sanjanachecker · sanjanachecker · Jul 27, 2021 · Jul 28, 2021 · Jul 29, 2021 · Jul 29, 2021
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diff --git a/_posts/2021-07-12-enare/enare.Rmd → _oldDrafts/2021-07-12-enare/enare.Rmd b/_posts/2021-07-12-enare/enare.Rmd → _oldDrafts/2021-07-12-enare/enare.Rmd
diff --git a/_posts/2021-07-12-enare/enare.html → _oldDrafts/2021-07-12-enare/enare.html b/_posts/2021-07-12-enare/enare.html → _oldDrafts/2021-07-12-enare/enare.html
@@ -1544,19 +1544,8 @@ <h2 id="statistical-analysis-in-r">Statistical Analysis in R</h2>
  8 EV           557        -3      709       -14   5708 LGA    IAD  
  9 B6           557        -3      838        -8     79 JFK    MCO  
 10 AA           558        -2      753         8    301 LGA    ORD  
-   air_time distance
-      &lt;dbl&gt;    &lt;dbl&gt;
- 1      227     1400
- 2      227     1416
- 3      160     1089
- 4      183     1576
- 5      116      762
- 6      150      719
- 7      158     1065
- 8       53      229
- 9      140      944
-10      138      733
-# ... with 336,766 more rows</code></pre>
+# ... with 336,766 more rows, and 2 more variables: air_time &lt;dbl&gt;,
+#   distance &lt;dbl&gt;</code></pre>
 </div>
 <hr />
 <p>Distill is a publication format for scientific and technical writing, native to the web.</p>

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diff --git a/...ion-72021/genovese-hw1-revision-72021.Rmd → ...ion-72021/genovese-hw1-revision-72021.Rmd b/...ion-72021/genovese-hw1-revision-72021.Rmd → ...ion-72021/genovese-hw1-revision-72021.Rmd
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@@ -1590,7 +1590,7 @@ <h2 id="i-found-the-column-names-and-listed-them">I found the column names and l
 <h2 id="i-would-use-the-gather-function-to-collect-the-where-the-bills-originated-into-the-chamber-column.-i-would-argue-that-the-chambers-column-could-be-created-using-gather-if-it-was-not-already-there.-otherwise-no.-our-gather-function-could-look-like-this">I would use the gather() function to collect the where the bills originated into the Chamber column. I would argue that the Chambers column could be created using gather() if it was not already there. Otherwise, no. Our gather() function could look like this:</h2>
 <div class="layout-chunk" data-layout="l-body">
 <div class="sourceCode">
-<pre class="sourceCode r"><code class="sourceCode r"><span class='va'>tidymyData</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://tidyr.tidyverse.org/reference/gather.html'>gather</a></span><span class='op'>(</span><span class='va'>myData</span>, key <span class='op'>=</span> <span class='st'>"Chamber"</span>, value <span class='op'>=</span> <span class='st'>"ChamberNumber"</span>, <span class='fl'>6</span><span class='op'>:</span><span class='fl'>8</span><span class='op'>)</span>
+<pre class="sourceCode r"><code class="sourceCode r"><span class='va'>tidymyData</span> <span class='op'>&lt;-</span> <span class='fu'>gather</span><span class='op'>(</span><span class='va'>myData</span>, key <span class='op'>=</span> <span class='st'>"Chamber"</span>, value <span class='op'>=</span> <span class='st'>"ChamberNumber"</span>, <span class='fl'>6</span><span class='op'>:</span><span class='fl'>8</span><span class='op'>)</span>
 </code></pre>
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diff --git a/_posts/2021-07-20-homework-1/homework-1.html → ...fts/2021-07-20-homework-1/homework-1.html b/_posts/2021-07-20-homework-1/homework-1.html → ...fts/2021-07-20-homework-1/homework-1.html
@@ -1519,7 +1519,7 @@ <h1>Elwood HW 1</h1>
 <span class='va'>wd</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://rdrr.io/r/base/getwd.html'>getwd</a></span><span class='op'>(</span><span class='op'>)</span>
 <span class='fu'><a href='https://rdrr.io/r/base/getwd.html'>setwd</a></span><span class='op'>(</span><span class='st'>".."</span><span class='op'>)</span>
 <span class='fu'><a href='https://rdrr.io/r/base/getwd.html'>setwd</a></span><span class='op'>(</span><span class='st'>".."</span><span class='op'>)</span>
-<span class='va'>myData</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://readr.tidyverse.org/reference/read_delim.html'>read_tsv</a></span><span class='op'>(</span><span class='st'>"_data/covid-responses.tab"</span><span class='op'>)</span>
+<span class='va'>myData</span> <span class='op'>&lt;-</span> <span class='fu'>read_tsv</span><span class='op'>(</span><span class='st'>"_data/covid-responses.tab"</span><span class='op'>)</span>
 <span class='fu'><a href='https://rdrr.io/r/base/getwd.html'>setwd</a></span><span class='op'>(</span><span class='va'>wd</span><span class='op'>)</span>
 
 <span class='co'># let's unpack that a bit.</span>
@@ -1828,7 +1828,7 @@ <h1>Elwood HW 1</h1>
 <span class='co'># "percievedreaction" to "Q26". If we wanted to focus in on this block for whatever reason, </span>
 <span class='co'># we could use select() to make a new dataset with only those columns.</span>
 
-<span class='va'>perPolAnx</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://dplyr.tidyverse.org/reference/select.html'>select</a></span><span class='op'>(</span><span class='va'>myData</span>, <span class='va'>perceivedreaction</span><span class='op'>:</span><span class='va'>Q26</span><span class='op'>)</span>
+<span class='va'>perPolAnx</span> <span class='op'>&lt;-</span> <span class='fu'>select</span><span class='op'>(</span><span class='va'>myData</span>, <span class='va'>perceivedreaction</span><span class='op'>:</span><span class='va'>Q26</span><span class='op'>)</span>
 <span class='fu'><a href='https://rdrr.io/r/base/print.html'>print</a></span><span class='op'>(</span><span class='va'>perPolAnx</span><span class='op'>)</span>
 </code></pre>
 </div>
@@ -1950,12 +1950,12 @@ <h1>Elwood HW 1</h1>
 <span class='co'># numeric operations on these responses (such as finding the mean) we have to convert them back</span>
 <span class='co'># to numeric form using mutate() and recode(). Here this is done for Q36:</span>
 
-<span class='va'>perPolAnx</span> <span class='op'>&lt;-</span> <span class='fu'><a href='https://dplyr.tidyverse.org/reference/mutate.html'>mutate</a></span><span class='op'>(</span><span class='va'>perPolAnx</span>, Q36N <span class='op'>=</span> <span class='fu'><a href='https://dplyr.tidyverse.org/reference/recode.html'>recode</a></span><span class='op'>(</span><span class='va'>Q36</span>, <span class='st'>"Strongly distrust"</span> <span class='op'>=</span> <span class='fl'>1</span>, <span class='st'>"Distrust"</span> <span class='op'>=</span> <span class='fl'>2</span>, <span class='st'>"Neither trust nor
+<span class='va'>perPolAnx</span> <span class='op'>&lt;-</span> <span class='fu'>mutate</span><span class='op'>(</span><span class='va'>perPolAnx</span>, Q36N <span class='op'>=</span> <span class='fu'>recode</span><span class='op'>(</span><span class='va'>Q36</span>, <span class='st'>"Strongly distrust"</span> <span class='op'>=</span> <span class='fl'>1</span>, <span class='st'>"Distrust"</span> <span class='op'>=</span> <span class='fl'>2</span>, <span class='st'>"Neither trust nor
                                  distrust"</span> <span class='op'>=</span> <span class='fl'>3</span>, <span class='st'>"Somewhat trust"</span> <span class='op'>=</span> <span class='fl'>4</span>, <span class='st'>"Strongly trust"</span> <span class='op'>=</span> <span class='fl'>5</span><span class='op'>)</span><span class='op'>)</span>
 <span class='co'>#print(perPolAnx)</span>
 
 <span class='co'># Now we can find the mean:</span>
-<span class='fu'><a href='https://dplyr.tidyverse.org/reference/summarise.html'>summarize</a></span><span class='op'>(</span><span class='va'>perPolAnx</span>, Q36mean <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/mean.html'>mean</a></span><span class='op'>(</span><span class='va'>Q36N</span>, na.rm <span class='op'>=</span> <span class='cn'>TRUE</span><span class='op'>)</span><span class='op'>)</span>
+<span class='fu'>summarize</span><span class='op'>(</span><span class='va'>perPolAnx</span>, Q36mean <span class='op'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/mean.html'>mean</a></span><span class='op'>(</span><span class='va'>Q36N</span>, na.rm <span class='op'>=</span> <span class='cn'>TRUE</span><span class='op'>)</span><span class='op'>)</span>
 </code></pre>
 </div>
 <pre><code># A tibble: 1 x 1

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diff --git a/_oldDrafts/2021-07-20-homework-two/homework-two.Rmd b/_oldDrafts/2021-07-20-homework-two/homework-two.Rmd
@@ -0,0 +1,46 @@
+---
+title: Homework Two
+description: Armed Conflict Location & Event Data (ACLED) on Disorder Involving Journalists
+  and Media Workers
+author: Nathan Cote
+date: 07-20-2021
+output:
+  distill::distill_article:
+    self_contained: no
+draft: yes
+---
+
+```{r LOAD DATA, include=FALSE}
+library(tidyverse)
+library(readxl)
+  journalists <- read_excel("../../_data/journalists_Jul02.xlsx")
+```
+
+# An Introduction to ACLED
+
+ACLED is a dataset for use in conflict analysis and crisis mapping. Each individual event in the dataset in an observation. The particular dataset that I have chosen for analysis pertains to events associated with disorder involving journalists and media workers. 
+
+The question I will be answering is twofold. Firstly, what interaction between actors (for instance, events between rioters and civilians) is most prominent among all countries? Secondly, of those interactions, what event types are most prominent within those interactions? For instance, out of all countries where interactions between Civilians and Political Militias are the most prominent Interaction variable, within that what is the most prominent Event Type?
+
+First I will show you the variables in the dataset prior to tidying.
+
+# Column Names
+
+```{r Describe Data, echo=FALSE}
+ colnames(journalists)
+```
+
+The above variables provide varying levels of specificity. For my analysis, I do not need all of them on display. For instance, I am not interested in `Latitude`, `Longitude`, or `Geo_Precision` when `Country` will suffice for my purposes. 
+
+Prior to tidying the data, there are `r nrow(journalists)` rows, which may still be the case after tidying. On the other hand, there are `r ncol(journalists)`, which will be reduced.
+
+I will now reduce the data to the variables I may need.
+
+```{r Variable Reduction, echo=FALSE}
+select(journalists, 5, 7,8, 9, 12, 15, 17)
+```
+There are two variables which I will take out, but have left in for clarity at the moment. `ACTOR1` AND `ACTOR2` are both included in the `INTERACTION` column. In the codebook for the ACLED dataset, the actors are given a single digit number for representation. For instance, Political Militias are given the code "4", while Civilians are given the code "7". In the `INTERACTION` column, this would be represented as "67". Therefore, for my purposes, I can take out the `ACTOR1` and `ACTOR2` columns. During my analysis, I may recode the numerical representations in `INTERACTION` to more descriptive language where one does not need to reference the codebook for base understanding. I may remove `SUB_EVENT_TYPE` as well. I have included it for potential further insight. If there are not too many variations of `SUB_EVENT_TYPE` I may combine it with `EVENT_TYPE`. 
+
+# Pending Further Analysis, Homework 3
+
+My immediate task entering Homework 3 will be finding out the summations of event combinations in `INTERACTION`, and then putting them into a proportion table. I will also do the same, but will group them by country and then using the proportion table afterward. I will do the same with `EVENT_TYPE`.