diff --git a/_sources/notebooks/conflict/acled.ipynb b/_sources/notebooks/conflict/acled.ipynb
index 2d3fb77..7d0820a 100644
--- a/_sources/notebooks/conflict/acled.ipynb
+++ b/_sources/notebooks/conflict/acled.ipynb
@@ -515,7 +515,7 @@
    "execution_count": 35,
    "metadata": {
     "tags": [
-     "remove-cell"
+     "remove-input"
     ]
    },
    "outputs": [
@@ -1157,7 +1157,7 @@
    "execution_count": 203,
    "metadata": {
     "tags": [
-     "remove-cell"
+     "remove-input"
     ]
    },
    "outputs": [
diff --git a/notebooks/conflict/acled.html b/notebooks/conflict/acled.html
index f61ac2e..e337280 100644
--- a/notebooks/conflict/acled.html
+++ b/notebooks/conflict/acled.html
@@ -683,6 +683,358 @@ <h3>Visualizing conflict fatalities between October 7th 2023 and October 20th 20
 </div>
 <div class="cell tag_remove-input docutils container">
 <div class="cell_output docutils container">
+<div class="output text_html">    <style>
+        .bk-notebook-logo {
+            display: block;
+            width: 20px;
+            height: 20px;
+            background-image: url(data:image/png;base64,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);
+        }
+    </style>
+    <div>
+        <a href="https://bokeh.org" target="_blank" class="bk-notebook-logo"></a>
+        <span id="e013cf87-a487-4dce-a085-ac18ed43f5bc">Loading BokehJS ...</span>
+    </div>
+</div><script type="application/javascript">'use strict';
+(function(root) {
+  function now() {
+    return new Date();
+  }
+
+  const force = true;
+
+  if (typeof root._bokeh_onload_callbacks === "undefined" || force === true) {
+    root._bokeh_onload_callbacks = [];
+    root._bokeh_is_loading = undefined;
+  }
+
+const JS_MIME_TYPE = 'application/javascript';
+  const HTML_MIME_TYPE = 'text/html';
+  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';
+  const CLASS_NAME = 'output_bokeh rendered_html';
+
+  /**
+   * Render data to the DOM node
+   */
+  function render(props, node) {
+    const script = document.createElement("script");
+    node.appendChild(script);
+  }
+
+  /**
+   * Handle when an output is cleared or removed
+   */
+  function handleClearOutput(event, handle) {
+    function drop(id) {
+      const view = Bokeh.index.get_by_id(id)
+      if (view != null) {
+        view.model.document.clear()
+        Bokeh.index.delete(view)
+      }
+    }
+
+    const cell = handle.cell;
+
+    const id = cell.output_area._bokeh_element_id;
+    const server_id = cell.output_area._bokeh_server_id;
+
+    // Clean up Bokeh references
+    if (id != null) {
+      drop(id)
+    }
+
+    if (server_id !== undefined) {
+      // Clean up Bokeh references
+      const cmd_clean = "from bokeh.io.state import curstate; print(curstate().uuid_to_server['" + server_id + "'].get_sessions()[0].document.roots[0]._id)";
+      cell.notebook.kernel.execute(cmd_clean, {
+        iopub: {
+          output: function(msg) {
+            const id = msg.content.text.trim()
+            drop(id)
+          }
+        }
+      });
+      // Destroy server and session
+      const cmd_destroy = "import bokeh.io.notebook as ion; ion.destroy_server('" + server_id + "')";
+      cell.notebook.kernel.execute(cmd_destroy);
+    }
+  }
+
+  /**
+   * Handle when a new output is added
+   */
+  function handleAddOutput(event, handle) {
+    const output_area = handle.output_area;
+    const output = handle.output;
+
+    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only
+    if ((output.output_type != "display_data") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {
+      return
+    }
+
+    const toinsert = output_area.element.find("." + CLASS_NAME.split(' ')[0]);
+
+    if (output.metadata[EXEC_MIME_TYPE]["id"] !== undefined) {
+      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];
+      // store reference to embed id on output_area
+      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE]["id"];
+    }
+    if (output.metadata[EXEC_MIME_TYPE]["server_id"] !== undefined) {
+      const bk_div = document.createElement("div");
+      bk_div.innerHTML = output.data[HTML_MIME_TYPE];
+      const script_attrs = bk_div.children[0].attributes;
+      for (let i = 0; i < script_attrs.length; i++) {
+        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);
+        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent
+      }
+      // store reference to server id on output_area
+      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE]["server_id"];
+    }
+  }
+
+  function register_renderer(events, OutputArea) {
+
+    function append_mime(data, metadata, element) {
+      // create a DOM node to render to
+      const toinsert = this.create_output_subarea(
+        metadata,
+        CLASS_NAME,
+        EXEC_MIME_TYPE
+      );
+      this.keyboard_manager.register_events(toinsert);
+      // Render to node
+      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};
+      render(props, toinsert[toinsert.length - 1]);
+      element.append(toinsert);
+      return toinsert
+    }
+
+    /* Handle when an output is cleared or removed */
+    events.on('clear_output.CodeCell', handleClearOutput);
+    events.on('delete.Cell', handleClearOutput);
+
+    /* Handle when a new output is added */
+    events.on('output_added.OutputArea', handleAddOutput);
+
+    /**
+     * Register the mime type and append_mime function with output_area
+     */
+    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {
+      /* Is output safe? */
+      safe: true,
+      /* Index of renderer in `output_area.display_order` */
+      index: 0
+    });
+  }
+
+  // register the mime type if in Jupyter Notebook environment and previously unregistered
+  if (root.Jupyter !== undefined) {
+    const events = require('base/js/events');
+    const OutputArea = require('notebook/js/outputarea').OutputArea;
+
+    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {
+      register_renderer(events, OutputArea);
+    }
+  }
+  if (typeof (root._bokeh_timeout) === "undefined" || force === true) {
+    root._bokeh_timeout = Date.now() + 5000;
+    root._bokeh_failed_load = false;
+  }
+
+  const NB_LOAD_WARNING = {'data': {'text/html':
+     "<div style='background-color: #fdd'>\n"+
+     "<p>\n"+
+     "BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \n"+
+     "may be due to a slow or bad network connection. Possible fixes:\n"+
+     "</p>\n"+
+     "<ul>\n"+
+     "<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\n"+
+     "<li>use INLINE resources instead, as so:</li>\n"+
+     "</ul>\n"+
+     "<code>\n"+
+     "from bokeh.resources import INLINE\n"+
+     "output_notebook(resources=INLINE)\n"+
+     "</code>\n"+
+     "</div>"}};
+
+  function display_loaded(error = null) {
+    const el = document.getElementById("e013cf87-a487-4dce-a085-ac18ed43f5bc");
+    if (el != null) {
+      const html = (() => {
+        if (typeof root.Bokeh === "undefined") {
+          if (error == null) {
+            return "BokehJS is loading ...";
+          } else {
+            return "BokehJS failed to load.";
+          }
+        } else {
+          const prefix = `BokehJS ${root.Bokeh.version}`;
+          if (error == null) {
+            return `${prefix} successfully loaded.`;
+          } else {
+            return `${prefix} <b>encountered errors</b> while loading and may not function as expected.`;
+          }
+        }
+      })();
+      el.innerHTML = html;
+
+      if (error != null) {
+        const wrapper = document.createElement("div");
+        wrapper.style.overflow = "auto";
+        wrapper.style.height = "5em";
+        wrapper.style.resize = "vertical";
+        const content = document.createElement("div");
+        content.style.fontFamily = "monospace";
+        content.style.whiteSpace = "pre-wrap";
+        content.style.backgroundColor = "rgb(255, 221, 221)";
+        content.textContent = error.stack ?? error.toString();
+        wrapper.append(content);
+        el.append(wrapper);
+      }
+    } else if (Date.now() < root._bokeh_timeout) {
+      setTimeout(() => display_loaded(error), 100);
+    }
+  }
+
+  function run_callbacks() {
+    try {
+      root._bokeh_onload_callbacks.forEach(function(callback) {
+        if (callback != null)
+          callback();
+      });
+    } finally {
+      delete root._bokeh_onload_callbacks
+    }
+    console.debug("Bokeh: all callbacks have finished");
+  }
+
+  function load_libs(css_urls, js_urls, callback) {
+    if (css_urls == null) css_urls = [];
+    if (js_urls == null) js_urls = [];
+
+    root._bokeh_onload_callbacks.push(callback);
+    if (root._bokeh_is_loading > 0) {
+      console.debug("Bokeh: BokehJS is being loaded, scheduling callback at", now());
+      return null;
+    }
+    if (js_urls == null || js_urls.length === 0) {
+      run_callbacks();
+      return null;
+    }
+    console.debug("Bokeh: BokehJS not loaded, scheduling load and callback at", now());
+    root._bokeh_is_loading = css_urls.length + js_urls.length;
+
+    function on_load() {
+      root._bokeh_is_loading--;
+      if (root._bokeh_is_loading === 0) {
+        console.debug("Bokeh: all BokehJS libraries/stylesheets loaded");
+        run_callbacks()
+      }
+    }
+
+    function on_error(url) {
+      console.error("failed to load " + url);
+    }
+
+    for (let i = 0; i < css_urls.length; i++) {
+      const url = css_urls[i];
+      const element = document.createElement("link");
+      element.onload = on_load;
+      element.onerror = on_error.bind(null, url);
+      element.rel = "stylesheet";
+      element.type = "text/css";
+      element.href = url;
+      console.debug("Bokeh: injecting link tag for BokehJS stylesheet: ", url);
+      document.body.appendChild(element);
+    }
+
+    for (let i = 0; i < js_urls.length; i++) {
+      const url = js_urls[i];
+      const element = document.createElement('script');
+      element.onload = on_load;
+      element.onerror = on_error.bind(null, url);
+      element.async = false;
+      element.src = url;
+      console.debug("Bokeh: injecting script tag for BokehJS library: ", url);
+      document.head.appendChild(element);
+    }
+  };
+
+  function inject_raw_css(css) {
+    const element = document.createElement("style");
+    element.appendChild(document.createTextNode(css));
+    document.body.appendChild(element);
+  }
+
+  const js_urls = ["https://cdn.bokeh.org/bokeh/release/bokeh-3.4.1.min.js", "https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.1.min.js", "https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.1.min.js", "https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.1.min.js", "https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.1.min.js"];
+  const css_urls = [];
+
+  const inline_js = [    function(Bokeh) {
+      Bokeh.set_log_level("info");
+    },
+function(Bokeh) {
+    }
+  ];
+
+  function run_inline_js() {
+    if (root.Bokeh !== undefined || force === true) {
+      try {
+            for (let i = 0; i < inline_js.length; i++) {
+      inline_js[i].call(root, root.Bokeh);
+    }
+
+      } catch (error) {display_loaded(error);throw error;
+      }if (force === true) {
+        display_loaded();
+      }} else if (Date.now() < root._bokeh_timeout) {
+      setTimeout(run_inline_js, 100);
+    } else if (!root._bokeh_failed_load) {
+      console.log("Bokeh: BokehJS failed to load within specified timeout.");
+      root._bokeh_failed_load = true;
+    } else if (force !== true) {
+      const cell = $(document.getElementById("e013cf87-a487-4dce-a085-ac18ed43f5bc")).parents('.cell').data().cell;
+      cell.output_area.append_execute_result(NB_LOAD_WARNING)
+    }
+  }
+
+  if (root._bokeh_is_loading === 0) {
+    console.debug("Bokeh: BokehJS loaded, going straight to plotting");
+    run_inline_js();
+  } else {
+    load_libs(css_urls, js_urls, function() {
+      console.debug("Bokeh: BokehJS plotting callback run at", now());
+      run_inline_js();
+    });
+  }
+}(window));</script><div class="output text_html">
+  <div id="bd3aa991-6bfe-42cb-b77c-6a16f7f99cd5" data-root-id="p1788" style="display: contents;"></div>
+</div><script type="application/javascript">(function(root) {
+  function embed_document(root) {
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AAIC50st4QgAAgLnSy3hCAACAudLLeEIAAIC50st4QgAAgLnSy3hCAACAudLLeEIAAIC50st4QgAAgLnSy3hCAACAudLLeEIAAMCBE854QgAAwIETznhCAADAgRPOeEIAAMCBE854QgAAwIETznhCAADAgRPOeEIAAMCBE854QgAAwIETznhCAADAgRPOeEIAAMCBE854QgAAwIETznhCAADAgRPOeEIAAMCBE854QgAAwIETznhCAADAgRPOeEIAAMCBE854QgAAwIETznhCAADAgRPOeEIAAMCBE854QgAAwIETznhCAADAgRPOeEIAAMCBE854QgAAwIETznhCAADAgRPOeEIAAMCBE854QgAAwIETznhCAADAgRPOeEIAAMCBE854QgAAwIETznhCAADAgRPOeEIAAMCBE854QgAAwIETznhCAAAASlTQeEIAAABKVNB4QgAAAEpU0HhCAAAASlTQeEIAAABKVNB4QgAAAEpU0HhCAAAASlTQeEIAAABKVNB4QgAAAEpU0HhCAAAASlTQeEIAAABKVNB4QgAAAEpU0HhCAAAASlTQeEIAAABKVNB4QgAAAEpU0HhCAAAASlTQeEIAAABKVNB4QgAAAEpU0HhCAAAASlTQeEIAAABKVNB4QgAAAEpU0HhCAAAASlTQeEIAAABKVNB4QgAAAEpU0HhCAAAASlTQeEIAAABKVNB4QgAAAEpU0HhCAAAASlTQeEIAAABKVNB4QgAAAEpU0HhCAAAASlTQeEIAAABKVNB4QgAAAEpU0HhCAAAASlTQeEIAAABKVNB4QgAAAEpU0HhCAAAASlTQeEIAAABKVNB4QgAAAEpU0HhCAAAASlTQeEIAAABKVNB4QgAAAEpU0HhCAAAASlTQeEIAAABKVNB4QgAAAEpU0HhCAAAASlTQeEIAAABKVNB4QgAAAEpU0HhCAAAASlTQeEIAAABKVNB4QgAAAEpU0HhCAAAASlTQeEIAAABKVNB4QgAAAEpU0HhCAAAASlTQeEIAAABKVNB4QgAAQBKV0nhCAABAEpXSeEIAAEASldJ4QgAAQBKV0nhCAABAEpXSeEIAAEASldJ4QgAAQBKV0nhCAABAEpXSeEIAAEASldJ4QgAAQBKV0nhCAABAEpXSeEIAAEASldJ4QgAAQBKV0nhCAABAEpXSeEIAAEASldJ4QgAAQBKV0nhCAABAEpXSeEIAAEASldJ4QgAAQBKV0nhCAABAEpXSeEIAAEASldJ4QgAAQBKV0nhCAABAEpXSeEIAAEASldJ4QgAAQBKV0nhCAABAEpXSeEIAAEASldJ4QgAAQBKV0nhCAABAEpXSeEIAAEASldJ4QgAAQBKV0nhCAABAEpXSeEIAAEASldJ4QgAAQBKV0nhCAABAEpXSeEIAAEASldJ4QgAAQBKV0nhCAABAEpXSeEIAAEASldJ4QgAAQBKV0nhCAABAEpXSeEIAAEASldJ4QgAAQBKV0nhCAACA2tXUeEIAAIDa1dR4QgAAgNrV1HhCAACA2tXUeEIAAIDa1dR4QgAAgNrV1HhCAACA2tXUeEIAAIDa1dR4QgAAgNrV1HhCAACA2tXUeEIAAIDa1dR4QgAAgNrV1HhCAACA2tXUeEIAAIDa1dR4QgAAgNrV1HhCAACA2tXUeEIAAIDa1dR4QgAAgNrV1HhCAACA2tXUeEIAAIDa1dR4QgAAgNrV1HhCAACA2tXUeEIAAIDa1dR4QgAAgNrV1HhCAACA2tXUeEIAAIDa1dR4QgAAgNrV1HhCAACA2tXUeEIAAIDa1dR4QgAAgNrV1HhCAACA2tXUeEIAAIDa1dR4QgAAgNrV1HhCAACA2tXUeEIAAIDa1dR4QgAAgNrV1HhCAACA2tXUeEIAAIDa1dR4QgAAgNrV1HhCAACA2tXUeEIAAIDa1dR4QgAAgNrV1HhCAACA2tXUeEIAAIDa1dR4QgAAgNrV1HhCAACA2tXUeEIAAIDa1dR4QgAAgNrV1HhCAACA2tXUeEIAAIDa1dR4QgAAgNrV1HhCAADAohbXeEIAAMCiFtd4QgAAwKIW13hCAADAohbXeEIAAMCiFtd4QgAAwKIW13hCAADAohbXeEIAAMCiFtd4QgAAwKIW13hCAADAohbXeEIAAMCiFtd4QgAAwKIW13hCAADAohbXeEIAAMCiFtd4QgAAwKIW13hCAADAohbXeEIAAMCiFtd4QgAAwKIW13hCAADAohbXeEIAAMCiFtd4QgAAwKIW13hCAADAohbXeEIAAMCiFtd4QgAAwKIW13hCAADAohbXeEIAAMCiFtd4QgAAwKIW13hCAADAohbXeEIAAMCiFtd4QgAAwKIW13hCAADAohbXeEIAAMCiFtd4QgAAwKIW13hCAADAohbXeEIAAMCiFtd4QgAAwKIW13hCAADAohbXeEIAAMCiFtd4QgAAwKIW13hCAADAohbXeEIAAMCiFtd4QgAAwKIW13hCAADAohbXeEIAAMCiFtd4QgAAwKIW13hCAADAohbXeEIAAMCiFtd4QgAAwKIW13hCAADAohbXeEIAAMCiFtd4QgAAwKIW13hCAADAohbXeEIAAMCiFtd4QgAAwKIW13hCAADAohbXeEIAAMCiFtd4QgAAwKIW13hCAAAAa1fZeEIAAABrV9l4QgAAAGtX2XhCAAAAa1fZeEIAAABrV9l4QgAAAGtX2XhCAAAAa1fZeEIAAABrV9l4QgAAAGtX2XhCAAAAa1fZeEIAAABrV9l4QgAAAGtX2XhCAAAAa1fZeEIAAABrV9l4QgAAAGtX2XhCAAAAa1fZeEIAAABrV9l4QgAAAGtX2XhCAAAAa1fZeEIAAABrV9l4QgAAAGtX2XhCAAAAa1fZeEIAAABrV9l4QgAAAGtX2XhCAAAAa1fZeEIAAABrV9l4QgAAAGtX2XhCAAAAa1fZeEIAAABrV9l4QgAAQDOY23hCAABAM5jbeEIAAEAzmNt4QgAAQDOY23hCAABAM5jbeEIAAEAzmNt4QgAAQDOY23hCAABAM5jbeEIAAEAzmNt4QgAAQDOY23hCAABAM5jbeEIAAEAzmNt4QgAAQDOY23hCAABAM5jbeEIAAEAzmNt4QgAAQDOY23hCAABAM5jbeEIAAEAzmNt4QgAAQDOY23hCAABAM5jbeEIAAEAzmNt4QgAAQDOY23hCAABAM5jbeEIAAEAzmNt4QgAAQDOY23hCAABAM5jbeEIAAEAzmNt4QgAAQDOY23hCAACA+9jdeEIAAID72N14QgAAgPvY3XhCAACA+9jdeEIAAID72N14QgAAgPvY3XhCAACA+9jdeEIAAID72N14QgAAgPvY3XhCAACA+9jdeEIAAID72N14QgAAgPvY3XhCAACA+9jdeEIAAID72N14QgAAgPvY3XhCAACA+9jdeEIAAID72N14QgAAgPvY3XhCAACA+9jdeEIAAID72N14QgAAgPvY3XhCAACA+9jdeEIAAID72N14QgAAgPvY3XhCAACA+9jdeEIAAID72N14QgAAgPvY3XhCAACA+9jdeEIAAID72N14QgAAgPvY3XhCAACA+9jdeEIAAID72N14QgAAgPvY3XhCAACA+9jdeEIAAID72N14QgAAgPvY3XhCAACA+9jdeEIAAID72N14QgAAgPvY3XhCAACA+9jdeEIAAID72N14QgAAgPvY3XhCAADAwxngeEIAAMDDGeB4QgAAwMMZ4HhCAADAwxngeEIAAMDDGeB4QgAAwMMZ4HhCAADAwxngeEIAAMDDGeB4QgAAwMMZ4HhCAADAwxngeEIAAMDDGeB4QgAAwMMZ4HhCAADAwxngeEIAAMDDGeB4QgAAwMMZ4HhCAADAwxngeEIAAMDDGeB4QgAAwMMZ4HhCAADAwxngeEIAAMDDGeB4QgAAwMMZ4HhCAADAwxngeEIAAMDDGeB4QgAAwMMZ4HhCAAAAjFrieEIAAACMWuJ4QgAAAIxa4nhCAAAAjFrieEIAAACMWuJ4QgAAAIxa4nhCAAAAjFrieEIAAACMWuJ4QgAAAIxa4nhCAAAAjFrieEIAAACMWuJ4QgAAAIxa4nhCAAAAjFrieEIAAACMWuJ4QgAAAIxa4nhCAAAAjFrieEIAAACMWuJ4QgAAAIxa4nhCAAAAjFrieEIAAACMWuJ4QgAAAIxa4nhCAAAAjFrieEIAAACMWuJ4QgAAAIxa4nhCAAAAjFrieEIAAEBUm+R4QgAAQFSb5HhCAABAVJvkeEIAAEBUm+R4QgAAQFSb5HhCAABAVJvkeEIAAEBUm+R4QgAAQFSb5HhCAABAVJvkeEIAAEBUm+R4QgAAQFSb5HhCAABAVJvkeEIAAEBUm+R4QgAAQFSb5HhCAABAVJvkeEIAAEBUm+R4QgAAQFSb5HhCAABAVJvkeEIAAEBUm+R4QgAAQFSb5HhCAABAVJvkeEIAAEBUm+R4QgAAQFSb5HhCAABAVJvkeEIAAEBUm+R4QgAAQFSb5HhCAABAVJvkeEIAAEBUm+R4QgAAQFSb5HhCAABAVJvkeEIAAIAc3OZ4QgAAgBzc5nhCAACAHNzmeEIAAIAc3OZ4QgAAgBzc5nhCAACAHNzmeEIAAIAc3OZ4QgAAgBzc5nhCAACAHNzmeEIAAIAc3OZ4QgAAgBzc5nhCAACAHNzmeEIAAIAc3OZ4QgAAgBzc5nhCAACAHNzmeEIAAIAc3OZ4QgAAgBzc5nhCAACAHNzmeEIAAIAc3OZ4QgAAgBzc5nhCAACAHNzmeEIAAIAc3OZ4QgAAgBzc5nhCAACAHNzmeEIAAIAc3OZ4QgAAgBzc5nhCAACAHNzmeEIAAIAc3OZ4QgAAgBzc5nhCAADA5BzpeEIAAMDkHOl4QgAAwOQc6XhCAADA5BzpeEIAAMDkHOl4QgAAwOQc6XhCAADA5BzpeEIAAMDkHOl4QgAAwOQc6XhCAADA5BzpeEIAAMDkHOl4QgAAwOQc6XhCAADA5BzpeEIAAMDkHOl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Aden","South Red Sea","Strait of Bab el Mandeb","Taizz - Street 40","Tibbat Uthman","Radaa","Amad","As Surdud","Sanaa - Sanaa International Airport","Sayyan","South Red Sea","Ibb","Ibb","Radaa","Sanaa - Habrah","Taizz - Ath Thawrah","Bab Ghaliq","Jabal Libnat as Sufla","Jabal Murays","Thawkab","Akhdu Asfal","Al Fakhir","Al Hudaydah - Kilu 16","Al Quhayfah","Ar Rimmah","Ramadah","Jazirat Jabal Zuqar","Taizz - Ar Rawdah","Taizz - Ath Thawrah","Al Fakhir","Al Hudaydah","South Red Sea","Al Hudaydah","Radaa","Al Ghaylah","Dar ash Sharaf","Dhamar","Sanaa","Taizz - Ash Shamasi","Al Hazm","Al Jafrah","Al Kabsi Square","Al Masharih","Ibb","Shurayjah","Karish","Radaa","Al Hudaydah - Al Hali","Al Qutay","Jabal Kahbub","Wadi Habab","Al Mukha","Gulf of Aden","Northwestern Indian Ocean","South Red Sea","Al Awd","Radaa","Al Hudaydah","Jabal Murays","South Red Sea","Bahir","Sanaa - Hadda","Shaharah","Taizz - Ath Thawrah","Al Bayda","Al Fakhir","Karish","Radaa","Karish","Manzar","Jayshan","Ad 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   
                                                                                                                                                                                       "},"shape":[1675],"dtype":"int32","order":"little"}],["nrEvents",{"type":"ndarray","array":{"type":"bytes","data":"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 "},"shape":[1675],"dtype":"int32","order":"little"}]]}}},"view":{"type":"object","name":"CDSView","id":"p1716","attributes":{"filter":{"type":"object","name":"AllIndices","id":"p1717"}}},"glyph":{"type":"object","name":"VBar","id":"p1712","attributes":{"x":{"type":"field","field":"event_date"},"width":{"type":"value","value":129600000.0},"top":{"type":"field","field":"nrEvents"},"line_color":{"type":"value","value":"#4E79A7"},"fill_color":{"type":"value","value":"#4E79A7"},"hatch_color":{"type":"value","value":"#4E79A7"}}},"nonselection_glyph":{"type":"object","name":"VBar","id":"p1713","attributes":{"x":{"type":"field","field":"event_date"},"width":{"type":"value","value":129600000.0},"top":{"type":"field","field":"nrEvents"},"line_color":{"type":"value","value":"#4E79A7"},"line_alpha":{"type":"value","value":0.1},"fill_color":{"type":"value","value":"#4E79A7"},"fill_alpha":{"type":"value","value":0.1},"hatch_color":{"type":"value","value":"#4E79A7"},"hatch_alpha":{"type":"value","value":0.1}}},"muted_glyph":{"type":"object","name":"VBar","id":"p1714","attributes":{"x":{"type":"field","field":"event_date"},"width":{"type":"value","value":129600000.0},"top":{"type":"field","field":"nrEvents"},"line_color":{"type":"value","value":"#4E79A7"},"line_alpha":{"type":"value","value":0.2},"fill_color":{"type":"value","value":"#4E79A7"},"fill_alpha":{"type":"value","value":0.2},"hatch_color":{"type":"value","value":"#4E79A7"},"hatch_alpha":{"type":"value","value":0.2}}}}},{"type":"object","name":"Span","id":"p1784","attributes":{"location":1696636800000.0,"dimension":"height","line_color":"#C6C6C6","line_width":2,"line_dash":[4,4]}},{"type":"object","name":"Span","id":"p1786","attributes":{"location":1700179200000.0,"dimension":"height","line_color":"#C6C6C6","line_width":2,"line_dash":[4,4]}}],"toolbar":{"type":"object","name":"Toolbar","id":"p1669","attributes":{"tools":[{"type":"object","name":"PanTool","id":"p1694"},{"type":"object","name":"WheelZoomTool","id":"p1695","attributes":{"renderers":"auto"}},{"type":"object","name":"BoxZoomTool","id":"p1696","attributes":{"overlay":{"type":"object","name":"BoxAnnotation","id":"p1697","attributes":{"syncable":false,"level":"overlay","visible":false,"left":{"type":"number","value":"nan"},"right":{"type":"number","value":"nan"},"top":{"type":"number","value":"nan"},"bottom":{"type":"number","value":"nan"},"left_units":"canvas","right_units":"canvas","top_units":"canvas","bottom_units":"canvas","line_color":"black","line_alpha":1.0,"line_width":2,"line_dash":[4,4],"fill_color":"lightgrey","fill_alpha":0.5}}}},{"type":"object","name":"SaveTool","id":"p1702"},{"type":"object","name":"ResetTool","id":"p1703"},{"type":"object","name":"HelpTool","id":"p1704"}]}},"toolbar_location":"above","left":[{"type":"object","name":"LinearAxis","id":"p1689","attributes":{"ticker":{"type":"object","name":"BasicTicker","id":"p1690","attributes":{"mantissas":[1,2,5]}},"formatter":{"type":"object","name":"BasicTickFormatter","id"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Attack on Gaza","text_color":"black","text_font_size":"10pt","background_fill_color":"grey","background_fill_alpha":0.2,"x":1696636800000.0,"y":8}},{"type":"object","name":"Label","id":"p1787","attributes":{"text":"First Attack on the Red Sea","text_color":"black","text_font_size":"10pt","background_fill_color":"grey","background_fill_alpha":0.2,"x":1700179200000.0,"y":7.6}}]}},{"type":"object","name":"Figure","id":"p1751","attributes":{"width":750,"height":80,"x_range":{"type":"object","name":"DataRange1d","id":"p1752"},"y_range":{"type":"object","name":"DataRange1d","id":"p1753"},"x_scale":{"type":"object","name":"LinearScale","id":"p1761"},"y_scale":{"type":"object","name":"LinearScale","id":"p1762"},"title":{"type":"object","name":"Title","id":"p1754","attributes":{"text":"All incidents were reported in the Yemen region. The sub event types that were identified in these attacks are Armed clash, Air/drone strike, Remote explosive/landmine/IED, \nShelling/artillery/missile attack, Arrests,Change to group/activity, Disrupted weapons use, Abduction/forced disappearance\nSource: ACLED","text_font_size":"10pt","text_font_style":"normal"}},"outline_line_color":null,"toolbar":{"type":"object","name":"Toolbar","id":"p1760","attributes":{"tools":[{"type":"object","name":"PanTool","id":"p1773"},{"type":"object","name":"WheelZoomTool","id":"p1774","attributes":{"renderers":"auto"}},{"type":"object","name":"BoxZoomTool","id":"p1775","attributes":{"overlay":{"type":"object","name":"BoxAnnotation","id":"p1776","attributes":{"syncable":false,"level":"overlay","visible":false,"left":{"type":"number","value":"nan"},"right":{"type":"number","value":"nan"},"top":{"type":"number","value":"nan"},"bottom":{"type":"number","value":"nan"},"left_units":"canvas","right_units":"canvas","top_units":"canvas","bottom_units":"canvas","line_color":"black","line_alpha":1.0,"line_width":2,"line_dash":[4,4],"fill_color":"lightgrey","fill_alpha":0.5}}}},{"type":"object","name":"SaveTool","id":"p1781"},{"type":"object","name":"ResetTool","id":"p1782"},{"type":"object","name":"HelpTool","id":"p1783"}]}},"toolbar_location":null,"left":[{"type":"object","name":"LinearAxis","id":"p1768","attributes":{"ticker":{"type":"object","name":"BasicTicker","id":"p1769","attributes":{"mantissas":[1,2,5]}},"formatter":{"type":"object","name":"BasicTickFormatter","id":"p1770"},"major_label_policy":{"type":"object","name":"AllLabels","id":"p1771"}}}],"below":[{"type":"object","name":"LinearAxis","id":"p1763","attributes":{"ticker":{"type":"object","name":"BasicTicker","id":"p1764","attributes":{"mantissas":[1,2,5]}},"formatter":{"type":"object","name":"BasicTickFormatter","id":"p1765"},"major_label_policy":{"type":"object","name":"AllLabels","id":"p1766"}}}],"center":[{"type":"object","name":"Grid","id":"p1767","attributes":{"axis":{"id":"p1763"}}},{"type":"object","name":"Grid","id":"p1772","attributes":{"dimension":1,"axis":{"id":"p1768"}}}],"border_fill_alpha":0}}]}}]}};
+  const render_items = [{"docid":"f52304a2-2a0f-449d-8dd9-fd8be8cf5368","roots":{"p1788":"bd3aa991-6bfe-42cb-b77c-6a16f7f99cd5"},"root_ids":["p1788"]}];
+  void root.Bokeh.embed.embed_items_notebook(docs_json, render_items);
+  }
+  if (root.Bokeh !== undefined) {
+    embed_document(root);
+  } else {
+    let attempts = 0;
+    const timer = setInterval(function(root) {
+      if (root.Bokeh !== undefined) {
+        clearInterval(timer);
+        embed_document(root);
+      } else {
+        attempts++;
+        if (attempts > 100) {
+          clearInterval(timer);
+          console.log("Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing");
+        }
+      }
+    }, 10, root)
+  }
+})(window);</script></div>
+</div>
+<div class="cell tag_remove-input docutils container">
+<div class="cell_output docutils container">
 <div class="output text_html">    <style>
         .bk-notebook-logo {
             display: block;
@@ -1814,6 +2166,315 @@ <h3>Visualizing conflict fatalities between October 7th 2023 and October 20th 20
 </div></div></div>
 </div>
 <p><strong>56 specific ships were identified in the reported conflicts with their IMO numbers.</strong> Some ships were involved in more than one incident. The breakdown of ships is as shown below. The countries to which the ships belong to is difficult to ascertain as differnet databases show different results.</p>
+<div class="cell tag_remove-input docutils container">
+<div class="cell_output docutils container">
+<div class="output text_html"><div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>IMO</th>
+      <th>nrEvents</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>16</th>
+      <td>(IMO: 9312145)</td>
+      <td>3</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>(IMO: 9213820)</td>
+      <td>3</td>
+    </tr>
+    <tr>
+      <th>27</th>
+      <td>(IMO: 9419101)</td>
+      <td>3</td>
+    </tr>
+    <tr>
+      <th>39</th>
+      <td>(IMO: 9601235)</td>
+      <td>3</td>
+    </tr>
+    <tr>
+      <th>20</th>
+      <td>(IMO: 9327097)</td>
+      <td>3</td>
+    </tr>
+    <tr>
+      <th>13</th>
+      <td>(IMO: 9297888)</td>
+      <td>2</td>
+    </tr>
+    <tr>
+      <th>43</th>
+      <td>(IMO: 9694622)</td>
+      <td>2</td>
+    </tr>
+    <tr>
+      <th>18</th>
+      <td>(IMO: 9320506)</td>
+      <td>2</td>
+    </tr>
+    <tr>
+      <th>15</th>
+      <td>(IMO: 9302566)</td>
+      <td>2</td>
+    </tr>
+    <tr>
+      <th>14</th>
+      <td>(IMO: 9298387)</td>
+      <td>2</td>
+    </tr>
+    <tr>
+      <th>55</th>
+      <td>(IMO: 9942627)</td>
+      <td>2</td>
+    </tr>
+    <tr>
+      <th>34</th>
+      <td>(IMO: 9512355)</td>
+      <td>2</td>
+    </tr>
+    <tr>
+      <th>9</th>
+      <td>(IMO: 9263320)</td>
+      <td>2</td>
+    </tr>
+    <tr>
+      <th>8</th>
+      <td>(IMO: 9253129)</td>
+      <td>2</td>
+    </tr>
+    <tr>
+      <th>51</th>
+      <td>(IMO: 9799616)</td>
+      <td>2</td>
+    </tr>
+    <tr>
+      <th>41</th>
+      <td>(IMO: 9632208)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>35</th>
+      <td>(IMO: 9514004)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>36</th>
+      <td>(IMO: 9523469)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>37</th>
+      <td>(IMO: 9565716)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>38</th>
+      <td>(IMO: 9595589)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>54</th>
+      <td>(IMO: 9923085)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>53</th>
+      <td>(IMO: 9893228)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>40</th>
+      <td>(IMO: 9616606)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>48</th>
+      <td>(IMO: 9760158)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>42</th>
+      <td>(IMO: 9693068)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>47</th>
+      <td>(IMO: 9748734)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>44</th>
+      <td>(IMO: 9699880)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>45</th>
+      <td>(IMO: 9699892)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>50</th>
+      <td>(IMO: 9784300)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>46</th>
+      <td>(IMO: 9737591)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>33</th>
+      <td>(IMO: 9486013)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>49</th>
+      <td>(IMO: 9779800)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>52</th>
+      <td>(IMO: 9839480)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>0</th>
+      <td>(IMO: 9174268)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>32</th>
+      <td>(IMO: 9482861)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>31</th>
+      <td>(IMO: 9469924)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>(IMO: 9223174)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>(IMO: 9237307)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>5</th>
+      <td>(IMO: 9239927)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>6</th>
+      <td>(IMO: 9243320)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>7</th>
+      <td>(IMO: 9248447)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>10</th>
+      <td>(IMO: 9276597)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>11</th>
+      <td>(IMO: 9284740)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>12</th>
+      <td>(IMO: 9288526)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>17</th>
+      <td>(IMO: 9312640)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>19</th>
+      <td>(IMO: 9324978)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>21</th>
+      <td>(IMO: 9340752)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>22</th>
+      <td>(IMO: 9395379)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>23</th>
+      <td>(IMO: 9398280)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>24</th>
+      <td>(IMO: 9400112)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>25</th>
+      <td>(IMO: 9402469)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>26</th>
+      <td>(IMO: 9402471)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>(IMO: 9184938)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>29</th>
+      <td>(IMO: 9437684)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>30</th>
+      <td>(IMO: 9461489)</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>28</th>
+      <td>(IMO: 9426051)</td>
+      <td>1</td>
+    </tr>
+  </tbody>
+</table>
+</div></div></div>
+</div>
 </section>
 </section>
 </section>
diff --git a/searchindex.js b/searchindex.js
index b930df0..7c79eec 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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Datasets": [[19, "load-datasets"]], "Merge Routes with Geometry": [[19, "merge-routes-with-geometry"]], "Clean Geometries": [[19, "clean-geometries"]], "Clean Rotues": [[19, "clean-rotues"]], "Plot Routes": [[19, "plot-routes"]], "Split by Chokepoint": [[19, "split-by-chokepoint"]], "Convert to Graph Network": [[19, "convert-to-graph-network"]], "Process AIS Dataset": [[20, "process-ais-dataset"]], "Read Data": [[20, "read-data"]], "Data Processing": [[20, "data-processing"]], "Calculate Travel Time": [[20, "calculate-travel-time"], [22, "calculate-travel-time"]], "Remove False Positives": [[20, "remove-false-positives"], [22, "remove-false-positives"]], "Load Sea Routes Graph": [[20, "load-sea-routes-graph"]], "Snap to Graph": [[20, "snap-to-graph"]], "Check if route is already in distances": [[20, "check-if-route-is-already-in-distances"]], "Reload": [[20, "reload"]], "Routing": [[20, "routing"]], "Get Distance From Existing Routes": [[20, "get-distance-from-existing-routes"]], "Get Distance from Graph Routing": [[20, "get-distance-from-graph-routing"]], "Filter and Aggregate": [[20, "filter-and-aggregate"]], "Get Vessels that crossed Red Sea in Reference Period": [[21, "get-vessels-that-crossed-red-sea-in-reference-period"]], "Data Table": [[21, "data-table"]], "Calculate % Change from Baseline": [[21, "calculate-change-from-baseline"]], "OECD Data": [[21, "oecd-data"]], "Greenhouse Gas Emissions Estimation": [[22, "greenhouse-gas-emissions-estimation"]], "1. Data Extraction": [[22, "data-extraction"]], "2. Sea Routes": [[22, "sea-routes"]], "3. Convert Port Calls to Trips": [[22, "convert-port-calls-to-trips"]], "Merge Sea Route from Step 2": [[22, "merge-sea-route-from-step-2"]], "4. Aggregation and Percent Change Calculation": [[22, "aggregation-and-percent-change-calculation"]], "Distance Traveled Estimation": [[22, "distance-traveled-estimation"]], "CO2 Emissions Estimation": [[22, "co2-emissions-estimation"]], "Cargo Vessels": [[22, "cargo-vessels"]], "Tanker Vessels": [[22, "tanker-vessels"]], "Global Emissions (OECD) Data": [[22, "global-emissions-oecd-data"]], "References": [[22, "references"], [24, "references"]], "Global Port Spillover Estimator": [[23, "global-port-spillover-estimator"]], "Import Libraries": [[23, "import-libraries"]], "Part I: Estimating At-Risk Capacity of a Port Disruption (Metric Tons) by Country": [[23, "part-i-estimating-at-risk-capacity-of-a-port-disruption-metric-tons-by-country"]], "Read in Downladed Dataset and Select Country of Interest": [[23, "read-in-downladed-dataset-and-select-country-of-interest"], [23, "id1"]], "Filter Data for Top Ten Impacted Countries (Summation of All Port Data for Each Country)": [[23, "filter-data-for-top-ten-impacted-countries-summation-of-all-port-data-for-each-country"]], "Generate Bar Chart": [[23, "generate-bar-chart"], [23, "id2"], [23, "id3"]], "Aggregated by Country, Export Capacity at Risk during a 90-Day Disruption of Any Port in a Selected Country (Metric Tons)": [[23, "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)": [[23, "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)": [[23, "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)": [[23, "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": [[23, "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)": [[23, "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": [[24, "port-disruption-spillover-estimates"]], "What is Spillover?": [[24, "what-is-spillover"]], "Estimating At-Risk Capacity of a Port Disruption (Metric Tons) by Country": [[24, "estimating-at-risk-capacity-of-a-port-disruption-metric-tons-by-country"]], "Estimating At-Risk Export Value of a Port Disruption (USD) by Country": [[24, "estimating-at-risk-export-value-of-a-port-disruption-usd-by-country"]]}, "indexentries": {}})
\ No newline at end of file