From f7a061f58eb7235ff6df4bcf0615592440bd99d9 Mon Sep 17 00:00:00 2001
From: Holly-Transport <Holly-Transport@users.noreply.github.com>
Date: Thu, 26 Sep 2024 01:32:22 +0000
Subject: [PATCH] deploy: 258de22823a18c4c909dfacb00ae45098eefd9b3

---
 README.html                                   |   9 +-
 _sources/README.md                            |   2 -
 _sources/docs/2-analytics.md                  |  43 ++++++
 _sources/notebooks/README.md                  |  21 ---
 docs/1-intro-to-data-lab.html                 |   8 +-
 .../README.html => docs/2-analytics.html      | 134 ++++++++----------
 docs/3-add-resources.html                     |   2 +-
 docs/6-team.html                              |   2 +-
 genindex.html                                 |   2 +-
 notebooks/chokepoints/README.html             |   8 +-
 .../chokepoints/red-sea-chokepoints.html      |   2 +-
 notebooks/conflict/README.html                |   2 +-
 notebooks/conflict/acled.html                 |   2 +-
 notebooks/houthis/houthis-tax.html            |   2 +-
 notebooks/indicators/conflict-and-trade.html  |   2 +-
 notebooks/mobility/README.html                |   2 +-
 notebooks/mobility/visits.html                |   2 +-
 notebooks/ports/README.html                   |   2 +-
 notebooks/ports/red-sea-ports.html            |   2 +-
 notebooks/routes/1-data-extraction.html       |   2 +-
 notebooks/routes/2-prepare-sea-routes.html    |   2 +-
 notebooks/routes/3-process-routes.html        |   2 +-
 notebooks/routes/4-aggregate.html             |   2 +-
 notebooks/routes/README.html                  |   2 +-
 notebooks/spill/spill.html                    |   2 +-
 notebooks/spill/spillover-README.html         |   2 +-
 objects.inv                                   | Bin 890 -> 887 bytes
 search.html                                   |   2 +-
 searchindex.js                                |   2 +-
 29 files changed, 133 insertions(+), 134 deletions(-)
 create mode 100644 _sources/docs/2-analytics.md
 delete mode 100644 _sources/notebooks/README.md
 rename notebooks/README.html => docs/2-analytics.html (72%)

diff --git a/README.html b/README.html
index f42b8f4..97636a6 100644
--- a/README.html
+++ b/README.html
@@ -184,7 +184,7 @@
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Analytics</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="notebooks/README.html">Reusable Data Science Products</a></li>
+<li class="toctree-l1"><a class="reference internal" href="docs/2-analytics.html">Analytics: Introduction</a></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/chokepoints/README.html">Maritime Choke Point Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/chokepoints/red-sea-chokepoints.html">Choke Point Notebook</a></li>
 </ul>
@@ -441,7 +441,6 @@ <h2> Contents </h2>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#contents">Contents</a><ul class="nav section-nav flex-column">
 </ul>
 </li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id1"></a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#data">Data</a><ul class="nav section-nav flex-column">
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#data-availability-statement">Data Availability Statement</a></li>
 </ul>
@@ -476,7 +475,7 @@ <h2>Contents<a class="headerlink" href="#contents" title="Permalink to this head
 <div class="toctree-wrapper compound">
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Analytics</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/README.html">Reusable Data Science Products</a></li>
+<li class="toctree-l1"><a class="reference internal" href="docs/2-analytics.html">Analytics: Introduction</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/chokepoints/README.html">Maritime Choke Point Trends Monitor</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/ports/README.html">Port Call Trends Monitor</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/conflict/README.html">Conflict Location and Trends Monitor</a></li>
@@ -505,9 +504,6 @@ <h2>Contents<a class="headerlink" href="#contents" title="Permalink to this head
 </ul>
 </div>
 </section>
-<section id="id1">
-<h2><a class="headerlink" href="#id1" title="Permalink to this heading">#</a></h2>
-</section>
 <section id="data">
 <h2>Data<a class="headerlink" href="#data" title="Permalink to this heading">#</a></h2>
 <p>Most of the data science products in thie repository are derived using maritime Automatic Identification System (AIS) data pulled from the <a class="reference external" href="https://portwatch.imf.org/">IMF PortWatch</a> system and from the <a class="reference external" href="https://unstats.un.org/bigdata/task-teams/ais/index.cshtml">UN Committee of Experts on Big Data and Data Science for Official Statistics</a>, as well as conflict statistics provided by the <a class="reference external" href="https://acleddata.com/">Armed Conflict Location and Event Data project</a>.</p>
@@ -586,7 +582,6 @@ <h2>Code of Conduct<a class="headerlink" href="#code-of-conduct" title="Permalin
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#contents">Contents</a><ul class="nav section-nav flex-column">
 </ul>
 </li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id1"></a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#data">Data</a><ul class="nav section-nav flex-column">
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#data-availability-statement">Data Availability Statement</a></li>
 </ul>
diff --git a/_sources/README.md b/_sources/README.md
index 0a08230..8601215 100644
--- a/_sources/README.md
+++ b/_sources/README.md
@@ -12,8 +12,6 @@ The Red Sea shipping crisis is a global crisis that began in October 2023, when
 
 ```
 
-## 
-
 ## Data
 
 Most of the data science products in thie repository are derived using maritime Automatic Identification System (AIS) data pulled from the [IMF PortWatch](https://portwatch.imf.org/) system and from the [UN Committee of Experts on Big Data and Data Science for Official Statistics](https://unstats.un.org/bigdata/task-teams/ais/index.cshtml), as well as conflict statistics provided by the [Armed Conflict Location and Event Data project](https://acleddata.com/).
diff --git a/_sources/docs/2-analytics.md b/_sources/docs/2-analytics.md
new file mode 100644
index 0000000..d4aa072
--- /dev/null
+++ b/_sources/docs/2-analytics.md
@@ -0,0 +1,43 @@
+# Analytics: Introduction
+
+All Data Lab analytics include information on data sources, as well as original code and documentation. All analytics are presented in a web book format, per the following outline:
+
+1. **Overview**
+
+   Summary of the analytical challenge. 
+
+   
+
+2. **Data Description**
+   Everything a user would need to access and use the data that supports the analysis. For each source, we include:
+
+   - Description
+
+   - License
+
+   - Frequency of Access
+
+   - Access Instructions
+
+   - Point of Contact
+
+     
+
+3. **Methodology**
+   All analytses include step-by-step directions, code snippets, links to complete code, and notes on any critical dependencies. The user should be able to fully understand how the analytical results were achieved and be able to replicate them by following the methodology. 
+
+   
+
+4. **Findings**
+
+   This section includes initial results, including statistics, graphs, and maps to illustrate findings. 
+
+   
+
+5. **Limitations**
+
+   It is critical that all analyses are accompanied by a detailed description of limitations of the data and methodology for interpreting or reproducing results. 
+
+   
+
+6. **References and Works Cited**
diff --git a/_sources/notebooks/README.md b/_sources/notebooks/README.md
deleted file mode 100644
index 8d00842..0000000
--- a/_sources/notebooks/README.md
+++ /dev/null
@@ -1,21 +0,0 @@
-# Reusable Data Science Products
-
-The following data products have been prepared:
-
-* **Maritime Choke Point Trends Monitor** for the Suez Canal, Bab el-Mandreb Straight, and the Cape of Good Hope
-
-* **Port Call Trends Monitor** for the following ports: Aden, Al Ahmadi, Al Aqabah, Al Mukalla, As Suways, Djibouti, Duba. Duba Bulk Plant Tanker Terminal, El-Adabiya, Jiddah, Jiddah Oil, King Fahd Port, North Ain Sukhna Port, Rabigh, Safaga, and Yanbu
-
-* **Spillage Monitor** for trade arriving in ports in Egypt, Djibouti, and Yemen
-
-* **Missing Ships Estimator** for ships that may have disabled their transponders
-
-* **Conflict Location and Trends Monitor** derived from ACLED data
-
-Time and resources pending, the team may also investigate datasets and methods for monitoring ancillary air cargo trends.
-
-## Insights and Indicators
-
-The team is combining these data products to prepare high-level analytics and indicators, such as:
-
-* Combined conflict and maritime traffic diverstion trends analysis
diff --git a/docs/1-intro-to-data-lab.html b/docs/1-intro-to-data-lab.html
index d6792b1..b4eca21 100644
--- a/docs/1-intro-to-data-lab.html
+++ b/docs/1-intro-to-data-lab.html
@@ -65,7 +65,7 @@
     <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="Reusable Data Science Products" href="../notebooks/README.html" />
+    <link rel="next" title="Analytics: Introduction" href="2-analytics.html" />
     <link rel="prev" title="Monitoring the Red Sea Shipping Crisis" href="../README.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
@@ -183,7 +183,7 @@
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Analytics</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../notebooks/README.html">Reusable Data Science Products</a></li>
+<li class="toctree-l1"><a class="reference internal" href="2-analytics.html">Analytics: Introduction</a></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/chokepoints/README.html">Maritime Choke Point Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/chokepoints/red-sea-chokepoints.html">Choke Point Notebook</a></li>
 </ul>
@@ -527,11 +527,11 @@ <h2>How Data Lab Projects are Managed<a class="headerlink" href="#how-data-lab-p
       </div>
     </a>
     <a class="right-next"
-       href="../notebooks/README.html"
+       href="2-analytics.html"
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">Reusable Data Science Products</p>
+        <p class="prev-next-title">Analytics: Introduction</p>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>
diff --git a/notebooks/README.html b/docs/2-analytics.html
similarity index 72%
rename from notebooks/README.html
rename to docs/2-analytics.html
index 5bbcc6b..2801f9f 100644
--- a/notebooks/README.html
+++ b/docs/2-analytics.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
-    <title>Reusable Data Science Products &#8212; Red Sea Monitoring</title>
+    <title>Analytics: Introduction &#8212; Red Sea Monitoring</title>
   
   
   
@@ -60,13 +60,13 @@
     <script src="../_static/design-tabs.js"></script>
     <script>const THEBE_JS_URL = "https://unpkg.com/thebe@0.8.2/lib/index.js"; const thebe_selector = ".thebe,.cell"; const thebe_selector_input = "pre"; const thebe_selector_output = ".output, .cell_output"</script>
     <script async="async" src="../_static/sphinx-thebe.js"></script>
-    <script>DOCUMENTATION_OPTIONS.pagename = 'notebooks/README';</script>
-    <link rel="canonical" href="http://datapartnership.org/red-sea-monitoring/notebooks/README.html" />
+    <script>DOCUMENTATION_OPTIONS.pagename = 'docs/2-analytics';</script>
+    <link rel="canonical" href="http://datapartnership.org/red-sea-monitoring/docs/2-analytics.html" />
     <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="Maritime Choke Point Trends Monitor" href="chokepoints/README.html" />
-    <link rel="prev" title="Introduction to the Data Lab" href="../docs/1-intro-to-data-lab.html" />
+    <link rel="next" title="Maritime Choke Point Trends Monitor" href="../notebooks/chokepoints/README.html" />
+    <link rel="prev" title="Introduction to the Data Lab" href="1-intro-to-data-lab.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
     <meta name="docbuild:last-update" content="Sep 26, 2024"/>
@@ -179,51 +179,51 @@
     <div class="bd-toc-item navbar-nav active">
         <p aria-level="2" class="caption" role="heading"><span class="caption-text">Introduction to Data Goods</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../docs/1-intro-to-data-lab.html">Introduction to the Data Lab</a></li>
+<li class="toctree-l1"><a class="reference internal" href="1-intro-to-data-lab.html">Introduction to the Data Lab</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Analytics</span></p>
 <ul class="current nav bd-sidenav">
-<li class="toctree-l1 current active"><a class="current reference internal" href="#">Reusable Data Science Products</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="chokepoints/README.html">Maritime Choke Point Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
-<li class="toctree-l2"><a class="reference internal" href="chokepoints/red-sea-chokepoints.html">Choke Point Notebook</a></li>
+<li class="toctree-l1 current active"><a class="current reference internal" href="#">Analytics: Introduction</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/chokepoints/README.html">Maritime Choke Point Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../notebooks/chokepoints/red-sea-chokepoints.html">Choke Point Notebook</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="ports/README.html">Port Call Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
-<li class="toctree-l2"><a class="reference internal" href="ports/red-sea-ports.html">Ports Notebook</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/ports/README.html">Port Call Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../notebooks/ports/red-sea-ports.html">Ports Notebook</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="conflict/README.html">Conflict Location and Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
-<li class="toctree-l2"><a class="reference internal" href="conflict/acled.html">Armed Conflict Location Event Analysis</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/conflict/README.html">Conflict Location and Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../notebooks/conflict/acled.html">Armed Conflict Location Event Analysis</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="spill/spillover-README.html">Port Disruption Spillover Estimates</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
-<li class="toctree-l2"><a class="reference internal" href="spill/spill.html">Global Port Spillover Estimator</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/spill/spillover-README.html">Port Disruption Spillover Estimates</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../notebooks/spill/spill.html">Global Port Spillover Estimator</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="mobility/README.html">Economic Impacts on Tourism</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
-<li class="toctree-l2"><a class="reference internal" href="mobility/visits.html">Estimating Activity Through Point of Interest Visits Using Mobility Data</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/mobility/README.html">Economic Impacts on Tourism</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../notebooks/mobility/visits.html">Estimating Activity Through Point of Interest Visits Using Mobility Data</a></li>
 </ul>
 </details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="routes/README.html">CO2 Emissions Estimation</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
-<li class="toctree-l2"><a class="reference internal" href="routes/1-data-extraction.html">Data Extraction</a></li>
-<li class="toctree-l2"><a class="reference internal" href="routes/2-prepare-sea-routes.html">Sea Routes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="routes/3-process-routes.html">Process AIS Dataset</a></li>
-<li class="toctree-l2"><a class="reference internal" href="routes/4-aggregate.html">Data Analysis</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/routes/README.html">CO2 Emissions Estimation</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../notebooks/routes/1-data-extraction.html">Data Extraction</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../notebooks/routes/2-prepare-sea-routes.html">Sea Routes</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../notebooks/routes/3-process-routes.html">Process AIS Dataset</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../notebooks/routes/4-aggregate.html">Data Analysis</a></li>
 </ul>
 </details></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Insights and Indicators</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="indicators/conflict-and-trade.html">Shipping and Conflict</a></li>
-<li class="toctree-l1"><a class="reference internal" href="houthis/houthis-tax.html">Shipping and Freight Rate</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../notebooks/indicators/conflict-and-trade.html">Shipping and Conflict</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../notebooks/houthis/houthis-tax.html">Shipping and Freight Rate</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Additional Resources</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../docs/3-add-resources.html">Additional Resources</a></li>
+<li class="toctree-l1"><a class="reference internal" href="3-add-resources.html">Additional Resources</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Acknowledgements</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../docs/6-team.html">Data Goods Team and Acknowedgements</a></li>
+<li class="toctree-l1"><a class="reference internal" href="6-team.html">Data Goods Team and Acknowedgements</a></li>
 </ul>
 
     </div>
@@ -295,7 +295,7 @@
       
       
       
-      <li><a href="https://github.com/datapartnership/red-sea-monitoring/edit/main/notebooks/README.md" target="_blank"
+      <li><a href="https://github.com/datapartnership/red-sea-monitoring/edit/main/docs/2-analytics.md" target="_blank"
    class="btn btn-sm btn-source-edit-button dropdown-item"
    title="Suggest edit"
    data-bs-placement="left" data-bs-toggle="tooltip"
@@ -312,7 +312,7 @@
       
       
       
-      <li><a href="https://github.com/datapartnership/red-sea-monitoring/issues/new?title=Issue%20on%20page%20%2Fnotebooks/README.html&body=Your%20issue%20content%20here." target="_blank"
+      <li><a href="https://github.com/datapartnership/red-sea-monitoring/issues/new?title=Issue%20on%20page%20%2Fdocs/2-analytics.html&body=Your%20issue%20content%20here." target="_blank"
    class="btn btn-sm btn-source-issues-button dropdown-item"
    title="Open an issue"
    data-bs-placement="left" data-bs-toggle="tooltip"
@@ -342,7 +342,7 @@
       
       
       
-      <li><a href="../_sources/notebooks/README.md" target="_blank"
+      <li><a href="../_sources/docs/2-analytics.md" target="_blank"
    class="btn btn-sm btn-download-source-button dropdown-item"
    title="Download source file"
    data-bs-placement="left" data-bs-toggle="tooltip"
@@ -413,9 +413,7 @@
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <span class="fa-solid fa-list"></span>
-</button>
+
 </div></div>
       
     </div>
@@ -426,19 +424,11 @@
               
 
 <div id="jb-print-docs-body" class="onlyprint">
-    <h1>Reusable Data Science Products</h1>
+    <h1>Analytics: Introduction</h1>
     <!-- Table of contents -->
     <div id="print-main-content">
         <div id="jb-print-toc">
             
-            <div>
-                <h2> Contents </h2>
-            </div>
-            <nav aria-label="Page">
-                <ul class="visible nav section-nav flex-column">
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#insights-and-indicators">Insights and Indicators</a></li>
-</ul>
-            </nav>
         </div>
     </div>
 </div>
@@ -448,24 +438,33 @@ <h2> Contents </h2>
 <div id="searchbox"></div>
                 <article class="bd-article">
                   
-  <section class="tex2jax_ignore mathjax_ignore" id="reusable-data-science-products">
-<h1>Reusable Data Science Products<a class="headerlink" href="#reusable-data-science-products" title="Permalink to this heading">#</a></h1>
-<p>The following data products have been prepared:</p>
-<ul class="simple">
-<li><p><strong>Maritime Choke Point Trends Monitor</strong> for the Suez Canal, Bab el-Mandreb Straight, and the Cape of Good Hope</p></li>
-<li><p><strong>Port Call Trends Monitor</strong> for the following ports: Aden, Al Ahmadi, Al Aqabah, Al Mukalla, As Suways, Djibouti, Duba. Duba Bulk Plant Tanker Terminal, El-Adabiya, Jiddah, Jiddah Oil, King Fahd Port, North Ain Sukhna Port, Rabigh, Safaga, and Yanbu</p></li>
-<li><p><strong>Spillage Monitor</strong> for trade arriving in ports in Egypt, Djibouti, and Yemen</p></li>
-<li><p><strong>Missing Ships Estimator</strong> for ships that may have disabled their transponders</p></li>
-<li><p><strong>Conflict Location and Trends Monitor</strong> derived from ACLED data</p></li>
-</ul>
-<p>Time and resources pending, the team may also investigate datasets and methods for monitoring ancillary air cargo trends.</p>
-<section id="insights-and-indicators">
-<h2>Insights and Indicators<a class="headerlink" href="#insights-and-indicators" title="Permalink to this heading">#</a></h2>
-<p>The team is combining these data products to prepare high-level analytics and indicators, such as:</p>
+  <section class="tex2jax_ignore mathjax_ignore" id="analytics-introduction">
+<h1>Analytics: Introduction<a class="headerlink" href="#analytics-introduction" title="Permalink to this heading">#</a></h1>
+<p>All Data Lab analytics include information on data sources, as well as original code and documentation. All analytics are presented in a web book format, per the following outline:</p>
+<ol class="arabic">
+<li><p><strong>Overview</strong></p>
+<p>Summary of the analytical challenge.</p>
+</li>
+<li><p><strong>Data Description</strong>
+Everything a user would need to access and use the data that supports the analysis. For each source, we include:</p>
 <ul class="simple">
-<li><p>Combined conflict and maritime traffic diverstion trends analysis</p></li>
+<li><p>Description</p></li>
+<li><p>License</p></li>
+<li><p>Frequency of Access</p></li>
+<li><p>Access Instructions</p></li>
+<li><p>Point of Contact</p></li>
 </ul>
-</section>
+</li>
+<li><p><strong>Methodology</strong>
+All analytses include step-by-step directions, code snippets, links to complete code, and notes on any critical dependencies. The user should be able to fully understand how the analytical results were achieved and be able to replicate them by following the methodology.</p></li>
+<li><p><strong>Findings</strong></p>
+<p>This section includes initial results, including statistics, graphs, and maps to illustrate findings.</p>
+</li>
+<li><p><strong>Limitations</strong></p>
+<p>It is critical that all analyses are accompanied by a detailed description of limitations of the data and methodology for interpreting or reproducing results.</p>
+</li>
+<li><p><strong>References and Works Cited</strong></p></li>
+</ol>
 </section>
 
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@@ -499,7 +498,7 @@ <h2>Insights and Indicators<a class="headerlink" href="#insights-and-indicators"
                   
 <div class="prev-next-area">
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-       href="../docs/1-intro-to-data-lab.html"
+       href="1-intro-to-data-lab.html"
        title="previous page">
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@@ -508,7 +507,7 @@ <h2>Insights and Indicators<a class="headerlink" href="#insights-and-indicators"
       </div>
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     <a class="right-next"
-       href="chokepoints/README.html"
+       href="../notebooks/chokepoints/README.html"
        title="next page">
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@@ -523,21 +522,6 @@ <h2>Insights and Indicators<a class="headerlink" href="#insights-and-indicators"
             
             
               
-                <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
-
-
-  <div class="sidebar-secondary-item">
-  <div class="page-toc tocsection onthispage">
-    <i class="fa-solid fa-list"></i> Contents
-  </div>
-  <nav class="bd-toc-nav page-toc">
-    <ul class="visible nav section-nav flex-column">
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#insights-and-indicators">Insights and Indicators</a></li>
-</ul>
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diff --git a/docs/3-add-resources.html b/docs/3-add-resources.html
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@@ -183,7 +183,7 @@
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 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../notebooks/README.html">Reusable Data Science Products</a></li>
+<li class="toctree-l1"><a class="reference internal" href="2-analytics.html">Analytics: Introduction</a></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/chokepoints/README.html">Maritime Choke Point Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/chokepoints/red-sea-chokepoints.html">Choke Point Notebook</a></li>
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diff --git a/docs/6-team.html b/docs/6-team.html
index ae34bfb..548e2c4 100644
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 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../notebooks/README.html">Reusable Data Science Products</a></li>
+<li class="toctree-l1"><a class="reference internal" href="2-analytics.html">Analytics: Introduction</a></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/chokepoints/README.html">Maritime Choke Point Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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@@ -182,7 +182,7 @@
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 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="notebooks/README.html">Reusable Data Science Products</a></li>
+<li class="toctree-l1"><a class="reference internal" href="docs/2-analytics.html">Analytics: Introduction</a></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/chokepoints/README.html">Maritime Choke Point Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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diff --git a/notebooks/chokepoints/README.html b/notebooks/chokepoints/README.html
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     <link rel="search" title="Search" href="../../search.html" />
     <link rel="next" title="Choke Point Notebook" href="red-sea-chokepoints.html" />
-    <link rel="prev" title="Reusable Data Science Products" href="../README.html" />
+    <link rel="prev" title="Analytics: Introduction" href="../../docs/2-analytics.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
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@@ -183,7 +183,7 @@
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-<li class="toctree-l1"><a class="reference internal" href="../README.html">Reusable Data Science Products</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../docs/2-analytics.html">Analytics: Introduction</a></li>
 <li class="toctree-l1 current active has-children"><a class="current reference internal" href="#">Maritime Choke Point Trends Monitor</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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@@ -710,12 +710,12 @@ <h2>Implementation<a class="headerlink" href="#implementation" title="Permalink
                   
 <div class="prev-next-area">
     <a class="left-prev"
-       href="../README.html"
+       href="../../docs/2-analytics.html"
        title="previous page">
       <i class="fa-solid fa-angle-left"></i>
       <div class="prev-next-info">
         <p class="prev-next-subtitle">previous</p>
-        <p class="prev-next-title">Reusable Data Science Products</p>
+        <p class="prev-next-title">Analytics: Introduction</p>
       </div>
     </a>
     <a class="right-next"
diff --git a/notebooks/chokepoints/red-sea-chokepoints.html b/notebooks/chokepoints/red-sea-chokepoints.html
index 1096724..e08aeba 100644
--- a/notebooks/chokepoints/red-sea-chokepoints.html
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 <ul class="current nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../README.html">Reusable Data Science Products</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../docs/2-analytics.html">Analytics: Introduction</a></li>
 <li class="toctree-l1 current active has-children"><a class="reference internal" href="README.html">Maritime Choke Point Trends Monitor</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
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-<li class="toctree-l1"><a class="reference internal" href="../README.html">Reusable Data Science Products</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../docs/2-analytics.html">Analytics: Introduction</a></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../chokepoints/README.html">Maritime Choke Point Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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-<li class="toctree-l1"><a class="reference internal" href="../README.html">Reusable Data Science Products</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../docs/2-analytics.html">Analytics: Introduction</a></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../chokepoints/README.html">Maritime Choke Point Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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index da9fbe6..2791659 100644
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-<li class="toctree-l1"><a class="reference internal" href="../README.html">Reusable Data Science Products</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../docs/2-analytics.html">Analytics: Introduction</a></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../chokepoints/README.html">Maritime Choke Point Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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index 3890fe6..bdbd369 100644
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@@ -183,7 +183,7 @@
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-<li class="toctree-l1"><a class="reference internal" href="../README.html">Reusable Data Science Products</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../docs/2-analytics.html">Analytics: Introduction</a></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../chokepoints/README.html">Maritime Choke Point Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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index 64abef4..39443e8 100644
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-<li class="toctree-l1"><a class="reference internal" href="../README.html">Reusable Data Science Products</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../docs/2-analytics.html">Analytics: Introduction</a></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../chokepoints/README.html">Maritime Choke Point Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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-<li class="toctree-l1"><a class="reference internal" href="../README.html">Reusable Data Science Products</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../docs/2-analytics.html">Analytics: Introduction</a></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../chokepoints/README.html">Maritime Choke Point Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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-<li class="toctree-l1"><a class="reference internal" href="../README.html">Reusable Data Science Products</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../docs/2-analytics.html">Analytics: Introduction</a></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../chokepoints/README.html">Maritime Choke Point Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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diff --git a/notebooks/ports/red-sea-ports.html b/notebooks/ports/red-sea-ports.html
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-<li class="toctree-l1"><a class="reference internal" href="../README.html">Reusable Data Science Products</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../docs/2-analytics.html">Analytics: Introduction</a></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../chokepoints/README.html">Maritime Choke Point Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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diff --git a/notebooks/routes/1-data-extraction.html b/notebooks/routes/1-data-extraction.html
index 623a556..afe6a8f 100644
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-<li class="toctree-l1"><a class="reference internal" href="../README.html">Reusable Data Science Products</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../docs/2-analytics.html">Analytics: Introduction</a></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../chokepoints/README.html">Maritime Choke Point Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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diff --git a/notebooks/routes/2-prepare-sea-routes.html b/notebooks/routes/2-prepare-sea-routes.html
index da72b72..5321b98 100644
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@@ -183,7 +183,7 @@
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-<li class="toctree-l1"><a class="reference internal" href="../README.html">Reusable Data Science Products</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../docs/2-analytics.html">Analytics: Introduction</a></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../chokepoints/README.html">Maritime Choke Point Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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diff --git a/notebooks/routes/3-process-routes.html b/notebooks/routes/3-process-routes.html
index abaf404..c454a7b 100644
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@@ -183,7 +183,7 @@
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 <ul class="current nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../README.html">Reusable Data Science Products</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../docs/2-analytics.html">Analytics: Introduction</a></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../chokepoints/README.html">Maritime Choke Point Trends Monitor</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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diff --git a/notebooks/routes/4-aggregate.html b/notebooks/routes/4-aggregate.html
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-<li class="toctree-l1"><a class="reference internal" href="../README.html">Reusable Data Science Products</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../docs/2-analytics.html">Analytics: Introduction</a></li>
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Smoothening": [[8, "data-smoothening"]], "Figure: AIS Transit Calls in Key Areas, Historical": [[8, "figure-ais-transit-calls-in-key-areas-historical"]], "Calculate Reference Values": [[8, "calculate-reference-values"], [16, "calculate-reference-values"]], "Figure: AIS Transit Calls in Key Areas": [[8, "figure-ais-transit-calls-in-key-areas"]], "Figure: AIS Transit Calls Relative to Historical Average": [[8, "figure-ais-transit-calls-relative-to-historical-average"]], "Figure: AIS Transit Calls % Change from Historical Average": [[8, "figure-ais-transit-calls-change-from-historical-average"]], "Table: Daily Average Values by Time Period": [[8, "table-daily-average-values-by-time-period"]], "Table: Daily Average Values by Time Period, % Change from Baseline": [[8, "table-daily-average-values-by-time-period-change-from-baseline"]], "Conflict Location and Trends Monitor": [[9, "conflict-location-and-trends-monitor"]], "Data Description": [[9, "data-description"]], "Armed Conflict Location 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[14, "results"]], "Estimating Activity Through Point of Interest Visits Using Mobility Data": [[14, "estimating-activity-through-point-of-interest-visits-using-mobility-data"]], "Area of Interest": [[14, "area-of-interest"]], "Points of Interest": [[14, "points-of-interest"]], "Mobility Data": [[14, "mobility-data"]], "By administrative divisions": [[14, "by-administrative-divisions"]], "Limitations": [[14, "limitations"], [21, "limitations"]], "Limitations of using mobility data to estimate economic activity": [[14, "limitations-of-using-mobility-data-to-estimate-economic-activity"]], "Limitations of using points of interest database from OpenStreetMap": [[14, "limitations-of-using-points-of-interest-database-from-openstreetmap"]], "Port Call Trends Monitor": [[15, "port-call-trends-monitor"]], "Weekly Trade Charts": [[15, "weekly-trade-charts"]], "Djibouti": [[15, "djibouti"], [15, "id1"]], "Egypt": [[15, "egypt"], [15, "id2"]], "Jordan": [[15, "jordan"], [15, "id3"]], "Saudi Arabia": [[15, "saudi-arabia"], [15, "id4"]], "Yemen": [[15, "yemen"], [15, "id5"]], "Monthly Averages by Time Period": [[15, "monthly-averages-by-time-period"]], "Monthly Averages by Time Period, % Change from Baseline": [[15, "monthly-averages-by-time-period-change-from-baseline"]], "Summary Charts": [[15, "summary-charts"], [21, "summary-charts"]], "Absolute Difference from Baseline": [[15, "absolute-difference-from-baseline"]], "Percentage Change from Baseline": [[15, "percentage-change-from-baseline"], [21, "percentage-change-from-baseline"]], "Ports Notebook": [[16, "ports-notebook"]], "Ports": [[16, "ports"]], "Map of Ports": [[16, "map-of-ports"]], "Trade Data": [[16, "trade-data"]], "Convert to Weekly": [[16, "convert-to-weekly"]], "Plot Weekly Trade Volume": [[16, "plot-weekly-trade-volume"]], "Resample to Monthly": [[16, "resample-to-monthly"]], "Plot Monthly Trade Volume and Historical Average": [[16, "plot-monthly-trade-volume-and-historical-average"]], "Table: Monthly Average Values by Time Period": [[16, "table-monthly-average-values-by-time-period"]], "Table: Monthly Average Values by Time Period, % Change from Baseline": [[16, "table-monthly-average-values-by-time-period-change-from-baseline"]], "Parade Chart: Absolute Differences": [[16, "parade-chart-absolute-differences"]], "Parade Chart % Diff": [[16, "parade-chart-diff"]], "Data Extraction": [[17, "data-extraction"]], "Port Boundaries": [[17, "port-boundaries"]], "Add Chokepoints": [[17, "add-chokepoints"]], "Sea Routes": [[18, "sea-routes"]], "Load Datasets": [[18, "load-datasets"]], "Merge Routes with Geometry": [[18, "merge-routes-with-geometry"]], "Clean Geometries": [[18, "clean-geometries"]], "Clean Rotues": [[18, "clean-rotues"]], "Plot Routes": [[18, "plot-routes"]], "Convert to Graph Network": [[18, "convert-to-graph-network"]], "Process AIS Dataset": [[19, "process-ais-dataset"]], "Read Data": [[19, "read-data"]], "Data Processing": [[19, "data-processing"]], "Calculate Travel Time": [[19, "calculate-travel-time"], [21, "calculate-travel-time"]], "Remove False Positives": [[19, "remove-false-positives"], [21, "remove-false-positives"]], "Load Sea Routes Graph": [[19, "load-sea-routes-graph"]], "Snap to Graph": [[19, "snap-to-graph"]], "Check if route is already in distances": [[19, "check-if-route-is-already-in-distances"]], "Reload": [[19, "reload"]], "Routing": [[19, "routing"]], "Get Distance From Existing Routes": [[19, "get-distance-from-existing-routes"]], "Get Distance from Graph Routing": [[19, "get-distance-from-graph-routing"]], "Filter and Aggregate": [[19, "filter-and-aggregate"]], "Get Vessels that crossed Red Sea in Reference Period": [[20, "get-vessels-that-crossed-red-sea-in-reference-period"]], "Data Table": [[20, "data-table"]], "Calculate % Change from Baseline": [[20, "calculate-change-from-baseline"]], "OECD Data": [[20, "oecd-data"]], "CO2 Emissions Estimation": [[21, "co2-emissions-estimation"]], "1. Data Extraction": [[21, "data-extraction"]], "2. Sea Routes": [[21, "sea-routes"]], "3. Convert Port Calls to Trips": [[21, "convert-port-calls-to-trips"]], "Merge Sea Route from Step 2": [[21, "merge-sea-route-from-step-2"]], "4. Aggregation and Percent Change Calculation": [[21, "aggregation-and-percent-change-calculation"]], "Cargo Vessels": [[21, "cargo-vessels"]], "Tanker Vessels": [[21, "tanker-vessels"]], "Global Emissions (OECD) Data": [[21, "global-emissions-oecd-data"]], "References": [[21, "references"], [23, "references"]], "Global Port Spillover Estimator": [[22, "global-port-spillover-estimator"]], "Import Libraries": [[22, "import-libraries"]], "Part I: Estimating At-Risk Capacity of a Port Disruption (Metric Tons) by Country": [[22, "part-i-estimating-at-risk-capacity-of-a-port-disruption-metric-tons-by-country"]], "Read in Downladed Dataset and Select Country of Interest": [[22, "read-in-downladed-dataset-and-select-country-of-interest"], [22, "id1"]], "Filter Data for Top Ten Impacted Countries (Summation of All Port Data for Each Country)": [[22, "filter-data-for-top-ten-impacted-countries-summation-of-all-port-data-for-each-country"]], "Generate Bar Chart": [[22, "generate-bar-chart"], [22, "id2"], [22, "id3"]], "Aggregated by Country, Export Capacity at Risk during a 90-Day Disruption of Any Port in a Selected Country (Metric Tons)": [[22, "aggregated-by-country-export-capacity-at-risk-during-a-90-day-disruption-of-any-port-in-a-selected-country-metric-tons"]], "Part II: Estimating Aggregated At-Risk Export Value by Country from Any Port Disruption in a Selected Country (USD)": [[22, "part-ii-estimating-aggregated-at-risk-export-value-by-country-from-any-port-disruption-in-a-selected-country-usd"]], "Filter Data for Top Ten Impacted Countries (Summation of All Ports Data for Each Country)": [[22, "filter-data-for-top-ten-impacted-countries-summation-of-all-ports-data-for-each-country"]], "Aggregated by Country, Export Value at Risk during a 90-Day Disruption of Any Port in a Selected Country (USD)": [[22, "aggregated-by-country-export-value-at-risk-during-a-90-day-disruption-of-any-port-in-a-selected-country-usd"]], "Identify Top Ten Countries in Terms of Impacted Percentage of Total Exports by a Port Disruption": [[22, "identify-top-ten-countries-in-terms-of-impacted-percentage-of-total-exports-by-a-port-disruption"]], "Aggregated by Country, Export Value at Risk due to Disruption of Any Port in a Selected Country (Percent of Total Export Value)": [[22, "aggregated-by-country-export-value-at-risk-due-to-disruption-of-any-port-in-a-selected-country-percent-of-total-export-value"]], "Port Disruption Spillover Estimates": [[23, "port-disruption-spillover-estimates"]], "What is Spillover?": [[23, "what-is-spillover"]], "Estimating At-Risk Capacity of a Port Disruption (Metric Tons) by Country": [[23, "estimating-at-risk-capacity-of-a-port-disruption-metric-tons-by-country"]], "Estimating At-Risk Export Value of a Port Disruption (USD) by Country": [[23, "estimating-at-risk-export-value-of-a-port-disruption-usd-by-country"]]}, "indexentries": {}})
\ No newline at end of file