353 lines
1.3 MiB
HTML
353 lines
1.3 MiB
HTML
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<!DOCTYPE html>
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<html>
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<head>
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<meta charset="utf-8" />
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<meta name="generator" content="pandoc" />
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<meta http-equiv="X-UA-Compatible" content="IE=EDGE" />
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<title>R Notebook</title>
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<script src="data:application/javascript;base64,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"></script>
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<meta name="viewport" content="width=device-width, initial-scale=1" />
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h1.title {font-size: 38px;}
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h2 {font-size: 30px;}
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h3 {font-size: 24px;}
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h4 {font-size: 18px;}
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h5 {font-size: 16px;}
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h6 {font-size: 12px;}
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code {color: inherit; background-color: rgba(0, 0, 0, 0.04);}
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pre:not([class]) { background-color: white }</style>
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<script src="data:application/javascript;base64,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
|
||
|
|
<script src="data:application/javascript;base64,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
|
||
|
|
|
||
|
|
<style type="text/css">
|
||
|
|
code{white-space: pre-wrap;}
|
||
|
|
span.smallcaps{font-variant: small-caps;}
|
||
|
|
span.underline{text-decoration: underline;}
|
||
|
|
div.column{display: inline-block; vertical-align: top; width: 50%;}
|
||
|
|
div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;}
|
||
|
|
ul.task-list{list-style: none;}
|
||
|
|
</style>
|
||
|
|
|
||
|
|
<style type="text/css">code{white-space: pre;}</style>
|
||
|
|
<script type="text/javascript">
|
||
|
|
if (window.hljs) {
|
||
|
|
hljs.configure({languages: []});
|
||
|
|
hljs.initHighlightingOnLoad();
|
||
|
|
if (document.readyState && document.readyState === "complete") {
|
||
|
|
window.setTimeout(function() { hljs.initHighlighting(); }, 0);
|
||
|
|
}
|
||
|
|
}
|
||
|
|
</script>
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
<style type="text/css">
|
||
|
|
.main-container {
|
||
|
|
max-width: 940px;
|
||
|
|
margin-left: auto;
|
||
|
|
margin-right: auto;
|
||
|
|
}
|
||
|
|
img {
|
||
|
|
max-width:100%;
|
||
|
|
}
|
||
|
|
.tabbed-pane {
|
||
|
|
padding-top: 12px;
|
||
|
|
}
|
||
|
|
.html-widget {
|
||
|
|
margin-bottom: 20px;
|
||
|
|
}
|
||
|
|
button.code-folding-btn:focus {
|
||
|
|
outline: none;
|
||
|
|
}
|
||
|
|
summary {
|
||
|
|
display: list-item;
|
||
|
|
}
|
||
|
|
pre code {
|
||
|
|
padding: 0;
|
||
|
|
}
|
||
|
|
</style>
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
<!-- tabsets -->
|
||
|
|
|
||
|
|
<style type="text/css">
|
||
|
|
.tabset-dropdown > .nav-tabs {
|
||
|
|
display: inline-table;
|
||
|
|
max-height: 500px;
|
||
|
|
min-height: 44px;
|
||
|
|
overflow-y: auto;
|
||
|
|
border: 1px solid #ddd;
|
||
|
|
border-radius: 4px;
|
||
|
|
}
|
||
|
|
|
||
|
|
.tabset-dropdown > .nav-tabs > li.active:before {
|
||
|
|
content: "";
|
||
|
|
font-family: 'Glyphicons Halflings';
|
||
|
|
display: inline-block;
|
||
|
|
padding: 10px;
|
||
|
|
border-right: 1px solid #ddd;
|
||
|
|
}
|
||
|
|
|
||
|
|
.tabset-dropdown > .nav-tabs.nav-tabs-open > li.active:before {
|
||
|
|
content: "";
|
||
|
|
border: none;
|
||
|
|
}
|
||
|
|
|
||
|
|
.tabset-dropdown > .nav-tabs.nav-tabs-open:before {
|
||
|
|
content: "";
|
||
|
|
font-family: 'Glyphicons Halflings';
|
||
|
|
display: inline-block;
|
||
|
|
padding: 10px;
|
||
|
|
border-right: 1px solid #ddd;
|
||
|
|
}
|
||
|
|
|
||
|
|
.tabset-dropdown > .nav-tabs > li.active {
|
||
|
|
display: block;
|
||
|
|
}
|
||
|
|
|
||
|
|
.tabset-dropdown > .nav-tabs > li > a,
|
||
|
|
.tabset-dropdown > .nav-tabs > li > a:focus,
|
||
|
|
.tabset-dropdown > .nav-tabs > li > a:hover {
|
||
|
|
border: none;
|
||
|
|
display: inline-block;
|
||
|
|
border-radius: 4px;
|
||
|
|
background-color: transparent;
|
||
|
|
}
|
||
|
|
|
||
|
|
.tabset-dropdown > .nav-tabs.nav-tabs-open > li {
|
||
|
|
display: block;
|
||
|
|
float: none;
|
||
|
|
}
|
||
|
|
|
||
|
|
.tabset-dropdown > .nav-tabs > li {
|
||
|
|
display: none;
|
||
|
|
}
|
||
|
|
</style>
|
||
|
|
|
||
|
|
<!-- code folding -->
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
</head>
|
||
|
|
|
||
|
|
<body>
|
||
|
|
|
||
|
|
|
||
|
|
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<div id="header">
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<h1 class="title toc-ignore">R Notebook</h1>
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</div>
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<pre class="r"><code>library(tidyverse)</code></pre>
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<pre><code>## ── Attaching packages ─────────────────────────────────────── tidyverse 1.3.1 ──</code></pre>
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<pre><code>## ✓ ggplot2 3.3.5 ✓ purrr 0.3.4
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## ✓ tibble 3.1.4 ✓ dplyr 1.0.7
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## ✓ tidyr 1.1.3 ✓ stringr 1.4.0
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## ✓ readr 2.0.1 ✓ forcats 0.5.1</code></pre>
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<pre><code>## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
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## x dplyr::filter() masks stats::filter()
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## x dplyr::lag() masks stats::lag()</code></pre>
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<pre class="r"><code>library(lubridate)</code></pre>
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<pre><code>##
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## Attachement du package : 'lubridate'</code></pre>
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<pre><code>## Les objets suivants sont masqués depuis 'package:base':
|
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|
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##
|
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## date, intersect, setdiff, union</code></pre>
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<pre class="r"><code>library(sf)</code></pre>
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<pre><code>## Linking to GEOS 3.9.1, GDAL 3.3.1, PROJ 8.0.1</code></pre>
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<pre class="r"><code>library(leaflet)
|
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library(dataReporter)</code></pre>
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<pre><code>##
|
||
|
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## Attachement du package : 'dataReporter'</code></pre>
|
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<pre><code>## L'objet suivant est masqué depuis 'package:dplyr':
|
||
|
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##
|
||
|
|
## summarize</code></pre>
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<pre class="r"><code>source("importer_donnees_csv.R")</code></pre>
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<pre><code>## Warning: One or more parsing issues, see `problems()` for details</code></pre>
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<pre class="r"><code>source("pirateIcon.R")</code></pre>
|
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<pre class="r"><code>glimpse(pirate_attacks_sf, width = 67)</code></pre>
|
||
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|
<pre><code>## Rows: 7,511
|
||
|
|
## Columns: 15
|
||
|
|
## $ date <date> 1993-01-02, 1993-01-04, 1993-01-06,…
|
||
|
|
## $ time <chr> NA, NA, NA, NA, NA, NA, NA, NA, NA, …
|
||
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|
## $ attack_type <chr> NA, NA, NA, NA, NA, NA, NA, NA, NA, …
|
||
|
|
## $ location_description <chr> "Hong Kong - Luzon - Hainan", "Hong …
|
||
|
|
## $ nearest_country <chr> "CHN", "CHN", "CHN", "CHN", "PHL", "…
|
||
|
|
## $ eez_country <chr> "TWN", "CHN", "TWN", "CHN", "PHL", "…
|
||
|
|
## $ shore_distance <dbl> 357.5023726, 47.4315725, 280.8118709…
|
||
|
|
## $ shore_longitude <dbl> 115.825956, 115.825956, 114.302501, …
|
||
|
|
## $ shore_latitude <dbl> 22.746644, 22.746644, 22.044867, 29.…
|
||
|
|
## $ attack_description <chr> NA, NA, NA, NA, NA, NA, NA, NA, NA, …
|
||
|
|
## $ vessel_name <chr> "Mv Cosmic Leader", "Mv Tricolor Sta…
|
||
|
|
## $ vessel_type <chr> NA, NA, NA, NA, NA, NA, NA, NA, NA, …
|
||
|
|
## $ vessel_status <chr> NA, NA, NA, NA, NA, NA, NA, NA, "Anc…
|
||
|
|
## $ data_source <chr> "mappingpiracy", "mappingpiracy", "m…
|
||
|
|
## $ geometry <POINT> POINT (116.9667 19.7), POINT (116 …</code></pre>
|
||
|
|
<pre class="r"><code>pirate_attacks_sf_ss <- pirate_attacks_sf %>%
|
||
|
|
filter(data_source == "imb") %>%
|
||
|
|
select(
|
||
|
|
date,
|
||
|
|
attack_type,
|
||
|
|
shore_distance,
|
||
|
|
vessel_type,
|
||
|
|
vessel_status
|
||
|
|
) %>%
|
||
|
|
replace_na(list(vessel_status="Underway")) %>%
|
||
|
|
mutate(month_event = month(date),
|
||
|
|
year_event = year(date))</code></pre>
|
||
|
|
<div id="statistiques-descriptives" class="section level2">
|
||
|
|
<h2>Statistiques descriptives</h2>
|
||
|
|
<pre class="r"><code>makeDataReport(pirate_attacks_sf_ss, replace = TRUE)</code></pre>
|
||
|
|
<pre><code>## Data report generation is finished. Please wait while your output file is being rendered.</code></pre>
|
||
|
|
</div>
|
||
|
|
<div id="exporter-les-types-de-navires" class="section level2">
|
||
|
|
<h2>Exporter les types de navires</h2>
|
||
|
|
<pre class="r"><code>pirate_attacks_sf_ss %>%
|
||
|
|
group_by(vessel_type) %>%
|
||
|
|
st_set_geometry(NULL) %>%
|
||
|
|
count() %>%
|
||
|
|
arrange(desc(n)) %>%
|
||
|
|
write_csv("vessel_types.csv")</code></pre>
|
||
|
|
</div>
|
||
|
|
<div id="traitement-manuel" class="section level2">
|
||
|
|
<h2>Traitement manuel</h2>
|
||
|
|
<p>Je crée manuellement des catégories plus larges, puis je réimporte</p>
|
||
|
|
<pre class="r"><code>custom_vessel_categories <-
|
||
|
|
read_csv(
|
||
|
|
"data/csv/custom_vessel_categories.csv",
|
||
|
|
col_types = cols(vessel_type = col_character(),
|
||
|
|
vessel_category = col_character())
|
||
|
|
)</code></pre>
|
||
|
|
<pre class="r"><code>pirate_attacks_sf_ss2 <- pirate_attacks_sf_ss %>%
|
||
|
|
left_join(custom_vessel_categories)</code></pre>
|
||
|
|
<pre><code>## Joining, by = "vessel_type"</code></pre>
|
||
|
|
<pre class="r"><code>pirate_attacks_sf_ss2 %>% sf::write_sf("data/geojson/pirate_attacks_sf_ss2.geojson")</code></pre>
|
||
|
|
<pre><code>## Warning in CPL_write_ogr(obj, dsn, layer, driver,
|
||
|
|
## as.character(dataset_options), : GDAL Error 6: DeleteLayer() not supported by
|
||
|
|
## this dataset.</code></pre>
|
||
|
|
</div>
|
||
|
|
<div id="filtrage" class="section level2">
|
||
|
|
<h2>Filtrage</h2>
|
||
|
|
<pre class="r"><code>pirate_attacks_sf_maps <- pirate_attacks_sf_ss2 %>%
|
||
|
|
filter(year_event == 2015, month_event==1)</code></pre>
|
||
|
|
<pre class="r"><code>m <- leaflet(pirate_attacks_sf_maps) %>%
|
||
|
|
addTiles() %>%
|
||
|
|
addMarkers(
|
||
|
|
popup = paste0(
|
||
|
|
"Type: ",
|
||
|
|
pirate_attacks_sf_maps$vessel_category,
|
||
|
|
"<br>",
|
||
|
|
"Statut: ",
|
||
|
|
pirate_attacks_sf_maps$vessel_status,
|
||
|
|
"<br>",
|
||
|
|
"Type d'attaque: ",
|
||
|
|
pirate_attacks_sf_maps$attack_type,
|
||
|
|
"<br>",
|
||
|
|
"Distance de la côte: ",
|
||
|
|
round(pirate_attacks_sf_maps$shore_distance, 2),
|
||
|
|
"km",
|
||
|
|
"<br>",
|
||
|
|
"Date: ",
|
||
|
|
pirate_attacks_sf_maps$date
|
||
|
|
),
|
||
|
|
icon = pirateIcon,
|
||
|
|
clusterOptions = markerClusterOptions()
|
||
|
|
)</code></pre>
|
||
|
|
<pre class="r"><code>m</code></pre>
|
||
|
|
<div id="htmlwidget-b40cf1beef6ab9657476" style="width:672px;height:480px;" class="leaflet html-widget"></div>
|
||
|
|
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