Methods With Others in Mind .hl[Cooperative Tools and Workflow]

# Methods With Others in Mind .hl[<code>Cooperative Tools and Workflow</code>]
### Christopher R. Dishop www.christopherdishop.com
### Slides and code: github.com/Cdishop/methods_with_others Template: Garrick Aden-Buie ‘Gentle-GGplot2’

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# What I Study

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# What I Study

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.right-column[
<img src="images/climbing.jpg" width="100%" />
]

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# What I Study

]

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# Today

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# Today

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# Today

### .font200.center[+]

### General Programming

### .font200.center[=]

- Productive
- Effective
- Helpful
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- # Your collaborators]
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- # Your future self]
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# .hlb[Methods With Others in Mind]]

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# Your Future Self

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# Your Future Self - Understand

## Your Understanding

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# Your Future Self - Understand

## Your Understanding

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# Your Future Self - Understand

```r
Performance
```

]
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# Your Future Self - Understand

```r
Performance <- 
 simulate_random_walk()
```
]

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# Your Future Self - Understand

```r
Performance <- 
 simulate_random_walk(
 time_steps = 55
 )
```

]

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# Your Future Self - Understand

```r
Performance <- 
 simulate_random_walk(
 time_steps = 55
 )
```

]

]

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# Your Future Self - Understand
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# Your Future Self - Understand

```r
Performance[t] <- Performance[t-1]
```

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# Your Future Self - Understand

```r
Performance[t] <- Performance[t-1] + noise[t]
```

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# Your Future Self - Understand

```r
Performance[t] <- Performance[t-1] + rnorm(1, 0, 1)
```

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# Your Future Self - Understand

.font200.center[Compare]

```r
simulate_process()
```

.font200.center[to]

```r
variable[t] <- "specify process"
```

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# Your Future Self - Understand

## .font200.center[.hlb["But I Don't Have Any Data"]]

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# Your Future Self - Speed
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# Your Future Self - Speed

![](images/dirty_df.gif)

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# Your Future Self - Speed

![](images/nice_data.png)

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# Your Future Self - Speed
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# Your Future Self - Speed

![](images/gross_data.png)

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# Your Future Self - Speed

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# Your Future Self - Speed

## cleaning_script.R

```r
read_data("ugly_qualtrics_df.csv")

select_columns()

filter_rows()

change_names()
```

]

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.left-code[

```r
execute(
    "cleaning_script.R"
        )
```

]

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# Your Future Self - Speed

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# Your Future Self - Clarity
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# Your Future Self - Clarity

### .font200.center[College Student Career Interests Project]

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# Your Future Self - Clarity

### .font200.center[College Student Career Interests Project]

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# Your Future Self - Clarity

### .font200.center[College Student Career Interests Project]

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# Your Future Self - Clarity

.footnote[Christopher Gandrud, 2013. <https://www.amazon.com/Reproducible-Research-Studio-Chapman-Hall/dp/1466572841>]

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# Methods With Others In Mind - Your Future Self

.font200.center[**Understand**]

--
.font200.center[**Speed**]

--
.font200.center[**Clarity**]

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class: inverse, center, middle

# Your Collaborators

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# Your Collaborators - Execute
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# Your Collaborators - Execute

.font200.center[Data]

.font200.center[Code]

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# Your Collaborators - Execute

.font200.center[.hlb[analysis.dat]]

```r
read_data("/Users/christopherdishop/Desktop/project/mplus_data.csv")

# rest of the code...
```

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# Your Collaborators - Execute

```r
read_data("/Users/christopherdishop/Desktop/project/mplus_data.csv")

# rest of the code...
```

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# Your Collaborators - Execute

```r
read_data("/Users/christopherdishop/Desktop/project/mplus_data.csv")

# rest of the code...
```

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# Your Collaborators - Execute

.font200.center[.hlb[analysis.dat]]

.font200.center[Not with others in mind...]

```r
read_data("/Users/christopherdishop/Desktop/project/mplus_data.csv")
```

.font200.center[With others in mind...]

```r
read_data("../data/mplus_data.csv")

# rest of the code...
```

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# Your Collaborators - Execute

```r
read_data("../data/mplus_data.csv")

# rest of the code...
```

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# Your Collaborators - Learn

![](images/onenote.png)

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# Your Collaborators - Learn

.font200.center[.hlb[Markdown!]]

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<img src="images/markdown.gif" width="70%" height="70%" style="display: block; margin: auto;" />

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# Methods With Others in Mind

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# Methods With Others in Mind

## Data management and programming to cooperate with .hl[others]...

.font200.center[.hlb[Your future self]]

--

.font200.center[.hlb[Your collaborators]]

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# Methods With Others in Mind

## Data management and programming to cooperate with .hl[others]...

.font200.center[.hlb[Your future self]]

.font120.center[Understand]
.font120.center[Speed]
.font120.center[Clarity]

.font200.center[.hlb[Your collaborators]]

.font120.center[Execute]
.font120.center[Learn]

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# Methods With Others in Mind
<img src="images/spec_small.png" width="30%" height="30%" style="display: block; margin: auto;" />

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# Methods With Others in Mind
<img src="images/universe.png" width="100%" height="100%" style="display: block; margin: auto;" />

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class: inverse, center, middle

# Thanks!
 
# Questions?