical title: The Jesus Film director: John Krish, Peter Sykes box_office: NA subject: Jesus","box_office: NA year_release: 1927 type_of_subject: Historical title: The King of Kings director: Cecil B. DeMille box_office: NA subject: Jesus","box_office: 1.39e+08 year_release: 2010 type_of_subject: Historical title: The King's Speech director: Tom Hooper box_office: 1.39e+08 subject: King George VI","box_office: 1.52e+07 year_release: 1994 type_of_subject: Historical title: The Madness of King George director: Nicholas Hytner box_office: 1.52e+07 subject: George III of UK","box_office: NA year_release: 1977 type_of_subject: Historical title: The Message director: Moustapha Akkad box_office: NA subject: Muhammad","box_office: NA year_release: 2000 type_of_subject: Historical title: The Miracle Maker director: Derek W. Hayes, Stanislav Sokolov box_office: NA subject: Jesus","box_office: 1.27e+07 year_release: 2005 type_of_subject: Historical title: The New World director: Terrence Malick box_office: 1.27e+07 subject: Pocahontas","box_office: 2.68e+07 year_release: 2008 type_of_subject: Historical title: The Other Boleyn Girl director: Justin Chadwick box_office: 2.68e+07 subject: Anne Boleyn","box_office: 2.68e+07 year_release: 2008 type_of_subject: Historical title: The Other Boleyn Girl director: Justin Chadwick box_office: 2.68e+07 subject: Mary Boleyn","box_office: NA year_release: 1936 type_of_subject: Historical title: The Plainsman director: Cecil B. DeMille box_office: NA subject: Wild Bill Hickok","box_office: 1.01e+08 year_release: 1998 type_of_subject: Historical title: The Prince of Egypt director: Brenda Chapman, Steve Hickner box_office: 1.01e+08 subject: Moses","box_office: 1.01e+08 year_release: 1998 type_of_subject: Historical title: The Prince of Egypt director: Brenda Chapman, Steve Hickner box_office: 1.01e+08 subject: Ramses","box_office: NA year_release: 1933 type_of_subject: Historical title: The Private Life of Henry VIII. director: Alexander Korda box_office: NA subject: Henry VIII","box_office: NA year_release: 1939 type_of_subject: Historical title: The Private Lives of Elizabeth and Essex director: Michael Curtiz box_office: NA subject: Elizabeth I of England","box_office: NA year_release: 1939 type_of_subject: Historical title: The Private Lives of Elizabeth and Essex director: Michael Curtiz box_office: NA subject: Robert Devereux, 2nd Earl of Essex","box_office: 5.64e+07 year_release: 2006 type_of_subject: Historical title: The Queen director: Stephen Frears box_office: 5.64e+07 subject: Queen Elizabeth II","box_office: 8.00e+07 year_release: 1956 type_of_subject: Historical title: The Ten Commandments director: Cecil B. DeMille box_office: 8.00e+07 subject: Moses","box_office: 4.07e+06 year_release: 2003 type_of_subject: Historical title: The Visual Bible: The Gospel of John director: Philip Saville box_office: 4.07e+06 subject: Jesus","box_office: 1.10e+07 year_release: 2009 type_of_subject: Historical title: The Young Victoria director: Jean-Marc Vall<U+0329>e box_office: 1.10e+07 subject: Victoria","box_office: NA year_release: 2003 type_of_subject: Historical title: To Kill a King director: Mike Barker box_office: NA subject: Oliver Cromwell","box_office: NA year_release: 2003 type_of_subject: Historical title: To Kill a King director: Mike Barker box_office: NA subject: Thomas Fairfax","box_office: 2.17e+06 year_release: 1995 type_of_subject: Historical title: Wild Bill director: Walter Hill box_office: 2.17e+06 subject: Wild Bill Hickok","box_office: NA year_release: 1953 type_of_subject: Historical title: Young Bess director: George Sidney box_office: NA subject: Elizabeth I"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(0,187,218,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(0,187,218,1)"}},"hoveron":"points","name":"Historical","legendgroup":"Historical","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[9170000,9170000],"y":[2007,2007],"text":["box_office: 9.17e+06 year_release: 2007 type_of_subject: Journalist title: A Mighty Heart director: Michael Winterbottom box_office: 9.17e+06 subject: Daniel Pearl","box_office: 9.17e+06 year_release: 2007 type_of_subject: Journalist title: A Mighty Heart director: Michael Winterbottom box_office: 9.17e+06 subject: Mariane Pearl"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(0,181,237,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(0,181,237,1)"}},"hoveron":"points","name":"Journalist","legendgroup":"Journalist","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[124000000,14500000,2450000,41200000,null,3090000,null,null,null,null,null,5990000,31700000,1570000,null],"y":[1987,1996,2014,1997,1981,2014,1945,2010,2010,2010,2010,2007,2009,2003,1980],"text":["box_office: 1.24e+08 year_release: 1987 type_of_subject: Media title: Good Morning, Vietnam director: Barry Levinson box_office: 1.24e+08 subject: Adrian Cronauer","box_office: 1.45e+07 year_release: 1996 type_of_subject: Media title: In Love and War director: Richard Attenborough box_office: 1.45e+07 subject: Ernest Hemingway","box_office: 2.45e+06 year_release: 2014 type_of_subject: Media title: Kill the Messenger director: Michael Cuesta box_office: 2.45e+06 subject: Gary Webb","box_office: 4.12e+07 year_release: 1997 type_of_subject: Media title: Private Parts director: Betty Thomas box_office: 4.12e+07 subject: Howard Stern","box_office: NA year_release: 1981 type_of_subject: Media title: Reds director: Warren Beatty box_office: NA subject: John Reed","box_office: 3.09e+06 year_release: 2014 type_of_subject: Media title: Rosewater director: Jon Stewart box_office: 3.09e+06 subject: Maziar Bahari","box_office: NA year_release: 1945 type_of_subject: Media title: Story of G.I. Joe director: William A. Wellman box_office: NA subject: Ernie Pyle","box_office: NA year_release: 2010 type_of_subject: Media title: The Bang Bang Club director: Steven Silver box_office: NA subject: Greg Marinovich","box_office: NA year_release: 2010 type_of_subject: Media title: The Bang Bang Club director: Steven Silver box_office: NA subject: Jo<U+0323>o Silva","box_office: NA year_release: 2010 type_of_subject: Media title: The Bang Bang Club director: Steven Silver box_office: NA subject: Ken Oosterbroek","box_office: NA year_release: 2010 type_of_subject: Media title: The Bang Bang Club director: Steven Silver box_office: NA subject: Kevin Carter","box_office: 5.99e+06 year_release: 2007 type_of_subject: Media title: The Diving Bell and the Butterfly director: Julian Schnabel box_office: 5.99e+06 subject: Jean-Dominique Bauby","box_office: 3.17e+07 year_release: 2009 type_of_subject: Media title: The Soloist director: Joe Wright box_office: 3.17e+07 subject: Steve Lopez","box_office: 1.57e+06 year_release: 2003 type_of_subject: Media title: Veronica Guerin director: Joel Schumacher box_office: 1.57e+06 subject: Veronica Guerin","box_office: NA year_release: 1980 type_of_subject: Media title: Where the Buffalo Roam director: Art Linson box_office: NA subject: Hunter S. Thompson"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(0,172,252,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(0,172,252,1)"}},"hoveron":"points","name":"Media","legendgroup":"Media","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[52100000,5000000,null,null,135000000,null,null,null,6000000],"y":[1990,2001,1940,1994,1998,1946,1944,1936,2012],"text":["box_office: 5.21e+07 year_release: 1990 type_of_subject: Medicine title: Awakenings director: Penny Marshall box_office: 5.21e+07 subject: Oliver Sacks","box_office: 5.00e+06 year_release: 2001 type_of_subject: Medicine title: Bubble Boy director: Blair Hayes box_office: 5.00e+06 subject: David Vetter","box_office: NA year_release: 1940 type_of_subject: Medicine title: Dr. Ehrlich's Magic Bullet director: William Dieterle box_office: NA subject: Paul Ehrlich","box_office: NA year_release: 1994 type_of_subject: Medicine title: Mesmer director: Roger Spottiswoode box_office: NA subject: Franz Anton Mesmer","box_office: 1.35e+08 year_release: 1998 type_of_subject: Medicine title: Patch Adams director: Tom Shadyac box_office: 1.35e+08 subject: Hunter Doherty \"Patch\" Adams","box_office: NA year_release: 1946 type_of_subject: Medicine title: Sister Kenny director: Dudley Nichols box_office: NA subject: Elizabeth Kenny","box_office: NA year_release: 1944 type_of_subject: Medicine title: The Great Moment director: Preston Sturges box_office: NA subject: W.T. Morton","box_office: NA year_release: 1936 type_of_subject: Medicine title: The Prisoner of Shark Island director: John Ford box_office: NA subject: Samuel Mudd","box_office: 6.00e+06 year_release: 2012 type_of_subject: Medicine title: The Sessions director: Ben Lewin box_office: 6.00e+06 subject: Mark O'Brien"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(66,160,255,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(66,160,255,1)"}},"hoveron":"points","name":"Medicine","legendgroup":"Medicine","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[null,350000000,null,21100000,null,null,19300,75600000,null,107000000,null,66600000,259000,null,null,null,3560000,null,null,null,null,null,342000,125000000,null,null,null,null,null,5480000,16400000,null,4500000,null,null,null,null,4440000,36600,null,null,null,1110000,null,null],"y":[1952,2014,1984,2002,2002,1957,1997,1995,2013,2013,1958,2007,1989,1967,2007,2009,1989,1962,1960,1977,1973,1959,1962,2013,1977,1970,1945,1963,1956,2006,1941,1942,1956,1955,1951,1960,1955,2013,2008,1957,1941,1955,1934,1971,1971],"text":["box_office: NA year_release: 1952 type_of_subject: Military title: Above and Beyond director: Melvin Frank, Norman Panama box_office: NA subject: Paul Tibbets","box_office: 3.50e+08 year_release: 2014 type_of_subject: Military title: American Sniper director: Clint Eastwood box_office: 3.50e+08 subject: Chris Kyle","box_office: NA year_release: 1984 type_of_subject: Military title: Another Country director: Marek Kanievska box_office: NA subject: Guy Burgess","box_office: 2.11e+07 year_release: 2002 type_of_subject: Military title: Antwone Fisher director: Denzel Washington box_office: 2.11e+07 subject: Antwone Fisher","box_office: NA year_release: 2002 type_of_subject: Military title: Baader director: Christopher Roth box_office: NA subject: Andreas Baader","box_office: NA year_release: 1957 type_of_subject: Military title: Battle Hymn director: Douglas Sirk box_office: NA subject: Dean Hess","box_office: 1.93e+04 year_release: 1997 type_of_subject: Military title: Behind the Lines director: Gillies MacKinnon box_office: 1.93e+04 subject: Siegfried Loraine Sassoon","box_office: 7.56e+07 year_release: 1995 type_of_subject: Military title: Braveheart director: Mel Gibson box_office: 7.56e+07 subject: William Wallace","box_office: NA year_release: 2013 type_of_subject: Military title: Burning Blue director: D.M.W. Greer With: Trent Ford, Tammy Blanchard, Morgan Spector box_office: NA subject: DMW Greer","box_office: 1.07e+08 year_release: 2013 type_of_subject: Military title: Captain Phillips director: Paul Greengrass box_office: 1.07e+08 subject: Richard Phillips","box_office: NA year_release: 1958 type_of_subject: Military title: Carve Her Name with Pride director: Lewis Gilbert box_office: NA subject: Violette Bushell Szabo","box_office: 6.66e+07 year_release: 2007 type_of_subject: Military title: Charlie Wilson's War director: Mike Nichols box_office: 6.66e+07 subject: Charlie Wilson","box_office: 2.59e+05 year_release: 1989 type_of_subject: Military title: Chattahoochee director: Mick Jackson box_office: 2.59e+05 subject: Emmett Foley","box_office: NA year_release: 1967 type_of_subject: Military title: Custer of the West director: Robert Siodmak box_office: NA subject: George Armstrong Custer","box_office: NA year_release: 2007 type_of_subject: Military title: Eichmann director: Robert Young box_office: NA subject: Adolf Eichmann","box_office: NA year_release: 2009 type_of_subject: Military title: Everyman's War director: Thad T. Smith box_office: NA subject: Don Smith","box_office: 3.56e+06 year_release: 1989 type_of_subject: Military title: Fat Man and Little Boy director: Roland Joff<cc><c4><e5><U+00A9> box_office: 3.56e+06 subject: Leslie Groves","box_office: NA year_release: 1962 type_of_subject: Military title: Geronimo director: Arnold Laven box_office: NA subject: Geronimo","box_office: NA year_release: 1960 type_of_subject: Military title: Hell to Eternity director: Phil Karlson box_office: NA subject: Guy Gabaldon","box_office: NA year_release: 1977 type_of_subject: Military title: Hitler: A Film from Germany director: Hans-J<cc>_rgen Syberberg box_office: NA subject: Adolf Hitler","box_office: NA year_release: 1973 type_of_subject: Military title: Hitler: The Last Ten Days director: Ennio De Concini box_office: NA subject: Adolf Hitler","box_office: NA year_release: 1959 type_of_subject: Military title: John Paul Jones director: John Farrow box_office: NA subject: John Paul Jones","box_office: 3.42e+05 year_release: 1962 type_of_subject: Military title: Lawrence of Arabia director: David Lean box_office: 3.42e+05 subject: Thomas Edward Lawrence","box_office: 1.25e+08 year_release: 2013 type_of_subject: Military title: Lone Survivor director: Peter Berg box_office: 1.25e+08 subject: Marcus Luttrell","box_office: NA year_release: 1977 type_of_subject: Military title: MacArthur director: Joseph Sargent box_office: NA subject: Douglas MacArthur","box_office: NA year_release: 1970 type_of_subject: Military title: Patton director: Franklin J. Schaffner box_office: NA subject: George Patton","box_office: NA year_release: 1945 type_of_subject: Military title: Pride of the Marines director: Delmer Daves box_office: NA subject: Al Schmid","box_office: NA year_release: 1963 type_of_subject: Military title: PT 109 director: Leslie H. Martinson box_office: NA subject: John F. Kennedy","box_office: NA year_release: 1956 type_of_subject: Military title: Reach for the Sky director: Lewis Gilbert box_office: NA subject: Douglas Bader","box_office: 5.48e+06 year_release: 2006 type_of_subject: Military title: Rescue Dawn director: Werner Herzog box_office: 5.48e+06 subject: Dieter Dengler","box_office: 1.64e+07 year_release: 1941 type_of_subject: Military title: Sergeant York director: Howard Hawks box_office: 1.64e+07 subject: Alvin C. York","box_office: NA year_release: 1942 type_of_subject: Military title: Spitfire director: Leslie Howard box_office: NA subject: R. J. Mitchell","box_office: 4.50e+06 year_release: 1956 type_of_subject: Military title: The Conqueror director: Dick Powell box_office: 4.50e+06 subject: Temujin (Genghis Khan)","box_office: NA year_release: 1955 type_of_subject: Military title: The Court-Martial of Billy Mitchell director: Otto Preminger box_office: NA subject: Billy Mitchell","box_office: NA year_release: 1951 type_of_subject: Military title: The Desert Fox: The Story of Rommel director: Henry Hathaway box_office: NA subject: Erwin Rommel","box_office: NA year_release: 1960 type_of_subject: Military title: The Gallant Hours director: Robert Montgomery box_office: NA subject: William F. \"Bull\" Halsey, Jr.","box_office: NA year_release: 1955 type_of_subject: Military title: The Long Gray Line director: John Ford box_office: NA subject: Marty Maher","box_office: 4.44e+06 year_release: 2013 type_of_subject: Military title: The Railway Man director: Jonathan Teplitzky box_office: 4.44e+06 subject: Eric Lomax","box_office: 3.66e+04 year_release: 2008 type_of_subject: Military title: The Red Baron director: Nikolai M<cc><c4><e5>_llersch<cc><c4><e5><U+00A6>n box_office: 3.66e+04 subject: Baron Manfred von Richthofen","box_office: NA year_release: 1957 type_of_subject: Military title: The Wings of Eagles director: John Ford box_office: NA subject: Frank W. \"Spig\" Wead","box_office: NA year_release: 1941 type_of_subject: Military title: They Died with Their Boots On director: Raoul Walsh box_office: NA subject: George Armstrong Custer","box_office: NA year_release: 1955 type_of_subject: Military title: To Hell and Back director: Jesse Hibbs box_office: NA subject: Audie Murphy","box_office: 1.11e+06 year_release: 1934 type_of_subject: Military title: Viva Villa! director: Jack Conway box_office: 1.11e+06 subject: Pancho Villa","box_office: NA year_release: 1971 type_of_subject: Military title: Von Richthofen and Brown director: Roger Corman box_office: NA subject: Manfred von Richtofen","box_office: NA year_release: 1971 type_of_subject: Military title: Von Richthofen and Brown director: Roger Corman box_office: NA subject: Roy Brown"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(139,147,255,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(139,147,255,1)"}},"hoveron":"points","name":"Military","legendgroup":"Military","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[70000000],"y":[1989],"text":"box_office: 7.00e+07 year_release: 1989 type_of_subject: Military / activist title: Born on the Fourth of July director: Oliver Stone box_office: 7.00e+07 subject: Ron Kovic","type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(182,132,255,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(182,132,255,1)"}},"hoveron":"points","name":"Military / activist","legendgroup":"Military / activist","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[1130000,null,366000,366000,2390000,2390000,6140000,2180000,8130000,8130000,872000,353000,13300000,7560000,null,null,13700000,4870000,4870000,null,4000000,14400000,4080000,47000000,47000000,47000000,47000000,323000,54200000,9600000,455000,null,9260000,44500,null,null,36800000,1450000,89700,75300000,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,32500000,3570000,3570000,null,31700000,1570000,null,null,null,6720000,6200000,120000000,12400000,null,null,null,null,null,null],"y":[2002,1945,1984,1984,1994,1994,2004,1988,2008,2008,2007,2006,2004,2006,1998,2012,1989,1998,1998,1951,2007,1994,1991,2014,2014,2014,2014,2013,1987,1972,2005,1975,2014,2014,1974,1946,2009,2009,2013,2004,1945,2010,1952,2005,1934,1934,2008,1956,1956,1959,1954,1951,1938,1936,1946,2012,1970,2002,2010,2010,1966,2009,1993,1981,1950,1950,1946,1999,2005,1998,1952,1948,1948,1942,1950,1964],"text":["box_office: 1.13e+06 year_release: 2002 type_of_subject: Musician title: 24 Hour Party People director: Michael Winterbottom box_office: 1.13e+06 subject: Tony Wilson","box_office: NA year_release: 1945 type_of_subject: Musician title: A Song to Remember director: Charles Vidor box_office: NA subject: Frederic Chopin","box_office: 3.66e+05 year_release: 1984 type_of_subject: Musician title: Amadeus director: Milos Forman box_office: 3.66e+05 subject: Antonio Salieri","box_office: 3.66e+05 year_release: 1984 type_of_subject: Musician title: Amadeus director: Milos Forman box_office: 3.66e+05 subject: Wolfgang Amadeus Mozart","box_office: 2.39e+06 year_release: 1994 type_of_subject: Musician title: Backbeat director: Iain Softley box_office: 2.39e+06 subject: John Lennon","box_office: 2.39e+06 year_release: 1994 type_of_subject: Musician title: Backbeat director: Iain Softley box_office: 2.39e+06 subject: Stuart Sutcliffe","box_office: 6.14e+06 year_release: 2004 type_of_subject: Musician title: Beyond the Sea director: Kevin Spacey box_office: 6.14e+06 subject: Bobby Darin","box_office: 2.18e+06 year_release: 1988 type_of_subject: Musician title: Bird director: Clint Eastwood box_office: 2.18e+06 subject: Charlie \"Bird\" Parker","box_office: 8.13e+06 year_release: 2008 type_of_subject: Musician title: Cadillac Records director: Darnell Martin box_office: 8.13e+06 subject: Muddy Water","box_office: 8.13e+06 year_release: 2008 type_of_subject: Musician title: Cadillac Records director: Darnell Martin box_office: 8.13e+06 subject: Leonard Chess","box_office: 8.72e+05 year_release: 2007 type_of_subject: Musician title: Control director: Anton Corbijn box_office: 8.72e+05 subject: Ian Curtis","box_office: 3.53e+05 year_release: 2006 type_of_subject: Musician title: Copying Beethoven director: Agnieszka Holland box_office: 3.53e+05 subject: Ludwig van Beethoven","box_office: 1.33e+07 year_release: 2004 type_of_subject: Musician title: De-Lovely director: Irwin Winkler box_office: 1.33e+07 subject: Cole Porter","box_office: 7.56e+06 year_release: 2006 type_of_subject: Musician title: El cantante director: Leon Ichaso box_office: 7.56e+06 subject: H<U+0329>ctor Lavoe","box_office: NA year_release: 1998 type_of_subject: Musician title: Finding Graceland director: David Winkler box_office: NA subject: Elvis Presley","box_office: NA year_release: 2012 type_of_subject: Musician title: Good Vibrations director: Lisa Barros D'Sa, Glenn Leyburn box_office: NA subject: Terri Hooley","box_office: 1.37e+07 year_release: 1989 type_of_subject: Musician title: Great Balls of Fire! director: Jim McBride box_office: 1.37e+07 subject: Jerry Lee Lewis","box_office: 4.87e+06 year_release: 1998 type_of_subject: Musician title: Hilary and Jackie director: Anand Tucker box_office: 4.87e+06 subject: Jacqueline du Pr<U+0329>","box_office: 4.87e+06 year_release: 1998 type_of_subject: Musician title: Hilary and Jackie director: Anand Tucker box_office: 4.87e+06 subject: Hilary du Pr<U+0329>-Finzi","box_office: NA year_release: 1951 type_of_subject: Musician title: I'll See You in My Dreams director: Michael Curtiz box_office: NA subject: Gus Kahn","box_office: 4.00e+06 year_release: 2007 type_of_subject: Musician title: I'm Not There. director: Todd Haynes box_office: 4.00e+06 subject: Bob Dylan","box_office: 1.44e+07 year_release: 1994 type_of_subject: Musician title: Immortal Beloved director: Bernard Rose box_office: 1.44e+07 subject: Ludwig van Beethoven","box_office: 4.08e+06 year_release: 1991 type_of_subject: Musician title: Impromptu director: James Lapine box_office: 4.08e+06 subject: Fr<U+0329>d<U+0329>ric Fran<U+0324>ois Chopin","box_office: 4.70e+07 year_release: 2014 type_of_subject: Musician title: Jersey Boys director: Clint Eastwood box_office: 4.70e+07 subject: Bob Gaudio","box_office: 4.70e+07 year_release: 2014 type_of_subject: Musician title: Jersey Boys director: Clint Eastwood box_office: 4.70e+07 subject: Frankie Valli","box_office: 4.70e+07 year_release: 2014 type_of_subject: Musician title: Jersey Boys director: Clint Eastwood box_office: 4.70e+07 subject: Nick Massi","box_office: 4.70e+07 year_release: 2014 type_of_subject: Musician title: Jersey Boys director: Clint Eastwood box_office: 4.70e+07 subject: Tommy DeVito","box_office: 3.23e+05 year_release: 2013 type_of_subject: Musician title: Jimi: All Is by My Side director: John Ridley box_office: 3.23e+05 subject: Jimi Hendrix","box_office: 5.42e+07 year_release: 1987 type_of_subject: Musician title: La Bamba director: Luis Valdez box_office: 5.42e+07 subject: Ritchie Valens","box_office: 9.60e+06 year_release: 1972 type_of_subject: Musician title: Lady Sings the Blues director: Sidney J. Furie box_office: 9.60e+06 subject: Billie Holiday","box_office: 4.55e+05 year_release: 2005 type_of_subject: Musician title: Last Days director: Gus Van Sant box_office: 4.55e+05 subject: Kurt Cobain","box_office: NA year_release: 1975 type_of_subject: Musician title: Lisztomania director: Ken Russell box_office: NA subject: Franz Liszt","box_office: 9.26e+06 year_release: 2014 type_of_subject: Musician title: Love & Mercy director: Bill Pohlad box_office: 9.26e+06 subject: Brian Wilson","box_office: 4.45e+04 year_release: 2014 type_of_subject: Musician title: Low Down director: Jeff Preiss box_office: 4.45e+04 subject: Joe Albany","box_office: NA year_release: 1974 type_of_subject: Musician title: Mahler director: Ken Russell box_office: NA subject: Gustav Mahler","box_office: NA year_release: 1946 type_of_subject: Musician title: Night and Day director: Michael Curtiz box_office: NA subject: Cole Porter","box_office: 3.68e+07 year_release: 2009 type_of_subject: Musician title: Notorious director: George Tillman Jr. box_office: 3.68e+07 subject: Christopher Wallace (Biggie Smalls)","box_office: 1.45e+06 year_release: 2009 type_of_subject: Musician title: Nowhere Boy director: Sam Taylor-Johnson box_office: 1.45e+06 subject: John Lennon","box_office: 8.97e+04 year_release: 2013 type_of_subject: Musician title: One Chance director: David Frankel box_office: 8.97e+04 subject: Paul Potts","box_office: 7.53e+07 year_release: 2004 type_of_subject: Musician title: Ray director: Taylor Hackford box_office: 7.53e+07 subject: Ray Charles","box_office: NA year_release: 1945 type_of_subject: Musician title: Rhapsody in Blue director: Irving Rapper box_office: NA subject: George Gershwin","box_office: NA year_release: 2010 type_of_subject: Musician title: Sex & Drugs & Rock & Roll director: Mat Whitecross box_office: NA subject: Ian Dury","box_office: NA year_release: 1952 type_of_subject: Musician title: Stars and Stripes Forever director: Henry Koster box_office: NA subject: John Philip Sousa","box_office: NA year_release: 2005 type_of_subject: Musician title: Stoned director: Stephen Woolley box_office: NA subject: Brian Jones","box_office: NA year_release: 1934 type_of_subject: Musician title: Strauss' Great Waltz director: Alfred Hitchcock box_office: NA subject: Johann Strauss I","box_office: NA year_release: 1934 type_of_subject: Musician title: Strauss' Great Waltz director: Alfred Hitchcock box_office: NA subject: Johann Strauss II","box_office: NA year_release: 2008 type_of_subject: Musician title: Telstar: The Joe Meek Story director: Nick Moran box_office: NA subject: Joe Meek","box_office: NA year_release: 1956 type_of_subject: Musician title: The Benny Goodman Story director: Valentine Davies box_office: NA subject: Benny Goodman","box_office: NA year_release: 1956 type_of_subject: Musician title: The Eddy Duchin Story director: George Sidney box_office: NA subject: Eddy Duchin","box_office: NA year_release: 1959 type_of_subject: Musician title: The Five Pennies director: Melville Shavelson box_office: NA subject: Loring \"Red\" Nichols","box_office: NA year_release: 1954 type_of_subject: Musician title: The Glenn Miller Story director: Anthony Mann box_office: NA subject: Glenn Miller","box_office: NA year_release: 1951 type_of_subject: Musician title: The Great Caruso director: Richard Thorpe box_office: NA subject: Enrico Caruso","box_office: NA year_release: 1938 type_of_subject: Musician title: The Great Waltz director: Julien Duvivier box_office: NA subject: Johann Strauss II","box_office: NA year_release: 1936 type_of_subject: Musician title: The Great Ziegfeld director: Robert Z. Leonard box_office: NA subject: Florenz Ziegfeld","box_office: NA year_release: 1946 type_of_subject: Musician title: The Jolson Story director: Alfred E. Green box_office: NA subject: Al Jolson","box_office: NA year_release: 2012 type_of_subject: Musician title: The Last Ride director: Harry Thomason box_office: NA subject: Hank Williams","box_office: NA year_release: 1970 type_of_subject: Musician title: The Music Lovers director: Ken Russell box_office: NA subject: Peter Ilych Tchaikovsky","box_office: 3.25e+07 year_release: 2002 type_of_subject: Musician title: The Pianist director: Roman Polanski box_office: 3.25e+07 subject: W<U+0081><e2>adys<U+0081><e2>aw Szpilman","box_office: 3.57e+06 year_release: 2010 type_of_subject: Musician title: The Runaways director: Floria Sigismondi box_office: 3.57e+06 subject: Joan Jett","box_office: 3.57e+06 year_release: 2010 type_of_subject: Musician title: The Runaways director: Floria Sigismondi box_office: 3.57e+06 subject: Cherie Currie","box_office: NA year_release: 1966 type_of_subject: Musician title: The Singing Nun director: Henry Koster box_office: NA subject: Jeanne Deckers","box_office: 3.17e+07 year_release: 2009 type_of_subject: Musician title: The Soloist director: Joe Wright box_office: 3.17e+07 subject: Nathaniel Ayers","box_office: 1.57e+06 year_release: 1993 type_of_subject: Musician title: Thirty Two Short Films About Glenn Gould director: Fran<U+0324>ois Girard box_office: 1.57e+06 subject: Glenn Gould","box_office: NA year_release: 1981 type_of_subject: Musician title: This Is Elvis director: Malcolm Leo, Andrew Solt box_office: NA subject: Elvis Presley","box_office: NA year_release: 1950 type_of_subject: Musician title: Three Little Words director: Richard Thorpe box_office: NA subject: Bert Kalmar","box_office: NA year_release: 1950 type_of_subject: Musician title: Three Little Words director: Richard Thorpe box_office: NA subject: Harry Ruby","box_office: 6.72e+06 year_release: 1946 type_of_subject: Musician title: Till the Clouds Roll By director: Richard Whorf box_office: 6.72e+06 subject: Jerome Kern","box_office: 6.20e+06 year_release: 1999 type_of_subject: Musician title: Topsy-Turvy director: Mike Leigh box_office: 6.20e+06 subject: Arthur Sullivan","box_office: 1.20e+08 year_release: 2005 type_of_subject: Musician title: Walk the Line director: James Mangold box_office: 1.20e+08 subject: Johnny Cash","box_office: 1.24e+07 year_release: 1998 type_of_subject: Musician title: Why Do Fools Fall in Love director: Gregory Nava box_office: 1.24e+07 subject: Frankie Lymon","box_office: NA year_release: 1952 type_of_subject: Musician title: With a Song in My Heart director: Walter Lang box_office: NA subject: Jane Froman","box_office: NA year_release: 1948 type_of_subject: Musician title: Words and Music director: Norman Taurog box_office: NA subject: Lorenz Hart","box_office: NA year_release: 1948 type_of_subject: Musician title: Words and Music director: Norman Taurog box_office: NA subject: Richard Rogers","box_office: NA year_release: 1942 type_of_subject: Musician title: Yankee Doodle Dandy director: Michael Curtiz box_office: NA subject: George M. Cohan","box_office: NA year_release: 1950 type_of_subject: Musician title: Young Man with a Horn director: Michael Curtiz box_office: NA subject: Bix Beiderbecke","box_office: NA year_release: 1964 type_of_subject: Musician title: Your Cheatin' Heart director: Gene Nelson box_office: NA subject: Hank Williams"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(213,117,254,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(213,117,254,1)"}},"hoveron":"points","name":"Musician","legendgroup":"Musician","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[56700000,null,537000,81200000,1700000,null,21200000,14200000,null,null,null,null,null,null,null,null,1720000,11500000,null,null,4440000,null,null,1040000,null,6000000,8250000,1920000,6780000,4530000,332000,null,10100000,null,5890000,20100000,4230000,693000,36600000,16100000,221000,6390000,315000,null,5860000,11600000,null,null,6000000,6000000,null,6370000,4080000,14500000,25000000,1150000,null,null,null,16100000,94100000,94100000,null,117000000,null,538000,null,42400000,null,null,null,null,616000,2480000,12300,32500000,null,30500000,30500000,87100000,1220000,37700000,21800,1650000,null,null,15400000,15400000,29800000,31600000,1320000,null,83300000,96100000,null,7270000,98800,null,37900000,2830000,225000,null,19100,null,671000,698000,103000000,1300000,1300000,null,null,null,13800000,null,null,3250000,331000,null,null,null,null,null,null,null,null,17600000,22800,10400,4900000,null,null,null,1410000,4720000,626000,163000000,96900000,null,null,6200000,null,1120000,null,4600000,4600000,4100000,null,null,null,19700000,49500,2230000,257000,null,1070000,null,37900000,25100000,null],"y":[2013,2014,1998,2008,1993,1955,2006,2009,2007,1956,1946,1954,2006,2006,1993,1941,1993,1999,1938,1940,2009,1944,1952,2010,2008,1970,1992,1989,2010,1998,2013,2014,2005,1985,1994,1993,2008,2010,2007,2013,2006,1998,1999,1962,1993,1990,2003,1954,2012,2012,1953,2012,1991,1996,1993,2006,2013,2009,1998,2013,2009,2009,1990,2013,1955,2011,1974,1985,1979,2001,1960,1972,1999,2009,2000,1999,1941,2003,2003,1985,1988,2013,2005,1987,1966,1915,1990,1990,2001,1995,1989,1940,2013,1993,1948,1993,2005,1973,1997,1986,2006,2008,2003,2003,2014,2004,2004,1992,1992,2007,1970,1959,2008,1980,1982,2013,2010,2013,1982,1975,1934,1980,1980,1958,1956,2006,1992,2013,1992,1951,1962,1962,2005,2001,2005,2006,2010,1943,1957,1999,1964,2010,1988,2003,2003,1993,1999,1999,2012,1988,2000,1990,1987,1975,2007,2009,2014,1994,1940],"text":["box_office: 5.67e+07 year_release: 2013 type_of_subject: Other title: 12 Years a Slave director: Steve McQueen box_office: 5.67e+07 subject: Solomon Northup","box_office: NA year_release: 2014 type_of_subject: Other title: 1987 director: Ricardo Trogi box_office: NA subject: Ricardo Trogi","box_office: 5.37e+05 year_release: 1998 type_of_subject: Other title: 20 Dates director: Myles Berkowitz box_office: 5.37e+05 subject: Myles Berkowitz","box_office: 8.12e+07 year_release: 2008 type_of_subject: Other title: 21 director: Robert Luketic box_office: 8.12e+07 subject: Jeff Ma","box_office: 1.70e+06 year_release: 1993 type_of_subject: Other title: A Home of Our Own director: Tony Bill box_office: 1.70e+06 subject: Frances Lacey","box_office: NA year_release: 1955 type_of_subject: Other title: A Man Called Peter director: Henry Koster box_office: NA subject: Peter Marshall","box_office: 2.12e+07 year_release: 2006 type_of_subject: Other title: Amazing Grace director: Michael Apted box_office: 2.12e+07 subject: William Wilberforce","box_office: 1.42e+07 year_release: 2009 type_of_subject: Other title: Amelia director: Mira Nair box_office: 1.42e+07 subject: Amelia Earhart","box_office: NA year_release: 2007 type_of_subject: Other title: An American Crime director: Tommy O'Haver box_office: NA subject: Sylvia Likens","box_office: NA year_release: 1956 type_of_subject: Other title: Anastasia director: Anatole Litvak box_office: NA subject: Anna Anderson / Anastasia","box_office: NA year_release: 1946 type_of_subject: Other title: Anna and the King of Siam director: John Cromwell box_office: NA subject: Anna Leonowens","box_office: NA year_release: 1954 type_of_subject: Other title: Beau Brummell director: Curtis Bernhardt box_office: NA subject: George Brummell","box_office: NA year_release: 2006 type_of_subject: Other title: Bernard and Doris director: Bob Balaban box_office: NA subject: Bernard Lafferty","box_office: NA year_release: 2006 type_of_subject: Other title: Bernard and Doris director: Bob Balaban box_office: NA subject: Doris Duke","box_office: NA year_release: 1993 type_of_subject: Other title: Beyond the Law director: Larry Ferguson box_office: NA subject: Dan Black","box_office: NA year_release: 1941 type_of_subject: Other title: Blossoms in the Dust director: Mervyn LeRoy box_office: NA subject: Edna Gladney","box_office: 1.72e+06 year_release: 1993 type_of_subject: Other title: Blue director: Derek Jarman box_office: 1.72e+06 subject: Derek Jarman","box_office: 1.15e+07 year_release: 1999 type_of_subject: Other title: Boys Don't Cry director: Kimberly Peirce box_office: 1.15e+07 subject: Brandon Teena","box_office: NA year_release: 1938 type_of_subject: Other title: Boys Town director: Norman Taurog box_office: NA subject: Father Edward Flanagan","box_office: NA year_release: 1940 type_of_subject: Other title: Brigham Young director: Henry Hathaway box_office: NA subject: Brigham Young","box_office: 4.44e+06 year_release: 2009 type_of_subject: Other title: Bright Star director: Jane Campion box_office: 4.44e+06 subject: Fanny Brawne","box_office: NA year_release: 1944 type_of_subject: Other title: Buffalo Bill director: William A. Wellman box_office: NA subject: William Cody","box_office: NA year_release: 1952 type_of_subject: Other title: Carbine Williams director: Richard Thorpe box_office: NA subject: David Marshall Williams","box_office: 1.04e+06 year_release: 2010 type_of_subject: Other title: Casino Jack director: George Hickenlooper box_office: 1.04e+06 subject: Jack Abramoff","box_office: NA year_release: 2008 type_of_subject: Other title: Cass director: Jon S. Baird box_office: NA subject: Cass Pennant","box_office: 6.00e+06 year_release: 1970 type_of_subject: Other title: Chisum director: Andrew V. McLaglen box_office: 6.00e+06 subject: John Chisum","box_office: 8.25e+06 year_release: 1992 type_of_subject: Other title: Christopher Columbus: The Discovery director: John Glen box_office: 8.25e+06 subject: Christopher Columbus","box_office: 1.92e+06 year_release: 1989 type_of_subject: Other title: Communion director: Philippe Mora box_office: 1.92e+06 subject: Whitley Strieber","box_office: 6.78e+06 year_release: 2010 type_of_subject: Other title: Conviction director: Tony Goldwyn box_office: 6.78e+06 subject: Betty Anne Waters","box_office: 4.53e+06 year_release: 1998 type_of_subject: Other title: Dangerous Beauty director: Marshall Herskovitz box_office: 4.53e+06 subject: Veronica Franco","box_office: 3.32e+05 year_release: 2013 type_of_subject: Other title: Diana director: Oliver Hirschbiegel box_office: 3.32e+05 subject: Princess Diana","box_office: NA year_release: 2014 type_of_subject: Other title: Digging Up the Marrow director: Adam Green box_office: NA subject: Adam Green","box_office: 1.01e+07 year_release: 2005 type_of_subject: Other title: Domino director: Tony Scott box_office: 1.01e+07 subject: Domino Harvey","box_office: NA year_release: 1985 type_of_subject: Other title: Dreamchild director: Gavin Millar box_office: NA subject: Alice Liddell Hargreaves","box_office: 5.89e+06 year_release: 1994 type_of_subject: Other title: Ed Wood director: Tim Burton box_office: 5.89e+06 subject: Edward D. Wood","box_office: 2.01e+07 year_release: 1993 type_of_subject: Other title: Fire in the Sky director: Robert Lieberman box_office: 2.01e+07 subject: Travis Walton","box_office: 4.23e+06 year_release: 2008 type_of_subject: Other title: Flash of Genius director: Marc Abraham box_office: 4.23e+06 subject: Robert Kearns","box_office: 6.93e+05 year_release: 2010 type_of_subject: Other title: Frankie & Alice director: Geoffrey Sax box_office: 6.93e+05 subject: Frankie Murdoch","box_office: 3.66e+07 year_release: 2007 type_of_subject: Other title: Freedom Writers director: Richard LaGravenese box_office: 3.66e+07 subject: Erin Gruwell","box_office: 1.61e+07 year_release: 2013 type_of_subject: Other title: Fruitvale Station director: Ryan Coogler box_office: 1.61e+07 subject: Oscar Grant III","box_office: 2.21e+05 year_release: 2006 type_of_subject: Other title: Fur: An Imaginary Portrait of Diane Arbus director: Steven Shainberg box_office: 2.21e+05 subject: Diane Arbus","box_office: 6.39e+06 year_release: 1998 type_of_subject: Other title: Gods and Monsters director: Bill Condon box_office: 6.39e+06 subject: James Whale","box_office: 3.15e+05 year_release: 1999 type_of_subject: Other title: Grey Owl director: Richard Attenborough box_office: 3.15e+05 subject: Grey Owl (Archibald Belaney)","box_office: NA year_release: 1962 type_of_subject: Other title: Gypsy director: Mervyn LeRoy box_office: NA subject: Rose Thompson Hovick","box_office: 5.86e+06 year_release: 1993 type_of_subject: Other title: Heaven & Earth director: Oliver Stone box_office: 5.86e+06 subject: Le Ly Hayslip","box_office: 1.16e+07 year_release: 1990 type_of_subject: Other title: Henry & June director: Philip Kaufman box_office: 1.16e+07 subject: June Miller","box_office: NA year_release: 2003 type_of_subject: Other title: High Roller: The Stu Ungar Story director: A.W. Vidmer box_office: NA subject: Stu Ungar","box_office: NA year_release: 1954 type_of_subject: Other title: His Majesty O'Keefe director: Byron Haskin box_office: NA subject: David Dion O'Keefe","box_office: 6.00e+06 year_release: 2012 type_of_subject: Other title: Hitchcock director: Sacha Gervasi box_office: 6.00e+06 subject: Alfred Hitchcock","box_office: 6.00e+06 year_release: 2012 type_of_subject: Other title: Hitchcock director: Sacha Gervasi box_office: 6.00e+06 subject: Alma Reville","box_office: NA year_release: 1953 type_of_subject: Other title: Houdini director: George Marshall box_office: NA subject: Harry Houdini","box_office: 6.37e+06 year_release: 2012 type_of_subject: Other title: Hyde Park on Hudson director: Roger Michell box_office: 6.37e+06 subject: Margaret Suckley","box_office: 4.08e+06 year_release: 1991 type_of_subject: Other title: Impromptu director: James Lapine box_office: 4.08e+06 subject: George Sand / Aurore","box_office: 1.45e+07 year_release: 1996 type_of_subject: Other title: In Love and War director: Richard Attenborough box_office: 1.45e+07 subject: Agnes von Kurowsky","box_office: 2.50e+07 year_release: 1993 type_of_subject: Other title: In the Name of the Father director: Jim Sheridan box_office: 2.50e+07 subject: Gerry Conlon","box_office: 1.15e+06 year_release: 2006 type_of_subject: Other title: Infamous director: Douglas McGrath box_office: 1.15e+06 subject: Truman Capote","box_office: NA year_release: 2013 type_of_subject: Other title: iSteve director: Ryan Perez box_office: NA subject: Steve Jobs","box_office: NA year_release: 2009 type_of_subject: Other title: Jean Charles director: Henrique Goldman box_office: NA subject: Jean Charles de Menezes","box_office: NA year_release: 1998 type_of_subject: Other title: Jinnah director: Jamil Dehlavi box_office: NA subject: Mohammad Ali Jinnah","box_office: 1.61e+07 year_release: 2013 type_of_subject: Other title: Jobs director: Joshua Michael Stern box_office: 1.61e+07 subject: Steve Jobs","box_office: 9.41e+07 year_release: 2009 type_of_subject: Other title: Julie & Julia director: Nora Ephron box_office: 9.41e+07 subject: Julia Child","box_office: 9.41e+07 year_release: 2009 type_of_subject: Other title: Julie & Julia director: Nora Ephron box_office: 9.41e+07 subject: Julia Powell","box_office: NA year_release: 1990 type_of_subject: Other title: Korczak director: Andrzej Wajda box_office: NA subject: Janusz Korczak","box_office: 1.17e+08 year_release: 2013 type_of_subject: Other title: Lee Daniels' The Butler director: Lee Daniels box_office: 1.17e+08 subject: Cecil Gaines","box_office: NA year_release: 1955 type_of_subject: Other title: Love Is a Many-Splendored Thing director: Henry King box_office: NA subject: Han Suyin","box_office: 5.38e+05 year_release: 2011 type_of_subject: Other title: Machine Gun Preacher director: Marc Forster box_office: 5.38e+05 subject: Sam Childers","box_office: NA year_release: 1974 type_of_subject: Other title: Mahler director: Ken Russell box_office: NA subject: Alma Mahler","box_office: 4.24e+07 year_release: 1985 type_of_subject: Other title: Mask director: Peter Bogdanovich box_office: 4.24e+07 subject: Roy Lee \"Rocky\" Dennis","box_office: NA year_release: 1979 type_of_subject: Other title: Meetings with Remarkable Men director: Peter Brook box_office: NA subject: G.I. Gurdjieff","box_office: NA year_release: 2001 type_of_subject: Other title: Mockingbird Don't Sing director: Harry Bromley Davenport box_office: NA subject: Genie (pseudonym)","box_office: NA year_release: 1960 type_of_subject: Other title: Murder, Inc. director: Burt Balaban, Stuart Rosenberg box_office: NA subject: Burton Turkus","box_office: NA year_release: 1972 type_of_subject: Other title: My Childhood director: Bill Douglas box_office: NA subject: Bill Douglas","box_office: 6.16e+05 year_release: 1999 type_of_subject: Other title: My Life So Far director: Hugh Hudson box_office: 6.16e+05 subject: Denis Forman","box_office: 2.48e+06 year_release: 2009 type_of_subject: Other title: My One and Only director: Richard Loncraine box_office: 2.48e+06 subject: George Hamilton","box_office: 1.23e+04 year_release: 2000 type_of_subject: Other title: Nora director: Pat Murphy box_office: 1.23e+04 subject: Nora Barnacle","box_office: 3.25e+07 year_release: 1999 type_of_subject: Other title: October Sky director: Joe Johnston box_office: 3.25e+07 subject: Homer Hickam","box_office: NA year_release: 1941 type_of_subject: Other title: One Foot in Heaven director: Irving Rapper box_office: NA subject: William Spence","box_office: 3.05e+07 year_release: 2003 type_of_subject: Other title: Open Water director: Chris Kentis box_office: 3.05e+07 subject: Eileen Lonergan","box_office: 3.05e+07 year_release: 2003 type_of_subject: Other title: Open Water director: Chris Kentis box_office: 3.05e+07 subject: Tom Lonergan","box_office: 8.71e+07 year_release: 1985 type_of_subject: Other title: Out of Africa director: Sydney Pollack box_office: 8.71e+07 subject: Karen Blixen","box_office: 1.22e+06 year_release: 1988 type_of_subject: Other title: Patty Hearst director: Paul Schrader box_office: 1.22e+06 subject: Patty Hearst","box_office: 3.77e+07 year_release: 2013 type_of_subject: Other title: Philomena director: Stephen Frears box_office: 3.77e+07 subject: Philomena Lee","box_office: 2.18e+04 year_release: 2005 type_of_subject: Other title: Pierrepoint: The Last Hangman director: Adrian Shergold box_office: 2.18e+04 subject: Albert Pierrepoint","box_office: 1.65e+06 year_release: 1987 type_of_subject: Other title: Prick Up Your Ears director: Stephen Frears box_office: 1.65e+06 subject: Kenneth Halliwell","box_office: NA year_release: 1966 type_of_subject: Other title: Rasputin: The Mad Monk director: Don Sharp box_office: NA subject: Grigori Rasputin","box_office: NA year_release: 1915 type_of_subject: Other title: Regeneration director: Raoul Walsh box_office: NA subject: Owen Kildare","box_office: 1.54e+07 year_release: 1990 type_of_subject: Other title: Reversal of Fortune director: Barbet Schroeder box_office: 1.54e+07 subject: Claus von B<cc>_low","box_office: 1.54e+07 year_release: 1990 type_of_subject: Other title: Reversal of Fortune director: Barbet Schroeder box_office: 1.54e+07 subject: Sunny von B<cc>_low","box_office: 2.98e+07 year_release: 2001 type_of_subject: Other title: Riding in Cars with Boys director: Penny Marshall box_office: 2.98e+07 subject: Beverly Donofrio","box_office: 3.16e+07 year_release: 1995 type_of_subject: Other title: Rob Roy director: Michael Caton-Jones box_office: 3.16e+07 subject: Robert Roy MacGregor","box_office: 1.32e+06 year_release: 1989 type_of_subject: Other title: Romero director: John Duigan box_office: 1.32e+06 subject: Oscar Romero","box_office: NA year_release: 1940 type_of_subject: Other title: Santa Fe Trail director: Michael Curtiz box_office: NA subject: John Brown","box_office: 8.33e+07 year_release: 2013 type_of_subject: Other title: Saving Mr. Banks director: John Lee Hancock box_office: 8.33e+07 subject: Walt Disney","box_office: 9.61e+07 year_release: 1993 type_of_subject: Other title: Schindler's List director: Steven Spielberg box_office: 9.61e+07 subject: Oskar Schindler","box_office: NA year_release: 1948 type_of_subject: Other title: Scott of the Antarctic director: Charles Frend box_office: NA subject: Robert Falcon Scott","box_office: 7.27e+06 year_release: 1993 type_of_subject: Other title: Searching for Bobby Fischer director: Steven Zaillian box_office: 7.27e+06 subject: Josh Waitzkin","box_office: 9.88e+04 year_release: 2005 type_of_subject: Other title: Self Medicated director: Monty Lapica box_office: 9.88e+04 subject: Monty Lapica","box_office: NA year_release: 1973 type_of_subject: Other title: Serpico director: Sidney Lumet box_office: NA subject: Frank Serpico","box_office: 3.79e+07 year_release: 1997 type_of_subject: Other title: Seven Years in Tibet director: Jean-Jacques Annaud box_office: 3.79e+07 subject: Heinrich Harrer","box_office: 2.83e+06 year_release: 1986 type_of_subject: Other title: Sid and Nancy director: Alex Cox box_office: 2.83e+06 subject: Nancy Spungen","box_office: 2.25e+05 year_release: 2006 type_of_subject: Other title: Sixty Six director: Paul Weiland box_office: 2.25e+05 subject: Paul Weiland","box_office: NA year_release: 2008 type_of_subject: Other title: Skin director: Anthony Fabian box_office: NA subject: Sandra Laing","box_office: 1.91e+04 year_release: 2003 type_of_subject: Other title: Stander director: Bronwen Hughes box_office: 1.91e+04 subject: Andre Stander","box_office: NA year_release: 2003 type_of_subject: Other title: Stealing Sinatra director: Ron Underwood box_office: NA subject: Frank Sinatra, Jr.","box_office: 6.71e+05 year_release: 2014 type_of_subject: Other title: Testament of Youth director: James Kent box_office: 6.71e+05 subject: Vera Brittain","box_office: 6.98e+05 year_release: 2004 type_of_subject: Other title: The Assassination of Richard Nixon director: Niels Mueller box_office: 6.98e+05 subject: Samuel Byck","box_office: 1.03e+08 year_release: 2004 type_of_subject: Other title: The Aviator director: Martin Scorsese box_office: 1.03e+08 subject: Howard Hughes","box_office: 1.30e+06 year_release: 1992 type_of_subject: Other title: The Best Intentions director: Bille August box_office: 1.30e+06 subject: Erik Bergman","box_office: 1.30e+06 year_release: 1992 type_of_subject: Other title: The Best Intentions director: Bille August box_office: 1.30e+06 subject: Karin <cc><c9>kerblom","box_office: NA year_release: 2007 type_of_subject: Other title: The Color of Freedom director: Bille August box_office: NA subject: James Gregory","box_office: NA year_release: 1970 type_of_subject: Other title: The Cross and the Switchblade director: Don Murray box_office: NA subject: David Wilkerson","box_office: NA year_release: 1959 type_of_subject: Other title: The Diary of Anne Frank director: George Stevens box_office: NA subject: Anne Frank","box_office: 1.38e+07 year_release: 2008 type_of_subject: Other title: The Duchess director: Saul Dibb box_office: 1.38e+07 subject: Georgiana Cavendish","box_office: NA year_release: 1980 type_of_subject: Other title: The Elephant Man director: David Lynch box_office: NA subject: Joseph Merrick","box_office: NA year_release: 1982 type_of_subject: Other title: The Entity director: Sidney J. Furie box_office: NA subject: Doris Bither","box_office: 3.25e+06 year_release: 2013 type_of_subject: Other title: The Fifth Estate director: Bill Condon box_office: 3.25e+06 subject: Julian Assange","box_office: 3.31e+05 year_release: 2010 type_of_subject: Other title: The First Grader director: Justin Chadwick box_office: 3.31e+05 subject: Kimani Ng<U+0089><U+06EA>ang<U+0089><U+06EA>a Maruge","box_office: NA year_release: 2013 type_of_subject: Other title: The Frozen Ground director: Scott Walker box_office: NA subject: Jack Halcombe","box_office: NA year_release: 1982 type_of_subject: Other title: The Grey Fox director: Phillip Borsos box_office: NA subject: Bill Miner","box_office: NA year_release: 1975 type_of_subject: Other title: The Happy Hooker director: Nicholas Sgarro box_office: NA subject: Xaviera Hollander","box_office: NA year_release: 1934 type_of_subject: Other title: The House of Rothschild director: Alfred L. Werker box_office: NA subject: Mayer Rothschild","box_office: NA year_release: 1980 type_of_subject: Other title: The Hunter director: Buzz Kulik box_office: NA subject: Ralph \"Papa\" Thorson","box_office: NA year_release: 1980 type_of_subject: Other title: The Idolmaker director: Taylor Hackford box_office: NA subject: Bob Marcucci","box_office: NA year_release: 1958 type_of_subject: Other title: The Inn of the Sixth Happiness director: Mark Robson box_office: NA subject: Gladys Aylward","box_office: NA year_release: 1956 type_of_subject: Other title: The King and I director: Walter Lang box_office: NA subject: Anna Leonowens","box_office: 1.76e+07 year_release: 2006 type_of_subject: Other title: The Last King of Scotland director: Kevin Macdonald box_office: 1.76e+07 subject: Idi Amin","box_office: 2.28e+04 year_release: 1992 type_of_subject: Other title: The Long Day Closes director: Terence Davies box_office: 2.28e+04 subject: Terence Davies","box_office: 1.04e+04 year_release: 2013 type_of_subject: Other title: The Look of Love director: Michael Winterbottom box_office: 1.04e+04 subject: Paul Raymond","box_office: 4.90e+06 year_release: 1992 type_of_subject: Other title: The Lover director: Jean-Jacques Annaud box_office: 4.90e+06 subject: Marguerite Duras","box_office: NA year_release: 1951 type_of_subject: Other title: The Magic Box director: John Boulting box_office: NA subject: William Friese-Greene","box_office: NA year_release: 1962 type_of_subject: Other title: The Miracle Worker director: Arthur Penn box_office: NA subject: Helen Keller","box_office: NA year_release: 1962 type_of_subject: Other title: The Miracle Worker director: Arthur Penn box_office: NA subject: Annie Sullivan","box_office: 1.41e+06 year_release: 2005 type_of_subject: Other title: The Notorious Bettie Page director: Mary Harron box_office: 1.41e+06 subject: Bettie Page","box_office: 4.72e+06 year_release: 2001 type_of_subject: Other title: The Other Side of Heaven director: Mitch Davis box_office: 4.72e+06 subject: John Groberg","box_office: 6.26e+05 year_release: 2005 type_of_subject: Other title: The Prize Winner of Defiance, Ohio director: Jane Anderson box_office: 6.26e+05 subject: Evelyn Ryan","box_office: 1.63e+08 year_release: 2006 type_of_subject: Other title: The Pursuit of Happyness director: Gabriele Muccino box_office: 1.63e+08 subject: Christopher Gardner","box_office: 9.69e+07 year_release: 2010 type_of_subject: Other title: The Social Network director: David Fincher box_office: 9.69e+07 subject: Mark Zuckerberg","box_office: NA year_release: 1943 type_of_subject: Other title: The Song of Bernadette director: Henry King box_office: NA subject: Saint Bernadette Soubirous","box_office: NA year_release: 1957 type_of_subject: Other title: The Spirit of St. Louis director: Billy Wilder box_office: NA subject: Charles 'Slim' Lindbergh","box_office: 6.20e+06 year_release: 1999 type_of_subject: Other title: The Straight Story director: David Lynch box_office: 6.20e+06 subject: Alvin Straight","box_office: NA year_release: 1964 type_of_subject: Other title: The Unsinkable Molly Brown director: Charles Walters box_office: NA subject: Molly Brown","box_office: 1.12e+06 year_release: 2010 type_of_subject: Other title: The Whistleblower director: Larysa Kondracki box_office: 1.12e+06 subject: Kathryn Bolkovac","box_office: NA year_release: 1988 type_of_subject: Other title: The Wizard of Speed and Time director: Mike Jittlov box_office: NA subject: Mike Jittlov","box_office: 4.60e+06 year_release: 2003 type_of_subject: Other title: Thirteen director: Catherine Hardwicke box_office: 4.60e+06 subject: Nikki Reed","box_office: 4.60e+06 year_release: 2003 type_of_subject: Other title: Thirteen director: Catherine Hardwicke box_office: 4.60e+06 subject: Catherine Hardwicke","box_office: 4.10e+06 year_release: 1993 type_of_subject: Other title: This Boy's Life director: Michael Caton-Jones box_office: 4.10e+06 subject: Tobias Wolff","box_office: NA year_release: 1999 type_of_subject: Other title: To Walk with Lions director: Carl Schultz box_office: NA subject: George Adamson","box_office: NA year_release: 1999 type_of_subject: Other title: To Walk with Lions director: Carl Schultz box_office: NA subject: Tony Fitzjohn","box_office: NA year_release: 2012 type_of_subject: Other title: To Write Love on Her Arms director: Nathan Frankowski box_office: NA subject: Renee Yohe","box_office: 1.97e+07 year_release: 1988 type_of_subject: Other title: Tucker: The Man and His Dream director: Francis Ford Coppola box_office: 1.97e+07 subject: Preston Tucker","box_office: 4.95e+04 year_release: 2000 type_of_subject: Other title: Vatel director: Roland Joff<U+0329> box_office: 4.95e+04 subject: Fran<U+0324>ois Vatel","box_office: 2.23e+06 year_release: 1990 type_of_subject: Other title: Vincent & Theo director: Robert Altman box_office: 2.23e+06 subject: Theo van Gogh","box_office: 2.57e+05 year_release: 1987 type_of_subject: Other title: Walker director: Alex Cox box_office: 2.57e+05 subject: William Walker","box_office: NA year_release: 1975 type_of_subject: Other title: Walking Tall Part II director: Earl Bellamy box_office: NA subject: Buford Pusser","box_office: 1.07e+06 year_release: 2007 type_of_subject: Other title: When Did You Last See Your Father? director: Anand Tucker box_office: 1.07e+06 subject: Blake Morrison","box_office: NA year_release: 2009 type_of_subject: Other title: WhiteLightnin' director: Dominic Murphy box_office: NA subject: Jesco White","box_office: 3.79e+07 year_release: 2014 type_of_subject: Other title: Wild director: Jean-Marc Vall<U+0329>e box_office: 3.79e+07 subject: Cheryl Strayed","box_office: 2.51e+07 year_release: 1994 type_of_subject: Other title: Wyatt Earp director: Lawrence Kasdan box_office: 2.51e+07 subject: Wyatt Earp","box_office: NA year_release: 1940 type_of_subject: Other title: Young Tom Edison director: Norman Taurog box_office: NA subject: Thomas Edison"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(235,105,240,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(235,105,240,1)"}},"hoveron":"points","name":"Other","legendgroup":"Other","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[19100000],"y":[1989],"text":"box_office: 1.91e+07 year_release: 1989 type_of_subject: Politician title: Blaze director: Ron Shelton box_office: 1.91e+07 subject: Earl Long","type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(249,98,221,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(249,98,221,1)"}},"hoveron":"points","name":"Politician","legendgroup":"Politician","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[null,8130000,446000,79900000,30500000,31000000,null,null,10300000,null,null,35400000,2830000,null,null,35200000,null,163000000,58800,39100000],"y":[1976,2008,2002,1980,2014,2005,1982,1955,2007,1955,2014,1997,1986,1985,1978,1991,2003,1965,2007,1993],"text":["box_office: NA year_release: 1976 type_of_subject: Singer title: Bound for Glory director: Hal Ashby box_office: NA subject: Woody Guthrie","box_office: 8.13e+06 year_release: 2008 type_of_subject: Singer title: Cadillac Records director: Darnell Martin box_office: 8.13e+06 subject: Etta James","box_office: 4.46e+05 year_release: 2002 type_of_subject: Singer title: Callas Forever director: Franco Zeffirelli box_office: 4.46e+05 subject: Maria Callas","box_office: 7.99e+07 year_release: 1980 type_of_subject: Singer title: Coal Miner's Daughter director: Michael Apted box_office: 7.99e+07 subject: Loretta Lynn","box_office: 3.05e+07 year_release: 2014 type_of_subject: Singer title: Get on Up director: Tate Taylor box_office: 3.05e+07 subject: James Brown","box_office: 3.10e+07 year_release: 2005 type_of_subject: Singer title: Get Rich or Die Tryin' director: Jim Sheridan box_office: 3.10e+07 subject: Curtis '50 Cent' Jackson","box_office: NA year_release: 1982 type_of_subject: Singer title: If You Could See What I Hear director: Eric Till box_office: NA subject: Tom Sullivan","box_office: NA year_release: 1955 type_of_subject: Singer title: Interrupted Melody director: Curtis Bernhardt box_office: NA subject: Marjorie Lawrence","box_office: 1.03e+07 year_release: 2007 type_of_subject: Singer title: La Vie en Rose director: Olivier Dahan box_office: 1.03e+07 subject: <cc><e4>dith Piaf.","box_office: NA year_release: 1955 type_of_subject: Singer title: Love Me or Leave Me director: Charles Vidor box_office: NA subject: Ruth Etting","box_office: NA year_release: 2014 type_of_subject: Singer title: Ragamuffin director: David Schultz box_office: NA subject: Rich Mullins","box_office: 3.54e+07 year_release: 1997 type_of_subject: Singer title: Selena director: Gregory Nava box_office: 3.54e+07 subject: Selena Quintanilla-Perez","box_office: 2.83e+06 year_release: 1986 type_of_subject: Singer title: Sid and Nancy director: Alex Cox box_office: 2.83e+06 subject: Sid Vicious","box_office: NA year_release: 1985 type_of_subject: Singer title: Sweet Dreams director: Karel Reisz box_office: NA subject: Patsy Cline","box_office: NA year_release: 1978 type_of_subject: Singer title: The Buddy Holly Story director: Steve Rash box_office: NA subject: Buddy Holly","box_office: 3.52e+07 year_release: 1991 type_of_subject: Singer title: The Doors director: Oliver Stone box_office: 3.52e+07 subject: Jim Morrison","box_office: NA year_release: 2003 type_of_subject: Singer title: The Night We Called It a Day director: Paul Goldman box_office: NA subject: Frank Sinatra","box_office: 1.63e+08 year_release: 1965 type_of_subject: Singer title: The Sound of Music director: Robert Wise box_office: 1.63e+08 subject: Maria von Trapp","box_office: 5.88e+04 year_release: 2007 type_of_subject: Singer title: What We Do Is Secret director: Rodger Grossman box_office: 5.88e+04 subject: Darby Crash","box_office: 3.91e+07 year_release: 1993 type_of_subject: Singer title: What's Love Got to Do with It director: Brian Gibson box_office: 3.91e+07 subject: Anna Mae Bullock (Tina Turner)"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(255,97,198,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(255,97,198,1)"}},"hoveron":"points","name":"Singer","legendgroup":"Singer","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[84900000],"y":[1995],"text":"box_office: 8.49e+07 year_release: 1995 type_of_subject: Teacher title: Dangerous Minds director: John N. Smith box_office: 8.49e+07 subject: Louanne Johnson","type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(255,101,172,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(255,101,172,1)"}},"hoveron":"points","name":"Teacher","legendgroup":"Teacher","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[null,null,null,6370000,37500000,null,182000000,8320000,13600000,null,null,30000000,109000,25500000,2000000,null,null],"y":[1940,1930,1929,2012,2009,1939,2012,2013,1995,1960,2014,2011,1987,2008,1944,1939,1972],"text":["box_office: NA year_release: 1940 type_of_subject: World leader title: Abe Lincoln in Illinois director: John Cromwell box_office: NA subject: Abraham Lincoln","box_office: NA year_release: 1930 type_of_subject: World leader title: Abraham Lincoln director: D.W. Griffith box_office: NA subject: Abraham Lincoln","box_office: NA year_release: 1929 type_of_subject: World leader title: Disraeli director: Alfred E. Green box_office: NA subject: Benjamin Disraeli","box_office: 6.37e+06 year_release: 2012 type_of_subject: World leader title: Hyde Park on Hudson director: Roger Michell box_office: 6.37e+06 subject: Franklin Delano Roosevelt","box_office: 3.75e+07 year_release: 2009 type_of_subject: World leader title: Invictus director: Clint Eastwood box_office: 3.75e+07 subject: Nelson Mandela","box_office: NA year_release: 1939 type_of_subject: World leader title: Juarez director: William Dieterle box_office: NA subject: Benito Juarez","box_office: 1.82e+08 year_release: 2012 type_of_subject: World leader title: Lincoln director: Steven Spielberg box_office: 1.82e+08 subject: Abraham Lincoln","box_office: 8.32e+06 year_release: 2013 type_of_subject: World leader title: Mandela: Long Walk to Freedom director: Justin Chadwick box_office: 8.32e+06 subject: Nelson Mandela","box_office: 1.36e+07 year_release: 1995 type_of_subject: World leader title: Nixon director: Oliver Stone box_office: 1.36e+07 subject: Richard Milhous Nixon","box_office: NA year_release: 1960 type_of_subject: World leader title: Sunrise at Campobello director: Vincent J. Donehue box_office: NA subject: Franklin Roosevelt","box_office: NA year_release: 2014 type_of_subject: World leader title: The Better Angels director: A.J. Edwards box_office: NA subject: Abraham Lincoln","box_office: 3.00e+07 year_release: 2011 type_of_subject: World leader title: The Iron Lady director: Phyllida Lloyd box_office: 3.00e+07 subject: Margaret Thatcher","box_office: 1.09e+05 year_release: 1987 type_of_subject: World leader title: The Last Emperor director: Bernardo Bertolucci box_office: 1.09e+05 subject: Henry Pu Yi","box_office: 2.55e+07 year_release: 2008 type_of_subject: World leader title: W. director: Oliver Stone box_office: 2.55e+07 subject: George W. Bush","box_office: 2.00e+06 year_release: 1944 type_of_subject: World leader title: Wilson director: Henry King box_office: 2.00e+06 subject: Woodrow Wilson","box_office: NA year_release: 1939 type_of_subject: World leader title: Young Mr. Lincoln director: John Ford box_office: NA subject: Abraham Lincoln","box_office: NA year_release: 1972 type_of_subject: World leader title: Young Winston director: Richard Attenborough box_office: NA subject: Winston Churchill"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(255,108,145,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(255,108,145,1)"}},"hoveron":"points","name":"World leader","legendgroup":"World leader","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null}],"layout":{"margin":{"t":40.8401826484018,"r":7.30593607305936,"b":37.2602739726027,"l":48.9497716894977},"plot_bgcolor":"rgba(235,235,235,1)","paper_bgcolor":"rgba(255,255,255,1)","font":{"color":"rgba(0,0,0,1)","family":"","size":14.6118721461187},"title":{"text":"title","font":{"color":"rgba(0,0,0,1)","family":"","size":17.5342465753425},"x":0,"xref":"paper"},"xaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[-17496692.5,367499842.5],"tickmode":"array","ticktext":["0e+00","1e+08","2e+08","3e+08"],"tickvals":[0,100000000,200000000,300000000],"categoryorder":"array","categoryarray":["0e+00","1e+08","2e+08","3e+08"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":3.65296803652968,"tickwidth":0.66417600664176,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":11.689497716895},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0.66417600664176,"zeroline":false,"anchor":"y","title":{"text":"box_office","font":{"color":"rgba(0,0,0,1)","family":"","size":14.6118721461187}},"hoverformat":".2f"},"yaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[1910.05,2018.95],"tickmode":"array","ticktext":["1920","1940","1960","1980","2000"],"tickvals":[1920,1940,1960,1980,2000],"categoryorder":"array","categoryarray":["1920","1940","1960","1980","2000"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":3.65296803652968,"tickwidth":0.66417600664176,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":11.689497716895},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0.66417600664176,"zeroline":false,"anchor":"x","title":{"text":"year_release","font":{"color":"rgba(0,0,0,1)","family":"","size":14.6118721461187}},"hoverformat":".2f"},"shapes":[{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","x0":0,"x1":1,"y0":0,"y1":1}],"showlegend":false,"legend":{"bgcolor":"rgba(255,255,255,1)","bordercolor":"transparent","borderwidth":1.88976377952756,"font":{"color":"rgba(0,0,0,1)","family":"","size":11.689497716895}},"hovermode":"closest","barmode":"relative"},"config":{"doubleClick":"reset","showSendToCloud":false},"source":"A","attrs":{"8794732f1faf":{"x":{},"y":{},"colour":{},"title":{},"director":{},"box_office":{},"subject":{},"type":"scatter"}},"cur_data":"8794732f1faf","visdat":{"8794732f1faf":["function (y) ","x"]},"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.2,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>
]

---
# Adding to our app - make these changes

.pull-left.tiny[## in `ui`:

Change

```
plotOutput()
```
to

```
plotlyOutput()
```
]

.pull-right.tiny[## in `server`:
Change

```
renderPlot()
```

```
renderPlotly()
```

]

---
# Modified App for `plotly` tooltips

.pull-left.tiny[

<code class ='r hljs remark-code'>ui <- fluidPage( &nbsp;&nbsp;plotlyOutput("movie_plot"), &nbsp;&nbsp;selectInput(inputId = "color_select", &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;label = "Select Categorical Variable", &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;choices = categoricalVars) )</code>
]

.pull-right.tiny[

<code class ='r hljs remark-code'>server <- function(input, output) { &nbsp; &nbsp;output$movie_plot <- renderPlotly({ &nbsp;&nbsp;&nbsp; &nbsp;&nbsp;&nbsp;my_plot <- ggplot(biopics) + &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;aes(x = box_office, &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;y= year_release, &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;color=type_of_subject) + &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;geom_point() + &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;theme(legend.position="none") &nbsp;&nbsp;&nbsp; &nbsp;&nbsp;&nbsp;ggplotly(my_plot) &nbsp;}) }</code>
]

---
class: center, middle

# Let's open `03_plotly.Rmd`

---
# `app.R`

We've been running Shiny apps as code blocks so far.

Apps are usually set up in a folder with `app.R`

---
class: center, middle

# Open up `04_full_app/app.R`

---
# Making a new app as a project

In a project, use

**File > New Project > New Directory > Shiny Web Application**

And then name your app.

---
class: center, middle
# Wrap up and Tips

---
# More about inputs and outputs

Further reading on the different control inputs, and data output types here:

https://laderast.github.io/gradual_shiny/app-1-connecting-ui-and-server.html#more-about-inputs-and-outputs

Shiny Widget Gallery: https://shiny.rstudio.com/gallery/widget-gallery.html

---
# Layouts

Ways to lay out elements of your application:

- `fluidPage` - https://shiny.rstudio.com/articles/layout-guide.html
- `flexdashboard` - https://rmarkdown.rstudio.com/flexdashboard/
    - Requires a slightly different set up for your apps: https://pkgs.rstudio.com/flexdashboard/articles/shiny.html

---
# Extensions

- [Shiny Modules](https://shiny.rstudio.com/articles/modules.html) (allows you to reuse code)
- [HTMLwidgets](https://www.htmlwidgets.org/) - JavaScript visualization libraries made for use with Shiny/RMarkdown
- [r2d3](https://rstudio.github.io/r2d3/) - allows you to use cool visualizations built in d3.js -

More info here: https://laderast.github.io/gradual_shiny/where-next.html

---
# Shiny in the Real World

- https://shinyapps.io lets you host Shiny apps externally

---
# Deploying Apps on shinyapps.io

- Requires installing `{rsconnect}` package
- When you first try to deploy, it will ask you for your account info
- When you run the app, there is a "Publish" button
- More info about getting your app online here: https://docs.rstudio.com/shinyapps.io/getting-started.html

---
# Shiny Gallery

You should now know enough to start learning from the examples:

- https://shiny.rstudio.com/gallery/
- Look at demos

---
# Going Further

- Try to precompute as many statistics as possible in advance
- Try to work from one `data.frame` if possible
- Learn more about how to dynamically update the `ui` using event handlers
- Look at `htmlwidgets` for possible JavaScript visualizations you can leverage

---
# Suggested Reading

- [Mastering Shiny](https://mastering-shiny.org/) by Hadley Wickham
- [Interactive web-based data visualization with R, plotly, and shiny](https://plotly-r.com/) by Carson Sievert

---
# Acknowledgements

- Biodata Club
- Jessica Minnier
- Pierrette Lo
- Dar'ya Pozhidayeva
- Vivian Peng
- Eric Leung

---
# Keep in Touch

- My Web Page: https://laderast.github.io
- Twitter: https://twitter.com/tladeras
- Email: tedladeras [at] gmail [dot] com

---
class: center, middle

# Questions?