diff --git a/custom_theme/base.html b/custom_theme/base.html
new file mode 100644
index 000000000..39cbe0283
--- /dev/null
+++ b/custom_theme/base.html
@@ -0,0 +1,181 @@
+<!-- 
+    This content is copied from https://github.com/mkdocs/mkdocs/blob/80feaf03a42dacdd0740259b647014d5f0f9d839/mkdocs/themes/readthedocs/base.html
+    It has to be this specific commit to keep the table scrolling working (newer versions of the base.html break it)
+    The modification that is done is the addition of:
+    <meta name="robots" content="noindex,nofollow" />
+-->
+
+<!DOCTYPE html>
+<!--[if IE 8]><html class="no-js lt-ie9" lang="en" > <![endif]-->
+<!--[if gt IE 8]><!--> <html class="no-js" lang="{{ config.theme.locale|default('en') }}" > <!--<![endif]-->
+<head>
+  {%- block site_meta %}
+  <meta charset="utf-8">
+  <meta http-equiv="X-UA-Compatible" content="IE=edge">
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
+  <meta name="robots" content="noindex,nofollow" />
+  {% if page and page.is_homepage %}<meta name="description" content="{{ config.site_description }}">{% endif %}
+  {% if config.site_author %}<meta name="author" content="{{ config.site_author }}">{% endif %}
+  {% if page and page.canonical_url %}<link rel="canonical" href="{{ page.canonical_url }}">{% endif %}
+  {% if config.site_favicon %}<link rel="shortcut icon" href="{{ config.site_favicon|url }}">
+  {% else %}<link rel="shortcut icon" href="{{ 'img/favicon.ico'|url }}">{% endif %}
+  {%- endblock %}
+
+  {%- block htmltitle %}
+  <title>{% if page and page.title and not page.is_homepage %}{{ page.title }} - {% endif %}{{ config.site_name }}</title>
+  {%- endblock %}
+
+  {%- block styles %}
+  <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Lato:400,700|Roboto+Slab:400,700|Inconsolata:400,700" />
+
+  <link rel="stylesheet" href="{{ 'css/theme.css'|url }}" />
+  <link rel="stylesheet" href="{{ 'css/theme_extra.css'|url }}" />
+  {%- if config.theme.highlightjs %}
+  <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/10.5.0/styles/github.min.css" />
+  {%- endif %}
+  {%- for path in extra_css %}
+  <link href="{{ path }}" rel="stylesheet" />
+  {%- endfor %}
+  {%- endblock %}
+
+  {%- block libs %}
+  {% if page %}
+  <script>
+    // Current page data
+    var mkdocs_page_name = {{ page.title|tojson|safe }};
+    var mkdocs_page_input_path = {{ page.file.src_path|string|tojson|safe }};
+    var mkdocs_page_url = {{ page.abs_url|tojson|safe }};
+  </script>
+  {% endif %}
+  <script src="{{ 'js/jquery-2.1.1.min.js'|url }}" defer></script>
+  <script src="{{ 'js/modernizr-2.8.3.min.js'|url }}" defer></script>
+  {%- if config.theme.highlightjs %}
+  <script src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/10.5.0/highlight.min.js"></script>
+  {%- for lang in config.theme.hljs_languages %}
+  <script src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/10.5.0/languages/{{lang}}.min.js"></script>
+  {%- endfor %}
+  <script>hljs.initHighlightingOnLoad();</script>
+  {%- endif %}
+  {%- endblock %}
+
+  {%- block extrahead %} {% endblock %}
+
+  {%- block analytics %}
+  {%- if config.theme.analytics.gtag %}
+  <script async src="https://www.googletagmanager.com/gtag/js?id={{ config.theme.analytics.gtag }}"></script>
+  <script>
+    window.dataLayer = window.dataLayer || [];
+    function gtag(){dataLayer.push(arguments);}
+    gtag('js', new Date());
+
+    gtag('config', '{{ config.theme.analytics.gtag }}');
+  </script>
+  {%- elif config.google_analytics %}
+  <script>
+      (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
+      (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
+      m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
+      })(window,document,'script','https://www.google-analytics.com/analytics.js','ga');
+
+      ga('create', '{{ config.google_analytics[0] }}', '{{ config.google_analytics[1] }}');
+      ga('send', 'pageview');
+  </script>
+  {% endif %}
+  {%- endblock %}
+</head>
+
+<body class="wy-body-for-nav" role="document">
+
+  <div class="wy-grid-for-nav">
+
+    {# SIDE NAV, TOGGLES ON MOBILE #}
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side stickynav">
+    <div class="wy-side-scroll">
+      <div class="wy-side-nav-search">
+    {%- block site_name %}
+        <a href="{{ nav.homepage.url|url }}" class="icon icon-home"> {{ config.site_name }}</a>
+	  {%- endblock %}
+	  {%- block search_button %}
+        {% if 'search' in config['plugins'] %}{% include "searchbox.html" %}{% endif %}
+	  {%- endblock %}
+      </div>
+
+      <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
+        {%- block site_nav %}
+        {%- set navlevel = 1 %}
+        {%- for nav_item in nav %}
+            {%- if nav_item.is_section %}
+                <p class="caption"><span class="caption-text">{{ nav_item.title }}</span></p>
+                <ul{% if nav_item.active %} class="current"{% endif %}>
+                    {%- for nav_item in nav_item.children %}
+                    <li class="toctree-l{{ navlevel }}{% if nav_item.active %} current{% endif %}">
+                        {%- include 'nav.html' %}
+                    </li>
+                    {%- endfor %}
+                </ul>
+            {%- elif config.theme.include_homepage_in_sidebar or (not nav_item == nav.homepage) %}
+                <ul{% if nav_item.active %} class="current"{% endif %}>
+                    <li class="toctree-l{{ navlevel }}{% if nav_item.active %} current{% endif %}">
+                        {%- include 'nav.html' %}
+                    </li>
+                </ul>
+            {%- endif %}
+        {%- endfor %}
+    {%- endblock %}
+      </div>
+    </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
+
+      {# MOBILE NAV, TRIGGLES SIDE NAV ON TOGGLE #}
+      <nav class="wy-nav-top" role="navigation" aria-label="top navigation">
+        <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+        <a href="{{ nav.homepage.url|url }}">{{ config.site_name }}</a>
+      </nav>
+
+      {# PAGE CONTENT #}
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          {% include "breadcrumbs.html" %}
+          <div role="main">
+            <div class="section">
+              {% block content %}
+                {{ page.content }}
+              {% endblock %}
+            </div>
+          </div>
+      {%- block footer %}
+          {% include "footer.html" %}
+      {% endblock %}
+        </div>
+      </div>
+
+    </section>
+
+  </div>
+
+  {% include "versions.html" %}
+
+  {%- block scripts %}
+    <script>var base_url = '{{ base_url }}';</script>
+    <script src="{{ 'js/theme_extra.js'|url }}" defer></script>
+    <script src="{{ 'js/theme.js'|url }}" defer></script>
+    {%- for path in extra_javascript %}
+      <script src="{{ path }}" defer></script>
+    {%- endfor %}
+    <script defer>
+        window.onload = function () {
+            SphinxRtdTheme.Navigation.enable({{ 'true' if config.theme.sticky_navigation else 'false' }});
+        };
+    </script>
+  {%- endblock %}
+
+</body>
+</html>
+{% if page and page.is_homepage %}
+<!--
+MkDocs version : {{ mkdocs_version }}
+Build Date UTC : {{ build_date_utc }}
+-->
+{% endif %}
\ No newline at end of file
diff --git a/docs/examples/academy_use_cases/Signals/API Demo - Signals API.ipynb b/docs/examples/academy_use_cases/Signals/API Demo - Signals API.ipynb
deleted file mode 100644
index 567ad9649..000000000
--- a/docs/examples/academy_use_cases/Signals/API Demo - Signals API.ipynb	
+++ /dev/null
@@ -1,1242 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "b75663c0",
-   "metadata": {},
-   "source": [
-    "## Import Libraries"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "78bc96d3",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import pandas as pd\n",
-    "import os\n",
-    "import requests\n",
-    "import json\n",
-    "from datetime import datetime"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "cc42da03",
-   "metadata": {},
-   "source": [
-    "## Load API Key"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "3300679b",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "api_key = os.environ['VORTEXA_API_KEY']"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ff8a45b0",
-   "metadata": {},
-   "source": [
-    "## 1. Access Signals API via VesselSummary\n",
-    "\n",
-    "This endpoint provides the Vessel Summary (location represented in lat long, draught, heading etc) for a given snapshot.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "7fa7fa1d",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "list_of_vessels = ['9297319', '9398072']\n",
-    "timestamp = datetime(2024,5,20)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "dfacf438",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def extract_vessel_summary(list_of_vessels, timestamp):\n",
-    "    URL = \"https://api.vortexa.com/v6/signals/vessel-summary\"\n",
-    "    timestamp_iso = timestamp.isoformat()\n",
-    "    \n",
-    "    ## Make API calls\n",
-    "    PARAMS = {\n",
-    "        'apikey':api_key,\n",
-    "        'timestamp':timestamp_iso,\n",
-    "        'vessel_id': list_of_vessels\n",
-    "    }\n",
-    "    r = requests.get(url = URL, params = PARAMS)\n",
-    "    data = r.json()\n",
-    "    return data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "8ec33099",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data = extract_vessel_summary(list_of_vessels,timestamp)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "47a36707",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'total': 2,\n",
-       " 'data': [{'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-20T00:45:12.000Z',\n",
-       "   'lat': 18.03962367,\n",
-       "   'lon': 118.08548064,\n",
-       "   'speed': 13,\n",
-       "   'heading': 221,\n",
-       "   'declared_destination': 'SG SIN',\n",
-       "   'declared_eta': '2024-05-24T12:00:00.000Z'},\n",
-       "  {'vessel_id': 'd3e9302f6a763df8',\n",
-       "   'timestamp': '2024-05-20T00:00:04.000Z',\n",
-       "   'lat': 22.46878958,\n",
-       "   'lon': 120.28884751,\n",
-       "   'speed': 0.1,\n",
-       "   'heading': 152.7,\n",
-       "   'draught': 15,\n",
-       "   'declared_destination': 'TW SHL',\n",
-       "   'declared_eta': '2024-05-16T02:00:00.000Z'}],\n",
-       " 'metadata': []}"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "8a07fbe6",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>vessel_id</th>\n",
-       "      <th>timestamp</th>\n",
-       "      <th>lat</th>\n",
-       "      <th>lon</th>\n",
-       "      <th>speed</th>\n",
-       "      <th>heading</th>\n",
-       "      <th>declared_destination</th>\n",
-       "      <th>declared_eta</th>\n",
-       "      <th>draught</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>357c920e329aaa91</td>\n",
-       "      <td>2024-05-20T00:45:12.000Z</td>\n",
-       "      <td>18.039624</td>\n",
-       "      <td>118.085481</td>\n",
-       "      <td>13.0</td>\n",
-       "      <td>221.0</td>\n",
-       "      <td>SG SIN</td>\n",
-       "      <td>2024-05-24T12:00:00.000Z</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>d3e9302f6a763df8</td>\n",
-       "      <td>2024-05-20T00:00:04.000Z</td>\n",
-       "      <td>22.468790</td>\n",
-       "      <td>120.288848</td>\n",
-       "      <td>0.1</td>\n",
-       "      <td>152.7</td>\n",
-       "      <td>TW SHL</td>\n",
-       "      <td>2024-05-16T02:00:00.000Z</td>\n",
-       "      <td>15.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "          vessel_id                 timestamp        lat         lon  speed  \\\n",
-       "0  357c920e329aaa91  2024-05-20T00:45:12.000Z  18.039624  118.085481   13.0   \n",
-       "1  d3e9302f6a763df8  2024-05-20T00:00:04.000Z  22.468790  120.288848    0.1   \n",
-       "\n",
-       "   heading declared_destination              declared_eta  draught  \n",
-       "0    221.0               SG SIN  2024-05-24T12:00:00.000Z      NaN  \n",
-       "1    152.7               TW SHL  2024-05-16T02:00:00.000Z     15.0  "
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "json_data = data['data']\n",
-    "df = pd.DataFrame(json_data)\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ad560b6e",
-   "metadata": {},
-   "source": [
-    "## 2. Access Signals API via VesselPosition\n",
-    "\n",
-    "This endpoint provides you the vessel trails."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "8e596463",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "list_of_vessels = ['9297319']\n",
-    "start_timestamp = datetime(2024,5,15)\n",
-    "end_timestamp = datetime(2024,5,20)\n",
-    "interval = '1h' # \"5m\",\"10m\",\"15m\",\"1h\",\"3h\",\"6h\",\"1d\",\"3d\",\"7d\""
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "46670914",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def extract_vessel_positions(list_of_vessels, start_timestamp, end_timestamp, interval):\n",
-    "    URL = \"https://api.vortexa.com/v6/signals/vessel-positions\"\n",
-    "    start_timestamp_iso = start_timestamp.isoformat()\n",
-    "    end_timestamp_iso = end_timestamp.isoformat()\n",
-    "    ## Make API calls\n",
-    "    PARAMS = {\n",
-    "        'apikey':api_key,\n",
-    "        'time_min':start_timestamp_iso,\n",
-    "        'time_max': end_timestamp_iso,\n",
-    "        'interval': interval,\n",
-    "        'vessel_id': list_of_vessels\n",
-    "    }\n",
-    "    r = requests.get(url = URL, params = PARAMS)\n",
-    "    data = r.json()\n",
-    "    return data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "946f6098",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'total': 120,\n",
-       " 'data': [{'lat': 29.79916772,\n",
-       "   'lon': 122.15970835,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-15T00:00:00.000Z',\n",
-       "   'heading': 142,\n",
-       "   'speed': 0},\n",
-       "  {'lat': 29.79916772,\n",
-       "   'lon': 122.16279513,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-15T01:00:00.000Z',\n",
-       "   'heading': 322,\n",
-       "   'speed': 0},\n",
-       "  {'lat': 29.79916772,\n",
-       "   'lon': 122.15974905,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-15T02:00:00.000Z',\n",
-       "   'heading': 178,\n",
-       "   'speed': 0.1},\n",
-       "  {'lat': 29.79916772,\n",
-       "   'lon': 122.1597694,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-15T03:00:00.000Z',\n",
-       "   'heading': 182,\n",
-       "   'speed': 0},\n",
-       "  {'lat': 29.79916772,\n",
-       "   'lon': 122.1597287,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-15T04:00:00.000Z',\n",
-       "   'heading': 136,\n",
-       "   'speed': 0},\n",
-       "  {'lat': 29.79916772,\n",
-       "   'lon': 122.15974905,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-15T05:00:00.000Z',\n",
-       "   'heading': 140.3,\n",
-       "   'speed': 0},\n",
-       "  {'lat': 29.79916772,\n",
-       "   'lon': 122.15978975,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-15T06:00:00.000Z',\n",
-       "   'heading': 230.3,\n",
-       "   'speed': 0},\n",
-       "  {'lat': 29.79916772,\n",
-       "   'lon': 122.1597694,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-15T07:00:00.000Z',\n",
-       "   'heading': 147.5,\n",
-       "   'speed': 0},\n",
-       "  {'lat': 29.79916772,\n",
-       "   'lon': 122.15978975,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-15T08:00:00.000Z',\n",
-       "   'heading': 194,\n",
-       "   'speed': 0},\n",
-       "  {'lat': 29.79916772,\n",
-       "   'lon': 122.1598101,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-15T09:00:00.000Z',\n",
-       "   'heading': 275.4,\n",
-       "   'speed': 0},\n",
-       "  {'lat': 29.79916772,\n",
-       "   'lon': 122.1597287,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-15T10:00:00.000Z',\n",
-       "   'heading': 348,\n",
-       "   'speed': 0},\n",
-       "  {'lat': 29.79916772,\n",
-       "   'lon': 122.15978975,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-15T11:00:00.000Z',\n",
-       "   'heading': 122,\n",
-       "   'speed': 0},\n",
-       "  {'lat': 29.79916772,\n",
-       "   'lon': 122.15974905,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-15T12:00:00.000Z',\n",
-       "   'heading': 113.8,\n",
-       "   'speed': 0},\n",
-       "  {'lat': 29.79373982,\n",
-       "   'lon': 122.1358775,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
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-       "   'timestamp': '2024-05-18T12:00:00.000Z',\n",
-       "   'heading': 175,\n",
-       "   'speed': 14.3},\n",
-       "  {'lat': 23.81490863,\n",
-       "   'lon': 122.70197097,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-18T13:00:00.000Z',\n",
-       "   'heading': 181,\n",
-       "   'speed': 13},\n",
-       "  {'lat': 23.59236475,\n",
-       "   'lon': 122.69510511,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-18T14:00:00.000Z',\n",
-       "   'heading': 179,\n",
-       "   'speed': 13},\n",
-       "  {'lat': 23.36710693,\n",
-       "   'lon': 122.69588082,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-18T15:00:00.000Z',\n",
-       "   'heading': 181,\n",
-       "   'speed': 13},\n",
-       "  {'lat': 23.14999095,\n",
-       "   'lon': 122.64266226,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-18T16:00:00.000Z',\n",
-       "   'heading': 199,\n",
-       "   'speed': 13},\n",
-       "  {'lat': 22.94644473,\n",
-       "   'lon': 122.55942786,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
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-       "   'heading': 199,\n",
-       "   'speed': 13.9},\n",
-       "  {'lat': 22.7374706,\n",
-       "   'lon': 122.48207241,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
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-       "   'heading': 199,\n",
-       "   'speed': 14},\n",
-       "  {'lat': 22.50135697,\n",
-       "   'lon': 122.39776598,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-18T19:00:00.000Z',\n",
-       "   'heading': 194,\n",
-       "   'speed': 14},\n",
-       "  {'lat': 22.30866655,\n",
-       "   'lon': 122.29900956,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-18T20:00:00.000Z',\n",
-       "   'heading': 211,\n",
-       "   'speed': 13.5},\n",
-       "  {'lat': 22.05898317,\n",
-       "   'lon': 122.23433461,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-18T21:00:00.000Z',\n",
-       "   'heading': 196,\n",
-       "   'speed': 14},\n",
-       "  {'lat': 21.8310114,\n",
-       "   'lon': 122.1449815,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-18T22:00:00.000Z',\n",
-       "   'heading': 195,\n",
-       "   'speed': 13.8},\n",
-       "  {'lat': 21.61389542,\n",
-       "   'lon': 122.06618315,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-18T23:00:00.000Z',\n",
-       "   'heading': 202,\n",
-       "   'speed': 14},\n",
-       "  {'lat': 21.46191424,\n",
-       "   'lon': 121.92683754,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T00:00:00.000Z',\n",
-       "   'heading': 236,\n",
-       "   'speed': 14.8},\n",
-       "  {'lat': 21.3940655,\n",
-       "   'lon': 121.81309838,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T01:00:00.000Z',\n",
-       "   'heading': 235,\n",
-       "   'speed': 4},\n",
-       "  {'lat': 21.36963995,\n",
-       "   'lon': 121.78063196,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T02:00:00.000Z',\n",
-       "   'heading': 239,\n",
-       "   'speed': 1},\n",
-       "  {'lat': 21.3614981,\n",
-       "   'lon': 121.74456145,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T03:00:00.000Z',\n",
-       "   'heading': 269,\n",
-       "   'speed': 1},\n",
-       "  {'lat': 21.29364936,\n",
-       "   'lon': 121.63254102,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T04:00:00.000Z',\n",
-       "   'heading': 233,\n",
-       "   'speed': 13},\n",
-       "  {'lat': 21.13624028,\n",
-       "   'lon': 121.4103971,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T05:00:00.000Z',\n",
-       "   'heading': 229,\n",
-       "   'speed': 13},\n",
-       "  {'lat': 21.00868464,\n",
-       "   'lon': 121.21689044,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T06:00:00.000Z',\n",
-       "   'heading': 237,\n",
-       "   'speed': 12},\n",
-       "  {'lat': 20.9028406,\n",
-       "   'lon': 121.04199191,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T07:00:00.000Z',\n",
-       "   'heading': 235,\n",
-       "   'speed': 12},\n",
-       "  {'lat': 20.77528496,\n",
-       "   'lon': 120.85310009,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T08:00:00.000Z',\n",
-       "   'heading': 234,\n",
-       "   'speed': 13},\n",
-       "  {'lat': 20.60973403,\n",
-       "   'lon': 120.63182794,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T09:00:00.000Z',\n",
-       "   'heading': 231,\n",
-       "   'speed': 13},\n",
-       "  {'lat': 20.4658947,\n",
-       "   'lon': 120.45957687,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T10:00:00.000Z',\n",
-       "   'heading': 228,\n",
-       "   'speed': 13},\n",
-       "  {'lat': 20.30034377,\n",
-       "   'lon': 120.29443245,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T11:00:00.000Z',\n",
-       "   'heading': 223,\n",
-       "   'speed': 13},\n",
-       "  {'lat': 20.13750678,\n",
-       "   'lon': 120.13504838,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T12:00:00.000Z',\n",
-       "   'heading': 221,\n",
-       "   'speed': 13.9},\n",
-       "  {'lat': 19.96110005,\n",
-       "   'lon': 119.96408371,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T13:00:00.000Z',\n",
-       "   'heading': 223,\n",
-       "   'speed': 14.4},\n",
-       "  {'lat': 19.80911887,\n",
-       "   'lon': 119.81594559,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T14:00:00.000Z',\n",
-       "   'heading': 223,\n",
-       "   'speed': 14},\n",
-       "  {'lat': 19.64899584,\n",
-       "   'lon': 119.65279244,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T15:00:00.000Z',\n",
-       "   'heading': 222,\n",
-       "   'speed': 13},\n",
-       "  {'lat': 19.43459381,\n",
-       "   'lon': 119.45447697,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T16:00:00.000Z',\n",
-       "   'heading': 221,\n",
-       "   'speed': 14},\n",
-       "  {'lat': 19.26090103,\n",
-       "   'lon': 119.28165099,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T17:00:00.000Z',\n",
-       "   'heading': 224,\n",
-       "   'speed': 14},\n",
-       "  {'lat': 19.08178035,\n",
-       "   'lon': 119.1026378,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T18:00:00.000Z',\n",
-       "   'heading': 223,\n",
-       "   'speed': 14.3},\n",
-       "  {'lat': 18.91622942,\n",
-       "   'lon': 118.94735211,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T19:00:00.000Z',\n",
-       "   'heading': 222,\n",
-       "   'speed': 14.4},\n",
-       "  {'lat': 18.72625294,\n",
-       "   'lon': 118.75505881,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T20:00:00.000Z',\n",
-       "   'heading': 223,\n",
-       "   'speed': 15.2},\n",
-       "  {'lat': 18.54713226,\n",
-       "   'lon': 118.58117774,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T21:00:00.000Z',\n",
-       "   'heading': 221,\n",
-       "   'speed': 14},\n",
-       "  {'lat': 18.35986973,\n",
-       "   'lon': 118.40035871,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T22:00:00.000Z',\n",
-       "   'heading': 223,\n",
-       "   'speed': 15.4},\n",
-       "  {'lat': 18.18074905,\n",
-       "   'lon': 118.22451677,\n",
-       "   'vessel_id': '357c920e329aaa91',\n",
-       "   'timestamp': '2024-05-19T23:00:00.000Z',\n",
-       "   'heading': 223,\n",
-       "   'speed': 14.4}],\n",
-       " 'metadata': [{'type': 'info', 'payload': 'Found 120 results'}]}"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data = extract_vessel_positions(list_of_vessels, start_timestamp, end_timestamp, interval)\n",
-    "data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "a83477eb",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>lat</th>\n",
-       "      <th>lon</th>\n",
-       "      <th>vessel_id</th>\n",
-       "      <th>timestamp</th>\n",
-       "      <th>heading</th>\n",
-       "      <th>speed</th>\n",
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-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>29.799168</td>\n",
-       "      <td>122.159708</td>\n",
-       "      <td>357c920e329aaa91</td>\n",
-       "      <td>2024-05-15T00:00:00.000Z</td>\n",
-       "      <td>142.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>29.799168</td>\n",
-       "      <td>122.162795</td>\n",
-       "      <td>357c920e329aaa91</td>\n",
-       "      <td>2024-05-15T01:00:00.000Z</td>\n",
-       "      <td>322.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>29.799168</td>\n",
-       "      <td>122.159749</td>\n",
-       "      <td>357c920e329aaa91</td>\n",
-       "      <td>2024-05-15T02:00:00.000Z</td>\n",
-       "      <td>178.0</td>\n",
-       "      <td>0.1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>29.799168</td>\n",
-       "      <td>122.159769</td>\n",
-       "      <td>357c920e329aaa91</td>\n",
-       "      <td>2024-05-15T03:00:00.000Z</td>\n",
-       "      <td>182.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>29.799168</td>\n",
-       "      <td>122.159729</td>\n",
-       "      <td>357c920e329aaa91</td>\n",
-       "      <td>2024-05-15T04:00:00.000Z</td>\n",
-       "      <td>136.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>115</th>\n",
-       "      <td>18.916229</td>\n",
-       "      <td>118.947352</td>\n",
-       "      <td>357c920e329aaa91</td>\n",
-       "      <td>2024-05-19T19:00:00.000Z</td>\n",
-       "      <td>222.0</td>\n",
-       "      <td>14.4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>116</th>\n",
-       "      <td>18.726253</td>\n",
-       "      <td>118.755059</td>\n",
-       "      <td>357c920e329aaa91</td>\n",
-       "      <td>2024-05-19T20:00:00.000Z</td>\n",
-       "      <td>223.0</td>\n",
-       "      <td>15.2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>117</th>\n",
-       "      <td>18.547132</td>\n",
-       "      <td>118.581178</td>\n",
-       "      <td>357c920e329aaa91</td>\n",
-       "      <td>2024-05-19T21:00:00.000Z</td>\n",
-       "      <td>221.0</td>\n",
-       "      <td>14.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>118</th>\n",
-       "      <td>18.359870</td>\n",
-       "      <td>118.400359</td>\n",
-       "      <td>357c920e329aaa91</td>\n",
-       "      <td>2024-05-19T22:00:00.000Z</td>\n",
-       "      <td>223.0</td>\n",
-       "      <td>15.4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>119</th>\n",
-       "      <td>18.180749</td>\n",
-       "      <td>118.224517</td>\n",
-       "      <td>357c920e329aaa91</td>\n",
-       "      <td>2024-05-19T23:00:00.000Z</td>\n",
-       "      <td>223.0</td>\n",
-       "      <td>14.4</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>120 rows × 6 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           lat         lon         vessel_id                 timestamp  \\\n",
-       "0    29.799168  122.159708  357c920e329aaa91  2024-05-15T00:00:00.000Z   \n",
-       "1    29.799168  122.162795  357c920e329aaa91  2024-05-15T01:00:00.000Z   \n",
-       "2    29.799168  122.159749  357c920e329aaa91  2024-05-15T02:00:00.000Z   \n",
-       "3    29.799168  122.159769  357c920e329aaa91  2024-05-15T03:00:00.000Z   \n",
-       "4    29.799168  122.159729  357c920e329aaa91  2024-05-15T04:00:00.000Z   \n",
-       "..         ...         ...               ...                       ...   \n",
-       "115  18.916229  118.947352  357c920e329aaa91  2024-05-19T19:00:00.000Z   \n",
-       "116  18.726253  118.755059  357c920e329aaa91  2024-05-19T20:00:00.000Z   \n",
-       "117  18.547132  118.581178  357c920e329aaa91  2024-05-19T21:00:00.000Z   \n",
-       "118  18.359870  118.400359  357c920e329aaa91  2024-05-19T22:00:00.000Z   \n",
-       "119  18.180749  118.224517  357c920e329aaa91  2024-05-19T23:00:00.000Z   \n",
-       "\n",
-       "     heading  speed  \n",
-       "0      142.0    0.0  \n",
-       "1      322.0    0.0  \n",
-       "2      178.0    0.1  \n",
-       "3      182.0    0.0  \n",
-       "4      136.0    0.0  \n",
-       "..       ...    ...  \n",
-       "115    222.0   14.4  \n",
-       "116    223.0   15.2  \n",
-       "117    221.0   14.0  \n",
-       "118    223.0   15.4  \n",
-       "119    223.0   14.4  \n",
-       "\n",
-       "[120 rows x 6 columns]"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df2 = pd.DataFrame(data['data'])\n",
-    "df2"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "401465f5",
-   "metadata": {},
-   "source": [
-    "## Comparison between VesselSummary and VesselPositions"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "6f4dfe50",
-   "metadata": {},
-   "source": [
-    "|- |Vessel Summary|Vessel Positions|\n",
-    "|----|----|-----|\n",
-    "|Pros|Have More fields (declared dest, declared eta, draught)|1 API call to plot vessel trails|\n",
-    "|Cons|Have to make more API calls for vessel trails|Lack of declared information|"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "3d868d5f",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.9"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/docs/examples/academy_use_cases/Signals/Heatmap Visualization.ipynb b/docs/examples/academy_use_cases/Signals/Heatmap Visualization.ipynb
deleted file mode 100644
index 6ed863507..000000000
--- a/docs/examples/academy_use_cases/Signals/Heatmap Visualization.ipynb	
+++ /dev/null
@@ -1,112425 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "e0f70a01",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-06-25T13:10:13.229189Z",
-     "start_time": "2024-06-25T13:10:13.223736Z"
-    }
-   },
-   "outputs": [],
-   "source": [
-    "import vortexasdk as v\n",
-    "import pandas as pd \n",
-    "import plotly.express as px \n",
-    "from datetime import datetime\n",
-    "import dateutil.relativedelta\n",
-    "import os\n",
-    "import requests\n",
-    "import json"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "bc09cbc6",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-06-25T13:10:13.407312Z",
-     "start_time": "2024-06-25T13:10:13.403186Z"
-    }
-   },
-   "outputs": [],
-   "source": [
-    "# search for geography ids (remove hashtags to search)\n",
-    "\n",
-    "# full_length_df = v.Geographies().search(term=[\"Northeast As\"]).to_df()\n",
-    "# print(full_length_df.to_string(index=False))\n",
-    "\n",
-    "meg='0427e0f9d52b38c1a98b68c59b8fd80cb1c508e44882e96611e48ef5b140d927'\n",
-    "europe='f39d455f5d38907394d6da3a91da4e391f9a34bd6a17e826d6042761067e88f4'\n",
-    "russia='b996521be9c996db3560ca234a56286ac38f798d34be229437555fab4f12a6a5'\n",
-    "brazil='6ac49669e238276d51719480fddfee2e18cf265f43678ed995071d363ee943f5'\n",
-    "gom='37c8c4eeb730d1cd41f90ca6bf95c923222b0734b1b0336a475acce821f87ebd'\n",
-    "nea='5600764fc92f8cce630f3994e7af4d900945d54b29f6e4a07fde0c5e17f7d738'\n",
-    "\n",
-    "# search for product ids (remove hashtags to search)\n",
-    "\n",
-    "# product_search = v.Products().search(term=['diesel']).to_df()\n",
-    "# print (product_search.to_string(index=False))\n",
-    "\n",
-    "crude='54af755a090118dcf9b0724c9a4e9f14745c26165385ffa7f1445bc768f06f11'\n",
-    "cpp='b68cbb746f8b9098c50e2ba36bcad83001a53bd362e9031fb49085d02c36659c'\n",
-    "lpg='364ccbb996c944055b479810a8e74863267885dc1b01407cb0f00ab26dafe1e1'\n",
-    "diesel_go='deda35eb9ca56b54e74f0ff370423f9a8c61cf6a3796fcb18eaeeb32a8c290bb'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "0243e196",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-06-25T13:10:13.644300Z",
-     "start_time": "2024-06-25T13:10:13.605357Z"
-    }
-   },
-   "outputs": [],
-   "source": [
-    "# Helper function for pulling vessel position history\n",
-    "api_key = os.environ['VORTEXA_API_KEY']\n",
-    "\n",
-    "def extract_vessel_positions(list_of_vessels, start_timestamp, end_timestamp, interval):\n",
-    "    \n",
-    "    URL1 = \"https://api.vortexa.com/v6/signals/vessel-positions\"\n",
-    "    \n",
-    "    URL2 = \"https://api.vortexa.com/v6/signals/vessel-draughts\"\n",
-    "\n",
-    "    URL3 = \"https://api.vortexa.com/v6/signals/vessel-declared-destination\"\n",
-    "        \n",
-    "    start_timestamp_iso = start_timestamp.isoformat()\n",
-    "    end_timestamp_iso = end_timestamp.isoformat()\n",
-    "    \n",
-    "    ## Make API call\n",
-    "    PARAMS = {\n",
-    "        'apikey':api_key,\n",
-    "        'time_min':start_timestamp_iso,\n",
-    "        'time_max': end_timestamp_iso,\n",
-    "        'interval': interval,\n",
-    "        'vessel_id': list_of_vessels,\n",
-    "    }\n",
-    "    vessel_positions = requests.get(url = URL1, params = PARAMS)\n",
-    "    vessel_draughts = requests.get(url = URL2, params = PARAMS)\n",
-    "    vessel_declared_destinations = requests.get(url = URL3, params = PARAMS)\n",
-    "\n",
-    "    \n",
-    "    data1 = vessel_positions.json()\n",
-    "    data2 = vessel_draughts.json()\n",
-    "    data3 = vessel_declared_destinations.json()\n",
-    "\n",
-    "    \n",
-    "    return data1, data2, data3\n",
-    "\n",
-    "# Function to group vessels into a specified group size and query each group\n",
-    "def vessel_position_history(group, vessel_class, list_of_vessels, start_timestamp, end_timestamp, interval):\n",
-    "    \n",
-    "    if vessel_class!=None:\n",
-    "        # Obtain vessel information and list of IDs for specified classes\n",
-    "        vessels_df=v.Vessels().search(vessel_classes=vessel_class).to_df()\n",
-    "        vessel_list=list(vessels_df['id'].unique())\n",
-    "        \n",
-    "    else:\n",
-    "        vessel_list=list_of_vessels\n",
-    "    \n",
-    "    # Initialise data frame to store data\n",
-    "    store=pd.DataFrame()\n",
-    "    \n",
-    "    # loop through each group of x vessels\n",
-    "    for x in range(0, len(vessel_list), group):\n",
-    "        \n",
-    "        temp_vessels=vessel_list[x:x+group]\n",
-    "\n",
-    "        # query signals data for current group of vessels\n",
-    "        data = extract_vessel_positions(list_of_vessels=temp_vessels, \n",
-    "                                        start_timestamp=start_timestamp, \n",
-    "                                        end_timestamp=end_timestamp, \n",
-    "                                        interval=interval)\n",
-    "        \n",
-    "        one=pd.DataFrame(data[0]['data'])\n",
-    "        two=pd.DataFrame(data[1]['data'])\n",
-    "        three=pd.DataFrame(data[2]['data'])\n",
-    "        \n",
-    "        one['timestamp']=pd.to_datetime(one['timestamp'])\n",
-    "        two['start_timestamp']=pd.to_datetime(two['start_timestamp'])\n",
-    "        three['timestamp']=pd.to_datetime(three['timestamp'])\n",
-    "\n",
-    "        one['date'] = one['timestamp'].dt.date\n",
-    "        two['start_date'] = two['start_timestamp'].dt.date\n",
-    "        three['date']=three['timestamp'].dt.date\n",
-    "        \n",
-    "        three = three.drop_duplicates(subset=['vessel_id', 'date'])\n",
-    "\n",
-    "        four=pd.merge(one, two, left_on=['vessel_id', 'date'], right_on=['vessel_id', 'start_date'], how='left')\n",
-    "\n",
-    "        five=pd.merge(four, three, on=['vessel_id', 'date'], how='left')\n",
-    "\n",
-    "        six=five.fillna('')\n",
-    "\n",
-    "        seven=six[['lat_x', 'lon_x', 'vessel_id', 'timestamp_x', \n",
-    "                   'heading', 'speed', 'value', \n",
-    "                   'declared_destination', 'declared_eta']]\n",
-    "\n",
-    "\n",
-    "        seven=seven.copy()\n",
-    "        seven.rename(columns={'lat_x':'lat', 'lon_x':'lon', \n",
-    "                              'timestamp_x':'timestamp', 'value':'draught'}, \n",
-    "                     inplace=True)\n",
-    "        \n",
-    "        df2=seven\n",
-    "        \n",
-    "        # append to inital data frame\n",
-    "        store=pd.concat([store, df2])\n",
-    "        \n",
-    "        # if not all vessels done, print progress\n",
-    "        if ((x+group) < len(vessel_list)):\n",
-    "\n",
-    "            print((x+group), 'vessels done out of', len(vessel_list), 'at:', datetime.today())\n",
-    "        \n",
-    "        # if all vessels done, print completion note\n",
-    "        else:\n",
-    "            print(len(vessel_list), 'vessels done out of', len(vessel_list), 'at:', datetime.today())\n",
-    "    \n",
-    "    # reset index\n",
-    "    store.reset_index(drop=True, inplace=True)\n",
-    "    \n",
-    "    return store\n",
-    "\n",
-    "\n",
-    "def merge_voyages_and_signals(start_y, start_m, start_d, origin, origin_excl, destination, destination_excl, prod, prod_excl, vessels, vessels_excl, unit, status, group, interval):\n",
-    " \n",
-    "    # Set dates\n",
-    "    start=datetime(start_y, start_m, start_d)\n",
-    "    end=datetime.today()  \n",
-    "    \n",
-    "    # query vortexa vessels\n",
-    "    vessels_df = v.Vessels().search().to_df() #Creating dataframe of all Vortexa vessels \n",
-    "\n",
-    "    print(\"starting voyages pull at:\", datetime.today())\n",
-    "    \n",
-    "    # query voyages\n",
-    "    voyages=v.VoyagesSearchEnriched().search(\n",
-    "            time_min=start,\n",
-    "            time_max=end,\n",
-    "            voyage_status=status, \n",
-    "            latest_products=prod,\n",
-    "            latest_products_excluded=prod_excl,\n",
-    "            origins=origin,\n",
-    "            origins_excluded=origin_excl,\n",
-    "            destinations=destination,\n",
-    "            destinations_excluded=destination_excl,\n",
-    "            vessels=vessels,\n",
-    "            vessels_excluded=vessels_excl,\n",
-    "            unit=unit,\n",
-    "            columns=['vessel_name', 'imo', 'voyage_id', 'dwt', 'quantity', \n",
-    "                     'latest_product', 'latest_product_group', \n",
-    "                     'latest_product_category','latest_product_grade',\n",
-    "                     'first_origin_port', 'first_origin_country', \n",
-    "                     'first_origin_shipping_region', 'final_destination_port', \n",
-    "                     'final_destination_country', 'final_destination_shipping_region', \n",
-    "                     'start_date', 'end_date', 'voyage_status']).to_df()\n",
-    "    \n",
-    "    print(\"finished voyages pull at:\", datetime.today())    \n",
-    "    \n",
-    "    # rename columns\n",
-    "    vessels_df.rename(columns={'imo' : 'IMO'}, inplace=True) #Renaming IMO column to match header of voyages column \n",
-    "\n",
-    "     \n",
-    "    # convert IMOs to numeric values\n",
-    "    voyages['IMO'] = pd.to_numeric(voyages['IMO'])\n",
-    "    vessels_df[\"IMO\"]= pd.to_numeric(vessels_df['IMO'])\n",
-    "\n",
-    "    imo_list = list(voyages['IMO'].unique()) #creating list of unique voyages \n",
-    "\n",
-    "    vessels_df_2 = vessels_df[vessels_df['IMO'].isin(imo_list)] #Vessel info for each vessel that appears in the voyages query \n",
-    "\n",
-    "    vessel_ids = list(vessels_df_2['id'].unique()) # Obtain list of IDs for vessels in question\n",
-    "    \n",
-    "    print(len(vessel_ids), 'vessels to query')\n",
-    "\n",
-    "    # merge voyages and vessel info (need to do this to get vessel ID in voyages output)\n",
-    "    merged=pd.merge(voyages, vessels_df_2[['id', 'IMO']], on='IMO', how='left')\n",
-    "    print(\"starting signals pull at:\", datetime.today())\n",
-    "\n",
-    "    # query signals\n",
-    "    positions=vessel_position_history(group=group, vessel_class=None, \n",
-    "                                              list_of_vessels=vessel_ids,\n",
-    "                                              start_timestamp=start, \n",
-    "                                              end_timestamp=end, \n",
-    "                                              interval=interval)\n",
-    "    print(\"finished signals pull at:\", datetime.today())\n",
-    "    \n",
-    "    # convert voyage and signals dates to datetime values\n",
-    "    merged['START DATE']=pd.to_datetime(merged['START DATE'], utc=True)\n",
-    "    merged['END DATE']=pd.to_datetime(merged['END DATE'], utc=True)\n",
-    "    positions['date']=pd.to_datetime(positions['timestamp'])\n",
-    "\n",
-    "    # rename columns\n",
-    "    merged.rename(columns={'id':'vessel_id'}, inplace=True)\n",
-    "    merged['vessel_id']=merged['vessel_id'].str[0:16] #Preparing first 16 characters from long ID in order to match short IDs in crude_postions dataframe \n",
-    "    \n",
-    "    \n",
-    "    # merge on vessel_id\n",
-    "    merged_df = pd.merge(positions, merged, on='vessel_id', how='left')\n",
-    "\n",
-    "    # filter rows where timestamp falls within the start and end date of voyages\n",
-    "    filtered_df = merged_df[(merged_df['date'] >= merged_df['START DATE']) & (merged_df['date'] <= merged_df['END DATE'])]\n",
-    "\n",
-    "    # select relevant columns\n",
-    "    final_columns = ['lat', 'lon', 'vessel_id', 'timestamp', 'heading', 'speed', \n",
-    "                     'draught', 'declared_destination','declared_eta', \n",
-    "                     'VESSEL NAME', 'IMO', 'VOYAGE ID', 'DWT (t)', 'QUANTITY (t)', 'LATEST PRODUCT', \n",
-    "                     'LATEST PRODUCT GROUP', 'LATEST PRODUCT CATEGORY', 'LATEST PRODUCT GRADE', \n",
-    "                     'FIRST ORIGIN PORT', 'FIRST ORIGIN COUNTRY', 'FIRST ORIGIN SHIPPING REGION', \n",
-    "                     'FINAL DESTINATION PORT', 'FINAL DESTINATION COUNTRY', \n",
-    "                     'FINAL DESTINATION SHIPPING REGION', 'START DATE', 'END DATE', 'VOYAGE STATUS']\n",
-    "    final = filtered_df[final_columns]\n",
-    "\n",
-    "    # ensure numeric columns are of data type numeric\n",
-    "    final=final.copy()\n",
-    "    final['QUANTITY (t)']=pd.to_numeric(final['QUANTITY (t)'])\n",
-    "    final['lat']=pd.to_numeric(final['lat'])\n",
-    "    final['lon']=pd.to_numeric(final['lon'])\n",
-    "    final['heading']=pd.to_numeric(final['heading'])\n",
-    "    final['speed']=pd.to_numeric(final['speed'])\n",
-    "    \n",
-    "    final['is_cabotage'] = final['FIRST ORIGIN COUNTRY'] == final['FINAL DESTINATION COUNTRY']\n",
-    "    final['no. of vessels']=1\n",
-    "\n",
-    "\n",
-    "    final.reset_index(drop=True, inplace=True)\n",
-    "    \n",
-    "    # Identify columns for duplicate identification\n",
-    "    duplicate_cols = ['lat', 'lon', 'vessel_id', 'timestamp', 'heading', 'speed', 'declared_eta', 'declared_destination']\n",
-    "\n",
-    "    # Group by the columns and keep the row with the highest start_date\n",
-    "    df_unique = final.loc[final.groupby(duplicate_cols)['START DATE'].idxmax()]\n",
-    "    \n",
-    "    df_unique['timestamp'] = pd.to_datetime(df_unique['timestamp'])\n",
-    "    \n",
-    "    df_unique.sort_values(by='timestamp', ascending=True, inplace=True)\n",
-    "\n",
-    "    # Reset the index for better readability\n",
-    "    df_unique = df_unique.reset_index(drop=True)\n",
-    "    \n",
-    "    return df_unique\n",
-    "\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "e5f89bb8",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-06-25T13:12:28.545146Z",
-     "start_time": "2024-06-25T13:11:18.258319Z"
-    }
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "starting voyages pull at: 2024-06-25 14:11:29.286650\n",
-      "finished voyages pull at: 2024-06-25 14:11:37.311063\n",
-      "793 vessels to query\n",
-      "starting signals pull at: 2024-06-25 14:11:37.331231\n",
-      "100 vessels done out of 793 at: 2024-06-25 14:11:42.591528\n",
-      "200 vessels done out of 793 at: 2024-06-25 14:11:51.326785\n",
-      "300 vessels done out of 793 at: 2024-06-25 14:11:56.869270\n",
-      "400 vessels done out of 793 at: 2024-06-25 14:12:01.709078\n",
-      "500 vessels done out of 793 at: 2024-06-25 14:12:09.123651\n",
-      "600 vessels done out of 793 at: 2024-06-25 14:12:14.678199\n",
-      "700 vessels done out of 793 at: 2024-06-25 14:12:20.646894\n",
-      "793 vessels done out of 793 at: 2024-06-25 14:12:25.551174\n",
-      "finished signals pull at: 2024-06-25 14:12:25.555364\n"
-     ]
-    }
-   ],
-   "source": [
-    "vessels=v.Vessels().search(vessel_classes='oil_aframax').to_df()\n",
-    "vessels_list=list(vessels['id'])[0:100]\n",
-    "\n",
-    "\n",
-    "test=merge_voyages_and_signals(start_y=2024, start_m=5, start_d=1, \n",
-    "                               origin=None, origin_excl=None, \n",
-    "                               destination=None, destination_excl=None, \n",
-    "                               prod=crude, prod_excl=None, unit='t',\n",
-    "                               vessels='oil_aframax_lr2', vessels_excl=None, \n",
-    "                               status=None, group=100, interval='1d')\n",
-    "\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "7ea511f4",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-06-25T13:12:29.316220Z",
-     "start_time": "2024-06-25T13:12:29.243068Z"
-    }
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>lat</th>\n",
-       "      <th>lon</th>\n",
-       "      <th>vessel_id</th>\n",
-       "      <th>timestamp</th>\n",
-       "      <th>heading</th>\n",
-       "      <th>speed</th>\n",
-       "      <th>draught</th>\n",
-       "      <th>declared_destination</th>\n",
-       "      <th>declared_eta</th>\n",
-       "      <th>VESSEL NAME</th>\n",
-       "      <th>...</th>\n",
-       "      <th>FIRST ORIGIN COUNTRY</th>\n",
-       "      <th>FIRST ORIGIN SHIPPING REGION</th>\n",
-       "      <th>FINAL DESTINATION PORT</th>\n",
-       "      <th>FINAL DESTINATION COUNTRY</th>\n",
-       "      <th>FINAL DESTINATION SHIPPING REGION</th>\n",
-       "      <th>START DATE</th>\n",
-       "      <th>END DATE</th>\n",
-       "      <th>VOYAGE STATUS</th>\n",
-       "      <th>is_cabotage</th>\n",
-       "      <th>no. of vessels</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>57.006513</td>\n",
-       "      <td>11.712312</td>\n",
-       "      <td>c218232be16e8a5b</td>\n",
-       "      <td>2024-05-01 00:00:00+00:00</td>\n",
-       "      <td>161.7</td>\n",
-       "      <td>10.9</td>\n",
-       "      <td></td>\n",
-       "      <td>EETLL</td>\n",
-       "      <td>2024-05-05T03:00:00.000Z</td>\n",
-       "      <td>MARCH</td>\n",
-       "      <td>...</td>\n",
-       "      <td>India</td>\n",
-       "      <td>India West Coast</td>\n",
-       "      <td>Primorsk (Koivisto) [RU]</td>\n",
-       "      <td>Russia</td>\n",
-       "      <td>Baltic</td>\n",
-       "      <td>2024-02-13 00:00:00+00:00</td>\n",
-       "      <td>2024-05-14 00:00:00+00:00</td>\n",
-       "      <td>Ballast</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>4.993667</td>\n",
-       "      <td>104.059839</td>\n",
-       "      <td>183c2df9eeb4b7b3</td>\n",
-       "      <td>2024-05-01 00:00:00+00:00</td>\n",
-       "      <td>152.9</td>\n",
-       "      <td>10.3</td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td>PACIFIC JEWELS</td>\n",
-       "      <td>...</td>\n",
-       "      <td>Thailand</td>\n",
-       "      <td>Southeast Asia (SEA)</td>\n",
-       "      <td>Cossack, WA [AU]</td>\n",
-       "      <td></td>\n",
-       "      <td>Oceania</td>\n",
-       "      <td>2024-04-26 00:00:00+00:00</td>\n",
-       "      <td>2024-05-14 00:00:00+00:00</td>\n",
-       "      <td>Ballast</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>-6.247512</td>\n",
-       "      <td>108.461041</td>\n",
-       "      <td>2b9f8d4aead350ed</td>\n",
-       "      <td>2024-05-01 00:00:00+00:00</td>\n",
-       "      <td>64.4</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td>DF MYSTRAS</td>\n",
-       "      <td>...</td>\n",
-       "      <td>Gabon</td>\n",
-       "      <td>West Africa (WAf)</td>\n",
-       "      <td>Balongan [ID]</td>\n",
-       "      <td>Indonesia</td>\n",
-       "      <td>Southeast Asia (SEA)</td>\n",
-       "      <td>2024-03-23 00:00:00+00:00</td>\n",
-       "      <td>2024-05-03 00:00:00+00:00</td>\n",
-       "      <td>Laden</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>19.765696</td>\n",
-       "      <td>-83.432494</td>\n",
-       "      <td>1d1bc37238bf7c21</td>\n",
-       "      <td>2024-05-01 00:00:00+00:00</td>\n",
-       "      <td>132.0</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td></td>\n",
-       "      <td>PACHG</td>\n",
-       "      <td>2024-05-04T11:00:00.000Z</td>\n",
-       "      <td>TORM HERMIA</td>\n",
-       "      <td>...</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>Gulf of Mexico (GoM)</td>\n",
-       "      <td>Chiriqui Grande [PA]</td>\n",
-       "      <td>Panama</td>\n",
-       "      <td>Caribbean</td>\n",
-       "      <td>2024-04-26 00:00:00+00:00</td>\n",
-       "      <td>2024-05-05 00:00:00+00:00</td>\n",
-       "      <td>Laden</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>36.497196</td>\n",
-       "      <td>14.523806</td>\n",
-       "      <td>2ea187736a936e2a</td>\n",
-       "      <td>2024-05-01 00:00:00+00:00</td>\n",
-       "      <td>110.5</td>\n",
-       "      <td>11.0</td>\n",
-       "      <td></td>\n",
-       "      <td>FR FOS &gt; TR CKZ</td>\n",
-       "      <td>2024-05-04T22:00:00.000Z</td>\n",
-       "      <td>SAFEEN ELONA</td>\n",
-       "      <td>...</td>\n",
-       "      <td>France</td>\n",
-       "      <td>Mediterranean (Med)</td>\n",
-       "      <td>Novorossiysk [RU]</td>\n",
-       "      <td>Russia</td>\n",
-       "      <td>Black Sea and Caspian</td>\n",
-       "      <td>2024-04-29 00:00:00+00:00</td>\n",
-       "      <td>2024-05-10 00:00:00+00:00</td>\n",
-       "      <td>Ballast</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>35469</th>\n",
-       "      <td>29.834449</td>\n",
-       "      <td>123.188475</td>\n",
-       "      <td>dedf013f49aff7ad</td>\n",
-       "      <td>2024-06-25 00:00:00+00:00</td>\n",
-       "      <td>10.4</td>\n",
-       "      <td>0.1</td>\n",
-       "      <td></td>\n",
-       "      <td>KOZMINO</td>\n",
-       "      <td>2024-06-29T14:00:00.000Z</td>\n",
-       "      <td>HUIHAI PACIFIC</td>\n",
-       "      <td>...</td>\n",
-       "      <td>China</td>\n",
-       "      <td>Northeast Asia (NEA)</td>\n",
-       "      <td>Kozmino [RU]</td>\n",
-       "      <td>Russia</td>\n",
-       "      <td>Russia Far East</td>\n",
-       "      <td>2024-06-23 00:00:00+00:00</td>\n",
-       "      <td>2024-07-01 00:00:00+00:00</td>\n",
-       "      <td>Ballast</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>35470</th>\n",
-       "      <td>59.183101</td>\n",
-       "      <td>2.802509</td>\n",
-       "      <td>d95b68b92c36d55f</td>\n",
-       "      <td>2024-06-25 00:00:00+00:00</td>\n",
-       "      <td>16.9</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td></td>\n",
-       "      <td>BALDER(NOR)</td>\n",
-       "      <td>2024-06-27T04:00:00.000Z</td>\n",
-       "      <td>SCOTT SPIRIT</td>\n",
-       "      <td>...</td>\n",
-       "      <td>Norway</td>\n",
-       "      <td>Northwest Europe (NWE)</td>\n",
-       "      <td>Liverpool [GB]</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>Northwest Europe (NWE)</td>\n",
-       "      <td>2024-06-15 00:00:00+00:00</td>\n",
-       "      <td>2024-06-28 00:00:00+00:00</td>\n",
-       "      <td>Laden</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>35471</th>\n",
-       "      <td>-26.694409</td>\n",
-       "      <td>153.257438</td>\n",
-       "      <td>258c6e78fd9784c2</td>\n",
-       "      <td>2024-06-25 00:00:00+00:00</td>\n",
-       "      <td>145.1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td></td>\n",
-       "      <td>AU BNE</td>\n",
-       "      <td>2024-06-21T12:00:00.000Z</td>\n",
-       "      <td>ESTEEM COWBOY</td>\n",
-       "      <td>...</td>\n",
-       "      <td>United States</td>\n",
-       "      <td>Gulf of Mexico (GoM)</td>\n",
-       "      <td>Brisbane Qld [AU]</td>\n",
-       "      <td></td>\n",
-       "      <td>Oceania</td>\n",
-       "      <td>2024-04-28 00:00:00+00:00</td>\n",
-       "      <td>2024-06-28 00:00:00+00:00</td>\n",
-       "      <td>Laden</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>35472</th>\n",
-       "      <td>59.913154</td>\n",
-       "      <td>28.633176</td>\n",
-       "      <td>3d0f10239fc55a1d</td>\n",
-       "      <td>2024-06-25 00:00:00+00:00</td>\n",
-       "      <td>280.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td></td>\n",
-       "      <td>RUULU</td>\n",
-       "      <td>2024-06-12T03:00:00.000Z</td>\n",
-       "      <td>ROBON</td>\n",
-       "      <td>...</td>\n",
-       "      <td>Turkey</td>\n",
-       "      <td>Mediterranean (Med)</td>\n",
-       "      <td>Primorsk (Koivisto) [RU]</td>\n",
-       "      <td>Russia</td>\n",
-       "      <td>Baltic</td>\n",
-       "      <td>2024-05-28 00:00:00+00:00</td>\n",
-       "      <td>2024-06-25 00:00:00+00:00</td>\n",
-       "      <td>Ballast</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>35473</th>\n",
-       "      <td>34.301610</td>\n",
-       "      <td>31.089419</td>\n",
-       "      <td>fbd923996d68d310</td>\n",
-       "      <td>2024-06-25 00:00:00+00:00</td>\n",
-       "      <td>117.0</td>\n",
-       "      <td>6.3</td>\n",
-       "      <td></td>\n",
-       "      <td>LIMASSOL</td>\n",
-       "      <td>2024-06-26T23:00:00.000Z</td>\n",
-       "      <td>FOS DA VINCI</td>\n",
-       "      <td>...</td>\n",
-       "      <td>Turkey</td>\n",
-       "      <td>Mediterranean (Med)</td>\n",
-       "      <td>Sidi Kerir Terminal [EG]</td>\n",
-       "      <td>Egypt</td>\n",
-       "      <td>Mediterranean (Med)</td>\n",
-       "      <td>2024-05-05 00:00:00+00:00</td>\n",
-       "      <td>2024-07-01 00:00:00+00:00</td>\n",
-       "      <td>Ballast</td>\n",
-       "      <td>False</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>35474 rows × 29 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "             lat         lon         vessel_id                 timestamp  \\\n",
-       "0      57.006513   11.712312  c218232be16e8a5b 2024-05-01 00:00:00+00:00   \n",
-       "1       4.993667  104.059839  183c2df9eeb4b7b3 2024-05-01 00:00:00+00:00   \n",
-       "2      -6.247512  108.461041  2b9f8d4aead350ed 2024-05-01 00:00:00+00:00   \n",
-       "3      19.765696  -83.432494  1d1bc37238bf7c21 2024-05-01 00:00:00+00:00   \n",
-       "4      36.497196   14.523806  2ea187736a936e2a 2024-05-01 00:00:00+00:00   \n",
-       "...          ...         ...               ...                       ...   \n",
-       "35469  29.834449  123.188475  dedf013f49aff7ad 2024-06-25 00:00:00+00:00   \n",
-       "35470  59.183101    2.802509  d95b68b92c36d55f 2024-06-25 00:00:00+00:00   \n",
-       "35471 -26.694409  153.257438  258c6e78fd9784c2 2024-06-25 00:00:00+00:00   \n",
-       "35472  59.913154   28.633176  3d0f10239fc55a1d 2024-06-25 00:00:00+00:00   \n",
-       "35473  34.301610   31.089419  fbd923996d68d310 2024-06-25 00:00:00+00:00   \n",
-       "\n",
-       "       heading  speed draught declared_destination              declared_eta  \\\n",
-       "0        161.7   10.9                        EETLL  2024-05-05T03:00:00.000Z   \n",
-       "1        152.9   10.3                                                          \n",
-       "2         64.4    0.2                                                          \n",
-       "3        132.0   12.0                        PACHG  2024-05-04T11:00:00.000Z   \n",
-       "4        110.5   11.0              FR FOS > TR CKZ  2024-05-04T22:00:00.000Z   \n",
-       "...        ...    ...     ...                  ...                       ...   \n",
-       "35469     10.4    0.1                      KOZMINO  2024-06-29T14:00:00.000Z   \n",
-       "35470     16.9    0.0                  BALDER(NOR)  2024-06-27T04:00:00.000Z   \n",
-       "35471    145.1    0.0                       AU BNE  2024-06-21T12:00:00.000Z   \n",
-       "35472    280.0    0.0                        RUULU  2024-06-12T03:00:00.000Z   \n",
-       "35473    117.0    6.3                     LIMASSOL  2024-06-26T23:00:00.000Z   \n",
-       "\n",
-       "          VESSEL NAME  ...  FIRST ORIGIN COUNTRY FIRST ORIGIN SHIPPING REGION  \\\n",
-       "0               MARCH  ...                 India             India West Coast   \n",
-       "1      PACIFIC JEWELS  ...              Thailand         Southeast Asia (SEA)   \n",
-       "2          DF MYSTRAS  ...                 Gabon            West Africa (WAf)   \n",
-       "3         TORM HERMIA  ...         United States         Gulf of Mexico (GoM)   \n",
-       "4        SAFEEN ELONA  ...                France          Mediterranean (Med)   \n",
-       "...               ...  ...                   ...                          ...   \n",
-       "35469  HUIHAI PACIFIC  ...                 China         Northeast Asia (NEA)   \n",
-       "35470    SCOTT SPIRIT  ...                Norway       Northwest Europe (NWE)   \n",
-       "35471   ESTEEM COWBOY  ...         United States         Gulf of Mexico (GoM)   \n",
-       "35472           ROBON  ...                Turkey          Mediterranean (Med)   \n",
-       "35473    FOS DA VINCI  ...                Turkey          Mediterranean (Med)   \n",
-       "\n",
-       "         FINAL DESTINATION PORT  FINAL DESTINATION COUNTRY  \\\n",
-       "0      Primorsk (Koivisto) [RU]                     Russia   \n",
-       "1              Cossack, WA [AU]                              \n",
-       "2                 Balongan [ID]                  Indonesia   \n",
-       "3          Chiriqui Grande [PA]                     Panama   \n",
-       "4             Novorossiysk [RU]                     Russia   \n",
-       "...                         ...                        ...   \n",
-       "35469              Kozmino [RU]                     Russia   \n",
-       "35470            Liverpool [GB]             United Kingdom   \n",
-       "35471         Brisbane Qld [AU]                              \n",
-       "35472  Primorsk (Koivisto) [RU]                     Russia   \n",
-       "35473  Sidi Kerir Terminal [EG]                      Egypt   \n",
-       "\n",
-       "      FINAL DESTINATION SHIPPING REGION                START DATE  \\\n",
-       "0                                Baltic 2024-02-13 00:00:00+00:00   \n",
-       "1                               Oceania 2024-04-26 00:00:00+00:00   \n",
-       "2                  Southeast Asia (SEA) 2024-03-23 00:00:00+00:00   \n",
-       "3                             Caribbean 2024-04-26 00:00:00+00:00   \n",
-       "4                 Black Sea and Caspian 2024-04-29 00:00:00+00:00   \n",
-       "...                                 ...                       ...   \n",
-       "35469                   Russia Far East 2024-06-23 00:00:00+00:00   \n",
-       "35470            Northwest Europe (NWE) 2024-06-15 00:00:00+00:00   \n",
-       "35471                           Oceania 2024-04-28 00:00:00+00:00   \n",
-       "35472                            Baltic 2024-05-28 00:00:00+00:00   \n",
-       "35473               Mediterranean (Med) 2024-05-05 00:00:00+00:00   \n",
-       "\n",
-       "                       END DATE VOYAGE STATUS is_cabotage no. of vessels  \n",
-       "0     2024-05-14 00:00:00+00:00       Ballast       False              1  \n",
-       "1     2024-05-14 00:00:00+00:00       Ballast       False              1  \n",
-       "2     2024-05-03 00:00:00+00:00         Laden       False              1  \n",
-       "3     2024-05-05 00:00:00+00:00         Laden       False              1  \n",
-       "4     2024-05-10 00:00:00+00:00       Ballast       False              1  \n",
-       "...                         ...           ...         ...            ...  \n",
-       "35469 2024-07-01 00:00:00+00:00       Ballast       False              1  \n",
-       "35470 2024-06-28 00:00:00+00:00         Laden       False              1  \n",
-       "35471 2024-06-28 00:00:00+00:00         Laden       False              1  \n",
-       "35472 2024-06-25 00:00:00+00:00       Ballast       False              1  \n",
-       "35473 2024-07-01 00:00:00+00:00       Ballast       False              1  \n",
-       "\n",
-       "[35474 rows x 29 columns]"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "test"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "f5d81b0d",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-06-25T13:12:46.574708Z",
-     "start_time": "2024-06-25T13:12:46.078045Z"
-    },
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
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00:00:00+00:00\"}]);\n",
-       "                        }).then(function(){\n",
-       "                            \n",
-       "var gd = document.getElementById('c7901df7-bae1-432d-beb3-62179dcccae6');\n",
-       "var x = new MutationObserver(function (mutations, observer) {{\n",
-       "        var display = window.getComputedStyle(gd).display;\n",
-       "        if (!display || display === 'none') {{\n",
-       "            console.log([gd, 'removed!']);\n",
-       "            Plotly.purge(gd);\n",
-       "            observer.disconnect();\n",
-       "        }}\n",
-       "}});\n",
-       "\n",
-       "// Listen for the removal of the full notebook cells\n",
-       "var notebookContainer = gd.closest('#notebook-container');\n",
-       "if (notebookContainer) {{\n",
-       "    x.observe(notebookContainer, {childList: true});\n",
-       "}}\n",
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-       "// Listen for the clearing of the current output cell\n",
-       "var outputEl = gd.closest('.output');\n",
-       "if (outputEl) {{\n",
-       "    x.observe(outputEl, {childList: true});\n",
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-       "\n",
-       "                        })                };                });            </script>        </div>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "df1 = test\n",
-    "\n",
-    "fig = px.density_mapbox(df1, lon = 'lon', lat = 'lat', z = 'no. of vessels', \n",
-    "                        radius = 10,\n",
-    "                        center = dict(lon = 25,lat = 9),\n",
-    "                        zoom = 1.1,\n",
-    "                        mapbox_style='carto-darkmatter',\n",
-    "                        color_continuous_scale = 'dense',\n",
-    "                        animation_frame = 'timestamp',\n",
-    "                        labels = {\"date\":\"Date\"})\n",
-    "\n",
-    "fig.update_layout(title = 'Aframaxes since May 2024',\n",
-    "                  title_font = dict(size = 18, color = 'black'),\n",
-    "                  title_x = 0.5)\n",
-    "\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "546d3de7",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.8.8"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/docs/examples/academy_use_cases/Signals/Plotting Trail with Signals API.ipynb b/docs/examples/academy_use_cases/Signals/Plotting Trail with Signals API.ipynb
deleted file mode 100644
index ffb0ce58d..000000000
--- a/docs/examples/academy_use_cases/Signals/Plotting Trail with Signals API.ipynb	
+++ /dev/null
@@ -1,25670 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Plotting Vessel Trail with Signals API\n",
-    "\n",
-    "This notebook will mainly cover how to extract signals data from Signals API and how to visualize them in a map using plotly library.\n",
-    "\n",
-    "The example used in this notebook is LNG Exports out of Russia Arctic LNG 2 Plant terminal."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Import Library"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\Users\\OuiWeinJien\\anaconda3\\lib\\site-packages\\pandas\\core\\arrays\\masked.py:60: UserWarning: Pandas requires version '1.3.6' or newer of 'bottleneck' (version '1.3.5' currently installed).\n",
-      "  from pandas.core import (\n"
-     ]
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "from datetime import datetime\n",
-    "import numpy as np\n",
-    "import vortexasdk as v\n",
-    "import requests\n",
-    "import os\n",
-    "import plotly.express as px"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2024-09-17 15:13:57,286 vortexasdk.client — WARNING — You are using vortexasdk version 0.73.0, however version 0.73.1 is available.\n",
-      "You should consider upgrading via the 'pip install vortexasdk --upgrade' command.\n"
-     ]
-    }
-   ],
-   "source": [
-    "lng = [p.id for p in v.Products().search('LNG').to_list() if p.name=='LNG']\n",
-    "\n",
-    "russia_arctic=[p.id for p in v.Geographies().search('Arctic LNG 2 Plant').to_list()]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Extract Cargo Movements data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "cm_df = v.CargoMovements().search(\n",
-    "    filter_activity='loading_end',\n",
-    "    filter_products=lng,\n",
-    "    filter_origins=russia_arctic,\n",
-    "    filter_time_min=datetime(2024, 1, 1),\n",
-    "    filter_time_max=datetime.today()\n",
-    ").to_df(columns = 'all')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>cargo_movement_id</th>\n",
-       "      <th>quantity</th>\n",
-       "      <th>status</th>\n",
-       "      <th>vessels.0.dwt</th>\n",
-       "      <th>vessels.0.fixture_id</th>\n",
-       "      <th>vessels.0.flag.0.flag</th>\n",
-       "      <th>vessels.0.flag.0.flag_country</th>\n",
-       "      <th>vessels.0.flag.0.tag</th>\n",
-       "      <th>vessels.0.mmsi</th>\n",
-       "      <th>vessels.0.start_timestamp</th>\n",
-       "      <th>...</th>\n",
-       "      <th>events.cargo_waypoint_event.8.start_timestamp</th>\n",
-       "      <th>events.cargo_waypoint_event.8.probability</th>\n",
-       "      <th>events.cargo_waypoint_event.8.vessel_id</th>\n",
-       "      <th>events.cargo_waypoint_event.8.location.waypoint.probability</th>\n",
-       "      <th>events.cargo_waypoint_event.8.location.waypoint.id</th>\n",
-       "      <th>events.cargo_waypoint_event.8.location.waypoint.label</th>\n",
-       "      <th>events.cargo_waypoint_event.8.location.waypoint.source</th>\n",
-       "      <th>events.cargo_waypoint_event.8.location.waypoint.layer</th>\n",
-       "      <th>parent_ids.0.splinter_timestamp</th>\n",
-       "      <th>parent_ids.0.id</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
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-       "      <th>0</th>\n",
-       "      <td>a9486b756c4994b3fccbe9b66bec144ea9486b756c4994...</td>\n",
-       "      <td>433936</td>\n",
-       "      <td>transiting_state</td>\n",
-       "      <td>77410</td>\n",
-       "      <td></td>\n",
-       "      <td>PW</td>\n",
-       "      <td>479de61e68a1f232b16498c726ae6afb6de766da18472e...</td>\n",
-       "      <td>vessel_flag_tag</td>\n",
-       "      <td>511101456</td>\n",
-       "      <td>2024-09-04 00:00:00+00:00</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td></td>\n",
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-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td>NaT</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>ad225abb9cf80f7a32e4eca229e1ca59ad225abb9cf80f...</td>\n",
-       "      <td>833796</td>\n",
-       "      <td>transiting_state</td>\n",
-       "      <td>79866</td>\n",
-       "      <td></td>\n",
-       "      <td>PW</td>\n",
-       "      <td>479de61e68a1f232b16498c726ae6afb6de766da18472e...</td>\n",
-       "      <td>vessel_flag_tag</td>\n",
-       "      <td>511101428</td>\n",
-       "      <td>2024-08-07 00:00:00+00:00</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td>NaT</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>c38b5ca7177a343a613fb60de51a1179c38b5ca7177a34...</td>\n",
-       "      <td>433936</td>\n",
-       "      <td>transiting_state</td>\n",
-       "      <td>77410</td>\n",
-       "      <td></td>\n",
-       "      <td>PW</td>\n",
-       "      <td>479de61e68a1f232b16498c726ae6afb6de766da18472e...</td>\n",
-       "      <td>vessel_flag_tag</td>\n",
-       "      <td>511101456</td>\n",
-       "      <td>2024-08-23 08:00:00+00:00</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td>NaT</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>c920f7d026d99a8424b9346e59531810c920f7d026d99a...</td>\n",
-       "      <td>190805</td>\n",
-       "      <td>transiting_state</td>\n",
-       "      <td>77712</td>\n",
-       "      <td></td>\n",
-       "      <td>PW</td>\n",
-       "      <td>479de61e68a1f232b16498c726ae6afb6de766da18472e...</td>\n",
-       "      <td>vessel_flag_tag</td>\n",
-       "      <td>511101396</td>\n",
-       "      <td>2024-08-01 00:00:00+00:00</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td>NaT</td>\n",
-       "      <td></td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>fb8b2b93e566c43dfed56a5410bbc8e7fb8b2b93e566c4...</td>\n",
-       "      <td>676890</td>\n",
-       "      <td>transiting_state</td>\n",
-       "      <td>77712</td>\n",
-       "      <td></td>\n",
-       "      <td>PW</td>\n",
-       "      <td>479de61e68a1f232b16498c726ae6afb6de766da18472e...</td>\n",
-       "      <td>vessel_flag_tag</td>\n",
-       "      <td>511101396</td>\n",
-       "      <td>2024-08-01 00:00:00+00:00</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2024-09-16 09:49:32+00:00</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>3bc8490a0c382976f8746101508e709cb3f69d2a0efc5b...</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>703a4af533b42e86a0473f6b464ad2da1bb04cf899a167...</td>\n",
-       "      <td>Cape Finisterre</td>\n",
-       "      <td>model</td>\n",
-       "      <td>waypoint</td>\n",
-       "      <td>2024-09-11 19:06:06+00:00</td>\n",
-       "      <td>c920f7d026d99a8424b9346e59531810c920f7d026d99a...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 529 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                   cargo_movement_id  quantity  \\\n",
-       "0  a9486b756c4994b3fccbe9b66bec144ea9486b756c4994...    433936   \n",
-       "1  ad225abb9cf80f7a32e4eca229e1ca59ad225abb9cf80f...    833796   \n",
-       "2  c38b5ca7177a343a613fb60de51a1179c38b5ca7177a34...    433936   \n",
-       "3  c920f7d026d99a8424b9346e59531810c920f7d026d99a...    190805   \n",
-       "4  fb8b2b93e566c43dfed56a5410bbc8e7fb8b2b93e566c4...    676890   \n",
-       "\n",
-       "             status  vessels.0.dwt vessels.0.fixture_id vessels.0.flag.0.flag  \\\n",
-       "0  transiting_state          77410                                         PW   \n",
-       "1  transiting_state          79866                                         PW   \n",
-       "2  transiting_state          77410                                         PW   \n",
-       "3  transiting_state          77712                                         PW   \n",
-       "4  transiting_state          77712                                         PW   \n",
-       "\n",
-       "                       vessels.0.flag.0.flag_country vessels.0.flag.0.tag  \\\n",
-       "0  479de61e68a1f232b16498c726ae6afb6de766da18472e...      vessel_flag_tag   \n",
-       "1  479de61e68a1f232b16498c726ae6afb6de766da18472e...      vessel_flag_tag   \n",
-       "2  479de61e68a1f232b16498c726ae6afb6de766da18472e...      vessel_flag_tag   \n",
-       "3  479de61e68a1f232b16498c726ae6afb6de766da18472e...      vessel_flag_tag   \n",
-       "4  479de61e68a1f232b16498c726ae6afb6de766da18472e...      vessel_flag_tag   \n",
-       "\n",
-       "   vessels.0.mmsi vessels.0.start_timestamp  ...  \\\n",
-       "0       511101456 2024-09-04 00:00:00+00:00  ...   \n",
-       "1       511101428 2024-08-07 00:00:00+00:00  ...   \n",
-       "2       511101456 2024-08-23 08:00:00+00:00  ...   \n",
-       "3       511101396 2024-08-01 00:00:00+00:00  ...   \n",
-       "4       511101396 2024-08-01 00:00:00+00:00  ...   \n",
-       "\n",
-       "  events.cargo_waypoint_event.8.start_timestamp  \\\n",
-       "0                                           NaT   \n",
-       "1                                           NaT   \n",
-       "2                                           NaT   \n",
-       "3                                           NaT   \n",
-       "4                     2024-09-16 09:49:32+00:00   \n",
-       "\n",
-       "   events.cargo_waypoint_event.8.probability  \\\n",
-       "0                                              \n",
-       "1                                              \n",
-       "2                                              \n",
-       "3                                              \n",
-       "4                                        1.0   \n",
-       "\n",
-       "             events.cargo_waypoint_event.8.vessel_id  \\\n",
-       "0                                                      \n",
-       "1                                                      \n",
-       "2                                                      \n",
-       "3                                                      \n",
-       "4  3bc8490a0c382976f8746101508e709cb3f69d2a0efc5b...   \n",
-       "\n",
-       "   events.cargo_waypoint_event.8.location.waypoint.probability  \\\n",
-       "0                                                                \n",
-       "1                                                                \n",
-       "2                                                                \n",
-       "3                                                                \n",
-       "4                                                1.0             \n",
-       "\n",
-       "   events.cargo_waypoint_event.8.location.waypoint.id  \\\n",
-       "0                                                       \n",
-       "1                                                       \n",
-       "2                                                       \n",
-       "3                                                       \n",
-       "4  703a4af533b42e86a0473f6b464ad2da1bb04cf899a167...    \n",
-       "\n",
-       "  events.cargo_waypoint_event.8.location.waypoint.label  \\\n",
-       "0                                                         \n",
-       "1                                                         \n",
-       "2                                                         \n",
-       "3                                                         \n",
-       "4                                    Cape Finisterre      \n",
-       "\n",
-       "  events.cargo_waypoint_event.8.location.waypoint.source  \\\n",
-       "0                                                          \n",
-       "1                                                          \n",
-       "2                                                          \n",
-       "3                                                          \n",
-       "4                                              model       \n",
-       "\n",
-       "  events.cargo_waypoint_event.8.location.waypoint.layer  \\\n",
-       "0                                                         \n",
-       "1                                                         \n",
-       "2                                                         \n",
-       "3                                                         \n",
-       "4                                           waypoint      \n",
-       "\n",
-       "   parent_ids.0.splinter_timestamp  \\\n",
-       "0                              NaT   \n",
-       "1                              NaT   \n",
-       "2                              NaT   \n",
-       "3                              NaT   \n",
-       "4        2024-09-11 19:06:06+00:00   \n",
-       "\n",
-       "                                     parent_ids.0.id  \n",
-       "0                                                     \n",
-       "1                                                     \n",
-       "2                                                     \n",
-       "3                                                     \n",
-       "4  c920f7d026d99a8424b9346e59531810c920f7d026d99a...  \n",
-       "\n",
-       "[5 rows x 529 columns]"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cm_df.head(5)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 93,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "\n",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>vessels.0.name</th>\n",
-       "      <th>vessels.0.imo</th>\n",
-       "      <th>vessels.0.id</th>\n",
-       "      <th>vessels.1.name</th>\n",
-       "      <th>vessels.1.imo</th>\n",
-       "      <th>vessels.1.start_timestamp</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>EVEREST ENERGY</td>\n",
-       "      <td>9243148</td>\n",
-       "      <td>fe16241b4f45168faa94269633b52a4336b0c9d6e4c76b...</td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td>NaT</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>ASYA ENERGY</td>\n",
-       "      <td>9216298</td>\n",
-       "      <td>79138d1707099e3ed42779a5249bdf12343e0acdc53d85...</td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td>NaT</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>EVEREST ENERGY</td>\n",
-       "      <td>9243148</td>\n",
-       "      <td>fe16241b4f45168faa94269633b52a4336b0c9d6e4c76b...</td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td>NaT</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>PIONEER</td>\n",
-       "      <td>9256602</td>\n",
-       "      <td>72674aadb46c52864d2fa32ef49361f6873fd11c69574c...</td>\n",
-       "      <td></td>\n",
-       "      <td></td>\n",
-       "      <td>NaT</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>PIONEER</td>\n",
-       "      <td>9256602</td>\n",
-       "      <td>72674aadb46c52864d2fa32ef49361f6873fd11c69574c...</td>\n",
-       "      <td>NEW ENERGY</td>\n",
-       "      <td>9324277.0</td>\n",
-       "      <td>2024-08-22 00:00:00+00:00</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   vessels.0.name  vessels.0.imo  \\\n",
-       "0  EVEREST ENERGY        9243148   \n",
-       "1     ASYA ENERGY        9216298   \n",
-       "2  EVEREST ENERGY        9243148   \n",
-       "3         PIONEER        9256602   \n",
-       "4         PIONEER        9256602   \n",
-       "\n",
-       "                                        vessels.0.id vessels.1.name  \\\n",
-       "0  fe16241b4f45168faa94269633b52a4336b0c9d6e4c76b...                  \n",
-       "1  79138d1707099e3ed42779a5249bdf12343e0acdc53d85...                  \n",
-       "2  fe16241b4f45168faa94269633b52a4336b0c9d6e4c76b...                  \n",
-       "3  72674aadb46c52864d2fa32ef49361f6873fd11c69574c...                  \n",
-       "4  72674aadb46c52864d2fa32ef49361f6873fd11c69574c...     NEW ENERGY   \n",
-       "\n",
-       "  vessels.1.imo vessels.1.start_timestamp  \n",
-       "0                                     NaT  \n",
-       "1                                     NaT  \n",
-       "2                                     NaT  \n",
-       "3                                     NaT  \n",
-       "4     9324277.0 2024-08-22 00:00:00+00:00  "
-      ]
-     },
-     "execution_count": 93,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cm_df[['vessels.0.name','vessels.0.imo','vessels.0.id','vessels.1.name','vessels.1.imo','vessels.1.start_timestamp']]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "vessels_dict = {'fe16241b4f45168f': 'EVEREST ENERGY',\n",
-    " '79138d1707099e3e': 'ASYA ENERGY',\n",
-    " '72674aadb46c5286': 'PIONEER',\n",
-    " '3bc8490a0c382976': 'NEW ENERGY'}"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "all_list = ['9243148', '9216298', '9243148', '9256602', '9256602', '9324277']\n",
-    "\n",
-    "api_key = os.environ['VORTEXA_API_KEY']\n",
-    "\n",
-    "start_timestamp = pd.to_datetime(min(min(cm_df['vessels.0.start_timestamp'].values),min(cm_df['vessels.1.start_timestamp'].values))) - pd.Timedelta('10d')\n",
-    "end_timestamp = datetime.now()\n",
-    "interval = '6h' # \"5m\",\"10m\",\"15m\",\"1h\",\"3h\",\"6h\",\"1d\",\"3d\",\"7d\""
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Extract data from Signals API"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def extract_vessel_positions(list_of_vessels, start_timestamp, end_timestamp, interval):\n",
-    "    URL = \"https://api.vortexa.com/v6/signals/vessel-positions\"\n",
-    "    start_timestamp_iso = start_timestamp.isoformat()\n",
-    "    end_timestamp_iso = end_timestamp.isoformat()\n",
-    "    ## Make API calls\n",
-    "    PARAMS = {\n",
-    "        'apikey':api_key,\n",
-    "        'time_min':start_timestamp_iso,\n",
-    "        'time_max': end_timestamp_iso,\n",
-    "        'interval': interval,\n",
-    "        'vessel_id': list_of_vessels\n",
-    "    }\n",
-    "    r = requests.get(url = URL, params = PARAMS)\n",
-    "    data = r.json()\n",
-    "    data = pd.DataFrame(data['data'])\n",
-    "    \n",
-    "    # Post-processing\n",
-    "    data['vessel_name'] = data['vessel_id'].map(vessels_dict)\n",
-    "    data.drop_duplicates(subset=['vessel_id','timestamp'],inplace=True)\n",
-    "    data = data.sort_values(by=['timestamp'],ascending=True)\n",
-    "    return data\n",
-    "\n",
-    "# Plot animation with gradient color on timestamp\n",
-    "def plot_trail(final_data, save_path=None):\n",
-    "    fig = px.scatter_mapbox(\n",
-    "        final_data, \n",
-    "        lat=\"lat\", \n",
-    "        lon=\"lon\", \n",
-    "        color='vessel_id', \n",
-    "        size_max=15, \n",
-    "        zoom=10, \n",
-    "        animation_frame=\"timestamp\", \n",
-    "        color_continuous_scale=px.colors.sequential.Viridis,\n",
-    "        text='vessel_name'  # Add vessel names as labels\n",
-    "    )\n",
-    "    \n",
-    "    # Update layout to show the text as labels on the map\n",
-    "    fig.update_traces(marker=dict(size=10), textposition=\"top right\")\n",
-    "    \n",
-    "    fig.update_layout(mapbox_style=\"open-street-map\")\n",
-    "    fig.update_layout(margin={\"r\":0,\"t\":0,\"l\":0,\"b\":0})\n",
-    "\n",
-    "    # Show the plot\n",
-    "    fig.show()\n",
-    "    \n",
-    "    # Save the plot as an HTML file if a save path is provided\n",
-    "    if save_path:\n",
-    "        fig.write_html(save_path)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>lat</th>\n",
-       "      <th>lon</th>\n",
-       "      <th>vessel_id</th>\n",
-       "      <th>timestamp</th>\n",
-       "      <th>heading</th>\n",
-       "      <th>speed</th>\n",
-       "      <th>vessel_name</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>36.508051</td>\n",
-       "      <td>-6.617987</td>\n",
-       "      <td>3bc8490a0c382976</td>\n",
-       "      <td>2024-07-22T00:00:00.000Z</td>\n",
-       "      <td>323.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>NEW ENERGY</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>400</th>\n",
-       "      <td>36.125384</td>\n",
-       "      <td>-6.286485</td>\n",
-       "      <td>79138d1707099e3e</td>\n",
-       "      <td>2024-07-22T00:00:00.000Z</td>\n",
-       "      <td>119.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>ASYA ENERGY</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>626</th>\n",
-       "      <td>24.108015</td>\n",
-       "      <td>58.110195</td>\n",
-       "      <td>fe16241b4f45168f</td>\n",
-       "      <td>2024-07-22T00:00:00.000Z</td>\n",
-       "      <td>112.5</td>\n",
-       "      <td>16.4</td>\n",
-       "      <td>EVEREST ENERGY</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>170</th>\n",
-       "      <td>72.063506</td>\n",
-       "      <td>22.505845</td>\n",
-       "      <td>72674aadb46c5286</td>\n",
-       "      <td>2024-07-22T00:00:00.000Z</td>\n",
-       "      <td>72.4</td>\n",
-       "      <td>8.2</td>\n",
-       "      <td>PIONEER</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>36.510765</td>\n",
-       "      <td>-6.614753</td>\n",
-       "      <td>3bc8490a0c382976</td>\n",
-       "      <td>2024-07-22T06:00:00.000Z</td>\n",
-       "      <td>92.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>NEW ENERGY</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>841</th>\n",
-       "      <td>56.911525</td>\n",
-       "      <td>166.064280</td>\n",
-       "      <td>fe16241b4f45168f</td>\n",
-       "      <td>2024-09-17T06:00:00.000Z</td>\n",
-       "      <td>231.9</td>\n",
-       "      <td>11.1</td>\n",
-       "      <td>EVEREST ENERGY</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>843</th>\n",
-       "      <td>31.603944</td>\n",
-       "      <td>32.302289</td>\n",
-       "      <td>72674aadb46c5286</td>\n",
-       "      <td>2024-09-17T07:07:59.000Z</td>\n",
-       "      <td>41.9</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>PIONEER</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>842</th>\n",
-       "      <td>47.111453</td>\n",
-       "      <td>-11.049882</td>\n",
-       "      <td>3bc8490a0c382976</td>\n",
-       "      <td>2024-09-17T07:10:04.000Z</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>NEW ENERGY</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>845</th>\n",
-       "      <td>56.911525</td>\n",
-       "      <td>166.064280</td>\n",
-       "      <td>fe16241b4f45168f</td>\n",
-       "      <td>2024-09-17T07:12:01.000Z</td>\n",
-       "      <td>231.9</td>\n",
-       "      <td>11.1</td>\n",
-       "      <td>EVEREST ENERGY</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>844</th>\n",
-       "      <td>76.308124</td>\n",
-       "      <td>87.467347</td>\n",
-       "      <td>79138d1707099e3e</td>\n",
-       "      <td>2024-09-17T07:12:26.000Z</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>10.0</td>\n",
-       "      <td>ASYA ENERGY</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>845 rows × 7 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           lat         lon         vessel_id                 timestamp  \\\n",
-       "0    36.508051   -6.617987  3bc8490a0c382976  2024-07-22T00:00:00.000Z   \n",
-       "400  36.125384   -6.286485  79138d1707099e3e  2024-07-22T00:00:00.000Z   \n",
-       "626  24.108015   58.110195  fe16241b4f45168f  2024-07-22T00:00:00.000Z   \n",
-       "170  72.063506   22.505845  72674aadb46c5286  2024-07-22T00:00:00.000Z   \n",
-       "1    36.510765   -6.614753  3bc8490a0c382976  2024-07-22T06:00:00.000Z   \n",
-       "..         ...         ...               ...                       ...   \n",
-       "841  56.911525  166.064280  fe16241b4f45168f  2024-09-17T06:00:00.000Z   \n",
-       "843  31.603944   32.302289  72674aadb46c5286  2024-09-17T07:07:59.000Z   \n",
-       "842  47.111453  -11.049882  3bc8490a0c382976  2024-09-17T07:10:04.000Z   \n",
-       "845  56.911525  166.064280  fe16241b4f45168f  2024-09-17T07:12:01.000Z   \n",
-       "844  76.308124   87.467347  79138d1707099e3e  2024-09-17T07:12:26.000Z   \n",
-       "\n",
-       "     heading  speed     vessel_name  \n",
-       "0      323.0    0.0      NEW ENERGY  \n",
-       "400    119.0    0.0     ASYA ENERGY  \n",
-       "626    112.5   16.4  EVEREST ENERGY  \n",
-       "170     72.4    8.2         PIONEER  \n",
-       "1       92.0    0.0      NEW ENERGY  \n",
-       "..       ...    ...             ...  \n",
-       "841    231.9   11.1  EVEREST ENERGY  \n",
-       "843     41.9    0.0         PIONEER  \n",
-       "842      0.0   12.0      NEW ENERGY  \n",
-       "845    231.9   11.1  EVEREST ENERGY  \n",
-       "844     55.0   10.0     ASYA ENERGY  \n",
-       "\n",
-       "[845 rows x 7 columns]"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data = extract_vessel_positions(all_list, start_timestamp, end_timestamp, interval)\n",
-    "data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
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-           "#FF97FF",
-           "#FECB52"
-          ],
-          "font": {
-           "color": "#2a3f5f"
-          },
-          "geo": {
-           "bgcolor": "white",
-           "lakecolor": "white",
-           "landcolor": "#E5ECF6",
-           "showlakes": true,
-           "showland": true,
-           "subunitcolor": "white"
-          },
-          "hoverlabel": {
-           "align": "left"
-          },
-          "hovermode": "closest",
-          "mapbox": {
-           "style": "light"
-          },
-          "paper_bgcolor": "white",
-          "plot_bgcolor": "#E5ECF6",
-          "polar": {
-           "angularaxis": {
-            "gridcolor": "white",
-            "linecolor": "white",
-            "ticks": ""
-           },
-           "bgcolor": "#E5ECF6",
-           "radialaxis": {
-            "gridcolor": "white",
-            "linecolor": "white",
-            "ticks": ""
-           }
-          },
-          "scene": {
-           "xaxis": {
-            "backgroundcolor": "#E5ECF6",
-            "gridcolor": "white",
-            "gridwidth": 2,
-            "linecolor": "white",
-            "showbackground": true,
-            "ticks": "",
-            "zerolinecolor": "white"
-           },
-           "yaxis": {
-            "backgroundcolor": "#E5ECF6",
-            "gridcolor": "white",
-            "gridwidth": 2,
-            "linecolor": "white",
-            "showbackground": true,
-            "ticks": "",
-            "zerolinecolor": "white"
-           },
-           "zaxis": {
-            "backgroundcolor": "#E5ECF6",
-            "gridcolor": "white",
-            "gridwidth": 2,
-            "linecolor": "white",
-            "showbackground": true,
-            "ticks": "",
-            "zerolinecolor": "white"
-           }
-          },
-          "shapedefaults": {
-           "line": {
-            "color": "#2a3f5f"
-           }
-          },
-          "ternary": {
-           "aaxis": {
-            "gridcolor": "white",
-            "linecolor": "white",
-            "ticks": ""
-           },
-           "baxis": {
-            "gridcolor": "white",
-            "linecolor": "white",
-            "ticks": ""
-           },
-           "bgcolor": "#E5ECF6",
-           "caxis": {
-            "gridcolor": "white",
-            "linecolor": "white",
-            "ticks": ""
-           }
-          },
-          "title": {
-           "x": 0.05
-          },
-          "xaxis": {
-           "automargin": true,
-           "gridcolor": "white",
-           "linecolor": "white",
-           "ticks": "",
-           "title": {
-            "standoff": 15
-           },
-           "zerolinecolor": "white",
-           "zerolinewidth": 2
-          },
-          "yaxis": {
-           "automargin": true,
-           "gridcolor": "white",
-           "linecolor": "white",
-           "ticks": "",
-           "title": {
-            "standoff": 15
-           },
-           "zerolinecolor": "white",
-           "zerolinewidth": 2
-          }
-         }
-        },
-        "updatemenus": [
-         {
-          "buttons": [
-           {
-            "args": [
-             null,
-             {
-              "frame": {
-               "duration": 500,
-               "redraw": true
-              },
-              "fromcurrent": true,
-              "mode": "immediate",
-              "transition": {
-               "duration": 500,
-               "easing": "linear"
-              }
-             }
-            ],
-            "label": "&#9654;",
-            "method": "animate"
-           },
-           {
-            "args": [
-             [
-              null
-             ],
-             {
-              "frame": {
-               "duration": 0,
-               "redraw": true
-              },
-              "fromcurrent": true,
-              "mode": "immediate",
-              "transition": {
-               "duration": 0,
-               "easing": "linear"
-              }
-             }
-            ],
-            "label": "&#9724;",
-            "method": "animate"
-           }
-          ],
-          "direction": "left",
-          "pad": {
-           "r": 10,
-           "t": 70
-          },
-          "showactive": false,
-          "type": "buttons",
-          "x": 0.1,
-          "xanchor": "right",
-          "y": 0,
-          "yanchor": "top"
-         }
-        ]
-       }
-      }
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "## Plot vessel movements\n",
-    "plot_trail(data,'lng_plot.html')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "base",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.9"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/mkdocs.yml b/mkdocs.yml
index 4de64e9b2..c070a07db 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -47,9 +47,6 @@ pages:
         Product Breakdown: endpoints/voyages_product_breakdown.md
         Routes Breakdown: endpoints/voyages_routes_breakdown.md
         Congestion Breakdown: endpoints/voyages_congestion_breakdown.md
-      Signals:
-        Vessel Summary: endpoints/vessel_summary.md
-        Vessel Positions: endpoints/vessel_positions.md
       Refineries: endpoints/refineries.md
   - Entities:
       Canal Transit: entities/canal_transit.md
@@ -62,7 +59,6 @@ pages:
       Vessel Availability: entities/vessel_availability.md
       Time Series Item: entities/timeseries_item.md
       Breakdown Item: entities/breakdown_item.md
-      Signals: entities/signals.md
   - Config: config.md
   - FAQ:
       General: faq.md
diff --git a/pydocmd.yml b/pydocmd.yml
index 316695259..90f04d512 100644
--- a/pydocmd.yml
+++ b/pydocmd.yml
@@ -51,8 +51,6 @@ generate:
       - vortexasdk.api.breakdown_item++
   - entities/voyages.md:
       - vortexasdk.api.voyages++
-  - entities/signals.md:
-      - vortexasdk.api.vessel_summary++
   - entities/canal_transit.md:
       - vortexasdk.api.canal_transit++
   - endpoints/origin_breakdown.md:
@@ -82,12 +80,6 @@ generate:
   - endpoints/storage_terminals.md:
       - vortexasdk.endpoints.storage_terminals++
       - vortexasdk.endpoints.storage_terminals_result++
-  - endpoints/vessel_summary.md:
-      - vortexasdk.endpoints.vessel_summary++
-      - vortexasdk.endpoints.vessel_summary_result++
-  - endpoints/vessel_positions.md:
-      - vortexasdk.endpoints.vessel_positions++
-      - vortexasdk.endpoints.vessel_positions_result++
   - endpoints/onshore_inventories_search.md: vortexasdk.endpoints.onshore_inventories_search++
   - endpoints/onshore_inventories_timeseries.md: vortexasdk.endpoints.onshore_inventories_timeseries++
   - endpoints/freight_pricing_search.md: vortexasdk.endpoints.freight_pricing_search++
@@ -130,7 +122,6 @@ pages:
       Crude Onshore Inventories Time Series: endpoints/onshore_inventories_timeseries.md
       Freight Pricing Search: endpoints/freight_pricing_search.md
       Freight Pricing Time Series: endpoints/freight_pricing_timeseries.md
-      Vessel Summary: endpoints/vessel_summary.md
       Voyages Search Enriched: endpoints/voyages_search_enriched.md
       Voyages Time Series: endpoints/voyages_timeseries.md
       Voyages Time Series V2: endpoints/voyages_timeseries_v2.md
diff --git a/template.html b/template.html
new file mode 100644
index 000000000..a232f7e68
--- /dev/null
+++ b/template.html
@@ -0,0 +1,11 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="utf-8">
+    <title>{{ title }}</title>
+    <meta name="robots" content="noindex,nofollow"/>
+</head>
+<body>
+    {{ content | safe }}
+</body>
+</html>
\ No newline at end of file
diff --git a/vortexasdk/api/vessel_positions.py b/vortexasdk/api/vessel_positions.py
index 63720618f..a0d578031 100644
--- a/vortexasdk/api/vessel_positions.py
+++ b/vortexasdk/api/vessel_positions.py
@@ -8,8 +8,6 @@
 class VesselPositions(BaseModel):
     """
     Represents an AIS Vessel Position record returned by the API.
-
-    [Vessel Position Further Documentation](https://docs.vortexa.com/reference/POST/signals/vessel-positions)
     """
 
     vessel_id: Optional[ID] = None
diff --git a/vortexasdk/api/vessel_summary.py b/vortexasdk/api/vessel_summary.py
index 4aeb94892..ee93e7115 100644
--- a/vortexasdk/api/vessel_summary.py
+++ b/vortexasdk/api/vessel_summary.py
@@ -9,8 +9,6 @@
 class VesselSummary(BaseModel):
     """
     Represents a Vessel Summary record returned by the API.
-
-    [Vessel Summary Further Documentation](https://docs.vortexa.com/reference/POST/signals/vessel-summary)
     """
 
     vessel_id: Optional[ID] = None
diff --git a/vortexasdk/endpoints/vessel_positions.py b/vortexasdk/endpoints/vessel_positions.py
index 9615dbed9..491fdf71b 100644
--- a/vortexasdk/endpoints/vessel_positions.py
+++ b/vortexasdk/endpoints/vessel_positions.py
@@ -57,10 +57,6 @@ def search(
 
         Note that we will show you all fields by default if you don't set the columns argument.
 
-        # Further Documentation
-
-        [VortexaAPI Vessel Positions Reference](https://docs.vortexa.com/reference/POST/signals/vessel-positions)
-
         """
         api_params: Dict[str, Any] = {
             "vessel_id": convert_to_list(vessel_id),
diff --git a/vortexasdk/endpoints/vessel_summary.py b/vortexasdk/endpoints/vessel_summary.py
index e888d5f0b..966262fb9 100644
--- a/vortexasdk/endpoints/vessel_summary.py
+++ b/vortexasdk/endpoints/vessel_summary.py
@@ -55,10 +55,6 @@ def search(
 
         Note that we will show you all fields by default if you don't set the columns argument.
 
-        # Further Documentation
-
-        [VortexaAPI Vessel Summary Reference](https://docs.vortexa.com/reference/POST/signals/vessel-summary)
-
         """
         api_params: Dict[str, Any] = {
             "vessel_id": convert_to_list(vessel_id),
diff --git a/vortexasdk/version.py b/vortexasdk/version.py
index f871089b4..13361d15e 100644
--- a/vortexasdk/version.py
+++ b/vortexasdk/version.py
@@ -1 +1 @@
-__version__ = "1.0.15"
+__version__ = "1.0.16"
