R for Data Analysis

.title[
# R for Data Analysis
]
.subtitle[
## Data Wrangling
]
.author[
### Ayush Patel
]
.date[
### 27-Jul-2021
]

---

---

## Find me

[__@ayushbipinpatel__](https://twitter.com/ayushbipinpatel) <img src="data:image/svg+xml;base64,PD94bWwgdmVyc2lvbj0iMS4wIiBlbmNvZGluZz0iaXNvLTg4NTktMSI/Pg0KPCEtLSBHZW5lcmF0b3I6IEFkb2JlIElsbHVzdHJhdG9yIDE5LjAuMCwgU1ZHIEV4cG9ydCBQbHVnLUluIC4gU1ZHIFZlcnNpb246IDYuMDAgQnVpbGQgMCkgIC0tPg0KPHN2ZyB2ZXJzaW9uPSIxLjEiIGlkPSJDYXBhXzEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgeG1sbnM6eGxpbms9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkveGxpbmsiIHg9IjBweCIgeT0iMHB4Ig0KCSB2aWV3Qm94PSIwIDAgNTEyIDUxMiIgc3R5bGU9ImVuYWJsZS1iYWNrZ3JvdW5kOm5ldyAwIDAgNTEyIDUxMjsiIHhtbDpzcGFjZT0icHJlc2VydmUiPg0KPGc+DQoJPGc+DQoJCTxwYXRoIGQ9Ik01MTIsOTcuMjQ4Yy0xOS4wNCw4LjM1Mi0zOS4zMjgsMTMuODg4LTYwLjQ4LDE2LjU3NmMyMS43Ni0xMi45OTIsMzguMzY4LTMzLjQwOCw0Ni4xNzYtNTguMDE2DQoJCQljLTIwLjI4OCwxMi4wOTYtNDIuNjg4LDIwLjY0LTY2LjU2LDI1LjQwOEM0MTEuODcyLDYwLjcwNCwzODQuNDE2LDQ4LDM1NC40NjQsNDhjLTU4LjExMiwwLTEwNC44OTYsNDcuMTY4LTEwNC44OTYsMTA0Ljk5Mg0KCQkJYzAsOC4zMiwwLjcwNCwxNi4zMiwyLjQzMiwyMy45MzZjLTg3LjI2NC00LjI1Ni0xNjQuNDgtNDYuMDgtMjE2LjM1Mi0xMDkuNzkyYy05LjA1NiwxNS43MTItMTQuMzY4LDMzLjY5Ni0xNC4zNjgsNTMuMDU2DQoJCQljMCwzNi4zNTIsMTguNzIsNjguNTc2LDQ2LjYyNCw4Ny4yMzJjLTE2Ljg2NC0wLjMyLTMzLjQwOC01LjIxNi00Ny40MjQtMTIuOTI4YzAsMC4zMiwwLDAuNzM2LDAsMS4xNTINCgkJCWMwLDUxLjAwOCwzNi4zODQsOTMuMzc2LDg0LjA5NiwxMDMuMTM2Yy04LjU0NCwyLjMzNi0xNy44NTYsMy40NTYtMjcuNTIsMy40NTZjLTYuNzIsMC0xMy41MDQtMC4zODQtMTkuODcyLTEuNzkyDQoJCQljMTMuNiw0MS41NjgsNTIuMTkyLDcyLjEyOCw5OC4wOCw3My4xMmMtMzUuNzEyLDI3LjkzNi04MS4wNTYsNDQuNzY4LTEzMC4xNDQsNDQuNzY4Yy04LjYwOCwwLTE2Ljg2NC0wLjM4NC0yNS4xMi0xLjQ0DQoJCQlDNDYuNDk2LDQ0Ni44OCwxMDEuNiw0NjQsMTYxLjAyNCw0NjRjMTkzLjE1MiwwLDI5OC43NTItMTYwLDI5OC43NTItMjk4LjY4OGMwLTQuNjQtMC4xNi05LjEyLTAuMzg0LTEzLjU2OA0KCQkJQzQ4MC4yMjQsMTM2Ljk2LDQ5Ny43MjgsMTE4LjQ5Niw1MTIsOTcuMjQ4eiIvPg0KCTwvZz4NCjwvZz4NCjxnPg0KPC9nPg0KPGc+DQo8L2c+DQo8Zz4NCjwvZz4NCjxnPg0KPC9nPg0KPGc+DQo8L2c+DQo8Zz4NCjwvZz4NCjxnPg0KPC9nPg0KPGc+DQo8L2c+DQo8Zz4NCjwvZz4NCjxnPg0KPC9nPg0KPGc+DQo8L2c+DQo8Zz4NCjwvZz4NCjxnPg0KPC9nPg0KPGc+DQo8L2c+DQo8Zz4NCjwvZz4NCjwvc3ZnPg0K" width=5%>   
  
[__@AyushBipinPatel__](https://github.com/AyushBipinPatel) <img src="data:image/svg+xml;base64,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" width=5%>
  
  
[__ayushpatel.netlify.app__](https://ayushpatel.netlify.app/) <img src="data:image/svg+xml;base64,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" width=5%>    
  
  
[__ayush.ap58@gmail.com__](ayush.ap58@gmail.com)<img src="data:image/svg+xml;base64,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" width=5%>

]

.small[
Image: [John Biglin in a Single Scull by Thomas Eakins](https://images.metmuseum.org/CRDImages/ad/original/57258.jpg)
]

]
---

#  Pre-requisite

understand __different types of objects__.
<br>

__can assign values to objects__
<br>

know __how to access specific values within an object.__
<br>

know __what a function is and how to use a function.__
<br>

]

.small[
[Image:  Lake George by John Frederick Kensett ](https://images.metmuseum.org/CRDImages/ad/original/DT84.jpg)
]
]
---

# Before we get to it..

<br>

Load the following libraries

```r
library(tidyverse)
library(palmerpenguins)
```

---

# What is a Package?

]

.pull-right[
<img src="https://raw.githubusercontent.com/rstudio/hex-stickers/master/thumbs/dplyr.png" width="350px"/>
<br>
[dplyr logo from RStudio github repo](https://raw.githubusercontent.com/rstudio/hex-stickers/master/thumbs/dplyr.png)

]

---

# Why use dplyr ? <img src="https://raw.githubusercontent.com/rstudio/hex-stickers/master/thumbs/dplyr.png" width="50px"/>

.pull-left[
<blockquote class="twitter-tweet"><p lang="en" dir="ltr">What I love about dplyr and the tidyverse is that it is so much easier to work out a way to do what you want. Base R can do anything but some of the syntax is just arcane. I wrote three lines in dplyr and was 90% there first time, 100% on second. Love it!</p>&mdash; Dr Nick Falkner (@nickfalkner) <a href="https://twitter.com/nickfalkner/status/1403177192180178946?ref_src=twsrc%5Etfw">June 11, 2021</a></blockquote> <script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>
]

<blockquote class="twitter-tweet"><p lang="en" dir="ltr">I will sing the praises of {dplyr} until my dying breath but ohmygoshyall I think step_holiday() might be my favorite function of all time.<a href="https://t.co/cc6aTX44GK">https://t.co/cc6aTX44GK</a> <a href="https://t.co/MdjT5FiZUj">pic.twitter.com/MdjT5FiZUj</a></p>&mdash; Jesse Mostipak is making mirepoix for #SLICED (@kierisi) <a href="https://twitter.com/kierisi/status/1397942800809873410?ref_src=twsrc%5Etfw">May 27, 2021</a></blockquote> <script async src="https://platform.twitter.com/widgets.js" charset="utf-8" width= "50px"></script>

]

???

easy to use, makes logical sense

even the great ones find something new time to time and love it. Has several functions.

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class: top,left

# Filtering Observations(rows)

<br>
[Art by @alisonhorst](https://www.allisonhorst.com/)

]

The starwars data:

<div style="border: 1px solid #ddd; padding: 0px; overflow-y: scroll; height:400px; overflow-x: scroll; width:100%; "><table class="table" style="margin-left: auto; margin-right: auto;">
 <thead>
  <tr>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> name </th>
   <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> height </th>
   <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> mass </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> hair_color </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> skin_color </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> eye_color </th>
   <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> birth_year </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> sex </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> gender </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> homeworld </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> species </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> films </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> vehicles </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> starships </th>
  </tr>
 </thead>
<tbody>
  <tr>
   <td style="text-align:left;"> Luke Skywalker </td>
   <td style="text-align:right;"> 172 </td>
   <td style="text-align:right;"> 77.0 </td>
   <td style="text-align:left;"> blond </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 19.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Revenge of the Sith    , Return of the Jedi     , A New Hope             , The Force Awakens </td>
   <td style="text-align:left;"> Snowspeeder          , Imperial Speeder Bike </td>
   <td style="text-align:left;"> X-wing          , Imperial shuttle </td>
  </tr>
  <tr>
   <td style="text-align:left;"> C-3PO </td>
   <td style="text-align:right;"> 167 </td>
   <td style="text-align:right;"> 75.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> gold </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> 112.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , The Phantom Menace     , Revenge of the Sith    , Return of the Jedi     , A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> R2-D2 </td>
   <td style="text-align:right;"> 96 </td>
   <td style="text-align:right;"> 32.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> white, blue </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:right;"> 33.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , The Phantom Menace     , Revenge of the Sith    , Return of the Jedi     , A New Hope             , The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Darth Vader </td>
   <td style="text-align:right;"> 202 </td>
   <td style="text-align:right;"> 136.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> 41.9 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Revenge of the Sith    , Return of the Jedi     , A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> TIE Advanced x1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Leia Organa </td>
   <td style="text-align:right;"> 150 </td>
   <td style="text-align:right;"> 49.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 19.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Alderaan </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Revenge of the Sith    , Return of the Jedi     , A New Hope             , The Force Awakens </td>
   <td style="text-align:left;"> Imperial Speeder Bike </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Owen Lars </td>
   <td style="text-align:right;"> 178 </td>
   <td style="text-align:right;"> 120.0 </td>
   <td style="text-align:left;"> brown, grey </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 52.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith , A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Beru Whitesun lars </td>
   <td style="text-align:right;"> 165 </td>
   <td style="text-align:right;"> 75.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 47.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith , A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> R5-D4 </td>
   <td style="text-align:right;"> 97 </td>
   <td style="text-align:right;"> 32.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> white, red </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Biggs Darklighter </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> 84.0 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 24.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> X-wing </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Obi-Wan Kenobi </td>
   <td style="text-align:right;"> 182 </td>
   <td style="text-align:right;"> 77.0 </td>
   <td style="text-align:left;"> auburn, white </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue-gray </td>
   <td style="text-align:right;"> 57.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Stewjon </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , The Phantom Menace     , Revenge of the Sith    , Return of the Jedi     , A New Hope </td>
   <td style="text-align:left;"> Tribubble bongo </td>
   <td style="text-align:left;"> Jedi starfighter        , Trade Federation cruiser, Naboo star skiff        , Jedi Interceptor        , Belbullab-22 starfighter </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Anakin Skywalker </td>
   <td style="text-align:right;"> 188 </td>
   <td style="text-align:right;"> 84.0 </td>
   <td style="text-align:left;"> blond </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 41.9 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;"> Zephyr-G swoop bike, XJ-6 airspeeder </td>
   <td style="text-align:left;"> Trade Federation cruiser, Jedi Interceptor        , Naboo fighter </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Wilhuff Tarkin </td>
   <td style="text-align:right;"> 180 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> auburn, grey </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 64.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Eriadu </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Revenge of the Sith, A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Chewbacca </td>
   <td style="text-align:right;"> 228 </td>
   <td style="text-align:right;"> 112.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 200.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Kashyyyk </td>
   <td style="text-align:left;"> Wookiee </td>
   <td style="text-align:left;"> The Empire Strikes Back, Revenge of the Sith    , Return of the Jedi     , A New Hope             , The Force Awakens </td>
   <td style="text-align:left;"> AT-ST </td>
   <td style="text-align:left;"> Millennium Falcon, Imperial shuttle </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Han Solo </td>
   <td style="text-align:right;"> 180 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 29.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Corellia </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Return of the Jedi     , A New Hope             , The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Millennium Falcon, Imperial shuttle </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Greedo </td>
   <td style="text-align:right;"> 173 </td>
   <td style="text-align:right;"> 74.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> 44.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Rodia </td>
   <td style="text-align:left;"> Rodian </td>
   <td style="text-align:left;"> A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Jabba Desilijic Tiure </td>
   <td style="text-align:right;"> 175 </td>
   <td style="text-align:right;"> 1358.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> green-tan, brown </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> 600.0 </td>
   <td style="text-align:left;"> hermaphroditic </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Nal Hutta </td>
   <td style="text-align:left;"> Hutt </td>
   <td style="text-align:left;"> The Phantom Menace, Return of the Jedi, A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Wedge Antilles </td>
   <td style="text-align:right;"> 170 </td>
   <td style="text-align:right;"> 77.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> hazel </td>
   <td style="text-align:right;"> 21.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Corellia </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Return of the Jedi     , A New Hope </td>
   <td style="text-align:left;"> Snowspeeder </td>
   <td style="text-align:left;"> X-wing </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Jek Tono Porkins </td>
   <td style="text-align:right;"> 180 </td>
   <td style="text-align:right;"> 110.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Bestine IV </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> X-wing </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Yoda </td>
   <td style="text-align:right;"> 66 </td>
   <td style="text-align:right;"> 17.0 </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 896.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Yoda's species </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , The Phantom Menace     , Revenge of the Sith    , Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Palpatine </td>
   <td style="text-align:right;"> 170 </td>
   <td style="text-align:right;"> 75.0 </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> pale </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> 82.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , The Phantom Menace     , Revenge of the Sith    , Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Boba Fett </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> 78.2 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 31.5 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Kamino </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Slave 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> IG-88 </td>
   <td style="text-align:right;"> 200 </td>
   <td style="text-align:right;"> 140.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> metal </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:right;"> 15.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> The Empire Strikes Back </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Bossk </td>
   <td style="text-align:right;"> 190 </td>
   <td style="text-align:right;"> 113.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:right;"> 53.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Trandosha </td>
   <td style="text-align:left;"> Trandoshan </td>
   <td style="text-align:left;"> The Empire Strikes Back </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Lando Calrissian </td>
   <td style="text-align:right;"> 177 </td>
   <td style="text-align:right;"> 79.0 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 31.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Socorro </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Millennium Falcon </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Lobot </td>
   <td style="text-align:right;"> 175 </td>
   <td style="text-align:right;"> 79.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 37.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Bespin </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ackbar </td>
   <td style="text-align:right;"> 180 </td>
   <td style="text-align:right;"> 83.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> brown mottle </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> 41.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Mon Cala </td>
   <td style="text-align:left;"> Mon Calamari </td>
   <td style="text-align:left;"> Return of the Jedi, The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Mon Mothma </td>
   <td style="text-align:right;"> 150 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> auburn </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 48.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Chandrila </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Arvel Crynyd </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> A-wing </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Wicket Systri Warrick </td>
   <td style="text-align:right;"> 88 </td>
   <td style="text-align:right;"> 20.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 8.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Endor </td>
   <td style="text-align:left;"> Ewok </td>
   <td style="text-align:left;"> Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Nien Nunb </td>
   <td style="text-align:right;"> 160 </td>
   <td style="text-align:right;"> 68.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Sullust </td>
   <td style="text-align:left;"> Sullustan </td>
   <td style="text-align:left;"> Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Millennium Falcon </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Qui-Gon Jinn </td>
   <td style="text-align:right;"> 193 </td>
   <td style="text-align:right;"> 89.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 92.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;"> Tribubble bongo </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Nute Gunray </td>
   <td style="text-align:right;"> 191 </td>
   <td style="text-align:right;"> 90.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> mottled green </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Cato Neimoidia </td>
   <td style="text-align:left;"> Neimodian </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Finis Valorum </td>
   <td style="text-align:right;"> 170 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> blond </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 91.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Coruscant </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Jar Jar Binks </td>
   <td style="text-align:right;"> 196 </td>
   <td style="text-align:right;"> 66.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> 52.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Gungan </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Roos Tarpals </td>
   <td style="text-align:right;"> 224 </td>
   <td style="text-align:right;"> 82.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Gungan </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Rugor Nass </td>
   <td style="text-align:right;"> 206 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Gungan </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ric Olié </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Naboo Royal Starship </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Watto </td>
   <td style="text-align:right;"> 137 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> blue, grey </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Toydaria </td>
   <td style="text-align:left;"> Toydarian </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Sebulba </td>
   <td style="text-align:right;"> 112 </td>
   <td style="text-align:right;"> 40.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey, red </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Malastare </td>
   <td style="text-align:left;"> Dug </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Quarsh Panaka </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 62.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Shmi Skywalker </td>
   <td style="text-align:right;"> 163 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 72.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Darth Maul </td>
   <td style="text-align:right;"> 175 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> 54.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Dathomir </td>
   <td style="text-align:left;"> Zabrak </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;"> Sith speeder </td>
   <td style="text-align:left;"> Scimitar </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Bib Fortuna </td>
   <td style="text-align:right;"> 180 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> pale </td>
   <td style="text-align:left;"> pink </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Ryloth </td>
   <td style="text-align:left;"> Twi'lek </td>
   <td style="text-align:left;"> Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ayla Secura </td>
   <td style="text-align:right;"> 178 </td>
   <td style="text-align:right;"> 55.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:left;"> hazel </td>
   <td style="text-align:right;"> 48.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Ryloth </td>
   <td style="text-align:left;"> Twi'lek </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Dud Bolt </td>
   <td style="text-align:right;"> 94 </td>
   <td style="text-align:right;"> 45.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> blue, grey </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Vulpter </td>
   <td style="text-align:left;"> Vulptereen </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Gasgano </td>
   <td style="text-align:right;"> 122 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> white, blue </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Troiken </td>
   <td style="text-align:left;"> Xexto </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ben Quadinaros </td>
   <td style="text-align:right;"> 163 </td>
   <td style="text-align:right;"> 65.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey, green, yellow </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tund </td>
   <td style="text-align:left;"> Toong </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Mace Windu </td>
   <td style="text-align:right;"> 188 </td>
   <td style="text-align:right;"> 84.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 72.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Haruun Kal </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ki-Adi-Mundi </td>
   <td style="text-align:right;"> 198 </td>
   <td style="text-align:right;"> 82.0 </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> pale </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> 92.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Cerea </td>
   <td style="text-align:left;"> Cerean </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Kit Fisto </td>
   <td style="text-align:right;"> 196 </td>
   <td style="text-align:right;"> 87.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Glee Anselm </td>
   <td style="text-align:left;"> Nautolan </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Eeth Koth </td>
   <td style="text-align:right;"> 171 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Iridonia </td>
   <td style="text-align:left;"> Zabrak </td>
   <td style="text-align:left;"> The Phantom Menace , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Adi Gallia </td>
   <td style="text-align:right;"> 184 </td>
   <td style="text-align:right;"> 50.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Coruscant </td>
   <td style="text-align:left;"> Tholothian </td>
   <td style="text-align:left;"> The Phantom Menace , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Saesee Tiin </td>
   <td style="text-align:right;"> 188 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> pale </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Iktotch </td>
   <td style="text-align:left;"> Iktotchi </td>
   <td style="text-align:left;"> The Phantom Menace , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Yarael Poof </td>
   <td style="text-align:right;"> 264 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Quermia </td>
   <td style="text-align:left;"> Quermian </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Plo Koon </td>
   <td style="text-align:right;"> 188 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> 22.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Dorin </td>
   <td style="text-align:left;"> Kel Dor </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Jedi starfighter </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Mas Amedda </td>
   <td style="text-align:right;"> 196 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Champala </td>
   <td style="text-align:left;"> Chagrian </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Gregar Typho </td>
   <td style="text-align:right;"> 185 </td>
   <td style="text-align:right;"> 85.0 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Naboo fighter </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Cordé </td>
   <td style="text-align:right;"> 157 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Cliegg Lars </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 82.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Poggle the Lesser </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Geonosis </td>
   <td style="text-align:left;"> Geonosian </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Luminara Unduli </td>
   <td style="text-align:right;"> 170 </td>
   <td style="text-align:right;"> 56.2 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 58.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Mirial </td>
   <td style="text-align:left;"> Mirialan </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Barriss Offee </td>
   <td style="text-align:right;"> 166 </td>
   <td style="text-align:right;"> 50.0 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 40.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Mirial </td>
   <td style="text-align:left;"> Mirialan </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Dormé </td>
   <td style="text-align:right;"> 165 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Dooku </td>
   <td style="text-align:right;"> 193 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 102.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Serenno </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;"> Flitknot speeder </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Bail Prestor Organa </td>
   <td style="text-align:right;"> 191 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> tan </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 67.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Alderaan </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Jango Fett </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> 79.0 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> tan </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 66.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Concord Dawn </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Zam Wesell </td>
   <td style="text-align:right;"> 168 </td>
   <td style="text-align:right;"> 55.0 </td>
   <td style="text-align:left;"> blonde </td>
   <td style="text-align:left;"> fair, green, yellow </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Zolan </td>
   <td style="text-align:left;"> Clawdite </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;"> Koro-2 Exodrive airspeeder </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Dexter Jettster </td>
   <td style="text-align:right;"> 198 </td>
   <td style="text-align:right;"> 102.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Ojom </td>
   <td style="text-align:left;"> Besalisk </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Lama Su </td>
   <td style="text-align:right;"> 229 </td>
   <td style="text-align:right;"> 88.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Kamino </td>
   <td style="text-align:left;"> Kaminoan </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Taun We </td>
   <td style="text-align:right;"> 213 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Kamino </td>
   <td style="text-align:left;"> Kaminoan </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Jocasta Nu </td>
   <td style="text-align:right;"> 167 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Coruscant </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ratts Tyerell </td>
   <td style="text-align:right;"> 79 </td>
   <td style="text-align:right;"> 15.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey, blue </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Aleen Minor </td>
   <td style="text-align:left;"> Aleena </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> R4-P17 </td>
   <td style="text-align:right;"> 96 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> silver, red </td>
   <td style="text-align:left;"> red, blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Wat Tambor </td>
   <td style="text-align:right;"> 193 </td>
   <td style="text-align:right;"> 48.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> green, grey </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Skako </td>
   <td style="text-align:left;"> Skakoan </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> San Hill </td>
   <td style="text-align:right;"> 191 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> gold </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Muunilinst </td>
   <td style="text-align:left;"> Muun </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Shaak Ti </td>
   <td style="text-align:right;"> 178 </td>
   <td style="text-align:right;"> 57.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> red, blue, white </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Shili </td>
   <td style="text-align:left;"> Togruta </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Grievous </td>
   <td style="text-align:right;"> 216 </td>
   <td style="text-align:right;"> 159.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> brown, white </td>
   <td style="text-align:left;"> green, yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Kalee </td>
   <td style="text-align:left;"> Kaleesh </td>
   <td style="text-align:left;"> Revenge of the Sith </td>
   <td style="text-align:left;"> Tsmeu-6 personal wheel bike </td>
   <td style="text-align:left;"> Belbullab-22 starfighter </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Tarfful </td>
   <td style="text-align:right;"> 234 </td>
   <td style="text-align:right;"> 136.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Kashyyyk </td>
   <td style="text-align:left;"> Wookiee </td>
   <td style="text-align:left;"> Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Raymus Antilles </td>
   <td style="text-align:right;"> 188 </td>
   <td style="text-align:right;"> 79.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Alderaan </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Revenge of the Sith, A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Sly Moore </td>
   <td style="text-align:right;"> 178 </td>
   <td style="text-align:right;"> 48.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> pale </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Umbara </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Tion Medon </td>
   <td style="text-align:right;"> 206 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Utapau </td>
   <td style="text-align:left;"> Pau'an </td>
   <td style="text-align:left;"> Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Finn </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Rey </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> hazel </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Poe Dameron </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> T-70 X-wing fighter </td>
  </tr>
  <tr>
   <td style="text-align:left;"> BB8 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Captain Phasma </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Padmé Amidala </td>
   <td style="text-align:right;"> 165 </td>
   <td style="text-align:right;"> 45.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 46.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> H-type Nubian yacht, Naboo star skiff   , Naboo fighter </td>
  </tr>
</tbody>
</table></div>

<br>

]

```r
filter(starwars, height > 164)
```

<br>
<br>
]
]

]
---

# Selecting columns

Column names in the `starwars` data

```
##  [1] "name"       "height"     "mass"       "hair_color" "skin_color"
##  [6] "eye_color"  "birth_year" "sex"        "gender"     "homeworld" 
## [11] "species"    "films"      "vehicles"   "starships"
```

Selecting columns - .big[`name`, `films`, `vehicles`, `starships`]

```r
select(starwars,
       c(name,films,vehicles,starships)
       )
```

]

```r
select(starwars,
       name,films,vehicles,starships
       )
```

]

---

# Activity 1

+ Use the `penguins` data for this activity
   + View the `penguins` data
   + filter those observations where a penguin weighs more than 3900 gms
   + from the `penguins` data only select columns `bill_lenght_mm`, `flipper_length_mm`, `body_mass_g`
   + Get the following code to execute, it might have an error:

```r
# copy this code and make it work

select(penguins,islands, c(sex,year))
```
   
<div class="countdown" id="timer_962bb4ee" data-update-every="1" tabindex="0" style="top:0;right:0;">
<div class="countdown-controls"><button class="countdown-bump-down">−</button><button class="countdown-bump-up">+</button></div>
<code class="countdown-time"><span class="countdown-digits minutes">05</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code>
</div>

---

## The `count()` function

```
"Count number of rows in each group defined 
by the variables in"
```

It can help answer questions such as:

> How many respondents said they play mobile games?
> How many respondents play mobile games across different brands of mobiles?
]

> How many characters belong to specific "homeworld"

```r
count(starwars, homeworld)
```

```r
count(starwars, homeworld,sort = T)
```

]

```r
count(starwars, homeworld, species)
```

]

---

# The `arrange()` function

```
"Order rows by values of a 
column or columns (low to high), use with 
desc() to order from high to low"
```

Help in situations such as

> arrange the rows of the data in increasing order of mass

]

```r
arrange(starwars,mass)
```

<div style="border: 1px solid #ddd; padding: 0px; overflow-y: scroll; height:400px; overflow-x: scroll; width:100%; "><table class="table" style="margin-left: auto; margin-right: auto;">
 <thead>
  <tr>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> name </th>
   <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> height </th>
   <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> mass </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> hair_color </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> skin_color </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> eye_color </th>
   <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> birth_year </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> sex </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> gender </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> homeworld </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> species </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> films </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> vehicles </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> starships </th>
  </tr>
 </thead>
<tbody>
  <tr>
   <td style="text-align:left;"> Ratts Tyerell </td>
   <td style="text-align:right;"> 79 </td>
   <td style="text-align:right;"> 15.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey, blue </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Aleen Minor </td>
   <td style="text-align:left;"> Aleena </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Yoda </td>
   <td style="text-align:right;"> 66 </td>
   <td style="text-align:right;"> 17.0 </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 896.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Yoda's species </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , The Phantom Menace     , Revenge of the Sith    , Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Wicket Systri Warrick </td>
   <td style="text-align:right;"> 88 </td>
   <td style="text-align:right;"> 20.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 8.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Endor </td>
   <td style="text-align:left;"> Ewok </td>
   <td style="text-align:left;"> Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> R2-D2 </td>
   <td style="text-align:right;"> 96 </td>
   <td style="text-align:right;"> 32.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> white, blue </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:right;"> 33.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , The Phantom Menace     , Revenge of the Sith    , Return of the Jedi     , A New Hope             , The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> R5-D4 </td>
   <td style="text-align:right;"> 97 </td>
   <td style="text-align:right;"> 32.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> white, red </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Sebulba </td>
   <td style="text-align:right;"> 112 </td>
   <td style="text-align:right;"> 40.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey, red </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Malastare </td>
   <td style="text-align:left;"> Dug </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Dud Bolt </td>
   <td style="text-align:right;"> 94 </td>
   <td style="text-align:right;"> 45.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> blue, grey </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Vulpter </td>
   <td style="text-align:left;"> Vulptereen </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Padmé Amidala </td>
   <td style="text-align:right;"> 165 </td>
   <td style="text-align:right;"> 45.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 46.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> H-type Nubian yacht, Naboo star skiff   , Naboo fighter </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Wat Tambor </td>
   <td style="text-align:right;"> 193 </td>
   <td style="text-align:right;"> 48.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> green, grey </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Skako </td>
   <td style="text-align:left;"> Skakoan </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Sly Moore </td>
   <td style="text-align:right;"> 178 </td>
   <td style="text-align:right;"> 48.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> pale </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Umbara </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Leia Organa </td>
   <td style="text-align:right;"> 150 </td>
   <td style="text-align:right;"> 49.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 19.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Alderaan </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Revenge of the Sith    , Return of the Jedi     , A New Hope             , The Force Awakens </td>
   <td style="text-align:left;"> Imperial Speeder Bike </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Adi Gallia </td>
   <td style="text-align:right;"> 184 </td>
   <td style="text-align:right;"> 50.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Coruscant </td>
   <td style="text-align:left;"> Tholothian </td>
   <td style="text-align:left;"> The Phantom Menace , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Barriss Offee </td>
   <td style="text-align:right;"> 166 </td>
   <td style="text-align:right;"> 50.0 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 40.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Mirial </td>
   <td style="text-align:left;"> Mirialan </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ayla Secura </td>
   <td style="text-align:right;"> 178 </td>
   <td style="text-align:right;"> 55.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:left;"> hazel </td>
   <td style="text-align:right;"> 48.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Ryloth </td>
   <td style="text-align:left;"> Twi'lek </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Zam Wesell </td>
   <td style="text-align:right;"> 168 </td>
   <td style="text-align:right;"> 55.0 </td>
   <td style="text-align:left;"> blonde </td>
   <td style="text-align:left;"> fair, green, yellow </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Zolan </td>
   <td style="text-align:left;"> Clawdite </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;"> Koro-2 Exodrive airspeeder </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Luminara Unduli </td>
   <td style="text-align:right;"> 170 </td>
   <td style="text-align:right;"> 56.2 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 58.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Mirial </td>
   <td style="text-align:left;"> Mirialan </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Shaak Ti </td>
   <td style="text-align:right;"> 178 </td>
   <td style="text-align:right;"> 57.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> red, blue, white </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Shili </td>
   <td style="text-align:left;"> Togruta </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ben Quadinaros </td>
   <td style="text-align:right;"> 163 </td>
   <td style="text-align:right;"> 65.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey, green, yellow </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tund </td>
   <td style="text-align:left;"> Toong </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Jar Jar Binks </td>
   <td style="text-align:right;"> 196 </td>
   <td style="text-align:right;"> 66.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> 52.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Gungan </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Nien Nunb </td>
   <td style="text-align:right;"> 160 </td>
   <td style="text-align:right;"> 68.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Sullust </td>
   <td style="text-align:left;"> Sullustan </td>
   <td style="text-align:left;"> Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Millennium Falcon </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Greedo </td>
   <td style="text-align:right;"> 173 </td>
   <td style="text-align:right;"> 74.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> 44.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Rodia </td>
   <td style="text-align:left;"> Rodian </td>
   <td style="text-align:left;"> A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> C-3PO </td>
   <td style="text-align:right;"> 167 </td>
   <td style="text-align:right;"> 75.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> gold </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> 112.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , The Phantom Menace     , Revenge of the Sith    , Return of the Jedi     , A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Beru Whitesun lars </td>
   <td style="text-align:right;"> 165 </td>
   <td style="text-align:right;"> 75.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 47.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith , A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Palpatine </td>
   <td style="text-align:right;"> 170 </td>
   <td style="text-align:right;"> 75.0 </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> pale </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> 82.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , The Phantom Menace     , Revenge of the Sith    , Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Luke Skywalker </td>
   <td style="text-align:right;"> 172 </td>
   <td style="text-align:right;"> 77.0 </td>
   <td style="text-align:left;"> blond </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 19.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Revenge of the Sith    , Return of the Jedi     , A New Hope             , The Force Awakens </td>
   <td style="text-align:left;"> Snowspeeder          , Imperial Speeder Bike </td>
   <td style="text-align:left;"> X-wing          , Imperial shuttle </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Obi-Wan Kenobi </td>
   <td style="text-align:right;"> 182 </td>
   <td style="text-align:right;"> 77.0 </td>
   <td style="text-align:left;"> auburn, white </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue-gray </td>
   <td style="text-align:right;"> 57.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Stewjon </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , The Phantom Menace     , Revenge of the Sith    , Return of the Jedi     , A New Hope </td>
   <td style="text-align:left;"> Tribubble bongo </td>
   <td style="text-align:left;"> Jedi starfighter        , Trade Federation cruiser, Naboo star skiff        , Jedi Interceptor        , Belbullab-22 starfighter </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Wedge Antilles </td>
   <td style="text-align:right;"> 170 </td>
   <td style="text-align:right;"> 77.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> hazel </td>
   <td style="text-align:right;"> 21.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Corellia </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Return of the Jedi     , A New Hope </td>
   <td style="text-align:left;"> Snowspeeder </td>
   <td style="text-align:left;"> X-wing </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Boba Fett </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> 78.2 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 31.5 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Kamino </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Slave 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Lando Calrissian </td>
   <td style="text-align:right;"> 177 </td>
   <td style="text-align:right;"> 79.0 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 31.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Socorro </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Millennium Falcon </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Lobot </td>
   <td style="text-align:right;"> 175 </td>
   <td style="text-align:right;"> 79.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 37.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Bespin </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Jango Fett </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> 79.0 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> tan </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 66.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Concord Dawn </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Raymus Antilles </td>
   <td style="text-align:right;"> 188 </td>
   <td style="text-align:right;"> 79.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Alderaan </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Revenge of the Sith, A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Han Solo </td>
   <td style="text-align:right;"> 180 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 29.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Corellia </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Return of the Jedi     , A New Hope             , The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Millennium Falcon, Imperial shuttle </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Darth Maul </td>
   <td style="text-align:right;"> 175 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> 54.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Dathomir </td>
   <td style="text-align:left;"> Zabrak </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;"> Sith speeder </td>
   <td style="text-align:left;"> Scimitar </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Plo Koon </td>
   <td style="text-align:right;"> 188 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> 22.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Dorin </td>
   <td style="text-align:left;"> Kel Dor </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Jedi starfighter </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Poggle the Lesser </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Geonosis </td>
   <td style="text-align:left;"> Geonosian </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Dooku </td>
   <td style="text-align:right;"> 193 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 102.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Serenno </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;"> Flitknot speeder </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Tion Medon </td>
   <td style="text-align:right;"> 206 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Utapau </td>
   <td style="text-align:left;"> Pau'an </td>
   <td style="text-align:left;"> Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Roos Tarpals </td>
   <td style="text-align:right;"> 224 </td>
   <td style="text-align:right;"> 82.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Gungan </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ki-Adi-Mundi </td>
   <td style="text-align:right;"> 198 </td>
   <td style="text-align:right;"> 82.0 </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> pale </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> 92.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Cerea </td>
   <td style="text-align:left;"> Cerean </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ackbar </td>
   <td style="text-align:right;"> 180 </td>
   <td style="text-align:right;"> 83.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> brown mottle </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> 41.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Mon Cala </td>
   <td style="text-align:left;"> Mon Calamari </td>
   <td style="text-align:left;"> Return of the Jedi, The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Biggs Darklighter </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> 84.0 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 24.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> X-wing </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Anakin Skywalker </td>
   <td style="text-align:right;"> 188 </td>
   <td style="text-align:right;"> 84.0 </td>
   <td style="text-align:left;"> blond </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 41.9 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;"> Zephyr-G swoop bike, XJ-6 airspeeder </td>
   <td style="text-align:left;"> Trade Federation cruiser, Jedi Interceptor        , Naboo fighter </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Mace Windu </td>
   <td style="text-align:right;"> 188 </td>
   <td style="text-align:right;"> 84.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 72.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Haruun Kal </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Gregar Typho </td>
   <td style="text-align:right;"> 185 </td>
   <td style="text-align:right;"> 85.0 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Naboo fighter </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Kit Fisto </td>
   <td style="text-align:right;"> 196 </td>
   <td style="text-align:right;"> 87.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Glee Anselm </td>
   <td style="text-align:left;"> Nautolan </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Lama Su </td>
   <td style="text-align:right;"> 229 </td>
   <td style="text-align:right;"> 88.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Kamino </td>
   <td style="text-align:left;"> Kaminoan </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Qui-Gon Jinn </td>
   <td style="text-align:right;"> 193 </td>
   <td style="text-align:right;"> 89.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 92.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;"> Tribubble bongo </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Nute Gunray </td>
   <td style="text-align:right;"> 191 </td>
   <td style="text-align:right;"> 90.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> mottled green </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Cato Neimoidia </td>
   <td style="text-align:left;"> Neimodian </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Dexter Jettster </td>
   <td style="text-align:right;"> 198 </td>
   <td style="text-align:right;"> 102.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Ojom </td>
   <td style="text-align:left;"> Besalisk </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Jek Tono Porkins </td>
   <td style="text-align:right;"> 180 </td>
   <td style="text-align:right;"> 110.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Bestine IV </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> X-wing </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Chewbacca </td>
   <td style="text-align:right;"> 228 </td>
   <td style="text-align:right;"> 112.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 200.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Kashyyyk </td>
   <td style="text-align:left;"> Wookiee </td>
   <td style="text-align:left;"> The Empire Strikes Back, Revenge of the Sith    , Return of the Jedi     , A New Hope             , The Force Awakens </td>
   <td style="text-align:left;"> AT-ST </td>
   <td style="text-align:left;"> Millennium Falcon, Imperial shuttle </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Bossk </td>
   <td style="text-align:right;"> 190 </td>
   <td style="text-align:right;"> 113.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:right;"> 53.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Trandosha </td>
   <td style="text-align:left;"> Trandoshan </td>
   <td style="text-align:left;"> The Empire Strikes Back </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Owen Lars </td>
   <td style="text-align:right;"> 178 </td>
   <td style="text-align:right;"> 120.0 </td>
   <td style="text-align:left;"> brown, grey </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 52.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith , A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Darth Vader </td>
   <td style="text-align:right;"> 202 </td>
   <td style="text-align:right;"> 136.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> 41.9 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Revenge of the Sith    , Return of the Jedi     , A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> TIE Advanced x1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Tarfful </td>
   <td style="text-align:right;"> 234 </td>
   <td style="text-align:right;"> 136.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Kashyyyk </td>
   <td style="text-align:left;"> Wookiee </td>
   <td style="text-align:left;"> Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> IG-88 </td>
   <td style="text-align:right;"> 200 </td>
   <td style="text-align:right;"> 140.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> metal </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:right;"> 15.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> The Empire Strikes Back </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Grievous </td>
   <td style="text-align:right;"> 216 </td>
   <td style="text-align:right;"> 159.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> brown, white </td>
   <td style="text-align:left;"> green, yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Kalee </td>
   <td style="text-align:left;"> Kaleesh </td>
   <td style="text-align:left;"> Revenge of the Sith </td>
   <td style="text-align:left;"> Tsmeu-6 personal wheel bike </td>
   <td style="text-align:left;"> Belbullab-22 starfighter </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Jabba Desilijic Tiure </td>
   <td style="text-align:right;"> 175 </td>
   <td style="text-align:right;"> 1358.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> green-tan, brown </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> 600.0 </td>
   <td style="text-align:left;"> hermaphroditic </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Nal Hutta </td>
   <td style="text-align:left;"> Hutt </td>
   <td style="text-align:left;"> The Phantom Menace, Return of the Jedi, A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Wilhuff Tarkin </td>
   <td style="text-align:right;"> 180 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> auburn, grey </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 64.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Eriadu </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Revenge of the Sith, A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Mon Mothma </td>
   <td style="text-align:right;"> 150 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> auburn </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 48.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Chandrila </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Arvel Crynyd </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> A-wing </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Finis Valorum </td>
   <td style="text-align:right;"> 170 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> blond </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 91.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Coruscant </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Rugor Nass </td>
   <td style="text-align:right;"> 206 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Gungan </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ric Olié </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Naboo Royal Starship </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Watto </td>
   <td style="text-align:right;"> 137 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> blue, grey </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Toydaria </td>
   <td style="text-align:left;"> Toydarian </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Quarsh Panaka </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 62.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Shmi Skywalker </td>
   <td style="text-align:right;"> 163 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 72.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Bib Fortuna </td>
   <td style="text-align:right;"> 180 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> pale </td>
   <td style="text-align:left;"> pink </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Ryloth </td>
   <td style="text-align:left;"> Twi'lek </td>
   <td style="text-align:left;"> Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Gasgano </td>
   <td style="text-align:right;"> 122 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> white, blue </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Troiken </td>
   <td style="text-align:left;"> Xexto </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Eeth Koth </td>
   <td style="text-align:right;"> 171 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Iridonia </td>
   <td style="text-align:left;"> Zabrak </td>
   <td style="text-align:left;"> The Phantom Menace , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Saesee Tiin </td>
   <td style="text-align:right;"> 188 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> pale </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Iktotch </td>
   <td style="text-align:left;"> Iktotchi </td>
   <td style="text-align:left;"> The Phantom Menace , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Yarael Poof </td>
   <td style="text-align:right;"> 264 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Quermia </td>
   <td style="text-align:left;"> Quermian </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Mas Amedda </td>
   <td style="text-align:right;"> 196 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Champala </td>
   <td style="text-align:left;"> Chagrian </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Cordé </td>
   <td style="text-align:right;"> 157 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Cliegg Lars </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 82.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Dormé </td>
   <td style="text-align:right;"> 165 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Bail Prestor Organa </td>
   <td style="text-align:right;"> 191 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> tan </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 67.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Alderaan </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Taun We </td>
   <td style="text-align:right;"> 213 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Kamino </td>
   <td style="text-align:left;"> Kaminoan </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Jocasta Nu </td>
   <td style="text-align:right;"> 167 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Coruscant </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> R4-P17 </td>
   <td style="text-align:right;"> 96 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> silver, red </td>
   <td style="text-align:left;"> red, blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> San Hill </td>
   <td style="text-align:right;"> 191 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> gold </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Muunilinst </td>
   <td style="text-align:left;"> Muun </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Finn </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Rey </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> hazel </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Poe Dameron </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> T-70 X-wing fighter </td>
  </tr>
  <tr>
   <td style="text-align:left;"> BB8 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Captain Phasma </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
</tbody>
</table></div>

]
.panel[.panel-name[Example 2]

```r
arrange(starwars,desc(mass))
```

<div style="border: 1px solid #ddd; padding: 0px; overflow-y: scroll; height:400px; overflow-x: scroll; width:100%; "><table class="table" style="margin-left: auto; margin-right: auto;">
 <thead>
  <tr>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> name </th>
   <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> height </th>
   <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> mass </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> hair_color </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> skin_color </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> eye_color </th>
   <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> birth_year </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> sex </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> gender </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> homeworld </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> species </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> films </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> vehicles </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> starships </th>
  </tr>
 </thead>
<tbody>
  <tr>
   <td style="text-align:left;"> Jabba Desilijic Tiure </td>
   <td style="text-align:right;"> 175 </td>
   <td style="text-align:right;"> 1358.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> green-tan, brown </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> 600.0 </td>
   <td style="text-align:left;"> hermaphroditic </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Nal Hutta </td>
   <td style="text-align:left;"> Hutt </td>
   <td style="text-align:left;"> The Phantom Menace, Return of the Jedi, A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Grievous </td>
   <td style="text-align:right;"> 216 </td>
   <td style="text-align:right;"> 159.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> brown, white </td>
   <td style="text-align:left;"> green, yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Kalee </td>
   <td style="text-align:left;"> Kaleesh </td>
   <td style="text-align:left;"> Revenge of the Sith </td>
   <td style="text-align:left;"> Tsmeu-6 personal wheel bike </td>
   <td style="text-align:left;"> Belbullab-22 starfighter </td>
  </tr>
  <tr>
   <td style="text-align:left;"> IG-88 </td>
   <td style="text-align:right;"> 200 </td>
   <td style="text-align:right;"> 140.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> metal </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:right;"> 15.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> The Empire Strikes Back </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Darth Vader </td>
   <td style="text-align:right;"> 202 </td>
   <td style="text-align:right;"> 136.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> 41.9 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Revenge of the Sith    , Return of the Jedi     , A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> TIE Advanced x1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Tarfful </td>
   <td style="text-align:right;"> 234 </td>
   <td style="text-align:right;"> 136.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Kashyyyk </td>
   <td style="text-align:left;"> Wookiee </td>
   <td style="text-align:left;"> Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Owen Lars </td>
   <td style="text-align:right;"> 178 </td>
   <td style="text-align:right;"> 120.0 </td>
   <td style="text-align:left;"> brown, grey </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 52.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith , A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Bossk </td>
   <td style="text-align:right;"> 190 </td>
   <td style="text-align:right;"> 113.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:right;"> 53.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Trandosha </td>
   <td style="text-align:left;"> Trandoshan </td>
   <td style="text-align:left;"> The Empire Strikes Back </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Chewbacca </td>
   <td style="text-align:right;"> 228 </td>
   <td style="text-align:right;"> 112.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 200.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Kashyyyk </td>
   <td style="text-align:left;"> Wookiee </td>
   <td style="text-align:left;"> The Empire Strikes Back, Revenge of the Sith    , Return of the Jedi     , A New Hope             , The Force Awakens </td>
   <td style="text-align:left;"> AT-ST </td>
   <td style="text-align:left;"> Millennium Falcon, Imperial shuttle </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Jek Tono Porkins </td>
   <td style="text-align:right;"> 180 </td>
   <td style="text-align:right;"> 110.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Bestine IV </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> X-wing </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Dexter Jettster </td>
   <td style="text-align:right;"> 198 </td>
   <td style="text-align:right;"> 102.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Ojom </td>
   <td style="text-align:left;"> Besalisk </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Nute Gunray </td>
   <td style="text-align:right;"> 191 </td>
   <td style="text-align:right;"> 90.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> mottled green </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Cato Neimoidia </td>
   <td style="text-align:left;"> Neimodian </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Qui-Gon Jinn </td>
   <td style="text-align:right;"> 193 </td>
   <td style="text-align:right;"> 89.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 92.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;"> Tribubble bongo </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Lama Su </td>
   <td style="text-align:right;"> 229 </td>
   <td style="text-align:right;"> 88.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Kamino </td>
   <td style="text-align:left;"> Kaminoan </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Kit Fisto </td>
   <td style="text-align:right;"> 196 </td>
   <td style="text-align:right;"> 87.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Glee Anselm </td>
   <td style="text-align:left;"> Nautolan </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Gregar Typho </td>
   <td style="text-align:right;"> 185 </td>
   <td style="text-align:right;"> 85.0 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Naboo fighter </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Biggs Darklighter </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> 84.0 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 24.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> X-wing </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Anakin Skywalker </td>
   <td style="text-align:right;"> 188 </td>
   <td style="text-align:right;"> 84.0 </td>
   <td style="text-align:left;"> blond </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 41.9 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;"> Zephyr-G swoop bike, XJ-6 airspeeder </td>
   <td style="text-align:left;"> Trade Federation cruiser, Jedi Interceptor        , Naboo fighter </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Mace Windu </td>
   <td style="text-align:right;"> 188 </td>
   <td style="text-align:right;"> 84.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 72.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Haruun Kal </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ackbar </td>
   <td style="text-align:right;"> 180 </td>
   <td style="text-align:right;"> 83.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> brown mottle </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> 41.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Mon Cala </td>
   <td style="text-align:left;"> Mon Calamari </td>
   <td style="text-align:left;"> Return of the Jedi, The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Roos Tarpals </td>
   <td style="text-align:right;"> 224 </td>
   <td style="text-align:right;"> 82.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Gungan </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ki-Adi-Mundi </td>
   <td style="text-align:right;"> 198 </td>
   <td style="text-align:right;"> 82.0 </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> pale </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> 92.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Cerea </td>
   <td style="text-align:left;"> Cerean </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Han Solo </td>
   <td style="text-align:right;"> 180 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 29.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Corellia </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Return of the Jedi     , A New Hope             , The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Millennium Falcon, Imperial shuttle </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Darth Maul </td>
   <td style="text-align:right;"> 175 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> 54.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Dathomir </td>
   <td style="text-align:left;"> Zabrak </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;"> Sith speeder </td>
   <td style="text-align:left;"> Scimitar </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Plo Koon </td>
   <td style="text-align:right;"> 188 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> 22.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Dorin </td>
   <td style="text-align:left;"> Kel Dor </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Jedi starfighter </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Poggle the Lesser </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Geonosis </td>
   <td style="text-align:left;"> Geonosian </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Dooku </td>
   <td style="text-align:right;"> 193 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 102.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Serenno </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;"> Flitknot speeder </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Tion Medon </td>
   <td style="text-align:right;"> 206 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Utapau </td>
   <td style="text-align:left;"> Pau'an </td>
   <td style="text-align:left;"> Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Lando Calrissian </td>
   <td style="text-align:right;"> 177 </td>
   <td style="text-align:right;"> 79.0 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 31.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Socorro </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Millennium Falcon </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Lobot </td>
   <td style="text-align:right;"> 175 </td>
   <td style="text-align:right;"> 79.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 37.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Bespin </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Jango Fett </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> 79.0 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> tan </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 66.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Concord Dawn </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Raymus Antilles </td>
   <td style="text-align:right;"> 188 </td>
   <td style="text-align:right;"> 79.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Alderaan </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Revenge of the Sith, A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Boba Fett </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> 78.2 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 31.5 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Kamino </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Slave 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Luke Skywalker </td>
   <td style="text-align:right;"> 172 </td>
   <td style="text-align:right;"> 77.0 </td>
   <td style="text-align:left;"> blond </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 19.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Revenge of the Sith    , Return of the Jedi     , A New Hope             , The Force Awakens </td>
   <td style="text-align:left;"> Snowspeeder          , Imperial Speeder Bike </td>
   <td style="text-align:left;"> X-wing          , Imperial shuttle </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Obi-Wan Kenobi </td>
   <td style="text-align:right;"> 182 </td>
   <td style="text-align:right;"> 77.0 </td>
   <td style="text-align:left;"> auburn, white </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue-gray </td>
   <td style="text-align:right;"> 57.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Stewjon </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , The Phantom Menace     , Revenge of the Sith    , Return of the Jedi     , A New Hope </td>
   <td style="text-align:left;"> Tribubble bongo </td>
   <td style="text-align:left;"> Jedi starfighter        , Trade Federation cruiser, Naboo star skiff        , Jedi Interceptor        , Belbullab-22 starfighter </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Wedge Antilles </td>
   <td style="text-align:right;"> 170 </td>
   <td style="text-align:right;"> 77.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> hazel </td>
   <td style="text-align:right;"> 21.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Corellia </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Return of the Jedi     , A New Hope </td>
   <td style="text-align:left;"> Snowspeeder </td>
   <td style="text-align:left;"> X-wing </td>
  </tr>
  <tr>
   <td style="text-align:left;"> C-3PO </td>
   <td style="text-align:right;"> 167 </td>
   <td style="text-align:right;"> 75.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> gold </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> 112.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , The Phantom Menace     , Revenge of the Sith    , Return of the Jedi     , A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Beru Whitesun lars </td>
   <td style="text-align:right;"> 165 </td>
   <td style="text-align:right;"> 75.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 47.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith , A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Palpatine </td>
   <td style="text-align:right;"> 170 </td>
   <td style="text-align:right;"> 75.0 </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> pale </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> 82.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , The Phantom Menace     , Revenge of the Sith    , Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Greedo </td>
   <td style="text-align:right;"> 173 </td>
   <td style="text-align:right;"> 74.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> 44.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Rodia </td>
   <td style="text-align:left;"> Rodian </td>
   <td style="text-align:left;"> A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Nien Nunb </td>
   <td style="text-align:right;"> 160 </td>
   <td style="text-align:right;"> 68.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Sullust </td>
   <td style="text-align:left;"> Sullustan </td>
   <td style="text-align:left;"> Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Millennium Falcon </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Jar Jar Binks </td>
   <td style="text-align:right;"> 196 </td>
   <td style="text-align:right;"> 66.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> 52.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Gungan </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ben Quadinaros </td>
   <td style="text-align:right;"> 163 </td>
   <td style="text-align:right;"> 65.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey, green, yellow </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tund </td>
   <td style="text-align:left;"> Toong </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Shaak Ti </td>
   <td style="text-align:right;"> 178 </td>
   <td style="text-align:right;"> 57.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> red, blue, white </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Shili </td>
   <td style="text-align:left;"> Togruta </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Luminara Unduli </td>
   <td style="text-align:right;"> 170 </td>
   <td style="text-align:right;"> 56.2 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 58.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Mirial </td>
   <td style="text-align:left;"> Mirialan </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ayla Secura </td>
   <td style="text-align:right;"> 178 </td>
   <td style="text-align:right;"> 55.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:left;"> hazel </td>
   <td style="text-align:right;"> 48.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Ryloth </td>
   <td style="text-align:left;"> Twi'lek </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Zam Wesell </td>
   <td style="text-align:right;"> 168 </td>
   <td style="text-align:right;"> 55.0 </td>
   <td style="text-align:left;"> blonde </td>
   <td style="text-align:left;"> fair, green, yellow </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Zolan </td>
   <td style="text-align:left;"> Clawdite </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;"> Koro-2 Exodrive airspeeder </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Adi Gallia </td>
   <td style="text-align:right;"> 184 </td>
   <td style="text-align:right;"> 50.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Coruscant </td>
   <td style="text-align:left;"> Tholothian </td>
   <td style="text-align:left;"> The Phantom Menace , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Barriss Offee </td>
   <td style="text-align:right;"> 166 </td>
   <td style="text-align:right;"> 50.0 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 40.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Mirial </td>
   <td style="text-align:left;"> Mirialan </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Leia Organa </td>
   <td style="text-align:right;"> 150 </td>
   <td style="text-align:right;"> 49.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 19.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Alderaan </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Revenge of the Sith    , Return of the Jedi     , A New Hope             , The Force Awakens </td>
   <td style="text-align:left;"> Imperial Speeder Bike </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Wat Tambor </td>
   <td style="text-align:right;"> 193 </td>
   <td style="text-align:right;"> 48.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> green, grey </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Skako </td>
   <td style="text-align:left;"> Skakoan </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Sly Moore </td>
   <td style="text-align:right;"> 178 </td>
   <td style="text-align:right;"> 48.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> pale </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Umbara </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Dud Bolt </td>
   <td style="text-align:right;"> 94 </td>
   <td style="text-align:right;"> 45.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> blue, grey </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Vulpter </td>
   <td style="text-align:left;"> Vulptereen </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Padmé Amidala </td>
   <td style="text-align:right;"> 165 </td>
   <td style="text-align:right;"> 45.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 46.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> H-type Nubian yacht, Naboo star skiff   , Naboo fighter </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Sebulba </td>
   <td style="text-align:right;"> 112 </td>
   <td style="text-align:right;"> 40.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey, red </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Malastare </td>
   <td style="text-align:left;"> Dug </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> R2-D2 </td>
   <td style="text-align:right;"> 96 </td>
   <td style="text-align:right;"> 32.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> white, blue </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:right;"> 33.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , The Phantom Menace     , Revenge of the Sith    , Return of the Jedi     , A New Hope             , The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> R5-D4 </td>
   <td style="text-align:right;"> 97 </td>
   <td style="text-align:right;"> 32.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> white, red </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Wicket Systri Warrick </td>
   <td style="text-align:right;"> 88 </td>
   <td style="text-align:right;"> 20.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 8.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Endor </td>
   <td style="text-align:left;"> Ewok </td>
   <td style="text-align:left;"> Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Yoda </td>
   <td style="text-align:right;"> 66 </td>
   <td style="text-align:right;"> 17.0 </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 896.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Yoda's species </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , The Phantom Menace     , Revenge of the Sith    , Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ratts Tyerell </td>
   <td style="text-align:right;"> 79 </td>
   <td style="text-align:right;"> 15.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey, blue </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Aleen Minor </td>
   <td style="text-align:left;"> Aleena </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Wilhuff Tarkin </td>
   <td style="text-align:right;"> 180 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> auburn, grey </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 64.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Eriadu </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Revenge of the Sith, A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Mon Mothma </td>
   <td style="text-align:right;"> 150 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> auburn </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 48.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Chandrila </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Arvel Crynyd </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> A-wing </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Finis Valorum </td>
   <td style="text-align:right;"> 170 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> blond </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 91.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Coruscant </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Rugor Nass </td>
   <td style="text-align:right;"> 206 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Gungan </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ric Olié </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Naboo Royal Starship </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Watto </td>
   <td style="text-align:right;"> 137 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> blue, grey </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Toydaria </td>
   <td style="text-align:left;"> Toydarian </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Quarsh Panaka </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 62.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Shmi Skywalker </td>
   <td style="text-align:right;"> 163 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 72.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Bib Fortuna </td>
   <td style="text-align:right;"> 180 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> pale </td>
   <td style="text-align:left;"> pink </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Ryloth </td>
   <td style="text-align:left;"> Twi'lek </td>
   <td style="text-align:left;"> Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Gasgano </td>
   <td style="text-align:right;"> 122 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> white, blue </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Troiken </td>
   <td style="text-align:left;"> Xexto </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Eeth Koth </td>
   <td style="text-align:right;"> 171 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Iridonia </td>
   <td style="text-align:left;"> Zabrak </td>
   <td style="text-align:left;"> The Phantom Menace , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Saesee Tiin </td>
   <td style="text-align:right;"> 188 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> pale </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Iktotch </td>
   <td style="text-align:left;"> Iktotchi </td>
   <td style="text-align:left;"> The Phantom Menace , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Yarael Poof </td>
   <td style="text-align:right;"> 264 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Quermia </td>
   <td style="text-align:left;"> Quermian </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Mas Amedda </td>
   <td style="text-align:right;"> 196 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Champala </td>
   <td style="text-align:left;"> Chagrian </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Cordé </td>
   <td style="text-align:right;"> 157 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Cliegg Lars </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 82.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Dormé </td>
   <td style="text-align:right;"> 165 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Bail Prestor Organa </td>
   <td style="text-align:right;"> 191 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> tan </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 67.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Alderaan </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Taun We </td>
   <td style="text-align:right;"> 213 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Kamino </td>
   <td style="text-align:left;"> Kaminoan </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Jocasta Nu </td>
   <td style="text-align:right;"> 167 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Coruscant </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> R4-P17 </td>
   <td style="text-align:right;"> 96 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> silver, red </td>
   <td style="text-align:left;"> red, blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> San Hill </td>
   <td style="text-align:right;"> 191 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> gold </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Muunilinst </td>
   <td style="text-align:left;"> Muun </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Finn </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Rey </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> hazel </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Poe Dameron </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> T-70 X-wing fighter </td>
  </tr>
  <tr>
   <td style="text-align:left;"> BB8 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Captain Phasma </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
  </tr>
</tbody>
</table></div>

]
]

]
---

## Adding new columns

<br>

[Art by @alisonhorst](https://www.allisonhorst.com/)

]

Add a column that has height in meters and a column that records the number of films by a character

```r
mutate(starwars,
       height_m = height/100,
       num_films = modify(films,length)
       ) 
```

<div style="border: 1px solid #ddd; padding: 0px; overflow-y: scroll; height:400px; overflow-x: scroll; width:100%; "><table class="table" style="margin-left: auto; margin-right: auto;">
 <thead>
  <tr>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> name </th>
   <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> height </th>
   <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> mass </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> hair_color </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> skin_color </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> eye_color </th>
   <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> birth_year </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> sex </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> gender </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> homeworld </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> species </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> films </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> vehicles </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> starships </th>
   <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> height_m </th>
   <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> num_films </th>
  </tr>
 </thead>
<tbody>
  <tr>
   <td style="text-align:left;"> Luke Skywalker </td>
   <td style="text-align:right;"> 172 </td>
   <td style="text-align:right;"> 77.0 </td>
   <td style="text-align:left;"> blond </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 19.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Revenge of the Sith    , Return of the Jedi     , A New Hope             , The Force Awakens </td>
   <td style="text-align:left;"> Snowspeeder          , Imperial Speeder Bike </td>
   <td style="text-align:left;"> X-wing          , Imperial shuttle </td>
   <td style="text-align:right;"> 1.72 </td>
   <td style="text-align:left;"> 5 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> C-3PO </td>
   <td style="text-align:right;"> 167 </td>
   <td style="text-align:right;"> 75.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> gold </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> 112.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , The Phantom Menace     , Revenge of the Sith    , Return of the Jedi     , A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.67 </td>
   <td style="text-align:left;"> 6 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> R2-D2 </td>
   <td style="text-align:right;"> 96 </td>
   <td style="text-align:right;"> 32.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> white, blue </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:right;"> 33.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , The Phantom Menace     , Revenge of the Sith    , Return of the Jedi     , A New Hope             , The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 0.96 </td>
   <td style="text-align:left;"> 7 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Darth Vader </td>
   <td style="text-align:right;"> 202 </td>
   <td style="text-align:right;"> 136.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> 41.9 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Revenge of the Sith    , Return of the Jedi     , A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> TIE Advanced x1 </td>
   <td style="text-align:right;"> 2.02 </td>
   <td style="text-align:left;"> 4 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Leia Organa </td>
   <td style="text-align:right;"> 150 </td>
   <td style="text-align:right;"> 49.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 19.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Alderaan </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Revenge of the Sith    , Return of the Jedi     , A New Hope             , The Force Awakens </td>
   <td style="text-align:left;"> Imperial Speeder Bike </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.50 </td>
   <td style="text-align:left;"> 5 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Owen Lars </td>
   <td style="text-align:right;"> 178 </td>
   <td style="text-align:right;"> 120.0 </td>
   <td style="text-align:left;"> brown, grey </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 52.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith , A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.78 </td>
   <td style="text-align:left;"> 3 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Beru Whitesun lars </td>
   <td style="text-align:right;"> 165 </td>
   <td style="text-align:right;"> 75.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 47.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith , A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.65 </td>
   <td style="text-align:left;"> 3 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> R5-D4 </td>
   <td style="text-align:right;"> 97 </td>
   <td style="text-align:right;"> 32.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> white, red </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 0.97 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Biggs Darklighter </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> 84.0 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 24.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> X-wing </td>
   <td style="text-align:right;"> 1.83 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Obi-Wan Kenobi </td>
   <td style="text-align:right;"> 182 </td>
   <td style="text-align:right;"> 77.0 </td>
   <td style="text-align:left;"> auburn, white </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue-gray </td>
   <td style="text-align:right;"> 57.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Stewjon </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , The Phantom Menace     , Revenge of the Sith    , Return of the Jedi     , A New Hope </td>
   <td style="text-align:left;"> Tribubble bongo </td>
   <td style="text-align:left;"> Jedi starfighter        , Trade Federation cruiser, Naboo star skiff        , Jedi Interceptor        , Belbullab-22 starfighter </td>
   <td style="text-align:right;"> 1.82 </td>
   <td style="text-align:left;"> 6 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Anakin Skywalker </td>
   <td style="text-align:right;"> 188 </td>
   <td style="text-align:right;"> 84.0 </td>
   <td style="text-align:left;"> blond </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 41.9 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;"> Zephyr-G swoop bike, XJ-6 airspeeder </td>
   <td style="text-align:left;"> Trade Federation cruiser, Jedi Interceptor        , Naboo fighter </td>
   <td style="text-align:right;"> 1.88 </td>
   <td style="text-align:left;"> 3 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Wilhuff Tarkin </td>
   <td style="text-align:right;"> 180 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> auburn, grey </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 64.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Eriadu </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Revenge of the Sith, A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.80 </td>
   <td style="text-align:left;"> 2 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Chewbacca </td>
   <td style="text-align:right;"> 228 </td>
   <td style="text-align:right;"> 112.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 200.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Kashyyyk </td>
   <td style="text-align:left;"> Wookiee </td>
   <td style="text-align:left;"> The Empire Strikes Back, Revenge of the Sith    , Return of the Jedi     , A New Hope             , The Force Awakens </td>
   <td style="text-align:left;"> AT-ST </td>
   <td style="text-align:left;"> Millennium Falcon, Imperial shuttle </td>
   <td style="text-align:right;"> 2.28 </td>
   <td style="text-align:left;"> 5 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Han Solo </td>
   <td style="text-align:right;"> 180 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 29.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Corellia </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Return of the Jedi     , A New Hope             , The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Millennium Falcon, Imperial shuttle </td>
   <td style="text-align:right;"> 1.80 </td>
   <td style="text-align:left;"> 4 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Greedo </td>
   <td style="text-align:right;"> 173 </td>
   <td style="text-align:right;"> 74.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> 44.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Rodia </td>
   <td style="text-align:left;"> Rodian </td>
   <td style="text-align:left;"> A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.73 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Jabba Desilijic Tiure </td>
   <td style="text-align:right;"> 175 </td>
   <td style="text-align:right;"> 1358.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> green-tan, brown </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> 600.0 </td>
   <td style="text-align:left;"> hermaphroditic </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Nal Hutta </td>
   <td style="text-align:left;"> Hutt </td>
   <td style="text-align:left;"> The Phantom Menace, Return of the Jedi, A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.75 </td>
   <td style="text-align:left;"> 3 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Wedge Antilles </td>
   <td style="text-align:right;"> 170 </td>
   <td style="text-align:right;"> 77.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> hazel </td>
   <td style="text-align:right;"> 21.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Corellia </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Return of the Jedi     , A New Hope </td>
   <td style="text-align:left;"> Snowspeeder </td>
   <td style="text-align:left;"> X-wing </td>
   <td style="text-align:right;"> 1.70 </td>
   <td style="text-align:left;"> 3 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Jek Tono Porkins </td>
   <td style="text-align:right;"> 180 </td>
   <td style="text-align:right;"> 110.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Bestine IV </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> X-wing </td>
   <td style="text-align:right;"> 1.80 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Yoda </td>
   <td style="text-align:right;"> 66 </td>
   <td style="text-align:right;"> 17.0 </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 896.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Yoda's species </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , The Phantom Menace     , Revenge of the Sith    , Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 0.66 </td>
   <td style="text-align:left;"> 5 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Palpatine </td>
   <td style="text-align:right;"> 170 </td>
   <td style="text-align:right;"> 75.0 </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> pale </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> 82.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , The Phantom Menace     , Revenge of the Sith    , Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.70 </td>
   <td style="text-align:left;"> 5 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Boba Fett </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> 78.2 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 31.5 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Kamino </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Attack of the Clones   , Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Slave 1 </td>
   <td style="text-align:right;"> 1.83 </td>
   <td style="text-align:left;"> 3 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> IG-88 </td>
   <td style="text-align:right;"> 200 </td>
   <td style="text-align:right;"> 140.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> metal </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:right;"> 15.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> The Empire Strikes Back </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 2.00 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Bossk </td>
   <td style="text-align:right;"> 190 </td>
   <td style="text-align:right;"> 113.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:right;"> 53.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Trandosha </td>
   <td style="text-align:left;"> Trandoshan </td>
   <td style="text-align:left;"> The Empire Strikes Back </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.90 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Lando Calrissian </td>
   <td style="text-align:right;"> 177 </td>
   <td style="text-align:right;"> 79.0 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 31.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Socorro </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back, Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Millennium Falcon </td>
   <td style="text-align:right;"> 1.77 </td>
   <td style="text-align:left;"> 2 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Lobot </td>
   <td style="text-align:right;"> 175 </td>
   <td style="text-align:right;"> 79.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 37.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Bespin </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Empire Strikes Back </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.75 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ackbar </td>
   <td style="text-align:right;"> 180 </td>
   <td style="text-align:right;"> 83.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> brown mottle </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> 41.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Mon Cala </td>
   <td style="text-align:left;"> Mon Calamari </td>
   <td style="text-align:left;"> Return of the Jedi, The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.80 </td>
   <td style="text-align:left;"> 2 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Mon Mothma </td>
   <td style="text-align:right;"> 150 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> auburn </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 48.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Chandrila </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.50 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Arvel Crynyd </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> A-wing </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Wicket Systri Warrick </td>
   <td style="text-align:right;"> 88 </td>
   <td style="text-align:right;"> 20.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 8.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Endor </td>
   <td style="text-align:left;"> Ewok </td>
   <td style="text-align:left;"> Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 0.88 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Nien Nunb </td>
   <td style="text-align:right;"> 160 </td>
   <td style="text-align:right;"> 68.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Sullust </td>
   <td style="text-align:left;"> Sullustan </td>
   <td style="text-align:left;"> Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Millennium Falcon </td>
   <td style="text-align:right;"> 1.60 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Qui-Gon Jinn </td>
   <td style="text-align:right;"> 193 </td>
   <td style="text-align:right;"> 89.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 92.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;"> Tribubble bongo </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.93 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Nute Gunray </td>
   <td style="text-align:right;"> 191 </td>
   <td style="text-align:right;"> 90.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> mottled green </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Cato Neimoidia </td>
   <td style="text-align:left;"> Neimodian </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.91 </td>
   <td style="text-align:left;"> 3 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Finis Valorum </td>
   <td style="text-align:right;"> 170 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> blond </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 91.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Coruscant </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.70 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Jar Jar Binks </td>
   <td style="text-align:right;"> 196 </td>
   <td style="text-align:right;"> 66.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> 52.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Gungan </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.96 </td>
   <td style="text-align:left;"> 2 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Roos Tarpals </td>
   <td style="text-align:right;"> 224 </td>
   <td style="text-align:right;"> 82.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Gungan </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 2.24 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Rugor Nass </td>
   <td style="text-align:right;"> 206 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Gungan </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 2.06 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ric Olié </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Naboo Royal Starship </td>
   <td style="text-align:right;"> 1.83 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Watto </td>
   <td style="text-align:right;"> 137 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> blue, grey </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Toydaria </td>
   <td style="text-align:left;"> Toydarian </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.37 </td>
   <td style="text-align:left;"> 2 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Sebulba </td>
   <td style="text-align:right;"> 112 </td>
   <td style="text-align:right;"> 40.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey, red </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Malastare </td>
   <td style="text-align:left;"> Dug </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.12 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Quarsh Panaka </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 62.0 </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.83 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Shmi Skywalker </td>
   <td style="text-align:right;"> 163 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 72.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.63 </td>
   <td style="text-align:left;"> 2 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Darth Maul </td>
   <td style="text-align:right;"> 175 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> red </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> 54.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Dathomir </td>
   <td style="text-align:left;"> Zabrak </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;"> Sith speeder </td>
   <td style="text-align:left;"> Scimitar </td>
   <td style="text-align:right;"> 1.75 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Bib Fortuna </td>
   <td style="text-align:right;"> 180 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> pale </td>
   <td style="text-align:left;"> pink </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Ryloth </td>
   <td style="text-align:left;"> Twi'lek </td>
   <td style="text-align:left;"> Return of the Jedi </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.80 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ayla Secura </td>
   <td style="text-align:right;"> 178 </td>
   <td style="text-align:right;"> 55.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:left;"> hazel </td>
   <td style="text-align:right;"> 48.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Ryloth </td>
   <td style="text-align:left;"> Twi'lek </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.78 </td>
   <td style="text-align:left;"> 3 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Dud Bolt </td>
   <td style="text-align:right;"> 94 </td>
   <td style="text-align:right;"> 45.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> blue, grey </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Vulpter </td>
   <td style="text-align:left;"> Vulptereen </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 0.94 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Gasgano </td>
   <td style="text-align:right;"> 122 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> white, blue </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Troiken </td>
   <td style="text-align:left;"> Xexto </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.22 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ben Quadinaros </td>
   <td style="text-align:right;"> 163 </td>
   <td style="text-align:right;"> 65.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey, green, yellow </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tund </td>
   <td style="text-align:left;"> Toong </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.63 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Mace Windu </td>
   <td style="text-align:right;"> 188 </td>
   <td style="text-align:right;"> 84.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 72.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Haruun Kal </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.88 </td>
   <td style="text-align:left;"> 3 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ki-Adi-Mundi </td>
   <td style="text-align:right;"> 198 </td>
   <td style="text-align:right;"> 82.0 </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> pale </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> 92.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Cerea </td>
   <td style="text-align:left;"> Cerean </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.98 </td>
   <td style="text-align:left;"> 3 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Kit Fisto </td>
   <td style="text-align:right;"> 196 </td>
   <td style="text-align:right;"> 87.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Glee Anselm </td>
   <td style="text-align:left;"> Nautolan </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.96 </td>
   <td style="text-align:left;"> 3 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Eeth Koth </td>
   <td style="text-align:right;"> 171 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Iridonia </td>
   <td style="text-align:left;"> Zabrak </td>
   <td style="text-align:left;"> The Phantom Menace , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.71 </td>
   <td style="text-align:left;"> 2 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Adi Gallia </td>
   <td style="text-align:right;"> 184 </td>
   <td style="text-align:right;"> 50.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Coruscant </td>
   <td style="text-align:left;"> Tholothian </td>
   <td style="text-align:left;"> The Phantom Menace , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.84 </td>
   <td style="text-align:left;"> 2 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Saesee Tiin </td>
   <td style="text-align:right;"> 188 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> pale </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Iktotch </td>
   <td style="text-align:left;"> Iktotchi </td>
   <td style="text-align:left;"> The Phantom Menace , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.88 </td>
   <td style="text-align:left;"> 2 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Yarael Poof </td>
   <td style="text-align:right;"> 264 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Quermia </td>
   <td style="text-align:left;"> Quermian </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 2.64 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Plo Koon </td>
   <td style="text-align:right;"> 188 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> orange </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> 22.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Dorin </td>
   <td style="text-align:left;"> Kel Dor </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Jedi starfighter </td>
   <td style="text-align:right;"> 1.88 </td>
   <td style="text-align:left;"> 3 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Mas Amedda </td>
   <td style="text-align:right;"> 196 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Champala </td>
   <td style="text-align:left;"> Chagrian </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.96 </td>
   <td style="text-align:left;"> 2 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Gregar Typho </td>
   <td style="text-align:right;"> 185 </td>
   <td style="text-align:right;"> 85.0 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> Naboo fighter </td>
   <td style="text-align:right;"> 1.85 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Cordé </td>
   <td style="text-align:right;"> 157 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.57 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Cliegg Lars </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 82.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Tatooine </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.83 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Poggle the Lesser </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> green </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Geonosis </td>
   <td style="text-align:left;"> Geonosian </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.83 </td>
   <td style="text-align:left;"> 2 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Luminara Unduli </td>
   <td style="text-align:right;"> 170 </td>
   <td style="text-align:right;"> 56.2 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 58.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Mirial </td>
   <td style="text-align:left;"> Mirialan </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.70 </td>
   <td style="text-align:left;"> 2 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Barriss Offee </td>
   <td style="text-align:right;"> 166 </td>
   <td style="text-align:right;"> 50.0 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> 40.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Mirial </td>
   <td style="text-align:left;"> Mirialan </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.66 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Dormé </td>
   <td style="text-align:right;"> 165 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.65 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Dooku </td>
   <td style="text-align:right;"> 193 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 102.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Serenno </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;"> Flitknot speeder </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.93 </td>
   <td style="text-align:left;"> 2 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Bail Prestor Organa </td>
   <td style="text-align:right;"> 191 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> tan </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 67.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Alderaan </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.91 </td>
   <td style="text-align:left;"> 2 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Jango Fett </td>
   <td style="text-align:right;"> 183 </td>
   <td style="text-align:right;"> 79.0 </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> tan </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 66.0 </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Concord Dawn </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.83 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Zam Wesell </td>
   <td style="text-align:right;"> 168 </td>
   <td style="text-align:right;"> 55.0 </td>
   <td style="text-align:left;"> blonde </td>
   <td style="text-align:left;"> fair, green, yellow </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Zolan </td>
   <td style="text-align:left;"> Clawdite </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;"> Koro-2 Exodrive airspeeder </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.68 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Dexter Jettster </td>
   <td style="text-align:right;"> 198 </td>
   <td style="text-align:right;"> 102.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Ojom </td>
   <td style="text-align:left;"> Besalisk </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.98 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Lama Su </td>
   <td style="text-align:right;"> 229 </td>
   <td style="text-align:right;"> 88.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Kamino </td>
   <td style="text-align:left;"> Kaminoan </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 2.29 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Taun We </td>
   <td style="text-align:right;"> 213 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Kamino </td>
   <td style="text-align:left;"> Kaminoan </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 2.13 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Jocasta Nu </td>
   <td style="text-align:right;"> 167 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:left;"> fair </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Coruscant </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.67 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Ratts Tyerell </td>
   <td style="text-align:right;"> 79 </td>
   <td style="text-align:right;"> 15.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey, blue </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Aleen Minor </td>
   <td style="text-align:left;"> Aleena </td>
   <td style="text-align:left;"> The Phantom Menace </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 0.79 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> R4-P17 </td>
   <td style="text-align:right;"> 96 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> silver, red </td>
   <td style="text-align:left;"> red, blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 0.96 </td>
   <td style="text-align:left;"> 2 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Wat Tambor </td>
   <td style="text-align:right;"> 193 </td>
   <td style="text-align:right;"> 48.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> green, grey </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Skako </td>
   <td style="text-align:left;"> Skakoan </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.93 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> San Hill </td>
   <td style="text-align:right;"> 191 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> gold </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Muunilinst </td>
   <td style="text-align:left;"> Muun </td>
   <td style="text-align:left;"> Attack of the Clones </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.91 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Shaak Ti </td>
   <td style="text-align:right;"> 178 </td>
   <td style="text-align:right;"> 57.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> red, blue, white </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Shili </td>
   <td style="text-align:left;"> Togruta </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.78 </td>
   <td style="text-align:left;"> 2 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Grievous </td>
   <td style="text-align:right;"> 216 </td>
   <td style="text-align:right;"> 159.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> brown, white </td>
   <td style="text-align:left;"> green, yellow </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Kalee </td>
   <td style="text-align:left;"> Kaleesh </td>
   <td style="text-align:left;"> Revenge of the Sith </td>
   <td style="text-align:left;"> Tsmeu-6 personal wheel bike </td>
   <td style="text-align:left;"> Belbullab-22 starfighter </td>
   <td style="text-align:right;"> 2.16 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Tarfful </td>
   <td style="text-align:right;"> 234 </td>
   <td style="text-align:right;"> 136.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> blue </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Kashyyyk </td>
   <td style="text-align:left;"> Wookiee </td>
   <td style="text-align:left;"> Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 2.34 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Raymus Antilles </td>
   <td style="text-align:right;"> 188 </td>
   <td style="text-align:right;"> 79.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Alderaan </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Revenge of the Sith, A New Hope </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.88 </td>
   <td style="text-align:left;"> 2 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Sly Moore </td>
   <td style="text-align:right;"> 178 </td>
   <td style="text-align:right;"> 48.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> pale </td>
   <td style="text-align:left;"> white </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Umbara </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Attack of the Clones, Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 1.78 </td>
   <td style="text-align:left;"> 2 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Tion Medon </td>
   <td style="text-align:right;"> 206 </td>
   <td style="text-align:right;"> 80.0 </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> grey </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> Utapau </td>
   <td style="text-align:left;"> Pau'an </td>
   <td style="text-align:left;"> Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> 2.06 </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Finn </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:left;"> dark </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Rey </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> hazel </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Poe Dameron </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> male </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> T-70 X-wing fighter </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> BB8 </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> black </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> none </td>
   <td style="text-align:left;"> masculine </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> Droid </td>
   <td style="text-align:left;"> The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Captain Phasma </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:left;"> unknown </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> NA </td>
   <td style="text-align:left;"> The Force Awakens </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:right;"> NA </td>
   <td style="text-align:left;"> 1 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> Padmé Amidala </td>
   <td style="text-align:right;"> 165 </td>
   <td style="text-align:right;"> 45.0 </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:left;"> light </td>
   <td style="text-align:left;"> brown </td>
   <td style="text-align:right;"> 46.0 </td>
   <td style="text-align:left;"> female </td>
   <td style="text-align:left;"> feminine </td>
   <td style="text-align:left;"> Naboo </td>
   <td style="text-align:left;"> Human </td>
   <td style="text-align:left;"> Attack of the Clones, The Phantom Menace  , Revenge of the Sith </td>
   <td style="text-align:left;">  </td>
   <td style="text-align:left;"> H-type Nubian yacht, Naboo star skiff   , Naboo fighter </td>
   <td style="text-align:right;"> 1.65 </td>
   <td style="text-align:left;"> 3 </td>
  </tr>
</tbody>
</table></div>

]

]
---

# Activity 2

Use the `penguins` data to get do the following

+ write code to create new columns, with appropriate names,:
    + that records the mass of a penguin in Kilograms 
    + column that classifies an observation as "fluffy" if it has mass more than 4500, otherwise as "not fluffy" HINT: use the `ifelse` function

???
115 more than 4500g

---

## The `summarise()` function

```
applies " summary functions to columns to create a new 
table of summary statistics. Summary functions take vectors as 
input and return one value"
```
Can be helpful to answer questions such as:

> What is the average mass?
> What is the median height ?
]

```r
summarise(starwars,
          mean_mass = mean(mass,na.rm = T),
          median_height = median(height,na.rm = T)
          )
```

]
.panel[.panel-name[With group_by]

```r
summarise(group_by(starwars,species),
          mean_mass = mean(mass,na.rm = T),
          median_height = median(height,na.rm = T)
          )
```

]
]

---

# Activity 3

Use the `penguins` data:

Write code to :

+ Get mean flipper length
  + median body mass
  + the max bill lenght (HINT: use the `max` function)
  
<div class="countdown" id="timer_907eba02" data-update-every="1" tabindex="0" style="top:0;right:0;">
<div class="countdown-controls"><button class="countdown-bump-down">−</button><button class="countdown-bump-up">+</button></div>
<code class="countdown-time"><span class="countdown-digits minutes">05</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code>
</div>

---

class:top,center

# The pipe operator

.center[<img src="https://raw.githubusercontent.com/rstudio/hex-stickers/master/thumbs/pipe.png", width=30%, align="center">]

---

__f(g(h(x)))__ == __z__

_f_, _g_, and _h_ are functions.

_x_ is the object on which you want to use said functions

_z_ is the what we get from f(g(h(x)))

```
x %>% 
  h() %>% 
    g() %>% 
      f()
```

Code Readability

More Control on Intermediate Steps

Less Intermediate Objects

---

#.center[__A Comparison__]

.center[From the pensuins data, for all the Gentoo Penguins I want to classify penguins as fluffy and count the number of gentoo penguins that are fluffy]

```r
penguins %>% 
  filter(species =="Gentoo") %>% 
  mutate(
    is_fluffy = if_else(
      body_mass_g>3500,1,0)
  ) %>% 
  summarise(
    Number_of_fluffy_Gentoos = 
      sum(is_fluffy,na.rm = T)
  )
```

```
## # A tibble: 1 × 1
##   Number_of_fluffy_Gentoos
##                      <dbl>
## 1                      123
```

]
.pull-right[

```r
filter(penguins,
       species == 
         "Gentoo") ->gentoo_penguins
summarise(mutate(gentoo_penguins,
       is_fluffy = 
         if_else(body_mass_g>3500,1,0)),
       Number_of_fluffy_Gentoos = 
         sum(is_fluffy,na.rm = T))
```

```
## # A tibble: 1 × 1
##   Number_of_fluffy_Gentoos
##                      <dbl>
## 1                      123
```

]
---
name: peeping into the pipe

```r
*penguins
```
]
 
.panel2-flip_pipe-auto[

```
## # A tibble: 344 × 8
##    species island    bill_length_mm bill_depth_mm flipper_length_mm body_mass_g
##    <fct>   <fct>              <dbl>         <dbl>             <int>       <int>
##  1 Adelie  Torgersen           39.1          18.7               181        3750
##  2 Adelie  Torgersen           39.5          17.4               186        3800
##  3 Adelie  Torgersen           40.3          18                 195        3250
##  4 Adelie  Torgersen           NA            NA                  NA          NA
##  5 Adelie  Torgersen           36.7          19.3               193        3450
##  6 Adelie  Torgersen           39.3          20.6               190        3650
##  7 Adelie  Torgersen           38.9          17.8               181        3625
##  8 Adelie  Torgersen           39.2          19.6               195        4675
##  9 Adelie  Torgersen           34.1          18.1               193        3475
## 10 Adelie  Torgersen           42            20.2               190        4250
## # ℹ 334 more rows
## # ℹ 2 more variables: sex <fct>, year <int>
```
]

---
count: false
 
Peeping into the pipe
.panel1-flip_pipe-auto[

```r
penguins %>%
* filter(species ==
*          "Gentoo")
```
]
 
.panel2-flip_pipe-auto[

```
## # A tibble: 124 × 8
##    species island bill_length_mm bill_depth_mm flipper_length_mm body_mass_g
##    <fct>   <fct>           <dbl>         <dbl>             <int>       <int>
##  1 Gentoo  Biscoe           46.1          13.2               211        4500
##  2 Gentoo  Biscoe           50            16.3               230        5700
##  3 Gentoo  Biscoe           48.7          14.1               210        4450
##  4 Gentoo  Biscoe           50            15.2               218        5700
##  5 Gentoo  Biscoe           47.6          14.5               215        5400
##  6 Gentoo  Biscoe           46.5          13.5               210        4550
##  7 Gentoo  Biscoe           45.4          14.6               211        4800
##  8 Gentoo  Biscoe           46.7          15.3               219        5200
##  9 Gentoo  Biscoe           43.3          13.4               209        4400
## 10 Gentoo  Biscoe           46.8          15.4               215        5150
## # ℹ 114 more rows
## # ℹ 2 more variables: sex <fct>, year <int>
```
]

---
count: false
 
Peeping into the pipe
.panel1-flip_pipe-auto[

```r
penguins %>%
  filter(species ==
           "Gentoo") %>%
* mutate(
*   is_fluffy =
*     if_else(body_mass_g>3500,
*             1,0)
* )
```
]
 
.panel2-flip_pipe-auto[

```
## # A tibble: 124 × 9
##    species island bill_length_mm bill_depth_mm flipper_length_mm body_mass_g
##    <fct>   <fct>           <dbl>         <dbl>             <int>       <int>
##  1 Gentoo  Biscoe           46.1          13.2               211        4500
##  2 Gentoo  Biscoe           50            16.3               230        5700
##  3 Gentoo  Biscoe           48.7          14.1               210        4450
##  4 Gentoo  Biscoe           50            15.2               218        5700
##  5 Gentoo  Biscoe           47.6          14.5               215        5400
##  6 Gentoo  Biscoe           46.5          13.5               210        4550
##  7 Gentoo  Biscoe           45.4          14.6               211        4800
##  8 Gentoo  Biscoe           46.7          15.3               219        5200
##  9 Gentoo  Biscoe           43.3          13.4               209        4400
## 10 Gentoo  Biscoe           46.8          15.4               215        5150
## # ℹ 114 more rows
## # ℹ 3 more variables: sex <fct>, year <int>, is_fluffy <dbl>
```
]

---
count: false
 
Peeping into the pipe
.panel1-flip_pipe-auto[

```r
penguins %>%
  filter(species ==
           "Gentoo") %>%
  mutate(
    is_fluffy =
      if_else(body_mass_g>3500,
              1,0)
  ) %>%
* summarise(
*   Number_of_fluffy_Gentoos =
*     sum(is_fluffy,na.rm = T),
*   average_flliper_length =
*     mean(flipper_length_mm,
*          na.rm = T),
*   average_bill_depth =
*     mean(bill_depth_mm,
*          na.rm = T)
* )
```
]
 
.panel2-flip_pipe-auto[

```
## # A tibble: 1 × 3
##   Number_of_fluffy_Gentoos average_flliper_length average_bill_depth
##                      <dbl>                  <dbl>              <dbl>
## 1                      123                   217.               15.0
```
]

---

# Activity 4

Use the .big[`mtcars`] data.

Copy the following code in your console to see the documentation about the data.

```r
?mtcars
```

Write code to (use ` %>% ` operator) :

+ For cars that have .big[manual transmission],Find the .big[grouped average Miles per gallon for cars with various cylinders].

---

# Grouping a variable with `case_when()`

```
## # A tibble: 7 × 2
##   food_item    price
##   <chr>        <dbl>
## 1 Biryani        250
## 2 Ratia           50
## 3 Pasta          500
## 4 Fish curry     600
## 5 Mutton Khema   650
## 6 Squid fry      450
## 7 Dal chawal     100
```

]

### What

Say you want to add a new variable in the data according to following requirement:

If price is between 1 to 100 classify as `Affordable`
<br>
If price is between 101 to 300 classify as `Not too costly`
<br>
If price is between 301 or more classify as `Will go somewhere else`

### How

> Using the `case_when()` funciton
new_var = case_when(
condition 1 ~ classification1,<br>
condition 2 ~ classification2,<br>
condition 3 ~ classification3,<br>
.
.
.
.
)

]

```r
c(1,2,3,4,5,6,9,8) -> numbers_obj
3 %% 3
```

```
## [1] 0
```

```r
5 %% 3
```

```
## [1] 2
```

```r
is_divisible_by_2_and_3 = case_when(
  
  numbers_obj %% 3 == 0 &
    numbers_obj %% 2 == 0 ~ "Divisible by 2 and 3",
  numbers_obj %% 3 != 0 &
    numbers_obj %% 2 == 0 ~ "Divisible by 2 but not 3",
  numbers_obj %% 3 == 0 &
    numbers_obj %% 2 != 0 ~ "Divisible by 3 but not 2",
  numbers_obj %% 3 != 0 &
    numbers_obj %% 2 != 0 ~ "Divisible by neither 2 or 3",
  
)
```

```r
is_divisible_by_2_and_3
```

```
## [1] "Divisible by neither 2 or 3" "Divisible by 2 but not 3"   
## [3] "Divisible by 3 but not 2"    "Divisible by 2 but not 3"   
## [5] "Divisible by neither 2 or 3" "Divisible by 2 and 3"       
## [7] "Divisible by 3 but not 2"    "Divisible by 2 but not 3"
```

```r
food_price %>% 
  mutate(
    how_costly = case_when(
      price >= 1 & price <= 100 ~ "Affordable",
      price >= 101 & price <= 300 ~ "Not too costly",
      price >= 301 ~ "Will go somewhere else"
    )
  )
```

```
## # A tibble: 7 × 3
##   food_item    price how_costly            
##   <chr>        <dbl> <chr>                 
## 1 Biryani        250 Not too costly        
## 2 Ratia           50 Affordable            
## 3 Pasta          500 Will go somewhere else
## 4 Fish curry     600 Will go somewhere else
## 5 Mutton Khema   650 Will go somewhere else
## 6 Squid fry      450 Will go somewhere else
## 7 Dal chawal     100 Affordable
```

]

## Mutually exclusive

I my _opinion_ it is best suggested to use `case_when()` in case where all the conditions we are going to use are __Mutually Exclusive__.

### Why you ask?

consider this

```r
numbers_obj
```

```
## [1] 1 2 3 4 5 6 9 8
```

```r
new_class <- case_when(
  numbers_obj > 0 ~ "Greater than 0",
  numbers_obj > 5 ~ "Greater than 5",
  numbers_obj < 100 ~ "less than 100",
)
new_class
```

```
## [1] "Greater than 0" "Greater than 0" "Greater than 0" "Greater than 0"
## [5] "Greater than 0" "Greater than 0" "Greater than 0" "Greater than 0"
```

## When no condition is matched

```r
c(numbers_obj,-1) -> numbers_obj
new_class <- case_when(
  numbers_obj > 0 ~ "Greater than 0",
  numbers_obj > 5 ~ "Greater than 5",
  numbers_obj < 100 & numbers_obj > 0 ~ 
    "less than 100 and greater than 0",
)
new_class
```

```
## [1] "Greater than 0" "Greater than 0" "Greater than 0" "Greater than 0"
## [5] "Greater than 0" "Greater than 0" "Greater than 0" "Greater than 0"
## [9] NA
```

<br>
<br>
]

]

---

# Activity 5

Use the `penguins` data

write a code to create a new column that takes the value:

+ _Not fluffy_ if the body mass of the penguin is 2700-3550
  + _Normal_ if the body mass of the penguin is 3551- 4050
  + _Fluffy_ if the body mass of the penguin is 4751-6300
  + Find out the frequency of the values that this new variable takes (HINT: use the `count` funciton)
  
<div class="countdown" id="timer_4a8b02d7" data-update-every="1" tabindex="0" style="top:0;right:0;">
<div class="countdown-controls"><button class="countdown-bump-down">−</button><button class="countdown-bump-up">+</button></div>
<code class="countdown-time"><span class="countdown-digits minutes">07</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code>
</div>

---

# Pivot

# Example for `pivot_longer()`

```r
data_person_accesories
```

```
## # A tibble: 3 × 4
##   names   hat_size shirt_size belt_size
##   <chr>      <dbl>      <dbl>     <dbl>
## 1 person1        5         35        70
## 2 person2        6         40        85
## 3 person3        7         45       100
```

```r
data_person_accesories %>% 
  pivot_longer(cols = c(hat_size,
                        shirt_size,belt_size),
               names_to = "Accessories_clothing",
               values_to = "Size")
```

```
## # A tibble: 9 × 3
##   names   Accessories_clothing  Size
##   <chr>   <chr>                <dbl>
## 1 person1 hat_size                 5
## 2 person1 shirt_size              35
## 3 person1 belt_size               70
## 4 person2 hat_size                 6
## 5 person2 shirt_size              40
## 6 person2 belt_size               85
## 7 person3 hat_size                 7
## 8 person3 shirt_size              45
## 9 person3 belt_size              100
```

<br>

]
---

# Example for `pivot_wider()`

```r
scores
```

```
## # A tibble: 6 × 3
##   name    Subject     score
##   <chr>   <chr>       <dbl>
## 1 Ayush   Mathematics    98
## 2 Ayush   Science        80
## 3 Ayush   C++            55
## 4 Prakhar Mathematics    65
## 5 Prakhar Science        50
## 6 Prakhar C++             0
```
]

]

---

# Example for `pivot_wider()`

```r
scores %>% 
  pivot_wider(names_from = Subject, values_from = score)
```

```
## # A tibble: 2 × 4
##   name    Mathematics Science `C++`
##   <chr>         <dbl>   <dbl> <dbl>
## 1 Ayush            98      80    55
## 2 Prakhar          65      50     0
```

]

---

# Activity 6

Copy and execute the following code:

```r
tibble(
  mon = rep(month.name,4),
  revenue = rnorm(48,50000,12),
  region = c(rep("EAST",12),rep("WEST",12),
             rep("NORTH",12),rep("SOUTH",12))
) -> revenue_monthly
```

Use the `revenue_monthly data`

+ Write code that will `widen` the data in a manner that values taken by the `region` column become variables.

Also using `revenue_monthly`,

+ Write code to find the monthly total revenue for the `EAST` region.

---

## Joining Tables

using animations by [Garrick Aden-Buie](https://twitter.com/grrrck) for teaching aid

<blockquote class="twitter-tweet"><p lang="en" dir="ltr">Getting ready to teach dplyr joins to new <a href="https://twitter.com/hashtag/rstats?src=hash&amp;ref_src=twsrc%5Etfw">#rstats</a> users tomorrow, so naturally I productively procrastinated by getting to know the new gganimate. It is the coolest! <a href="https://t.co/1kkOi5D5TK">pic.twitter.com/1kkOi5D5TK</a></p>&mdash; Garrick Aden-Buie (@grrrck) <a href="https://twitter.com/grrrck/status/1029567123029467136?ref_src=twsrc%5Etfw">August 15, 2018</a></blockquote> <script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>
<br>
]

<blockquote class="twitter-tweet"><p lang="en" dir="ltr">I really like how easily the gganimate calls fit in with the ggplot pipeline. It&#39;s very clear <a href="https://twitter.com/thomasp85?ref_src=twsrc%5Etfw">@thomasp85</a> put a lot of thought and care into the API design. <a href="https://t.co/hnoqVw4eGG">pic.twitter.com/hnoqVw4eGG</a></p>&mdash; Garrick Aden-Buie (@grrrck) <a href="https://twitter.com/grrrck/status/1029569636872929281?ref_src=twsrc%5Etfw">August 15, 2018</a></blockquote> <script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>
<br>
]

<blockquote class="twitter-tweet"><p lang="en" dir="ltr">inner_join() was the trickiest because the order of the rows matters when gganimate moves objects around. full_join() was a lot easier because all the elements stay visible. <a href="https://t.co/OJayK6M0BP">pic.twitter.com/OJayK6M0BP</a></p>&mdash; Garrick Aden-Buie (@grrrck) <a href="https://twitter.com/grrrck/status/1029570838784344065?ref_src=twsrc%5Etfw">August 15, 2018</a></blockquote> <script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>
<br>
]

> *_join( df1, df2,
by = join_by(df1_var1 == df2_var2))
]

```r
emp_details
```

```
## # A tibble: 5 × 2
##   emp_id emp_dept          
##    <dbl> <chr>             
## 1    123 sales             
## 2    234 sales             
## 3    345 R & D             
## 4    567 Finance           
## 5   1122 Customer Relations
```

```r
emp_personal_info
```

```
## # A tibble: 5 × 3
##   emp_unique_num name  marital_status
##            <dbl> <chr> <chr>         
## 1            123 ram   married       
## 2            234 shyam divorced      
## 3            345 sita  unmarried     
## 4            567 geeta married       
## 5            782 preet married
```

### Left join

```r
left_join(emp_details,emp_personal_info,
          by = join_by(emp_id == emp_unique_num))
```

```
## # A tibble: 5 × 4
##   emp_id emp_dept           name  marital_status
##    <dbl> <chr>              <chr> <chr>         
## 1    123 sales              ram   married       
## 2    234 sales              shyam divorced      
## 3    345 R & D              sita  unmarried     
## 4    567 Finance            geeta married       
## 5   1122 Customer Relations <NA>  <NA>
```

<br>

### Right Join

```r
right_join(emp_details,emp_personal_info,
          by = join_by(emp_id == emp_unique_num))
```

```
## # A tibble: 5 × 4
##   emp_id emp_dept name  marital_status
##    <dbl> <chr>    <chr> <chr>         
## 1    123 sales    ram   married       
## 2    234 sales    shyam divorced      
## 3    345 R & D    sita  unmarried     
## 4    567 Finance  geeta married       
## 5    782 <NA>     preet married
```

### Inner join

```r
inner_join(emp_details,emp_personal_info,
          by = join_by(emp_id == emp_unique_num))
```

```
## # A tibble: 4 × 4
##   emp_id emp_dept name  marital_status
##    <dbl> <chr>    <chr> <chr>         
## 1    123 sales    ram   married       
## 2    234 sales    shyam divorced      
## 3    345 R & D    sita  unmarried     
## 4    567 Finance  geeta married
```

### Full Join

```r
full_join(emp_details,emp_personal_info,
          by = join_by(emp_id == emp_unique_num))
```

```
## # A tibble: 6 × 4
##   emp_id emp_dept           name  marital_status
##    <dbl> <chr>              <chr> <chr>         
## 1    123 sales              ram   married       
## 2    234 sales              shyam divorced      
## 3    345 R & D              sita  unmarried     
## 4    567 Finance            geeta married       
## 5   1122 Customer Relations <NA>  <NA>          
## 6    782 <NA>               preet married
```

<br>
]

]

]
---

## Data exists in unruly format

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</style>
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  <thead class="gt_col_headings">
    <tr>
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="name">name</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="age">age</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr><td headers="name" class="gt_row gt_left">Singh,Gabbar</td>
<td headers="age" class="gt_row gt_right">56</td></tr>
    <tr><td headers="name" class="gt_row gt_left">Sahab,Thakur</td>
<td headers="age" class="gt_row gt_right">58</td></tr>
    <tr><td headers="name" class="gt_row gt_left">Tangewali,Basanti</td>
<td headers="age" class="gt_row gt_right">26</td></tr>
  </tbody>
  
  
</table>
</div>

<br>

#### What if you want first name and last name in different column?

]
.panel[.panel-name[Taming the data]

## Using the funciton `separate()`

```r
ex_unruly %>% 
  separate(
    col = name,
    into = c("last_name","first_name"),
    sep = ",",
    remove = T)
```

```
## # A tibble: 3 × 3
##   last_name first_name   age
##   <chr>     <chr>      <dbl>
## 1 Singh     Gabbar        56
## 2 Sahab     Thakur        58
## 3 Tangewali Basanti       26
```

]

### Consider this data

```
## # A tibble: 3 × 2
##   item  price       
##   <chr> <chr>       
## 1 shoes 100$/7500INR
## 2 hat   50$/3750INR 
## 3 tie   25$/1875INR
```

#### What we have seen

```r
ex_unruly2 %>% 
  separate(
    col = price,
    into = c("cost in USD","cost in INR"),
    sep = "/",
    remove = FALSE
  )
```

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}

#sygcfujbxy .gt_column_spanner_outer:first-child {
  padding-left: 0;
}

#sygcfujbxy .gt_column_spanner_outer:last-child {
  padding-right: 0;
}

#sygcfujbxy .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 5px;
  overflow-x: hidden;
  display: inline-block;
  width: 100%;
}

#sygcfujbxy .gt_group_heading {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
  text-align: left;
}

#sygcfujbxy .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: middle;
}

#sygcfujbxy .gt_from_md > :first-child {
  margin-top: 0;
}

#sygcfujbxy .gt_from_md > :last-child {
  margin-bottom: 0;
}

#sygcfujbxy .gt_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#sygcfujbxy .gt_stub {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 5px;
  padding-right: 5px;
}

#sygcfujbxy .gt_stub_row_group {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 5px;
  padding-right: 5px;
  vertical-align: top;
}

#sygcfujbxy .gt_row_group_first td {
  border-top-width: 2px;
}

#sygcfujbxy .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#sygcfujbxy .gt_first_summary_row {
  border-top-style: solid;
  border-top-color: #D3D3D3;
}

#sygcfujbxy .gt_first_summary_row.thick {
  border-top-width: 2px;
}

#sygcfujbxy .gt_last_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#sygcfujbxy .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#sygcfujbxy .gt_first_grand_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#sygcfujbxy .gt_striped {
  background-color: rgba(128, 128, 128, 0.05);
}

#sygcfujbxy .gt_table_body {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#sygcfujbxy .gt_footnotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#sygcfujbxy .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding-left: 4px;
  padding-right: 4px;
  padding-left: 5px;
  padding-right: 5px;
}

#sygcfujbxy .gt_sourcenotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#sygcfujbxy .gt_sourcenote {
  font-size: 90%;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
}

#sygcfujbxy .gt_left {
  text-align: left;
}

#sygcfujbxy .gt_center {
  text-align: center;
}

#sygcfujbxy .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#sygcfujbxy .gt_font_normal {
  font-weight: normal;
}

#sygcfujbxy .gt_font_bold {
  font-weight: bold;
}

#sygcfujbxy .gt_font_italic {
  font-style: italic;
}

#sygcfujbxy .gt_super {
  font-size: 65%;
}

#sygcfujbxy .gt_footnote_marks {
  font-style: italic;
  font-weight: normal;
  font-size: 75%;
  vertical-align: 0.4em;
}

#sygcfujbxy .gt_asterisk {
  font-size: 100%;
  vertical-align: 0;
}

#sygcfujbxy .gt_indent_1 {
  text-indent: 5px;
}

#sygcfujbxy .gt_indent_2 {
  text-indent: 10px;
}

#sygcfujbxy .gt_indent_3 {
  text-indent: 15px;
}

#sygcfujbxy .gt_indent_4 {
  text-indent: 20px;
}

#sygcfujbxy .gt_indent_5 {
  text-indent: 25px;
}
</style>
<table class="gt_table">
  
  <thead class="gt_col_headings">
    <tr>
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="item">item</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="price">price</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="cost in USD">cost in USD</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="cost in INR">cost in INR</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr><td headers="item" class="gt_row gt_left">shoes</td>
<td headers="price" class="gt_row gt_left">100$/7500INR</td>
<td headers="cost in USD" class="gt_row gt_right">100$</td>
<td headers="cost in INR" class="gt_row gt_left">7500INR</td></tr>
    <tr><td headers="item" class="gt_row gt_left">hat</td>
<td headers="price" class="gt_row gt_left">50$/3750INR</td>
<td headers="cost in USD" class="gt_row gt_right">50$</td>
<td headers="cost in INR" class="gt_row gt_left">3750INR</td></tr>
    <tr><td headers="item" class="gt_row gt_left">tie</td>
<td headers="price" class="gt_row gt_left">25$/1875INR</td>
<td headers="cost in USD" class="gt_row gt_right">25$</td>
<td headers="cost in INR" class="gt_row gt_left">1875INR</td></tr>
  </tbody>
  
  
</table>
</div>

#### The other way

```r
ex_unruly2 %>% 
  separate_rows(
    col = price,
    sep = "/"
    )
```

<div id="xqwcwmkmmm" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
<style>html {
  font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, 'Helvetica Neue', 'Fira Sans', 'Droid Sans', Arial, sans-serif;
}

#xqwcwmkmmm .gt_table {
  display: table;
  border-collapse: collapse;
  margin-left: auto;
  margin-right: auto;
  color: #333333;
  font-size: 16px;
  font-weight: normal;
  font-style: normal;
  background-color: #FFFFFF;
  width: auto;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #A8A8A8;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #A8A8A8;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
}

#xqwcwmkmmm .gt_heading {
  background-color: #FFFFFF;
  text-align: center;
  border-bottom-color: #FFFFFF;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#xqwcwmkmmm .gt_caption {
  padding-top: 4px;
  padding-bottom: 4px;
}

#xqwcwmkmmm .gt_title {
  color: #333333;
  font-size: 125%;
  font-weight: initial;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
  border-bottom-color: #FFFFFF;
  border-bottom-width: 0;
}

#xqwcwmkmmm .gt_subtitle {
  color: #333333;
  font-size: 85%;
  font-weight: initial;
  padding-top: 0;
  padding-bottom: 6px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-color: #FFFFFF;
  border-top-width: 0;
}

#xqwcwmkmmm .gt_bottom_border {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#xqwcwmkmmm .gt_col_headings {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
}

#xqwcwmkmmm .gt_col_heading {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 6px;
  padding-left: 5px;
  padding-right: 5px;
  overflow-x: hidden;
}

#xqwcwmkmmm .gt_column_spanner_outer {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: normal;
  text-transform: inherit;
  padding-top: 0;
  padding-bottom: 0;
  padding-left: 4px;
  padding-right: 4px;
}

#xqwcwmkmmm .gt_column_spanner_outer:first-child {
  padding-left: 0;
}

#xqwcwmkmmm .gt_column_spanner_outer:last-child {
  padding-right: 0;
}

#xqwcwmkmmm .gt_column_spanner {
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: bottom;
  padding-top: 5px;
  padding-bottom: 5px;
  overflow-x: hidden;
  display: inline-block;
  width: 100%;
}

#xqwcwmkmmm .gt_group_heading {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
  text-align: left;
}

#xqwcwmkmmm .gt_empty_group_heading {
  padding: 0.5px;
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  vertical-align: middle;
}

#xqwcwmkmmm .gt_from_md > :first-child {
  margin-top: 0;
}

#xqwcwmkmmm .gt_from_md > :last-child {
  margin-bottom: 0;
}

#xqwcwmkmmm .gt_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  margin: 10px;
  border-top-style: solid;
  border-top-width: 1px;
  border-top-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 1px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 1px;
  border-right-color: #D3D3D3;
  vertical-align: middle;
  overflow-x: hidden;
}

#xqwcwmkmmm .gt_stub {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 5px;
  padding-right: 5px;
}

#xqwcwmkmmm .gt_stub_row_group {
  color: #333333;
  background-color: #FFFFFF;
  font-size: 100%;
  font-weight: initial;
  text-transform: inherit;
  border-right-style: solid;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
  padding-left: 5px;
  padding-right: 5px;
  vertical-align: top;
}

#xqwcwmkmmm .gt_row_group_first td {
  border-top-width: 2px;
}

#xqwcwmkmmm .gt_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#xqwcwmkmmm .gt_first_summary_row {
  border-top-style: solid;
  border-top-color: #D3D3D3;
}

#xqwcwmkmmm .gt_first_summary_row.thick {
  border-top-width: 2px;
}

#xqwcwmkmmm .gt_last_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#xqwcwmkmmm .gt_grand_summary_row {
  color: #333333;
  background-color: #FFFFFF;
  text-transform: inherit;
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
}

#xqwcwmkmmm .gt_first_grand_summary_row {
  padding-top: 8px;
  padding-bottom: 8px;
  padding-left: 5px;
  padding-right: 5px;
  border-top-style: double;
  border-top-width: 6px;
  border-top-color: #D3D3D3;
}

#xqwcwmkmmm .gt_striped {
  background-color: rgba(128, 128, 128, 0.05);
}

#xqwcwmkmmm .gt_table_body {
  border-top-style: solid;
  border-top-width: 2px;
  border-top-color: #D3D3D3;
  border-bottom-style: solid;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
}

#xqwcwmkmmm .gt_footnotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#xqwcwmkmmm .gt_footnote {
  margin: 0px;
  font-size: 90%;
  padding-left: 4px;
  padding-right: 4px;
  padding-left: 5px;
  padding-right: 5px;
}

#xqwcwmkmmm .gt_sourcenotes {
  color: #333333;
  background-color: #FFFFFF;
  border-bottom-style: none;
  border-bottom-width: 2px;
  border-bottom-color: #D3D3D3;
  border-left-style: none;
  border-left-width: 2px;
  border-left-color: #D3D3D3;
  border-right-style: none;
  border-right-width: 2px;
  border-right-color: #D3D3D3;
}

#xqwcwmkmmm .gt_sourcenote {
  font-size: 90%;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 5px;
  padding-right: 5px;
}

#xqwcwmkmmm .gt_left {
  text-align: left;
}

#xqwcwmkmmm .gt_center {
  text-align: center;
}

#xqwcwmkmmm .gt_right {
  text-align: right;
  font-variant-numeric: tabular-nums;
}

#xqwcwmkmmm .gt_font_normal {
  font-weight: normal;
}

#xqwcwmkmmm .gt_font_bold {
  font-weight: bold;
}

#xqwcwmkmmm .gt_font_italic {
  font-style: italic;
}

#xqwcwmkmmm .gt_super {
  font-size: 65%;
}

#xqwcwmkmmm .gt_footnote_marks {
  font-style: italic;
  font-weight: normal;
  font-size: 75%;
  vertical-align: 0.4em;
}

#xqwcwmkmmm .gt_asterisk {
  font-size: 100%;
  vertical-align: 0;
}

#xqwcwmkmmm .gt_indent_1 {
  text-indent: 5px;
}

#xqwcwmkmmm .gt_indent_2 {
  text-indent: 10px;
}

#xqwcwmkmmm .gt_indent_3 {
  text-indent: 15px;
}

#xqwcwmkmmm .gt_indent_4 {
  text-indent: 20px;
}

#xqwcwmkmmm .gt_indent_5 {
  text-indent: 25px;
}
</style>
<table class="gt_table">
  
  <thead class="gt_col_headings">
    <tr>
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="item">item</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="price">price</th>
    </tr>
  </thead>
  <tbody class="gt_table_body">
    <tr><td headers="item" class="gt_row gt_left">shoes</td>
<td headers="price" class="gt_row gt_left">100$</td></tr>
    <tr><td headers="item" class="gt_row gt_left">shoes</td>
<td headers="price" class="gt_row gt_left">7500INR</td></tr>
    <tr><td headers="item" class="gt_row gt_left">hat</td>
<td headers="price" class="gt_row gt_left">50$</td></tr>
    <tr><td headers="item" class="gt_row gt_left">hat</td>
<td headers="price" class="gt_row gt_left">3750INR</td></tr>
    <tr><td headers="item" class="gt_row gt_left">tie</td>
<td headers="price" class="gt_row gt_left">25$</td></tr>
    <tr><td headers="item" class="gt_row gt_left">tie</td>
<td headers="price" class="gt_row gt_left">1875INR</td></tr>
  </tbody>
  
  
</table>
</div>

<br>

]

]
---

# Activity 7

Copy and execute the following code:

```r
tibble(
  name = c("Sir Osborne Smith", "Sir james Braid Taylor", "Sir C.D. Deshmukh",
           "Sir Benegal Rama Rau", "K.G. Ambegaonkar", "H.V.R. Ingeyangar", 
           "P.C. Bhattacharaya", "Laxmi kant Jha", "B.N. Adarkar"),
  data_joining = c("1 April,1935", "1 July,1937", "11 August,1943", "1 July,1949",
                   "14 January,1957", "1 March,1957","1 March,1962","1 July,1967",
                   "4 May,1970")
) -> data_rbi_govs ### data from https://en.wikipedia.org/wiki/List_of_governors_of_the_Reserve_Bank_of_India

tibble(
  name = c("A. Patel","S. Guha","Y. Yadav",NA,"K. Kamaraj","C. Singh"),
  age = c(86,32,75,56,NA,NA)
) -> data_missing_exe
```

+ Write code to change the data format in a manner where year of joining and day-month of joining are separate columns.
  
<div class="countdown" id="timer_c6efd69b" data-update-every="1" tabindex="0" style="top:0;right:0;">
<div class="countdown-controls"><button class="countdown-bump-down">−</button><button class="countdown-bump-up">+</button></div>
<code class="countdown-time"><span class="countdown-digits minutes">03</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code>
</div>

---

## Missing values

A quick tour of what can be done, __not what/when should be done.__

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  <thead class="gt_col_headings">
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      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="age">age</th>
      <th class="gt_col_heading gt_columns_bottom_border gt_right" rowspan="1" colspan="1" scope="col" id="years_edu">years_edu</th>
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  </thead>
  <tbody class="gt_table_body">
    <tr><td headers="name" class="gt_row gt_left">Chah Chowdhary</td>
<td headers="age" class="gt_row gt_right">75</td>
<td headers="years_edu" class="gt_row gt_right">20</td></tr>
    <tr><td headers="name" class="gt_row gt_left">Gangadhar</td>
<td headers="age" class="gt_row gt_right">40</td>
<td headers="years_edu" class="gt_row gt_right">NA</td></tr>
    <tr><td headers="name" class="gt_row gt_left">Chota Bheem</td>
<td headers="age" class="gt_row gt_right">NA</td>
<td headers="years_edu" class="gt_row gt_right">3</td></tr>
    <tr><td headers="name" class="gt_row gt_left">Shikari Shambhu</td>
<td headers="age" class="gt_row gt_right">35</td>
<td headers="years_edu" class="gt_row gt_right">NA</td></tr>
  </tbody>
  
  
</table>
</div>

]

#### Drop all observations that have a missing values in given columns

```r
data_missing %>% 
  drop_na(age)
```

```
## # A tibble: 3 × 3
##   name              age years_edu
##   <chr>           <dbl>     <dbl>
## 1 Chah Chowdhary     75        20
## 2 Gangadhar          40        NA
## 3 Shikari Shambhu    35        NA
```

```r
data_missing %>% 
  drop_na(c(age,years_edu))
```

```
## # A tibble: 1 × 3
##   name             age years_edu
##   <chr>          <dbl>     <dbl>
## 1 Chah Chowdhary    75        20
```

<br>

]

#### Fill missing values with the most recent non-missing values of a given column

```r
data_missing %>% 
  fill(age,
       .direction = "down")
```

```
## # A tibble: 4 × 3
##   name              age years_edu
##   <chr>           <dbl>     <dbl>
## 1 Chah Chowdhary     75        20
## 2 Gangadhar          40        NA
## 3 Chota Bheem        40         3
## 4 Shikari Shambhu    35        NA
```

```r
data_missing %>% 
  fill(age,
       .direction = "up")
```

```
## # A tibble: 4 × 3
##   name              age years_edu
##   <chr>           <dbl>     <dbl>
## 1 Chah Chowdhary     75        20
## 2 Gangadhar          40        NA
## 3 Chota Bheem        35         3
## 4 Shikari Shambhu    35        NA
```

```r
data_missing %>% 
  fill(c(age,years_edu),
       .direction = "down")
```

```
## # A tibble: 4 × 3
##   name              age years_edu
##   <chr>           <dbl>     <dbl>
## 1 Chah Chowdhary     75        20
## 2 Gangadhar          40        20
## 3 Chota Bheem        40         3
## 4 Shikari Shambhu    35         3
```

<br>
]

#### Replace missing values in a given column by desired values

```r
data_missing %>% 
  replace_na(
    list(age = 0)
  )
```

```
## # A tibble: 4 × 3
##   name              age years_edu
##   <chr>           <dbl>     <dbl>
## 1 Chah Chowdhary     75        20
## 2 Gangadhar          40        NA
## 3 Chota Bheem         0         3
## 4 Shikari Shambhu    35        NA
```

```r
data_missing %>% 
  replace_na(
    list(age = 0, years_edu = 5)
  )
```

```
## # A tibble: 4 × 3
##   name              age years_edu
##   <chr>           <dbl>     <dbl>
## 1 Chah Chowdhary     75        20
## 2 Gangadhar          40         5
## 3 Chota Bheem         0         3
## 4 Shikari Shambhu    35         5
```

<br>
]

]

---