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datapartnership · Jun 4, 2024 · 8a04a08 · 8a04a08
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diff --git a/_sources/notebooks/conflict/acled.ipynb b/_sources/notebooks/conflict/acled.ipynb
@@ -52,7 +52,7 @@
     "sys.path.append(join(git_root, \"src\", \"red_sea_monitoring\"))\n",
     "import visuals\n",
     "import acled\n",
-    "#from red_sea_monitoring.acled import *\n",
+    "# from red_sea_monitoring.acled import *\n",
     "\n",
     "from datetime import date\n",
     "\n",
@@ -541,7 +541,12 @@
    ],
    "source": [
     "m = grouped_data.explore(\n",
-    "    column=\"nr_fatalities\", zoom_start=5.1, marker_kwds={\"radius\": 5}, vmin=1, vmax=50, cmap ='viridis'\n",
+    "    column=\"nr_fatalities\",\n",
+    "    zoom_start=5.1,\n",
+    "    marker_kwds={\"radius\": 5},\n",
+    "    vmin=1,\n",
+    "    vmax=50,\n",
+    "    cmap=\"viridis\",\n",
     ")\n",
     "m"
    ]
@@ -1257,7 +1262,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Weekly Conflict Events in the Red Sea Region (excluding protests)"
+    "### Weekly Conflict Events in the South Red Sea Region (excluding protests)"
    ]
   },
   {
@@ -1385,9 +1390,7 @@
    "outputs": [],
    "source": [
     "conflict_red_sea = (\n",
-    "    conflict_red_sea.groupby(\n",
-    "        [\"country\", \"event_date\", \"location\"]\n",
-    "    )[\"fatalities\"]\n",
+    "    conflict_red_sea.groupby([\"country\", \"event_date\", \"location\"])[\"fatalities\"]\n",
     "    .agg([\"sum\", \"count\"])\n",
     "    .reset_index()\n",
     ")\n",
@@ -1485,7 +1488,11 @@
   {
    "cell_type": "code",
    "execution_count": 82,
-   "metadata": {},
+   "metadata": {
+    "tags": [
+     "remove-input"
+    ]
+   },
    "outputs": [
     {
      "data": {

diff --git a/_sources/notebooks/houthis/houthis-tax.ipynb b/_sources/notebooks/houthis/houthis-tax.ipynb
@@ -10,8 +10,7 @@
    },
    "outputs": [],
    "source": [
-    "import pandas as pd\n",
-    "import numpy as np\n"
+    "import pandas as pd"
    ]
   },
   {
@@ -37,9 +36,9 @@
    },
    "outputs": [],
    "source": [
-    "fbx = pd.read_excel('../../data/Freightos Baltic Index.xlsx')\n",
-    "fbx['date'] = fbx['date'].apply(lambda x: pd.to_datetime(x))\n",
-    "fbx['FBX'] = fbx['FBX'].astype(float)"
+    "fbx = pd.read_excel(\"../../data/Freightos Baltic Index.xlsx\")\n",
+    "fbx[\"date\"] = fbx[\"date\"].apply(lambda x: pd.to_datetime(x))\n",
+    "fbx[\"FBX\"] = fbx[\"FBX\"].astype(float)"
    ]
   },
   {
@@ -87,7 +86,7 @@
     "    bab_el_mandeb.groupby(pd.Grouper(key=\"date\", freq=\"W\"))[\"n_total\"]\n",
     "    .sum()\n",
     "    .reset_index()\n",
-    ")#.merge(fbx, on = 'date')"
+    ")  # .merge(fbx, on = 'date')"
    ]
   },
   {
@@ -160,7 +159,7 @@
    ],
    "source": [
     "from bokeh.plotting import figure, show, output_notebook\n",
-    "from bokeh.models import Legend, Span, LinearAxis, Range1d, Label, Spacer, Div\n",
+    "from bokeh.models import Legend, Span, LinearAxis, Range1d, Label, Div\n",
     "from bokeh.layouts import column\n",
     "\n",
     "# Call this to display plots inline in a Jupyter Notebook\n",
@@ -182,7 +181,7 @@
     "subtitle = Div(\n",
     "    text=f\"<div style='text-align:center;font-size:12pt;color:gray;'>{subtitle_text}</div>\",\n",
     "    width=1000,\n",
-    "    height=30\n",
+    "    height=30,\n",
     ")\n",
     "\n",
     "# Add a subtitle\n",
@@ -199,7 +198,9 @@
     "\n",
     "\n",
     "# Plot multiple lines\n",
-    "p1 = p.line(bab_el_mandeb[\"date\"], bab_el_mandeb[\"n_total\"], line_width=2, color=\"#B07AA1\")\n",
+    "p1 = p.line(\n",
+    "    bab_el_mandeb[\"date\"], bab_el_mandeb[\"n_total\"], line_width=2, color=\"#B07AA1\"\n",
+    ")\n",
     "p.y_range = Range1d(start=0, end=600)\n",
     "p.extra_y_ranges = {\"y2\": Range1d(start=900, end=4000)}\n",
     "p.add_layout(LinearAxis(y_range_name=\"y2\", axis_label=\"y2\"), \"right\")\n",
@@ -213,7 +214,6 @@
     ")\n",
     "\n",
     "\n",
-    "\n",
     "legend_items = [\n",
     "    (\"Number of Vessels\", [p1]),\n",
     "    # (\"Number of events in Yemen\", [p2]),\n",
@@ -277,7 +277,10 @@
     "p.add_layout(conflict_label)\n",
     "\n",
     "\n",
-    "layout = column(p, subtitle,)\n",
+    "layout = column(\n",
+    "    p,\n",
+    "    subtitle,\n",
+    ")\n",
     "# Show the plot\n",
     "show(layout)"
    ]

diff --git a/notebooks/conflict/acled.html b/notebooks/conflict/acled.html
@@ -444,7 +444,7 @@ <h2> Contents </h2>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#insights">Insights</a><ul class="nav section-nav flex-column">
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#visualizing-conflict-fatalities-between-january-1st-2023-and-april-9th-2024">Visualizing conflict fatalities between January 1st 2023 and April 9th 2024</a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#ports-of-interest-in-the-red-sea-region">Ports of Interest in the Red Sea Region</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#weekly-conflict-events-in-the-red-sea-region-excluding-protests">Weekly Conflict Events in the Red Sea Region (excluding protests)</a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#weekly-conflict-events-in-the-south-red-sea-region-excluding-protests">Weekly Conflict Events in the South Red Sea Region (excluding protests)</a><ul class="nav section-nav flex-column">
 <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#observations-and-limitations">Observations and Limitations</a></li>
 </ul>
 </li>
@@ -477,7 +477,12 @@ <h3>Visualizing conflict fatalities between January 1st 2023 and April 9th 2024<
 </summary>
 <div class="cell_input docutils container">
 <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">m</span> <span class="o">=</span> <span class="n">grouped_data</span><span class="o">.</span><span class="n">explore</span><span class="p">(</span>
-    <span class="n">column</span><span class="o">=</span><span class="s2">&quot;nr_fatalities&quot;</span><span class="p">,</span> <span class="n">zoom_start</span><span class="o">=</span><span class="mf">5.1</span><span class="p">,</span> <span class="n">marker_kwds</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;radius&quot;</span><span class="p">:</span> <span class="mi">5</span><span class="p">},</span> <span class="n">vmin</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">cmap</span> <span class="o">=</span><span class="s1">&#39;viridis&#39;</span>
+    <span class="n">column</span><span class="o">=</span><span class="s2">&quot;nr_fatalities&quot;</span><span class="p">,</span>
+    <span class="n">zoom_start</span><span class="o">=</span><span class="mf">5.1</span><span class="p">,</span>
+    <span class="n">marker_kwds</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;radius&quot;</span><span class="p">:</span> <span class="mi">5</span><span class="p">},</span>
+    <span class="n">vmin</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
+    <span class="n">vmax</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span>
+    <span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;viridis&quot;</span><span class="p">,</span>
 <span class="p">)</span>
 <span class="n">m</span>
 </pre></div>
@@ -1417,8 +1422,8 @@ <h3>Ports of Interest in the Red Sea Region<a class="headerlink" href="#ports-of
 })(window);</script></div>
 </div>
 </section>
-<section id="weekly-conflict-events-in-the-red-sea-region-excluding-protests">
-<h3>Weekly Conflict Events in the Red Sea Region (excluding protests)<a class="headerlink" href="#weekly-conflict-events-in-the-red-sea-region-excluding-protests" title="Permalink to this heading">#</a></h3>
+<section id="weekly-conflict-events-in-the-south-red-sea-region-excluding-protests">
+<h3>Weekly Conflict Events in the South Red Sea Region (excluding protests)<a class="headerlink" href="#weekly-conflict-events-in-the-south-red-sea-region-excluding-protests" title="Permalink to this heading">#</a></h3>
 <div class="cell tag_remove-input docutils container">
 <div class="cell_output docutils container">
 <div class="output text_html"><div class="bk-root">
@@ -2045,51 +2050,7 @@ <h4>Observations and Limitations<a class="headerlink" href="#observations-and-li
   }
 })(window);</script></div>
 </div>
-<div class="cell docutils container">
-<div class="cell_input docutils container">
-<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">bokeh.plotting</span> <span class="kn">import</span> <span class="n">show</span><span class="p">,</span> <span class="n">output_notebook</span>
-<span class="kn">import</span> <span class="nn">bokeh</span>
-<span class="kn">from</span> <span class="nn">bokeh.core.validation.warnings</span> <span class="kn">import</span> <span class="n">EMPTY_LAYOUT</span><span class="p">,</span> <span class="n">MISSING_RENDERERS</span>
-<span class="kn">from</span> <span class="nn">bokeh.models</span> <span class="kn">import</span> <span class="n">Panel</span><span class="p">,</span> <span class="n">Tabs</span>
-
-<span class="n">output_notebook</span><span class="p">()</span>
-
-<span class="n">bokeh</span><span class="o">.</span><span class="n">core</span><span class="o">.</span><span class="n">validation</span><span class="o">.</span><span class="n">silence</span><span class="p">(</span><span class="n">EMPTY_LAYOUT</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span>
-<span class="n">bokeh</span><span class="o">.</span><span class="n">core</span><span class="o">.</span><span class="n">validation</span><span class="o">.</span><span class="n">silence</span><span class="p">(</span><span class="n">MISSING_RENDERERS</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span>
-
-<span class="n">conflict_by_country</span> <span class="o">=</span> <span class="n">conflict_by_country</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s2">&quot;country&quot;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-
-<span class="n">tabs</span> <span class="o">=</span> <span class="p">[]</span>
-<span class="n">measure_names</span> <span class="o">=</span> <span class="p">{</span>
-    <span class="s2">&quot;nrEvents&quot;</span><span class="p">:</span> <span class="s2">&quot;Number of Conflict Events&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;nrFatalities&quot;</span><span class="p">:</span> <span class="s2">&quot;Number of Fatalities&quot;</span><span class="p">,</span>
-<span class="p">}</span>
-<span class="n">measure_colors</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;nrEvents&quot;</span><span class="p">:</span> <span class="s2">&quot;#4E79A7&quot;</span><span class="p">,</span> <span class="s2">&quot;nrFatalities&quot;</span><span class="p">:</span> <span class="s2">&quot;#F28E2B&quot;</span><span class="p">}</span>
-<span class="c1"># acled_adm0 = get_acled_by_admin(syria_adm2_crs, acled, columns = [&#39;ADM2_EN&#39;, &#39;ADM1_EN&#39;])</span>
-<span class="k">for</span> <span class="n">country</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="n">conflict_by_country</span><span class="p">[</span><span class="s2">&quot;country&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()):</span>
-    <span class="n">tabs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
-        <span class="n">Panel</span><span class="p">(</span>
-            <span class="n">child</span><span class="o">=</span><span class="n">visuals</span><span class="o">.</span><span class="n">get_bar_chart</span><span class="p">(</span>
-                <span class="n">conflict_by_country</span><span class="p">,</span>
-                <span class="sa">f</span><span class="s2">&quot;Weekly Conflict Fatality Trend in </span><span class="si">{</span><span class="n">country</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">,</span>
-                <span class="s2">&quot;Source: ACLED&quot;</span><span class="p">,</span>
-                <span class="n">subtitle</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">,</span>
-                <span class="n">category</span><span class="o">=</span><span class="s2">&quot;country&quot;</span><span class="p">,</span>
-                <span class="n">measure</span><span class="o">=</span><span class="s2">&quot;nrFatalities&quot;</span><span class="p">,</span>
-                <span class="n">color_code</span><span class="o">=</span><span class="n">measure_colors</span><span class="p">[</span><span class="s2">&quot;nrFatalities&quot;</span><span class="p">],</span>
-                <span class="n">category_value</span><span class="o">=</span><span class="n">country</span><span class="p">,</span>
-                <span class="n">crisis_date</span><span class="o">=</span><span class="n">crisis_date</span><span class="p">,</span>
-                <span class="n">conflict_date</span><span class="o">=</span><span class="n">conflict_date</span><span class="p">,</span>
-            <span class="p">),</span>
-            <span class="n">title</span><span class="o">=</span><span class="n">country</span><span class="o">.</span><span class="n">title</span><span class="p">(),</span>
-        <span class="p">)</span>
-    <span class="p">)</span>
-
-<span class="n">tabs</span> <span class="o">=</span> <span class="n">Tabs</span><span class="p">(</span><span class="n">tabs</span><span class="o">=</span><span class="n">tabs</span><span class="p">,</span> <span class="n">sizing_mode</span><span class="o">=</span><span class="s2">&quot;scale_both&quot;</span><span class="p">)</span>
-<span class="n">show</span><span class="p">(</span><span class="n">tabs</span><span class="p">,</span> <span class="n">warn_on_missing_glyphs</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-</pre></div>
-</div>
-</div>
+<div class="cell tag_remove-input docutils container">
 <div class="cell_output docutils container">
 <div class="output text_html"><div class="bk-root">
         <a href="https://bokeh.org" target="_blank" class="bk-logo bk-logo-small bk-logo-notebook"></a>
@@ -2471,7 +2432,7 @@ <h4>Observations and Limitations<a class="headerlink" href="#observations-and-li
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#insights">Insights</a><ul class="nav section-nav flex-column">
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#visualizing-conflict-fatalities-between-january-1st-2023-and-april-9th-2024">Visualizing conflict fatalities between January 1st 2023 and April 9th 2024</a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#ports-of-interest-in-the-red-sea-region">Ports of Interest in the Red Sea Region</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#weekly-conflict-events-in-the-red-sea-region-excluding-protests">Weekly Conflict Events in the Red Sea Region (excluding protests)</a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#weekly-conflict-events-in-the-south-red-sea-region-excluding-protests">Weekly Conflict Events in the South Red Sea Region (excluding protests)</a><ul class="nav section-nav flex-column">
 <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#observations-and-limitations">Observations and Limitations</a></li>
 </ul>
 </li>

diff --git a/searchindex.js b/searchindex.js