diff --git a/notebooks/2024_12_MS_cybersecurity/config.yaml b/notebooks/2024_12_MS_cybersecurity/config.yaml
new file mode 100644
index 0000000..913a06c
--- /dev/null
+++ b/notebooks/2024_12_MS_cybersecurity/config.yaml
@@ -0,0 +1,59 @@
+---
+search_recipe:
+  scope_statements:
+    - "Child online safety and privacy"
+    - "Protecting children in the digital age"
+    - "Protecing children from online threats"
+    - "Protecting children from cyber bullying"
+    - "Ensuring children's safety online"
+    - "Ensuring children's privacy online"
+    - "Helping parents protect their children online"
+    - "Helping parents inform their children about online safety"
+    - "Helping parents monitor their children's online activity"
+    - "Helping children with digital addiction"
+
+  keyword_sets:
+    - set_name: "Domain keywords"
+      keywords:
+        - "child"
+        - "children"
+        - "infant"
+        - "baby"
+        - "babies"
+        - "toddler"
+        - "toddlers"
+        - "pregnancy"
+        - "parent"
+        - "mother"
+        - "father"
+        - "family"
+        - "pupil"
+        - "teenager"
+        - "teen"
+
+    - set_name: "Tech keywords"
+      keywords:
+        - "cybersecurity"
+        - "online safety"
+        - "data protection"
+        - "encryption"
+        - "malware"
+        - "phishing"
+        - "firewall"
+        - "identity theft"
+        - "cyber threats"
+        - "cyberattack"
+        - "cyber attack"
+        - "data breach"
+        - "social engineering"
+        - "threat intelligence"
+        - "penetration testing"
+        - "cyber defence"
+        - "cyber defense"
+        - "cyber forensics"
+        - "ransomware"
+        - "zero day exploit"
+        - "cloud security"
+        - "cyber bullying"
+        - "digital addiction"
+        - "inappropriate content"
diff --git a/notebooks/2024_12_MS_cybersecurity/kk_01_cybersec_search.ipynb b/notebooks/2024_12_MS_cybersecurity/kk_01_cybersec_search.ipynb
new file mode 100644
index 0000000..2c88bb4
--- /dev/null
+++ b/notebooks/2024_12_MS_cybersecurity/kk_01_cybersec_search.ipynb
@@ -0,0 +1,244 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from discovery_utils.getters import gtr\n",
+    "from discovery_utils.getters import crunchbase\n",
+    "from discovery_utils.utils import search\n",
+    "\n",
+    "from src import PROJECT_DIR\n",
+    "from src import VECTOR_DB_DIR\n",
+    "\n",
+    "OUTPUT_DIR = PROJECT_DIR / 'data/2024_12_MS/'\n",
+    "OUTPUT_DIR.mkdir(parents=True, exist_ok=True)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Gateway to Research search"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "GTR = gtr.GtrGetter(vector_db_path=VECTOR_DB_DIR)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Search = search.SearchDataset(GTR, GTR.projects_enriched, \"config.yaml\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "search_df = Search.do_search()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "search_df[['title', 'url', '_score_keywords', '_score_vectors', '_score_avg']].head(50)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "search_df.iloc[0:1000].to_csv(OUTPUT_DIR / 'gtr_search_results.csv', index=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Check organisations and people\n",
+    "\n",
+    "Note, we can select only the-most-likely-to-be-relevant projects by thresholding the score and project start dates."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "top_organisations_df = GTR.get_aggregated_organisations((\n",
+    "    search_df\n",
+    "    .query('_score_avg > 0.3')\n",
+    "    .query('start > \"2015\"')\n",
+    "))\n",
+    "top_organisations_df.head(15)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "top_persons_df = GTR.get_aggregated_persons((\n",
+    "    search_df\n",
+    "    .query('_score_avg > 0.3')\n",
+    "    .query('start > \"2015\"')\n",
+    "))\n",
+    "top_persons_df.head(15)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "top_persons_df.to_csv(OUTPUT_DIR / 'gtr_top_persons.csv', index=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "You can also export the people and organisations relevant to each project"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "GTR.get_project_stakeholders(search_df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Crunchbase search"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "CB = crunchbase.CrunchbaseGetter(vector_db_path=VECTOR_DB_DIR)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "SearchCB = search.SearchDataset(CB, CB.organisations_enriched, \"config.yaml\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "search_cb_df = SearchCB.do_search()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "search_cb_df[['name', 'short_description', 'homepage_url', '_score_keywords', '_score_vectors', '_score_avg']]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "search_cb_df.iloc[0:1000].to_csv(OUTPUT_DIR / 'cruchbase_search_results.csv', index=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Check relevant people"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Produce a table with people for all selected organisations\n",
+    "CB.get_organisations_people(search_cb_df).head(25)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cb_people_df = CB.get_aggregated_people(search_cb_df.query('_score_avg > 0.3')).reset_index()\n",
+    "cb_people_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cb_people_df.to_csv(OUTPUT_DIR / 'crunchbase_top_persons.csv', index=False)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "discovery-mission-radar-prototyping-ejbE0IFh-py3.11",
+   "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": "3.11.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/notebooks/2024_12_MS_cybersecurity/kk_02_cybersec_analysis.ipynb b/notebooks/2024_12_MS_cybersecurity/kk_02_cybersec_analysis.ipynb
new file mode 100644
index 0000000..1bf79ca
--- /dev/null
+++ b/notebooks/2024_12_MS_cybersecurity/kk_02_cybersec_analysis.ipynb
@@ -0,0 +1,297 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Examples of using analysis functionalities\n",
+    "\n",
+    "Using discovery_utils analyses functionalities for investments data\n",
+    "\n",
+    "Here, we'll find companies using their categories, but you can also use search results from the process shown in cybersec_search.ipynb"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from discovery_utils.utils import (\n",
+    "    analysis_crunchbase,\n",
+    "    analysis,\n",
+    "    charts\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from src import PROJECT_DIR"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from discovery_utils.getters import crunchbase\n",
+    "CB = crunchbase.CrunchbaseGetter()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "included = ['y', 'Yes - CR', 'Yes - CR ', 'y-CR', 'Maybe - CR', 'maybe', 'Maybe']\n",
+    "\n",
+    "reviewed_data_df = (\n",
+    "    pd.read_csv(PROJECT_DIR / \"data/2024_12_MS/Cybersecurity - Mission studio 2012-12-16 - crunchbase.csv\")\n",
+    "    .rename(columns={\"RELEVANT?\": \"relevant\"})\n",
+    "    .query(\"relevant in @included\")\n",
+    ")\n",
+    "matching_ids = reviewed_data_df.id.to_list()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "len(matching_ids)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "You can check these companies by querying the ids"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "matchings_orgs_df = CB.organisations_enriched.query(\"id in @matching_ids\")\n",
+    "matchings_orgs_df[['name', 'homepage_url', 'short_description']]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now get the funding rounds for the matching companies - you can specify what type of funding rounds you need"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Check what type of funding rounds there are\n",
+    "CB.unique_funding_round_types"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "funding_rounds_df = (\n",
+    "    CB.select_funding_rounds(org_ids=matching_ids, funding_round_types=[\"angel\", \"pre_seed\", \"seed\", \"series_a\"])\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "investors_df = (\n",
+    "    CB.funding_rounds_enriched\n",
+    "    .query(\"funding_round_id in @funding_rounds_df.funding_round_id\")\n",
+    "    .groupby(\"funding_round_id\")\n",
+    "    .agg(investor_name=(\"investor_name\", list))\n",
+    "    .reset_index()\n",
+    ")\n",
+    "\n",
+    "funding_rounds_df = (\n",
+    "    funding_rounds_df\n",
+    "    .drop(columns=[\"investor_name\"])\n",
+    "    .merge(investors_df, on=\"funding_round_id\", how=\"left\")\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "len(funding_rounds_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "funding_rounds_df.to_csv(PROJECT_DIR / \"data/2024_12_MS/crunchbase_funding_rounds.csv\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now let's generate some basic time series"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ts_df = analysis_crunchbase.get_timeseries(matchings_orgs_df, funding_rounds_df, period='year', min_year=2014, max_year=2024)\n",
+    "ts_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fig = charts.ts_bar(\n",
+    "    ts_df,\n",
+    "    variable='raised_amount_gbp_total',\n",
+    "    variable_title=\"Raised amount, £ millions\",\n",
+    "    category_column=\"_category\",\n",
+    ")\n",
+    "charts.configure_plots(fig, chart_title=\"\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's look into breakdown of deal types"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "deals_df, deal_counts_df = analysis_crunchbase.get_funding_by_year_and_range(funding_rounds_df, 2014, 2024)\n",
+    "aggregated_funding_types_df = analysis_crunchbase.aggregate_by_funding_round_types(funding_rounds_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "aggregated_funding_types_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "deals_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "deal_counts_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "analysis_crunchbase.chart_investment_types(aggregated_funding_types_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "analysis_crunchbase.chart_investment_types_counts(aggregated_funding_types_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "analysis_crunchbase.chart_deal_sizes(deals_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "analysis_crunchbase.chart_deal_sizes_counts(deal_counts_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "discovery-mission-radar-prototyping-ejbE0IFh-py3.11",
+   "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": "3.11.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/notebooks/2024_12_MS_cybersecurity/kk_03_cybersec_ukri.ipynb b/notebooks/2024_12_MS_cybersecurity/kk_03_cybersec_ukri.ipynb
new file mode 100644
index 0000000..39542c0
--- /dev/null
+++ b/notebooks/2024_12_MS_cybersecurity/kk_03_cybersec_ukri.ipynb
@@ -0,0 +1,1094 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# UKRI funding trends"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from discovery_utils.utils import (\n",
+    "    analysis_gtr,\n",
+    "    analysis,\n",
+    "    charts\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from src import PROJECT_DIR"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-12-20 12:45:46,283 - discovery_utils.getters.gtr - INFO - Checking for latest version of data in S3 bucket: discovery-iss\n",
+      "2024-12-20 12:45:46,767 - discovery_utils.getters.gtr - INFO - Latest version found: GtR_20241215\n"
+     ]
+    }
+   ],
+   "source": [
+    "from discovery_utils.getters import gtr\n",
+    "GTR = gtr.GtrGetter()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "included = ['y', 'Maybe?', 'yes']\n",
+    "\n",
+    "reviewed_data_df = (\n",
+    "    pd.read_csv(PROJECT_DIR / \"data/2024_12_MS/Cybersecurity - Mission studio 2012-12-16 - ukri.csv\")\n",
+    "    .rename(columns={\"RELEVANT?\": \"relevant\"})\n",
+    "    .query(\"relevant in @included\")\n",
+    ")\n",
+    "matching_ids = reviewed_data_df.id.to_list()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "50"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(matching_ids)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "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>title</th>\n",
+       "      <th>url</th>\n",
+       "      <th>amount</th>\n",
+       "      <th>start</th>\n",
+       "      <th>end</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2401</th>\n",
+       "      <td>Hark: A VR based interactive narrative game / ...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=10055721</td>\n",
+       "      <td>67488</td>\n",
+       "      <td>2023-04-01</td>\n",
+       "      <td>2023-12-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4078</th>\n",
+       "      <td>Project Safety Net: The risks and opportunitie...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=2881747</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2023-10-01</td>\n",
+       "      <td>2027-09-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8477</th>\n",
+       "      <td>Digital Defence &amp;amp; Activism Lessons: Equipp...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=AH/T008938/1</td>\n",
+       "      <td>79363</td>\n",
+       "      <td>2020-08-17</td>\n",
+       "      <td>2022-11-11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14526</th>\n",
+       "      <td>UnBias: Emancipating Users Against Algorithmic...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=EP/N02785X/1</td>\n",
+       "      <td>1140593</td>\n",
+       "      <td>2016-09-01</td>\n",
+       "      <td>2019-05-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15485</th>\n",
+       "      <td>Kidslox 2014; setting boundaries in the age of...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=720567</td>\n",
+       "      <td>172452</td>\n",
+       "      <td>2015-01-01</td>\n",
+       "      <td>2015-12-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17279</th>\n",
+       "      <td>2PS - Prevent &amp;amp; Protect Through Support</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=10047867</td>\n",
+       "      <td>382989</td>\n",
+       "      <td>2022-10-01</td>\n",
+       "      <td>2025-09-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19029</th>\n",
+       "      <td>ISIS: Protecting children in online social net...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=EP/F035438/1</td>\n",
+       "      <td>430467</td>\n",
+       "      <td>2008-06-01</td>\n",
+       "      <td>2011-10-18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26148</th>\n",
+       "      <td>Using Natural Language Processing and Machine ...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=2253445</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2019-10-01</td>\n",
+       "      <td>2022-05-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26425</th>\n",
+       "      <td>Dynamic, Real time, On-demand Personalisation ...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=EP/R033838/1</td>\n",
+       "      <td>682696</td>\n",
+       "      <td>2018-09-01</td>\n",
+       "      <td>2021-02-28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29301</th>\n",
+       "      <td>Supporting the use of digital media in researc...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=ES/J009814/1</td>\n",
+       "      <td>47602</td>\n",
+       "      <td>2011-11-01</td>\n",
+       "      <td>2012-10-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34745</th>\n",
+       "      <td>#metoo and pre-teen relationship cultures: Inv...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=2433799</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2020-10-01</td>\n",
+       "      <td>2025-04-11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37304</th>\n",
+       "      <td>BULLYING, CYBERBULLYING, AND PUPIL SAFETY AND ...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=ES/K00591X/1</td>\n",
+       "      <td>28472</td>\n",
+       "      <td>2012-09-03</td>\n",
+       "      <td>2015-09-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41555</th>\n",
+       "      <td>Collaborative tools to assist carers with prot...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=1808963</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2016-10-01</td>\n",
+       "      <td>2017-01-19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46147</th>\n",
+       "      <td>Understanding young people's online sexual beh...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=2888002</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2023-10-01</td>\n",
+       "      <td>2027-03-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48703</th>\n",
+       "      <td>2PS - Prevent &amp;amp; Protect Through Support</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=10080564</td>\n",
+       "      <td>237765</td>\n",
+       "      <td>2022-10-01</td>\n",
+       "      <td>2025-09-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>56269</th>\n",
+       "      <td>Creating The First Safe Internet Generation – ...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=133586</td>\n",
+       "      <td>15600</td>\n",
+       "      <td>2018-02-01</td>\n",
+       "      <td>2018-03-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58641</th>\n",
+       "      <td>It depends: Exploring the role of context in s...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=2072110</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2018-10-01</td>\n",
+       "      <td>2022-09-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60177</th>\n",
+       "      <td>How Much is Too Much? Leveraging Existing and ...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=ES/T008709/1</td>\n",
+       "      <td>231769</td>\n",
+       "      <td>2020-06-01</td>\n",
+       "      <td>2023-05-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62329</th>\n",
+       "      <td>Learning hub enhancements to support schools w...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=62792</td>\n",
+       "      <td>71639</td>\n",
+       "      <td>2020-06-01</td>\n",
+       "      <td>2021-03-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>64100</th>\n",
+       "      <td>SENTINEL: Securing Age Estimation and Digital ...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=10088740</td>\n",
+       "      <td>398236</td>\n",
+       "      <td>2023-12-01</td>\n",
+       "      <td>2025-05-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>73943</th>\n",
+       "      <td>Staying Safe in an Online World- Adolescents a...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=2919383</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2024-10-01</td>\n",
+       "      <td>2028-12-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75451</th>\n",
+       "      <td>Promoting Digital Resilience in Adolescence</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=2425917</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2020-10-01</td>\n",
+       "      <td>2025-04-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79089</th>\n",
+       "      <td>Live interactive online classes for schools</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=58028</td>\n",
+       "      <td>74865</td>\n",
+       "      <td>2020-05-01</td>\n",
+       "      <td>2021-02-28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>81943</th>\n",
+       "      <td>ISIS: Protecting children in online social net...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=EP/F035071/1</td>\n",
+       "      <td>33826</td>\n",
+       "      <td>2008-06-26</td>\n",
+       "      <td>2011-10-18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86913</th>\n",
+       "      <td>CyberHeels – AI powered cyber security educati...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=10078031</td>\n",
+       "      <td>32000</td>\n",
+       "      <td>2023-05-01</td>\n",
+       "      <td>2023-09-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87660</th>\n",
+       "      <td>ISIS: Protecting children in online social net...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=EP/F035454/1</td>\n",
+       "      <td>260325</td>\n",
+       "      <td>2008-10-09</td>\n",
+       "      <td>2011-10-08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88449</th>\n",
+       "      <td>0-3-year-old children's language and literacy ...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=ES/W001020/1</td>\n",
+       "      <td>688654</td>\n",
+       "      <td>2022-06-06</td>\n",
+       "      <td>2024-12-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91192</th>\n",
+       "      <td>Harnessing digital data to study 21st-century ...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=MR/X028801/1</td>\n",
+       "      <td>154912</td>\n",
+       "      <td>2023-04-01</td>\n",
+       "      <td>2024-09-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92805</th>\n",
+       "      <td>Safe Internet surfing with an intelligent chil...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=105366</td>\n",
+       "      <td>30502</td>\n",
+       "      <td>2019-04-01</td>\n",
+       "      <td>2019-07-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96067</th>\n",
+       "      <td>CHIPgroup - Protecting Children Online from Cy...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=87581</td>\n",
+       "      <td>12410</td>\n",
+       "      <td>2020-12-01</td>\n",
+       "      <td>2022-03-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>100654</th>\n",
+       "      <td>Understanding Design Features of Family Apps a...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=2116000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2018-10-01</td>\n",
+       "      <td>2022-11-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>118331</th>\n",
+       "      <td>Investigating the balance of privacy versus se...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=2738554</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2022-10-01</td>\n",
+       "      <td>2026-09-18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>118371</th>\n",
+       "      <td>ProTechThem: Building Awareness for Safer and ...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=ES/V011278/1</td>\n",
+       "      <td>770951</td>\n",
+       "      <td>2021-06-01</td>\n",
+       "      <td>2025-09-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>126569</th>\n",
+       "      <td>Analysing and Preventing Unintended Privacy Vi...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=2097898</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2018-09-01</td>\n",
+       "      <td>2022-03-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>128562</th>\n",
+       "      <td>Play2Secure: An AI enabled personalised cybers...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=105354</td>\n",
+       "      <td>14950</td>\n",
+       "      <td>2019-04-01</td>\n",
+       "      <td>2019-07-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>129349</th>\n",
+       "      <td>Online Safety in Autistic Children</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=2124883</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2018-01-15</td>\n",
+       "      <td>2021-07-16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>133660</th>\n",
+       "      <td>'Tracking People':controversies and challenges</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=AH/N005929/1</td>\n",
+       "      <td>35994</td>\n",
+       "      <td>2016-10-01</td>\n",
+       "      <td>2019-03-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>135456</th>\n",
+       "      <td>Social Media Mechanisms Affecting Adolescent M...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=MR/X034925/1</td>\n",
+       "      <td>1586988</td>\n",
+       "      <td>2024-03-01</td>\n",
+       "      <td>2028-02-29</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>136070</th>\n",
+       "      <td>Reducing Online Harms via Content Regulation: ...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=2439892</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2020-10-01</td>\n",
+       "      <td>2025-08-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>140149</th>\n",
+       "      <td>Protecting Children and their Data Online: Reg...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=90336</td>\n",
+       "      <td>277960</td>\n",
+       "      <td>2021-02-01</td>\n",
+       "      <td>2022-03-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>141429</th>\n",
+       "      <td>Adolescent Mental Health and Development in th...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=MR/W002450/1</td>\n",
+       "      <td>3935073</td>\n",
+       "      <td>2021-09-01</td>\n",
+       "      <td>2025-08-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>145252</th>\n",
+       "      <td>Cyberstalking Risk Indicator</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=750462</td>\n",
+       "      <td>5000</td>\n",
+       "      <td>2013-04-01</td>\n",
+       "      <td>2013-10-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>145589</th>\n",
+       "      <td>It depends: Exploring the role of context in s...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=2816047</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2018-10-01</td>\n",
+       "      <td>2022-09-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>148473</th>\n",
+       "      <td>EPSRC-Royal Society fellowship engagement (201...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=EP/L003406/1</td>\n",
+       "      <td>190167</td>\n",
+       "      <td>2013-10-07</td>\n",
+       "      <td>2017-04-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>148907</th>\n",
+       "      <td>Digital Personhood: Charting the digital lifespan</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=EP/L00383X/1</td>\n",
+       "      <td>704220</td>\n",
+       "      <td>2013-08-28</td>\n",
+       "      <td>2016-08-27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>151031</th>\n",
+       "      <td>Cyber-Security across the Life Span (cSaLSA)</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=EP/P011454/1</td>\n",
+       "      <td>532397</td>\n",
+       "      <td>2017-02-01</td>\n",
+       "      <td>2020-09-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>154018</th>\n",
+       "      <td>(In)visible Women: Experiences of and Response...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=2746014</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2022-09-26</td>\n",
+       "      <td>2026-09-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>155766</th>\n",
+       "      <td>Testing for Transparency: designing privacy-in...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=2278828</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2019-10-01</td>\n",
+       "      <td>2023-12-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>159110</th>\n",
+       "      <td>Teaching for Digital Citizenship: Digital ethi...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=ES/X002756/1</td>\n",
+       "      <td>601560</td>\n",
+       "      <td>2022-12-01</td>\n",
+       "      <td>2025-08-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>160728</th>\n",
+       "      <td>Combatting gendered, sexual risks and harms on...</td>\n",
+       "      <td>https://gtr.ukri.org/projects?ref=AH/W000423/1</td>\n",
+       "      <td>173009</td>\n",
+       "      <td>2021-02-13</td>\n",
+       "      <td>2022-06-28</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                    title  \\\n",
+       "2401    Hark: A VR based interactive narrative game / ...   \n",
+       "4078    Project Safety Net: The risks and opportunitie...   \n",
+       "8477    Digital Defence &amp; Activism Lessons: Equipp...   \n",
+       "14526   UnBias: Emancipating Users Against Algorithmic...   \n",
+       "15485   Kidslox 2014; setting boundaries in the age of...   \n",
+       "17279         2PS - Prevent &amp; Protect Through Support   \n",
+       "19029   ISIS: Protecting children in online social net...   \n",
+       "26148   Using Natural Language Processing and Machine ...   \n",
+       "26425   Dynamic, Real time, On-demand Personalisation ...   \n",
+       "29301   Supporting the use of digital media in researc...   \n",
+       "34745   #metoo and pre-teen relationship cultures: Inv...   \n",
+       "37304   BULLYING, CYBERBULLYING, AND PUPIL SAFETY AND ...   \n",
+       "41555   Collaborative tools to assist carers with prot...   \n",
+       "46147   Understanding young people's online sexual beh...   \n",
+       "48703         2PS - Prevent &amp; Protect Through Support   \n",
+       "56269   Creating The First Safe Internet Generation – ...   \n",
+       "58641   It depends: Exploring the role of context in s...   \n",
+       "60177   How Much is Too Much? Leveraging Existing and ...   \n",
+       "62329   Learning hub enhancements to support schools w...   \n",
+       "64100   SENTINEL: Securing Age Estimation and Digital ...   \n",
+       "73943   Staying Safe in an Online World- Adolescents a...   \n",
+       "75451         Promoting Digital Resilience in Adolescence   \n",
+       "79089         Live interactive online classes for schools   \n",
+       "81943   ISIS: Protecting children in online social net...   \n",
+       "86913   CyberHeels – AI powered cyber security educati...   \n",
+       "87660   ISIS: Protecting children in online social net...   \n",
+       "88449   0-3-year-old children's language and literacy ...   \n",
+       "91192   Harnessing digital data to study 21st-century ...   \n",
+       "92805   Safe Internet surfing with an intelligent chil...   \n",
+       "96067   CHIPgroup - Protecting Children Online from Cy...   \n",
+       "100654  Understanding Design Features of Family Apps a...   \n",
+       "118331  Investigating the balance of privacy versus se...   \n",
+       "118371  ProTechThem: Building Awareness for Safer and ...   \n",
+       "126569  Analysing and Preventing Unintended Privacy Vi...   \n",
+       "128562  Play2Secure: An AI enabled personalised cybers...   \n",
+       "129349                 Online Safety in Autistic Children   \n",
+       "133660     'Tracking People':controversies and challenges   \n",
+       "135456  Social Media Mechanisms Affecting Adolescent M...   \n",
+       "136070  Reducing Online Harms via Content Regulation: ...   \n",
+       "140149  Protecting Children and their Data Online: Reg...   \n",
+       "141429  Adolescent Mental Health and Development in th...   \n",
+       "145252                       Cyberstalking Risk Indicator   \n",
+       "145589  It depends: Exploring the role of context in s...   \n",
+       "148473  EPSRC-Royal Society fellowship engagement (201...   \n",
+       "148907  Digital Personhood: Charting the digital lifespan   \n",
+       "151031       Cyber-Security across the Life Span (cSaLSA)   \n",
+       "154018  (In)visible Women: Experiences of and Response...   \n",
+       "155766  Testing for Transparency: designing privacy-in...   \n",
+       "159110  Teaching for Digital Citizenship: Digital ethi...   \n",
+       "160728  Combatting gendered, sexual risks and harms on...   \n",
+       "\n",
+       "                                                   url   amount       start  \\\n",
+       "2401        https://gtr.ukri.org/projects?ref=10055721    67488  2023-04-01   \n",
+       "4078         https://gtr.ukri.org/projects?ref=2881747        0  2023-10-01   \n",
+       "8477    https://gtr.ukri.org/projects?ref=AH/T008938/1    79363  2020-08-17   \n",
+       "14526   https://gtr.ukri.org/projects?ref=EP/N02785X/1  1140593  2016-09-01   \n",
+       "15485         https://gtr.ukri.org/projects?ref=720567   172452  2015-01-01   \n",
+       "17279       https://gtr.ukri.org/projects?ref=10047867   382989  2022-10-01   \n",
+       "19029   https://gtr.ukri.org/projects?ref=EP/F035438/1   430467  2008-06-01   \n",
+       "26148        https://gtr.ukri.org/projects?ref=2253445        0  2019-10-01   \n",
+       "26425   https://gtr.ukri.org/projects?ref=EP/R033838/1   682696  2018-09-01   \n",
+       "29301   https://gtr.ukri.org/projects?ref=ES/J009814/1    47602  2011-11-01   \n",
+       "34745        https://gtr.ukri.org/projects?ref=2433799        0  2020-10-01   \n",
+       "37304   https://gtr.ukri.org/projects?ref=ES/K00591X/1    28472  2012-09-03   \n",
+       "41555        https://gtr.ukri.org/projects?ref=1808963        0  2016-10-01   \n",
+       "46147        https://gtr.ukri.org/projects?ref=2888002        0  2023-10-01   \n",
+       "48703       https://gtr.ukri.org/projects?ref=10080564   237765  2022-10-01   \n",
+       "56269         https://gtr.ukri.org/projects?ref=133586    15600  2018-02-01   \n",
+       "58641        https://gtr.ukri.org/projects?ref=2072110        0  2018-10-01   \n",
+       "60177   https://gtr.ukri.org/projects?ref=ES/T008709/1   231769  2020-06-01   \n",
+       "62329          https://gtr.ukri.org/projects?ref=62792    71639  2020-06-01   \n",
+       "64100       https://gtr.ukri.org/projects?ref=10088740   398236  2023-12-01   \n",
+       "73943        https://gtr.ukri.org/projects?ref=2919383        0  2024-10-01   \n",
+       "75451        https://gtr.ukri.org/projects?ref=2425917        0  2020-10-01   \n",
+       "79089          https://gtr.ukri.org/projects?ref=58028    74865  2020-05-01   \n",
+       "81943   https://gtr.ukri.org/projects?ref=EP/F035071/1    33826  2008-06-26   \n",
+       "86913       https://gtr.ukri.org/projects?ref=10078031    32000  2023-05-01   \n",
+       "87660   https://gtr.ukri.org/projects?ref=EP/F035454/1   260325  2008-10-09   \n",
+       "88449   https://gtr.ukri.org/projects?ref=ES/W001020/1   688654  2022-06-06   \n",
+       "91192   https://gtr.ukri.org/projects?ref=MR/X028801/1   154912  2023-04-01   \n",
+       "92805         https://gtr.ukri.org/projects?ref=105366    30502  2019-04-01   \n",
+       "96067          https://gtr.ukri.org/projects?ref=87581    12410  2020-12-01   \n",
+       "100654       https://gtr.ukri.org/projects?ref=2116000        0  2018-10-01   \n",
+       "118331       https://gtr.ukri.org/projects?ref=2738554        0  2022-10-01   \n",
+       "118371  https://gtr.ukri.org/projects?ref=ES/V011278/1   770951  2021-06-01   \n",
+       "126569       https://gtr.ukri.org/projects?ref=2097898        0  2018-09-01   \n",
+       "128562        https://gtr.ukri.org/projects?ref=105354    14950  2019-04-01   \n",
+       "129349       https://gtr.ukri.org/projects?ref=2124883        0  2018-01-15   \n",
+       "133660  https://gtr.ukri.org/projects?ref=AH/N005929/1    35994  2016-10-01   \n",
+       "135456  https://gtr.ukri.org/projects?ref=MR/X034925/1  1586988  2024-03-01   \n",
+       "136070       https://gtr.ukri.org/projects?ref=2439892        0  2020-10-01   \n",
+       "140149         https://gtr.ukri.org/projects?ref=90336   277960  2021-02-01   \n",
+       "141429  https://gtr.ukri.org/projects?ref=MR/W002450/1  3935073  2021-09-01   \n",
+       "145252        https://gtr.ukri.org/projects?ref=750462     5000  2013-04-01   \n",
+       "145589       https://gtr.ukri.org/projects?ref=2816047        0  2018-10-01   \n",
+       "148473  https://gtr.ukri.org/projects?ref=EP/L003406/1   190167  2013-10-07   \n",
+       "148907  https://gtr.ukri.org/projects?ref=EP/L00383X/1   704220  2013-08-28   \n",
+       "151031  https://gtr.ukri.org/projects?ref=EP/P011454/1   532397  2017-02-01   \n",
+       "154018       https://gtr.ukri.org/projects?ref=2746014        0  2022-09-26   \n",
+       "155766       https://gtr.ukri.org/projects?ref=2278828        0  2019-10-01   \n",
+       "159110  https://gtr.ukri.org/projects?ref=ES/X002756/1   601560  2022-12-01   \n",
+       "160728  https://gtr.ukri.org/projects?ref=AH/W000423/1   173009  2021-02-13   \n",
+       "\n",
+       "               end  \n",
+       "2401    2023-12-31  \n",
+       "4078    2027-09-30  \n",
+       "8477    2022-11-11  \n",
+       "14526   2019-05-31  \n",
+       "15485   2015-12-31  \n",
+       "17279   2025-09-30  \n",
+       "19029   2011-10-18  \n",
+       "26148   2022-05-31  \n",
+       "26425   2021-02-28  \n",
+       "29301   2012-10-31  \n",
+       "34745   2025-04-11  \n",
+       "37304   2015-09-02  \n",
+       "41555   2017-01-19  \n",
+       "46147   2027-03-31  \n",
+       "48703   2025-09-30  \n",
+       "56269   2018-03-31  \n",
+       "58641   2022-09-30  \n",
+       "60177   2023-05-31  \n",
+       "62329   2021-03-31  \n",
+       "64100   2025-05-31  \n",
+       "73943   2028-12-31  \n",
+       "75451   2025-04-04  \n",
+       "79089   2021-02-28  \n",
+       "81943   2011-10-18  \n",
+       "86913   2023-09-30  \n",
+       "87660   2011-10-08  \n",
+       "88449   2024-12-05  \n",
+       "91192   2024-09-30  \n",
+       "92805   2019-07-31  \n",
+       "96067   2022-03-31  \n",
+       "100654  2022-11-30  \n",
+       "118331  2026-09-18  \n",
+       "118371  2025-09-30  \n",
+       "126569  2022-03-31  \n",
+       "128562  2019-07-31  \n",
+       "129349  2021-07-16  \n",
+       "133660  2019-03-31  \n",
+       "135456  2028-02-29  \n",
+       "136070  2025-08-31  \n",
+       "140149  2022-03-31  \n",
+       "141429  2025-08-31  \n",
+       "145252  2013-10-31  \n",
+       "145589  2022-09-30  \n",
+       "148473  2017-04-06  \n",
+       "148907  2016-08-27  \n",
+       "151031  2020-09-02  \n",
+       "154018  2026-09-30  \n",
+       "155766  2023-12-30  \n",
+       "159110  2025-08-31  \n",
+       "160728  2022-06-28  "
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "matchings_projects_df = (\n",
+    "    GTR.projects_enriched.query(\"id in @matching_ids\")\n",
+    "    .assign(text = lambda x: x.title + \" \" + x.abstractText)\n",
+    ")\n",
+    "matchings_projects_df[['title', 'url', 'amount', 'start', 'end']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "matchings_projects_df[['id', 'title', 'url', 'amount', 'start', 'end']].to_csv(PROJECT_DIR / \"data/2024_12_MS/gtr_relevant_projects.csv\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "45"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(matchings_projects_df.query(\"start > '2013'\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "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>time_period</th>\n",
+       "      <th>year</th>\n",
+       "      <th>n_projects</th>\n",
+       "      <th>amount</th>\n",
+       "      <th>amount_median</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2014-01-01</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2015-01-01</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.172452</td>\n",
+       "      <td>172452.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2016-01-01</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1.176587</td>\n",
+       "      <td>35994.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2017-01-01</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.532397</td>\n",
+       "      <td>532397.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2018-01-01</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.698296</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>2019-01-01</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.045452</td>\n",
+       "      <td>7475.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2020-01-01</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0.470046</td>\n",
+       "      <td>42024.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2021-01-01</td>\n",
+       "      <td>2021</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5.156993</td>\n",
+       "      <td>524455.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>2022-01-01</td>\n",
+       "      <td>2022</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1.910968</td>\n",
+       "      <td>310377.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2023-01-01</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.652636</td>\n",
+       "      <td>49744.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>2024-01-01</td>\n",
+       "      <td>2024</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1.586988</td>\n",
+       "      <td>793494.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   time_period  year  n_projects    amount  amount_median\n",
+       "0   2014-01-01  2014           0  0.000000            0.0\n",
+       "1   2015-01-01  2015           1  0.172452       172452.0\n",
+       "2   2016-01-01  2016           3  1.176587        35994.0\n",
+       "3   2017-01-01  2017           1  0.532397       532397.0\n",
+       "4   2018-01-01  2018           6  0.698296            0.0\n",
+       "5   2019-01-01  2019           4  0.045452         7475.0\n",
+       "6   2020-01-01  2020           8  0.470046        42024.5\n",
+       "7   2021-01-01  2021           4  5.156993       524455.5\n",
+       "8   2022-01-01  2022           6  1.910968       310377.0\n",
+       "9   2023-01-01  2023           6  0.652636        49744.0\n",
+       "10  2024-01-01  2024           2  1.586988       793494.0"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ts_df = (\n",
+    "    analysis_gtr.get_timeseries(matchings_projects_df, 'year', 2014, 2024)\n",
+    "    .assign(amount = lambda df: df.amount / 1_000_000)\n",
+    ")\n",
+    "ts_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
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+       "</script>"
+      ],
+      "text/plain": [
+       "alt.Chart(...)"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "fig = charts.ts_bar(\n",
+    "    ts_df,\n",
+    "    variable='n_projects',\n",
+    "    variable_title=\"Number of projects\",\n",
+    "    category_column=\"_category\",\n",
+    ")\n",
+    "charts.configure_plots(fig, chart_title=\"\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<style>\n",
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+       "    width: 100%;\n",
+       "    display: flex;\n",
+       "  }\n",
+       "\n",
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+       "  #altair-viz-c46d3951dbe446c7bbfe48a0328ffd90.vega-embed details summary {\n",
+       "    position: relative;\n",
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+       "</style>\n",
+       "<div id=\"altair-viz-c46d3951dbe446c7bbfe48a0328ffd90\"></div>\n",
+       "<script type=\"text/javascript\">\n",
+       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
+       "  (function(spec, embedOpt){\n",
+       "    let outputDiv = document.currentScript.previousElementSibling;\n",
+       "    if (outputDiv.id !== \"altair-viz-c46d3951dbe446c7bbfe48a0328ffd90\") {\n",
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+       "    }\n",
+       "\n",
+       "    const paths = {\n",
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+       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
+       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@5.20.1?noext\",\n",
+       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@6?noext\",\n",
+       "    };\n",
+       "\n",
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+       "          s.src = paths[lib];\n",
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+       "    function showError(err) {\n",
+       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
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+       "\n",
+       "    function displayChart(vegaEmbed) {\n",
+       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
+       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
+       "    }\n",
+       "\n",
+       "    if(typeof define === \"function\" && define.amd) {\n",
+       "      requirejs.config({paths});\n",
+       "      let deps = [\"vega-embed\"];\n",
+       "      require(deps, displayChart, err => showError(`Error loading script: ${err.message}`));\n",
+       "    } else {\n",
+       "      maybeLoadScript(\"vega\", \"5\")\n",
+       "        .then(() => maybeLoadScript(\"vega-lite\", \"5.20.1\"))\n",
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+       "        .catch(showError)\n",
+       "        .then(() => displayChart(vegaEmbed));\n",
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+       "  })({\"config\": {\"title\": {\"font\": \"Averta\", \"anchor\": \"start\"}, \"subtitle\": {\"font\": \"Averta\"}, \"axis\": {\"labelFont\": \"Averta\", \"titleFont\": \"Averta\", \"gridColor\": \"grey\", \"gridDash\": [1, 7], \"labelFontSize\": 13, \"titleFontSize\": 13}, \"header\": {\"labelFont\": \"Averta\", \"titleFont\": \"Averta\"}, \"legend\": {\"labelFont\": \"Averta\", \"titleFont\": \"Averta\", \"labelFontSize\": 13, \"titleFontSize\": 13}, \"range\": {\"category\": [\"#0000FF\", \"#FDB633\", \"#18A48C\", \"#9A1BBE\", \"#EB003B\", \"#FF6E47\", \"#646363\", \"#0F294A\", \"#97D9E3\", \"#A59BEE\", \"#F6A4B7\", \"#D2C9C0\", \"#FFFFFF\", \"#000000\"], \"ordinal\": {\"scheme\": [\"#0000FF\", \"#FDB633\", \"#18A48C\", \"#9A1BBE\", \"#EB003B\", \"#FF6E47\", \"#646363\", \"#0F294A\", \"#97D9E3\", \"#A59BEE\", \"#F6A4B7\", \"#D2C9C0\", \"#FFFFFF\", \"#000000\"]}}, \"view\": {\"strokeWidth\": 0}}, \"data\": {\"name\": \"data-9ef0381f1a45a40151ce12e92d81ef2d\"}, \"mark\": {\"type\": \"bar\", \"fillOpacity\": 1, \"filled\": true, \"strokeOpacity\": 1, \"strokeWidth\": 1.5}, \"encoding\": {\"color\": {\"field\": \"_category\", \"legend\": null, \"type\": \"nominal\"}, \"tooltip\": [{\"field\": \"_category\", \"title\": \"\", \"type\": \"nominal\"}, {\"field\": \"year\", \"title\": \"\", \"type\": \"ordinal\"}, {\"field\": \"amount\", \"format\": \",.3f\", \"title\": \"Amount, \\u00a3 millions\", \"type\": \"quantitative\"}], \"x\": {\"field\": \"year\", \"title\": \"\", \"type\": \"ordinal\"}, \"xOffset\": {\"field\": \"_category\", \"type\": \"nominal\"}, \"y\": {\"field\": \"amount\", \"title\": \"Amount, \\u00a3 millions\", \"type\": \"quantitative\"}}, \"height\": 150, \"title\": {\"anchor\": \"start\", \"text\": \"\", \"fontSize\": 16, \"subtitle\": \"\", \"subtitleFont\": \"Averta\", \"subtitleFontSize\": 13}, \"width\": 400, \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.20.1.json\", \"datasets\": {\"data-9ef0381f1a45a40151ce12e92d81ef2d\": [{\"time_period\": \"2014-01-01T00:00:00\", \"year\": 2014, \"n_projects\": 0, \"amount\": 0.0, \"amount_median\": 0.0, \"_category\": \"category\"}, {\"time_period\": \"2015-01-01T00:00:00\", \"year\": 2015, \"n_projects\": 1, \"amount\": 0.172452, \"amount_median\": 172452.0, \"_category\": \"category\"}, {\"time_period\": \"2016-01-01T00:00:00\", \"year\": 2016, \"n_projects\": 3, \"amount\": 1.176587, \"amount_median\": 35994.0, \"_category\": \"category\"}, {\"time_period\": \"2017-01-01T00:00:00\", \"year\": 2017, \"n_projects\": 1, \"amount\": 0.532397, \"amount_median\": 532397.0, \"_category\": \"category\"}, {\"time_period\": \"2018-01-01T00:00:00\", \"year\": 2018, \"n_projects\": 6, \"amount\": 0.698296, \"amount_median\": 0.0, \"_category\": \"category\"}, {\"time_period\": \"2019-01-01T00:00:00\", \"year\": 2019, \"n_projects\": 4, \"amount\": 0.045452, \"amount_median\": 7475.0, \"_category\": \"category\"}, {\"time_period\": \"2020-01-01T00:00:00\", \"year\": 2020, \"n_projects\": 8, \"amount\": 0.470046, \"amount_median\": 42024.5, \"_category\": \"category\"}, {\"time_period\": \"2021-01-01T00:00:00\", \"year\": 2021, \"n_projects\": 4, \"amount\": 5.156993, \"amount_median\": 524455.5, \"_category\": \"category\"}, {\"time_period\": \"2022-01-01T00:00:00\", \"year\": 2022, \"n_projects\": 6, \"amount\": 1.910968, \"amount_median\": 310377.0, \"_category\": \"category\"}, {\"time_period\": \"2023-01-01T00:00:00\", \"year\": 2023, \"n_projects\": 6, \"amount\": 0.652636, \"amount_median\": 49744.0, \"_category\": \"category\"}, {\"time_period\": \"2024-01-01T00:00:00\", \"year\": 2024, \"n_projects\": 2, \"amount\": 1.586988, \"amount_median\": 793494.0, \"_category\": \"category\"}]}}, {\"mode\": \"vega-lite\"});\n",
+       "</script>"
+      ],
+      "text/plain": [
+       "alt.Chart(...)"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "fig = charts.ts_bar(\n",
+    "    ts_df,\n",
+    "    variable='amount',\n",
+    "    variable_title=\"Amount, £ millions\",\n",
+    "    category_column=\"_category\",\n",
+    ")\n",
+    "charts.configure_plots(fig, chart_title=\"\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "discovery-mission-radar-prototyping-ejbE0IFh-py3.11",
+   "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": "3.11.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/notebooks/2024_12_MS_cybersecurity/kk_04_cybersec_vis.ipynb b/notebooks/2024_12_MS_cybersecurity/kk_04_cybersec_vis.ipynb
new file mode 100644
index 0000000..0f50d7b
--- /dev/null
+++ b/notebooks/2024_12_MS_cybersecurity/kk_04_cybersec_vis.ipynb
@@ -0,0 +1,23 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Visualising the company landscape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  }
+ ],
+ "metadata": {
+  "language_info": {
+   "name": "python"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}