Data Visualization:

name: title_slide
class: inverse, left, top
background-image: url("img/usma_crest.png"), url("img/hexlogo.png")
background-size: 28%, 7%
background-position: 87% 64%, 97% 5%

.title_large[*Presenting Data:*]
## *Using numbers and presentations to tell your story*
 
### Andrew Farina | DS 495 | 13 Nov 2020 
### [github/A-Farina](https://github/A-Farina) [AndrewFarina01](https://twitter.com/AndrewFarina01) [andrew.farina@westpoint.edu](mailto:andrew.farina@westpoint.edu) 
### Slides Available at <https://andrewfarina.com/slides/data_vis>

---
name: overview
class: inverse, left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%

## Overview

### Brief Introduction

--
.singlespace[
### Data Visualization
- ### Univariate
- ### Bivariate 
- ### Multivariate
- ### Timeseries
- ### NLP/Qualitative
]

### Tables

### Presentations

---
name: Univariate Graph
class: inverse, left, middle
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%

# Univariate Graphs

---
name: univariate
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Univariate Visualization:

.left-column[
### Categorical
.singlespace[
- ### Bar Charts
- ### Pie Charts]

### Continuous

.singlespace[
- ### Histograms
- ### Density Plots]
]

.right-column[
<img src="index_files/figure-html/figures-side-1.png" width="50%" /><img src="index_files/figure-html/figures-side-2.png" width="50%" />
]

.footnote[Data: {mosaicData::Marriage}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: univariate2
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Univariate Visualization:

.footnote[Data: {mosaicData::Marriage}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: univariate3
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Univariate Visualization:

.footnote[Data: {mosaicData::Marriage}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: univariate4
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Univariate Visualization:

.left-column[
### Categorical
.singlespace[
- ### Bar Charts
- ### Pie Charts]

### Continuous

.singlespace[
- ### Histograms
- ### Density Plots]
]

---
name: univariate4
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Univariate Visualization:

.left-column[
### Categorical
.singlespace[
- ### Bar Charts
- ### ~~Pie Charts~~]

### Continuous

.singlespace[
- ### Histograms
- ### Density Plots]
]
---
name: histogram
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Univariate Visualization:

.left-column[
### Categorical
.singlespace[
- ### Bar Charts
- ### ~~Pie Charts~~]

### Continuous

.singlespace[
- ### Histograms
- ### Density Plots]
]
.right-column[
<img src="index_files/figure-html/histogram-1.png" width="100%" height="450px" />
]

.footnote[Data: {mosaicData::Marriage}, Code: *Data Visualization with R* by Rob Kabacoff ]

---
name: histogram2
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Univariate Visualization:

.left-column[
### Categorical
.singlespace[
- ### Bar Charts
- ### ~~Pie Charts~~]

### Continuous

.singlespace[
- ### Histograms
- ### Density Plots]
]
.right-column[
<img src="index_files/figure-html/histogram2-1.png" width="100%" height="450px" />
]

.footnote[Data: {mosaicData::Marriage}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: density
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Univariate Visualization:

.left-column[
### Categorical
.singlespace[
- ### Bar Charts
- ### ~~Pie Charts~~]

### Continuous

.singlespace[
- ### Histograms
- ### Density Plots]
]
.right-column[
<img src="index_files/figure-html/density-1.png" width="100%" height="450px" />
]

.footnote[Data: {mosaicData::Marriage}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: Bivariate Graph
class: inverse, left, middle
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%

# Bivariate Graphs

---
name: bi-cat_cat
class: left, top
##Bivariate Visualization:

.left-column[
### Cat-Cat
.singlespace[
- ### Stacked Bar
- ### Grouped Bar
- ### Segmented Bar]

### Cont-Cont
.singlespace[
- ### Scatterplot
- ### Line Plot]

### Cont-Cat
]

.right-column[
<img src="index_files/figure-html/cat_cat-1.png" width="100%" height="450px" />
]

.footnote[Data: {ggplot2::mpg}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: bi-cat_cat2
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Bivariate Visualization:

.left-column[
### Cat-Cat
.singlespace[
- ### Stacked Bar
- ### Grouped Bar
- ### Segmented Bar]

### Cont-Cont
.singlespace[
- ### Scatterplot
- ### Line Plot]

### Cont-Cat
]
.right-column[
<img src="index_files/figure-html/cat_cat2-1.png" width="100%" height="450px" />
]

.footnote[Data: {ggplot2::mpg}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: bi-cat_cat3
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Bivariate Visualization:

.left-column[
### Cat-Cat
.singlespace[
- ### Stacked Bar
- ### Grouped Bar
- ### Segmented Bar]

### Cont-Cont
.singlespace[
- ### Scatterplot
- ### Line Plot]

### Cont-Cat
]

.right-column[
<img src="index_files/figure-html/cat_cat3-1.png" width="100%" height="450px" />
]

.footnote[Data: {ggplot2::mpg}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: bi-cont_cont
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Bivariate Visualization:

.left-column[
### Cat-Cat
.singlespace[
- ### Stacked Bar
- ### Grouped Bar
- ### Segmented Bar]

### Cont-Cont
.singlespace[
- ### Scatterplot
- ### Line Plot]

### Cont-Cat
]
.right-column[
<img src="index_files/figure-html/cont_cont-1.png" width="100%" height="450px" />
]

.footnote[Data: {carData::Salaries}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: bi-cont_cont2
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Bivariate Visualization:

.left-column[
### Cat-Cat
.singlespace[
- ### Stacked Bar
- ### Grouped Bar
- ### Segmented Bar]

### Cont-Cont
.singlespace[
- ### Scatterplot
- ### Line Plot]

### Cont-Cat
]
.right-column[
<img src="index_files/figure-html/cont_cont2-1.png" width="100%" height="450px" />
]

.footnote[Data: {gapminder::gapminder}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: bi-cont_cat
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Bivariate Visualization:

.left-column[

### Cont-Cat
.singlespace[
- ### Bar Chart
- ### Density Plot
- ### Box Plot
- ### Violin Plot
- ### Mean/SE
- ### Jitter Plot
- ### Cleveland Dot]
]
.right-column[
<img src="index_files/figure-html/cont_cat-1.png" width="100%" height="450px" />
]

.footnote[Data: {carData::Salaries}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: bi-cont_cat2
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Bivariate Visualization:

.left-column[

### Cont-Cat
.singlespace[
- ### Bar Chart
- ### Density Plot
- ### Box Plot
- ### Violin Plot
- ### Mean/SE
- ### Jitter Plot
- ### Cleveland Dot]
]
.right-column[
<img src="index_files/figure-html/cont_cat2-1.png" width="100%" height="450px" />
]

.footnote[Data: {carData::Salaries}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: bi-cont_cat3
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Bivariate Visualization:

.left-column[

### Cont-Cat
.singlespace[
- ### Bar Chart
- ### Density Plot
- ### Box Plot
- ### Violin Plot
- ### Mean/SE
- ### Jitter Plot
- ### Cleveland Dot]
]
.right-column[
<img src="index_files/figure-html/cont_cat3-1.png" width="100%" height="450px" />
]

.footnote[Data: {carData::Salaries}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: bi-cont_cat4
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Bivariate Visualization:

.left-column[

### Cont-Cat
.singlespace[
- ### Bar Chart
- ### Density Plot
- ### Box Plot
- ### Violin Plot
- ### Mean/SE
- ### Jitter Plot
- ### Cleveland Dot]
]
.right-column[
<img src="index_files/figure-html/cont_cat4-1.png" width="100%" height="450px" />
]

.footnote[Data: {carData::Salaries}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: bi-cont_cat5
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Bivariate Visualization:

.left-column[

### Cont-Cat
.singlespace[
- ### Bar Chart
- ### Density Plot
- ### Box Plot
- ### Violin Plot
- ### Mean/SE
- ### Jitter Plot
- ### Cleveland Dot]
]
.right-column[
<img src="index_files/figure-html/cont_cat5-1.png" width="100%" height="450px" />
]

.footnote[Data: {carData::Salaries}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: bi-cont_cat6
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Bivariate Visualization:

.left-column[

### Cont-Cat
.singlespace[
- ### Bar Chart
- ### Density Plot
- ### Box Plot
- ### Violin Plot
- ### Mean/SE
- ### Jitter Plot
- ### Cleveland Dot]
]
.right-column[
<img src="index_files/figure-html/cont_cat6-1.png" width="100%" height="450px" />
]

.footnote[Data: {carData::Salaries}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: bi-cont_cat7
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Bivariate Visualization:

.left-column[

### Cont-Cat
.singlespace[
- ### Bar Chart
- ### Density Plot
- ### Box Plot
- ### Violin Plot
- ### Mean/SE
- ### Jitter Plot
- ### Cleveland Dot]
]
.right-column[
<img src="index_files/figure-html/cont_cat7-1.png" width="100%" height="450px" />
]

.footnote[Data: {gapminder::gapminder}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: Multivariate Graph
class: inverse, left, middle
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%

# Multivariate Graphs

---
name: multi-groups
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Multivariate Visualization:

.left-column[
### Grouped

### Faceted
]

.right-column[
<img src="index_files/figure-html/grouped-1.png" width="100%" height="450px" />
]

.footnote[Data: {carData::Salaries}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: multi-groups2
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Multivariate Visualization:

.left-column[
### Grouped

### Faceted
]

.right-column[
<img src="index_files/figure-html/faceted-1.png" width="100%" height="450px" />
]

.footnote[Data: {carData::Salaries}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: Other Graphs
class: inverse, left, middle
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%

# Other Graphs

---
name: other
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Other Visualizations:

.left-column[
### Correlation Plot

### Time Series Plot

### Dumbell Charts

### Area Charts

### Scatterplot Matrix

### Qual Infographs
]

.right-column[
<img src="index_files/figure-html/corr-1.png" width="100%" height="450px" />
]

.footnote[Data: {mosaicData::SaratogaHouses}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: other2
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Other Visualizations:

.left-column[
### Correlation Plot

### Time Series Plot

### Dumbell Charts

### Area Charts

### Scatterplot Matrix

### Qual Infographs
]

.right-column[
<img src="index_files/figure-html/time-1.png" width="100%" height="450px" />
]

.footnote[Data: {ggplot2::economics}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: other3
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Other Visualizations:

.left-column[
### Correlation Plot

### Time Series Plot

### Dumbell Charts

### Area Charts

### Scatterplot Matrix

### Qual Infographs
]

.right-column[
<img src="index_files/figure-html/time2-1.png" width="100%" height="450px" />
]

.footnote[Code: *Data Visualization with R* by Rob Kabacoff]

---
name: other4
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Other Visualizations:

.left-column[
### Correlation Plot

### Time Series Plot

### Dumbell Charts

### Area Charts

### Scatterplot Matrix

### Qual Infographs
]

.right-column[
<img src="index_files/figure-html/dumbell-1.png" width="100%" height="450px" />
]

.footnote[Data: {gapminder::gapminder}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: other5
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Other Visualizations:

.left-column[
### Correlation Plot

### Time Series Plot

### Dumbell Charts

### Area Charts

### Scatterplot Matrix

### Qual Infographs
]

.right-column[
<img src="index_files/figure-html/area-1.png" width="100%" height="450px" />
]

.footnote[Data: {gcookbook::uspopage}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: other6
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Other Visualizations:

.left-column[
### Correlation Plot

### Time Series Plot

### Dumbell Charts

### Area Charts

### Scatterplot Matrix

### Qual Infographs
]

.right-column[
<img src="index_files/figure-html/matrix-1.png" width="100%" height="450px" />
]

.footnote[Data: {ggplot2::msleep}, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: other7
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Other Visualizations:

.left-column[
### Correlation Plot

### Time Series Plot

### Dumbell Charts

### Area Charts

### Scatterplot Matrix

### Qual Infographs
]

.right-column[
<img src="index_files/figure-html/cloud-1.png" height="450px" />
]

.footnote[Data: www.jfklibrary.org, Code: *Data Visualization with R* by Rob Kabacoff]

---
name: other8
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Other Visualizations:

.left-column[
### Correlation Plot

### Time Series Plot

### Dumbell Charts

### Area Charts

### Scatterplot Matrix

### Qual Infographs
]

.right-column[
<img src="index_files/figure-html/bigram-1.png" height="450px" />
]

.footnote[Data: saferparksdata.org/, Code:  andrewfarina.com/post/amusement_park_injuries]

---
name: Tables
class: inverse, left, middle
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%

# Tables

---
name: tables2
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Tables:

<table style="border-collapse:collapse; border:none;">
<tr>
<th style="border-top: double; text-align:center; font-style:normal; font-weight:bold; padding:0.2cm; text-align:left; ">&nbsp;</th>
<th colspan="2" style="border-top: double; text-align:center; font-style:normal; font-weight:bold; padding:0.2cm; ">First Model</th>
<th colspan="2" style="border-top: double; text-align:center; font-style:normal; font-weight:bold; padding:0.2cm; ">Second Model</th>
</tr>
<tr>
<td style=" text-align:center; border-bottom:1px solid; font-style:italic; font-weight:normal; text-align:left; ">Predictors</td>
<td style=" text-align:center; border-bottom:1px solid; font-style:italic; font-weight:normal; ">Estimates</td>
<td style=" text-align:center; border-bottom:1px solid; font-style:italic; font-weight:normal; ">CI</td>
<td style=" text-align:center; border-bottom:1px solid; font-style:italic; font-weight:normal; ">Estimates</td>
<td style=" text-align:center; border-bottom:1px solid; font-style:italic; font-weight:normal; ">CI</td>
</tr>
<tr>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:left; ">yrs.since.phd</td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:center; ">1118.55 ***</td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:center; ">910.61&nbsp;&ndash;&nbsp;1326.49</td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:center; ">61.01 </td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:center; ">-188.70&nbsp;&ndash;&nbsp;310.72</td>
</tr>
<tr>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:left; ">discipline [B]</td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:center; ">15784.23 ***</td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:center; ">10410.64&nbsp;&ndash;&nbsp;21157.82</td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:center; ">13937.47 ***</td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:center; ">9324.07&nbsp;&ndash;&nbsp;18550.87</td>
</tr>
<tr>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:left; ">rank [AssocProf]</td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:center; "></td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:center; "></td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:center; ">13104.15 **</td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:center; ">4911.00&nbsp;&ndash;&nbsp;21297.30</td>
</tr>
<tr>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:left; ">rank [Prof]</td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:center; "></td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:center; "></td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:center; ">46032.55 ***</td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:center; ">37696.26&nbsp;&ndash;&nbsp;54368.84</td>
</tr>
<tr>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:left; ">sex [Male]</td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:center; "></td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:center; "></td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:center; ">4349.37 </td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:center; ">-3269.85&nbsp;&ndash;&nbsp;11968.58</td>
</tr>
<tr>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:left; padding-top:0.1cm; padding-bottom:0.1cm; border-top:1px solid;">Observations</td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; padding-top:0.1cm; padding-bottom:0.1cm; text-align:left; border-top:1px solid;" colspan="2">397</td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; padding-top:0.1cm; padding-bottom:0.1cm; text-align:left; border-top:1px solid;" colspan="2">397</td>
</tr>
<tr>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; text-align:left; padding-top:0.1cm; padding-bottom:0.1cm;">R2 / R2 adjusted</td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; padding-top:0.1cm; padding-bottom:0.1cm; text-align:left;" colspan="2">0.240 / 0.236</td>
<td style=" padding:0.2cm; text-align:left; vertical-align:top; padding-top:0.1cm; padding-bottom:0.1cm; text-align:left;" colspan="2">0.447 / 0.440</td>
</tr>
<tr>
<td colspan="5" style="font-style:italic; border-top:double black; text-align:right;">* p&lt;0.05&nbsp;&nbsp;&nbsp;** p&lt;0.01&nbsp;&nbsp;&nbsp;*** p&lt;0.001</td>
</tr>

</table>

---
name: Presentations
class: inverse, left, middle
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%

# Presentations

---
name: presentation1
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Presentations:

### Overall
### Know your Purpose (to know/to do))
### Slide Unity (fonts, logos, colors, etc.)
### Moving Preview when possible
### Layout using Z or F
### Pictures

---
name: presentation2
class: center, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Presentations (Images):

.left-column[
### What is wrong with this slide?
### Can you make any suggestions to fix it?
### Where did your focus start?
]

.right-column[
<img src="img/complex-right.png" width="500px" />
]
---
name: presentation3
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Presentations (Images):

.right-column2[
### Is this any better?
### Do you see anything else that could be fixed?
]

.left-column2[
<img src="img/complex-right.png" width="500px" />
]
---
name: presentation4
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Presentations (Images):

.right-column2[
### How about this?
### Why is this better?
]

.left-column2[
<img src="img/complex-left.png" width="500px" />
]
---
name: presentation5
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Presentations (Rule of Thirds):

.pull-left[
<img src="img/thirds.png" width="475px" />
]

.pull-right[
<img src="img/thirds2.png" width="475px" />
]
---
name: presentation6
class: left, top
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
##Presentations (Other Considerations):

### Room Brightness
### Memory Creativity
### Handouts

---
name: discussion
class: inverse, top, left
background-image: url("img/usma_crest.png")
background-size: 10%
background-position: 98% 4%
 
## What are your thoughts at this point?

.footnote[
### Think about what you want to say, then figure out how to say it.
]