From dee6b16e0f5d00c7fbc059fac08c9e1f92f0fbf2 Mon Sep 17 00:00:00 2001
From: Sian Teesdale <43341988+sianteesdale@users.noreply.github.com>
Date: Thu, 26 Mar 2026 09:20:42 +0000
Subject: [PATCH] Create dedup_geogs_more.ipynb

---
 bin/dedup_geogs_more.ipynb | 3977 ++++++++++++++++++++++++++++++++++++
 1 file changed, 3977 insertions(+)
 create mode 100644 bin/dedup_geogs_more.ipynb

diff --git a/bin/dedup_geogs_more.ipynb b/bin/dedup_geogs_more.ipynb
new file mode 100644
index 000000000..d8e12e4b5
--- /dev/null
+++ b/bin/dedup_geogs_more.ipynb
@@ -0,0 +1,3977 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3c4fa001",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import json\n",
+    "import urllib.request\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "df2640e4",
+   "metadata": {},
+   "source": [
+    "## Process the reporting historic endpoint/dataset resource"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "47a01ee9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "datasets = ['article-4-direction-area', 'tree', 'tree-preservation-zone', 'listed-building-outline']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "280ca866",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fetched 1000 rows...\n",
+      "Fetched 2000 rows...\n",
+      "Fetched 3000 rows...\n",
+      "Fetched 4000 rows...\n",
+      "Fetched 5000 rows...\n",
+      "Fetched 6000 rows...\n",
+      "Fetched 7000 rows...\n",
+      "Fetched 8000 rows...\n",
+      "Fetched 9000 rows...\n",
+      "Fetched 10000 rows...\n",
+      "Fetched 11000 rows...\n",
+      "Fetched 12000 rows...\n",
+      "Fetched 13000 rows...\n",
+      "Fetched 14000 rows...\n",
+      "Fetched 15000 rows...\n",
+      "Fetched 16000 rows...\n",
+      "Fetched 17000 rows...\n",
+      "Fetched 18000 rows...\n",
+      "Fetched 19000 rows...\n",
+      "Fetched 20000 rows...\n",
+      "Fetched 21000 rows...\n",
+      "Fetched 22000 rows...\n",
+      "Fetched 23000 rows...\n",
+      "Fetched 24000 rows...\n",
+      "Fetched 25000 rows...\n",
+      "Fetched 25548 rows...\n",
+      "Total: 25548 rows\n"
+     ]
+    }
+   ],
+   "source": [
+    "all_rows = []\n",
+    "last_rowid = 0\n",
+    "\n",
+    "while True:\n",
+    "    if last_rowid == 0:\n",
+    "        # First batch: no filter\n",
+    "        url = \"https://datasette.planning.data.gov.uk/performance/reporting_historic_endpoints.json?_shape=array&_size=max\"\n",
+    "    else:\n",
+    "        # Subsequent batches: filter by rowid__gt\n",
+    "        url = f\"https://datasette.planning.data.gov.uk/performance/reporting_historic_endpoints.json?_shape=array&_size=max&rowid__gt={last_rowid}\"\n",
+    "    \n",
+    "    response = urllib.request.urlopen(url, timeout=120)\n",
+    "    rows = json.load(response)\n",
+    "    \n",
+    "    if not rows:\n",
+    "        break\n",
+    "    \n",
+    "    all_rows.extend(rows)\n",
+    "    last_rowid = rows[-1]['rowid']\n",
+    "    print(f\"Fetched {len(all_rows)} rows...\")\n",
+    "    \n",
+    "    if len(rows) < 1000:\n",
+    "        break\n",
+    "\n",
+    "report_he = pd.DataFrame(all_rows)\n",
+    "print(f\"Total: {len(report_he)} rows\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "9a6edb2a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Remove inactive endpoints and filter for only the 4 datasets we're interested in\n",
+    "report_he = report_he.loc[(report_he['dataset'].isin(datasets)) & (report_he['resource_end_date'] == '')]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "dded1fab",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'e3eb3651fdb452b7396dbf901df1f54324971d25b71355e6a5f13309a69dfc81'"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "report_he.loc[(report_he['dataset'] == 'article-4-direction-area') & (report_he['name'] == 'London Borough of Barking and Dagenham')]['resource'].item()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "5a6d1834",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Loop over and get the dataset_resource for each dataset, then concatenate into a single dataframe\n",
+    "dfs = []\n",
+    "for data in datasets:\n",
+    "    df = pd.read_csv(f'https://datasette.planning.data.gov.uk/{data}/dataset_resource.csv?_size=max')\n",
+    "    dfs.append(df)\n",
+    "\n",
+    "data_resource = pd.concat(dfs)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "7d230289",
+   "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>rowid</th>\n",
+       "      <th>end_date</th>\n",
+       "      <th>entry_date</th>\n",
+       "      <th>dataset</th>\n",
+       "      <th>entity_count</th>\n",
+       "      <th>entry_count</th>\n",
+       "      <th>line_count</th>\n",
+       "      <th>mime_type</th>\n",
+       "      <th>internal_path</th>\n",
+       "      <th>internal_mime_type</th>\n",
+       "      <th>resource</th>\n",
+       "      <th>start_date</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>44</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>application/json;charset=ASCII</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>e3eb3651fdb452b7396dbf901df1f54324971d25b71355...</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    rowid  end_date  entry_date                   dataset  entity_count  \\\n",
+       "43     44       NaN         NaN  article-4-direction-area           3.0   \n",
+       "\n",
+       "    entry_count  line_count                       mime_type internal_path  \\\n",
+       "43            3           4  application/json;charset=ASCII           NaN   \n",
+       "\n",
+       "   internal_mime_type                                           resource  \\\n",
+       "43                NaN  e3eb3651fdb452b7396dbf901df1f54324971d25b71355...   \n",
+       "\n",
+       "    start_date  \n",
+       "43         NaN  "
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_resource.loc[data_resource['resource']=='e3eb3651fdb452b7396dbf901df1f54324971d25b71355e6a5f13309a69dfc81']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "18d711bf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "testing = pd.merge(report_he, data_resource[['resource', 'entity_count', 'entry_count']], on='resource')\n",
+    "\n",
+    "# Groupby to get entity-count per LPA\n",
+    "dataset_resource_entity_count = testing.groupby(['dataset', 'name', 'organisation'])['entity_count'].sum().to_frame('dataset_resource_count').reset_index()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "140d9196",
+   "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>rowid</th>\n",
+       "      <th>organisation</th>\n",
+       "      <th>name</th>\n",
+       "      <th>organisation_name</th>\n",
+       "      <th>dataset</th>\n",
+       "      <th>collection</th>\n",
+       "      <th>pipeline</th>\n",
+       "      <th>endpoint</th>\n",
+       "      <th>endpoint_url</th>\n",
+       "      <th>documentation_url</th>\n",
+       "      <th>...</th>\n",
+       "      <th>latest_status</th>\n",
+       "      <th>latest_exception</th>\n",
+       "      <th>resource</th>\n",
+       "      <th>latest_log_entry_date</th>\n",
+       "      <th>endpoint_entry_date</th>\n",
+       "      <th>endpoint_end_date</th>\n",
+       "      <th>resource_start_date</th>\n",
+       "      <th>resource_end_date</th>\n",
+       "      <th>entity_count</th>\n",
+       "      <th>entry_count</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>6761</td>\n",
+       "      <td>local-authority:BDG</td>\n",
+       "      <td>London Borough of Barking and Dagenham</td>\n",
+       "      <td>London Borough of Barking and Dagenham</td>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>article-4-direction</td>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>57b2b1e44cb711cb9bce7f25abf8fdfc75f8c40a9e4cd9...</td>\n",
+       "      <td>https://services3.arcgis.com/lCzPKKaGs7lhrnrV/...</td>\n",
+       "      <td>https://www.arcgis.com/home/item.html?id=b23bc...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>200</td>\n",
+       "      <td></td>\n",
+       "      <td>e3eb3651fdb452b7396dbf901df1f54324971d25b71355...</td>\n",
+       "      <td>2026-03-24</td>\n",
+       "      <td>2025-02-17</td>\n",
+       "      <td></td>\n",
+       "      <td>2025-02-18</td>\n",
+       "      <td></td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   rowid         organisation                                    name  \\\n",
+       "4   6761  local-authority:BDG  London Borough of Barking and Dagenham   \n",
+       "\n",
+       "                        organisation_name                   dataset  \\\n",
+       "4  London Borough of Barking and Dagenham  article-4-direction-area   \n",
+       "\n",
+       "            collection                  pipeline  \\\n",
+       "4  article-4-direction  article-4-direction-area   \n",
+       "\n",
+       "                                            endpoint  \\\n",
+       "4  57b2b1e44cb711cb9bce7f25abf8fdfc75f8c40a9e4cd9...   \n",
+       "\n",
+       "                                        endpoint_url  \\\n",
+       "4  https://services3.arcgis.com/lCzPKKaGs7lhrnrV/...   \n",
+       "\n",
+       "                                   documentation_url  ... latest_status  \\\n",
+       "4  https://www.arcgis.com/home/item.html?id=b23bc...  ...           200   \n",
+       "\n",
+       "  latest_exception                                           resource  \\\n",
+       "4                   e3eb3651fdb452b7396dbf901df1f54324971d25b71355...   \n",
+       "\n",
+       "  latest_log_entry_date endpoint_entry_date endpoint_end_date  \\\n",
+       "4            2026-03-24          2025-02-17                     \n",
+       "\n",
+       "  resource_start_date resource_end_date entity_count  entry_count  \n",
+       "4          2025-02-18                            3.0            3  \n",
+       "\n",
+       "[1 rows x 21 columns]"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "testing.loc[(testing['dataset'] == 'article-4-direction-area') & (testing['name'] == 'London Borough of Barking and Dagenham')]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "994d5c1d",
+   "metadata": {},
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d5ded4db",
+   "metadata": {},
+   "source": [
+    "## Process the platform data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "f8950663",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "organisation = pd.read_csv('https://datasette.planning.data.gov.uk/digital-land/organisation.csv?_labels=on&_size=max')\n",
+    "\n",
+    "organisation = organisation[['entity', 'organisation', 'name']].rename(columns={'entity':'organisation-entity', \n",
+    "                                                                                'name':'organisation-name',\n",
+    "                                                                                'organisation':'organisation-code'})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "f313451a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/ff/zpylthrn3877kx4h8lxvsvjm0000gn/T/ipykernel_24654/3044584250.py:5: DtypeWarning: Columns (14,16,17,24) have mixed types. Specify dtype option on import or set low_memory=False.\n",
+      "  df = pd.read_csv(url)\n",
+      "/var/folders/ff/zpylthrn3877kx4h8lxvsvjm0000gn/T/ipykernel_24654/3044584250.py:5: DtypeWarning: Columns (15,21) have mixed types. Specify dtype option on import or set low_memory=False.\n",
+      "  df = pd.read_csv(url)\n",
+      "/var/folders/ff/zpylthrn3877kx4h8lxvsvjm0000gn/T/ipykernel_24654/3044584250.py:5: DtypeWarning: Columns (14,15,19) have mixed types. Specify dtype option on import or set low_memory=False.\n",
+      "  df = pd.read_csv(url)\n"
+     ]
+    }
+   ],
+   "source": [
+    "dfs = []\n",
+    "\n",
+    "for data in datasets:\n",
+    "    url = f'https://files.planning.data.gov.uk/dataset/{data}.csv'\n",
+    "    df = pd.read_csv(url)\n",
+    "    dfs.append(df)\n",
+    "\n",
+    "platform_data = pd.concat(dfs)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "91a69422",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "platform_data = pd.merge(platform_data, organisation, on='organisation-entity', how='left')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "52063357",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "platform_entity_count = platform_data.groupby(['dataset', 'organisation-name', 'organisation-code']).size().to_frame('platform_count').reset_index()\\\n",
+    "                                     .rename(columns={'organisation-name':'name', 'organisation-code':'organisation'})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "6ed2f520",
+   "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>dataset</th>\n",
+       "      <th>name</th>\n",
+       "      <th>organisation</th>\n",
+       "      <th>platform_count</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Adur District Council</td>\n",
+       "      <td>local-authority:ADU</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Ashford Borough Council</td>\n",
+       "      <td>local-authority:ASF</td>\n",
+       "      <td>75</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Birmingham City Council</td>\n",
+       "      <td>local-authority:BIR</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Bristol City Council</td>\n",
+       "      <td>local-authority:BST</td>\n",
+       "      <td>16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Broadland District Council</td>\n",
+       "      <td>local-authority:BRO</td>\n",
+       "      <td>28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>278</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Tewkesbury Borough Council</td>\n",
+       "      <td>local-authority:TEW</td>\n",
+       "      <td>556</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>279</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Thanet District Council</td>\n",
+       "      <td>local-authority:THA</td>\n",
+       "      <td>677</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>280</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Torbay Council</td>\n",
+       "      <td>local-authority:TOB</td>\n",
+       "      <td>834</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>281</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>West Berkshire Council</td>\n",
+       "      <td>local-authority:WBK</td>\n",
+       "      <td>1115</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>282</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Wirral Borough Council</td>\n",
+       "      <td>local-authority:WRL</td>\n",
+       "      <td>2458</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>283 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      dataset                        name  \\\n",
+       "0    article-4-direction-area       Adur District Council   \n",
+       "1    article-4-direction-area     Ashford Borough Council   \n",
+       "2    article-4-direction-area     Birmingham City Council   \n",
+       "3    article-4-direction-area        Bristol City Council   \n",
+       "4    article-4-direction-area  Broadland District Council   \n",
+       "..                        ...                         ...   \n",
+       "278    tree-preservation-zone  Tewkesbury Borough Council   \n",
+       "279    tree-preservation-zone     Thanet District Council   \n",
+       "280    tree-preservation-zone              Torbay Council   \n",
+       "281    tree-preservation-zone      West Berkshire Council   \n",
+       "282    tree-preservation-zone      Wirral Borough Council   \n",
+       "\n",
+       "            organisation  platform_count  \n",
+       "0    local-authority:ADU               9  \n",
+       "1    local-authority:ASF              75  \n",
+       "2    local-authority:BIR              13  \n",
+       "3    local-authority:BST              16  \n",
+       "4    local-authority:BRO              28  \n",
+       "..                   ...             ...  \n",
+       "278  local-authority:TEW             556  \n",
+       "279  local-authority:THA             677  \n",
+       "280  local-authority:TOB             834  \n",
+       "281  local-authority:WBK            1115  \n",
+       "282  local-authority:WRL            2458  \n",
+       "\n",
+       "[283 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "platform_entity_count"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "29f2fc00",
+   "metadata": {},
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "788f65a4",
+   "metadata": {},
+   "source": [
+    "## Merge together and compare"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "67b2b88e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "testing = pd.merge(platform_entity_count, dataset_resource_entity_count, on=['dataset', 'name', 'organisation'], how='outer')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "9b2bc8e9",
+   "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>dataset</th>\n",
+       "      <th>name</th>\n",
+       "      <th>organisation</th>\n",
+       "      <th>platform_count</th>\n",
+       "      <th>dataset_resource_count</th>\n",
+       "      <th>match</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Adur District Council</td>\n",
+       "      <td>local-authority:ADU</td>\n",
+       "      <td>9</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Ashford Borough Council</td>\n",
+       "      <td>local-authority:ASF</td>\n",
+       "      <td>75</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Birmingham City Council</td>\n",
+       "      <td>local-authority:BIR</td>\n",
+       "      <td>13</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Bristol City Council</td>\n",
+       "      <td>local-authority:BST</td>\n",
+       "      <td>16</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Broadland District Council</td>\n",
+       "      <td>local-authority:BRO</td>\n",
+       "      <td>28</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</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>278</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Tewkesbury Borough Council</td>\n",
+       "      <td>local-authority:TEW</td>\n",
+       "      <td>556</td>\n",
+       "      <td>445.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>279</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Thanet District Council</td>\n",
+       "      <td>local-authority:THA</td>\n",
+       "      <td>677</td>\n",
+       "      <td>677.0</td>\n",
+       "      <td>match</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>280</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Torbay Council</td>\n",
+       "      <td>local-authority:TOB</td>\n",
+       "      <td>834</td>\n",
+       "      <td>728.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>281</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>West Berkshire Council</td>\n",
+       "      <td>local-authority:WBK</td>\n",
+       "      <td>1115</td>\n",
+       "      <td>923.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>282</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Wirral Borough Council</td>\n",
+       "      <td>local-authority:WRL</td>\n",
+       "      <td>2458</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>283 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      dataset                        name  \\\n",
+       "0    article-4-direction-area       Adur District Council   \n",
+       "1    article-4-direction-area     Ashford Borough Council   \n",
+       "2    article-4-direction-area     Birmingham City Council   \n",
+       "3    article-4-direction-area        Bristol City Council   \n",
+       "4    article-4-direction-area  Broadland District Council   \n",
+       "..                        ...                         ...   \n",
+       "278    tree-preservation-zone  Tewkesbury Borough Council   \n",
+       "279    tree-preservation-zone     Thanet District Council   \n",
+       "280    tree-preservation-zone              Torbay Council   \n",
+       "281    tree-preservation-zone      West Berkshire Council   \n",
+       "282    tree-preservation-zone      Wirral Borough Council   \n",
+       "\n",
+       "            organisation  platform_count  dataset_resource_count     match  \n",
+       "0    local-authority:ADU               9                     NaN  mismatch  \n",
+       "1    local-authority:ASF              75                    56.0  mismatch  \n",
+       "2    local-authority:BIR              13                    12.0  mismatch  \n",
+       "3    local-authority:BST              16                     NaN  mismatch  \n",
+       "4    local-authority:BRO              28                     NaN  mismatch  \n",
+       "..                   ...             ...                     ...       ...  \n",
+       "278  local-authority:TEW             556                   445.0  mismatch  \n",
+       "279  local-authority:THA             677                   677.0     match  \n",
+       "280  local-authority:TOB             834                   728.0  mismatch  \n",
+       "281  local-authority:WBK            1115                   923.0  mismatch  \n",
+       "282  local-authority:WRL            2458                     NaN  mismatch  \n",
+       "\n",
+       "[283 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "testing"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b68f5857",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "testing['match'] = testing.apply(lambda row: 'match' if row['platform_count'] == row['dataset_resource_count'] else 'mismatch', axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "9168dadc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "match\n",
+       "mismatch    230\n",
+       "match        53\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "testing['match'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "02121ec0",
+   "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>dataset</th>\n",
+       "      <th>name</th>\n",
+       "      <th>organisation</th>\n",
+       "      <th>platform_count</th>\n",
+       "      <th>dataset_resource_count</th>\n",
+       "      <th>match</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Adur District Council</td>\n",
+       "      <td>local-authority:ADU</td>\n",
+       "      <td>9</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Ashford Borough Council</td>\n",
+       "      <td>local-authority:ASF</td>\n",
+       "      <td>75</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Birmingham City Council</td>\n",
+       "      <td>local-authority:BIR</td>\n",
+       "      <td>13</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Bristol City Council</td>\n",
+       "      <td>local-authority:BST</td>\n",
+       "      <td>16</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Broadland District Council</td>\n",
+       "      <td>local-authority:BRO</td>\n",
+       "      <td>28</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</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>277</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Tandridge District Council</td>\n",
+       "      <td>local-authority:TAN</td>\n",
+       "      <td>885</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>278</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Tewkesbury Borough Council</td>\n",
+       "      <td>local-authority:TEW</td>\n",
+       "      <td>556</td>\n",
+       "      <td>445.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>280</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Torbay Council</td>\n",
+       "      <td>local-authority:TOB</td>\n",
+       "      <td>834</td>\n",
+       "      <td>728.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>281</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>West Berkshire Council</td>\n",
+       "      <td>local-authority:WBK</td>\n",
+       "      <td>1115</td>\n",
+       "      <td>923.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>282</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Wirral Borough Council</td>\n",
+       "      <td>local-authority:WRL</td>\n",
+       "      <td>2458</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>230 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      dataset                        name  \\\n",
+       "0    article-4-direction-area       Adur District Council   \n",
+       "1    article-4-direction-area     Ashford Borough Council   \n",
+       "2    article-4-direction-area     Birmingham City Council   \n",
+       "3    article-4-direction-area        Bristol City Council   \n",
+       "4    article-4-direction-area  Broadland District Council   \n",
+       "..                        ...                         ...   \n",
+       "277    tree-preservation-zone  Tandridge District Council   \n",
+       "278    tree-preservation-zone  Tewkesbury Borough Council   \n",
+       "280    tree-preservation-zone              Torbay Council   \n",
+       "281    tree-preservation-zone      West Berkshire Council   \n",
+       "282    tree-preservation-zone      Wirral Borough Council   \n",
+       "\n",
+       "            organisation  platform_count  dataset_resource_count     match  \n",
+       "0    local-authority:ADU               9                     NaN  mismatch  \n",
+       "1    local-authority:ASF              75                    56.0  mismatch  \n",
+       "2    local-authority:BIR              13                    12.0  mismatch  \n",
+       "3    local-authority:BST              16                     NaN  mismatch  \n",
+       "4    local-authority:BRO              28                     NaN  mismatch  \n",
+       "..                   ...             ...                     ...       ...  \n",
+       "277  local-authority:TAN             885                     NaN  mismatch  \n",
+       "278  local-authority:TEW             556                   445.0  mismatch  \n",
+       "280  local-authority:TOB             834                   728.0  mismatch  \n",
+       "281  local-authority:WBK            1115                   923.0  mismatch  \n",
+       "282  local-authority:WRL            2458                     NaN  mismatch  \n",
+       "\n",
+       "[230 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "testing.loc[testing['match'] == 'mismatch']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "93080e43",
+   "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>dataset</th>\n",
+       "      <th>name</th>\n",
+       "      <th>organisation</th>\n",
+       "      <th>platform_count</th>\n",
+       "      <th>dataset_resource_count</th>\n",
+       "      <th>match</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>London Borough of Barking and Dagenham</td>\n",
+       "      <td>local-authority:BDG</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>match</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>118</th>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>London Borough of Barking and Dagenham</td>\n",
+       "      <td>local-authority:BDG</td>\n",
+       "      <td>48</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      dataset                                    name  \\\n",
+       "38   article-4-direction-area  London Borough of Barking and Dagenham   \n",
+       "118   listed-building-outline  London Borough of Barking and Dagenham   \n",
+       "\n",
+       "            organisation  platform_count  dataset_resource_count     match  \n",
+       "38   local-authority:BDG               3                     3.0     match  \n",
+       "118  local-authority:BDG              48                     NaN  mismatch  "
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "testing.loc[testing['name'] == 'London Borough of Barking and Dagenham']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "1ca128b5",
+   "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>dataset</th>\n",
+       "      <th>name</th>\n",
+       "      <th>organisation</th>\n",
+       "      <th>platform_count</th>\n",
+       "      <th>dataset_resource_count</th>\n",
+       "      <th>match</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>164</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Ashford Borough Council</td>\n",
+       "      <td>local-authority:ASF</td>\n",
+       "      <td>1224</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>165</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Basildon Borough Council</td>\n",
+       "      <td>local-authority:BAI</td>\n",
+       "      <td>549</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>166</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Bristol City Council</td>\n",
+       "      <td>local-authority:BST</td>\n",
+       "      <td>4961</td>\n",
+       "      <td>4940.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>167</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Buckinghamshire Council</td>\n",
+       "      <td>local-authority:BUC</td>\n",
+       "      <td>7591</td>\n",
+       "      <td>591.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>168</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Castle Point Borough Council</td>\n",
+       "      <td>local-authority:CAS</td>\n",
+       "      <td>1629</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>169</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>City of Westminster</td>\n",
+       "      <td>local-authority:WSM</td>\n",
+       "      <td>4286</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>170</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Dartford Borough Council</td>\n",
+       "      <td>local-authority:DAR</td>\n",
+       "      <td>1202</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>171</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Doncaster Metropolitan Borough Council</td>\n",
+       "      <td>local-authority:DNC</td>\n",
+       "      <td>2832</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>172</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Dover District Council</td>\n",
+       "      <td>local-authority:DOV</td>\n",
+       "      <td>1365</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>173</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>East Cambridgeshire District Council</td>\n",
+       "      <td>local-authority:ECA</td>\n",
+       "      <td>2557</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>174</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>East Riding of Yorkshire Council</td>\n",
+       "      <td>local-authority:ERY</td>\n",
+       "      <td>3476</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>175</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Epsom and Ewell Borough Council</td>\n",
+       "      <td>local-authority:EPS</td>\n",
+       "      <td>4345</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>176</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Gateshead Metropolitan Borough Council</td>\n",
+       "      <td>local-authority:GAT</td>\n",
+       "      <td>2716</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>177</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Gloucester City Council</td>\n",
+       "      <td>local-authority:GLO</td>\n",
+       "      <td>1358</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>178</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Halton Borough Council</td>\n",
+       "      <td>local-authority:HAL</td>\n",
+       "      <td>449</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>179</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Harlow District Council</td>\n",
+       "      <td>local-authority:HAR</td>\n",
+       "      <td>1467</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>180</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Horsham District Council</td>\n",
+       "      <td>local-authority:HOR</td>\n",
+       "      <td>7996</td>\n",
+       "      <td>656.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>181</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Lake District National Park Authority</td>\n",
+       "      <td>national-park-authority:Q27159704</td>\n",
+       "      <td>2093</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>182</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Leicester City Council</td>\n",
+       "      <td>local-authority:LCE</td>\n",
+       "      <td>5005</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>183</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Liverpool City Council</td>\n",
+       "      <td>local-authority:LIV</td>\n",
+       "      <td>1571</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>184</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>London Borough of Barnet</td>\n",
+       "      <td>local-authority:BNE</td>\n",
+       "      <td>6198</td>\n",
+       "      <td>3217.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>185</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>London Borough of Brent</td>\n",
+       "      <td>local-authority:BEN</td>\n",
+       "      <td>1229</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>186</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>London Borough of Lambeth</td>\n",
+       "      <td>local-authority:LBH</td>\n",
+       "      <td>2551</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>187</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>London Borough of Southwark</td>\n",
+       "      <td>local-authority:SWK</td>\n",
+       "      <td>3035</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>188</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>London Borough of Tower Hamlets</td>\n",
+       "      <td>local-authority:TWH</td>\n",
+       "      <td>1769</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>189</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>London Borough of Waltham Forest</td>\n",
+       "      <td>local-authority:WFT</td>\n",
+       "      <td>2043</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>190</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Maidstone Borough Council</td>\n",
+       "      <td>local-authority:MAI</td>\n",
+       "      <td>10126</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>191</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>New Forest District Council</td>\n",
+       "      <td>local-authority:NEW</td>\n",
+       "      <td>6702</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>192</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>New Forest National Park Authority</td>\n",
+       "      <td>national-park-authority:Q72617158</td>\n",
+       "      <td>2574</td>\n",
+       "      <td>2574.0</td>\n",
+       "      <td>match</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>193</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Newcastle City Council</td>\n",
+       "      <td>local-authority:NET</td>\n",
+       "      <td>7336</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>194</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>North Lincolnshire Council</td>\n",
+       "      <td>local-authority:NLN</td>\n",
+       "      <td>6989</td>\n",
+       "      <td>6979.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>195</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>North Norfolk District Council</td>\n",
+       "      <td>local-authority:NNO</td>\n",
+       "      <td>1509</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>196</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>North Somerset Council</td>\n",
+       "      <td>local-authority:NSM</td>\n",
+       "      <td>4129</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>197</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Northumberland County Council</td>\n",
+       "      <td>local-authority:NBL</td>\n",
+       "      <td>3614</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>198</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Peterborough City Council</td>\n",
+       "      <td>local-authority:PTE</td>\n",
+       "      <td>2379</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>199</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Plymouth City Council</td>\n",
+       "      <td>local-authority:PLY</td>\n",
+       "      <td>1252</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>200</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Rossendale Borough Council</td>\n",
+       "      <td>local-authority:ROS</td>\n",
+       "      <td>1729</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>201</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Rother District Council</td>\n",
+       "      <td>local-authority:ROH</td>\n",
+       "      <td>1922</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>202</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Royal Borough of Kensington and Chelsea</td>\n",
+       "      <td>local-authority:KEC</td>\n",
+       "      <td>4560</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>203</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Salford City Council</td>\n",
+       "      <td>local-authority:SLF</td>\n",
+       "      <td>1296</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>204</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Sandwell Metropolitan Borough Council</td>\n",
+       "      <td>local-authority:SAW</td>\n",
+       "      <td>659</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>205</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Sefton Metropolitan Borough Council</td>\n",
+       "      <td>local-authority:SFT</td>\n",
+       "      <td>4794</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>206</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>South Cambridgeshire District Council</td>\n",
+       "      <td>local-authority:SCA</td>\n",
+       "      <td>2478</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>207</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>South Gloucestershire Council</td>\n",
+       "      <td>local-authority:SGC</td>\n",
+       "      <td>6086</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>208</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>South Staffordshire Council</td>\n",
+       "      <td>local-authority:SST</td>\n",
+       "      <td>10505</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>209</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Spelthorne Borough Council</td>\n",
+       "      <td>local-authority:SPE</td>\n",
+       "      <td>300</td>\n",
+       "      <td>2656.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>210</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>St Albans City and District Council</td>\n",
+       "      <td>local-authority:SAL</td>\n",
+       "      <td>3477</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>211</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Stockport Metropolitan Borough Council</td>\n",
+       "      <td>local-authority:SKP</td>\n",
+       "      <td>8177</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>212</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Swale Borough Council</td>\n",
+       "      <td>local-authority:SWL</td>\n",
+       "      <td>1596</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>213</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Tandridge District Council</td>\n",
+       "      <td>local-authority:TAN</td>\n",
+       "      <td>1678</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>214</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Tewkesbury Borough Council</td>\n",
+       "      <td>local-authority:TEW</td>\n",
+       "      <td>2032</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>215</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Thanet District Council</td>\n",
+       "      <td>local-authority:THA</td>\n",
+       "      <td>1895</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>216</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Torbay Council</td>\n",
+       "      <td>local-authority:TOB</td>\n",
+       "      <td>2079</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>217</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>West Berkshire Council</td>\n",
+       "      <td>local-authority:WBK</td>\n",
+       "      <td>6572</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>218</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Wirral Borough Council</td>\n",
+       "      <td>local-authority:WRL</td>\n",
+       "      <td>4417</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    dataset                                     name  \\\n",
+       "164    tree                  Ashford Borough Council   \n",
+       "165    tree                 Basildon Borough Council   \n",
+       "166    tree                     Bristol City Council   \n",
+       "167    tree                  Buckinghamshire Council   \n",
+       "168    tree             Castle Point Borough Council   \n",
+       "169    tree                      City of Westminster   \n",
+       "170    tree                 Dartford Borough Council   \n",
+       "171    tree   Doncaster Metropolitan Borough Council   \n",
+       "172    tree                   Dover District Council   \n",
+       "173    tree     East Cambridgeshire District Council   \n",
+       "174    tree         East Riding of Yorkshire Council   \n",
+       "175    tree          Epsom and Ewell Borough Council   \n",
+       "176    tree   Gateshead Metropolitan Borough Council   \n",
+       "177    tree                  Gloucester City Council   \n",
+       "178    tree                   Halton Borough Council   \n",
+       "179    tree                  Harlow District Council   \n",
+       "180    tree                 Horsham District Council   \n",
+       "181    tree    Lake District National Park Authority   \n",
+       "182    tree                   Leicester City Council   \n",
+       "183    tree                   Liverpool City Council   \n",
+       "184    tree                 London Borough of Barnet   \n",
+       "185    tree                  London Borough of Brent   \n",
+       "186    tree                London Borough of Lambeth   \n",
+       "187    tree              London Borough of Southwark   \n",
+       "188    tree          London Borough of Tower Hamlets   \n",
+       "189    tree         London Borough of Waltham Forest   \n",
+       "190    tree                Maidstone Borough Council   \n",
+       "191    tree              New Forest District Council   \n",
+       "192    tree       New Forest National Park Authority   \n",
+       "193    tree                   Newcastle City Council   \n",
+       "194    tree               North Lincolnshire Council   \n",
+       "195    tree           North Norfolk District Council   \n",
+       "196    tree                   North Somerset Council   \n",
+       "197    tree            Northumberland County Council   \n",
+       "198    tree                Peterborough City Council   \n",
+       "199    tree                    Plymouth City Council   \n",
+       "200    tree               Rossendale Borough Council   \n",
+       "201    tree                  Rother District Council   \n",
+       "202    tree  Royal Borough of Kensington and Chelsea   \n",
+       "203    tree                     Salford City Council   \n",
+       "204    tree    Sandwell Metropolitan Borough Council   \n",
+       "205    tree      Sefton Metropolitan Borough Council   \n",
+       "206    tree    South Cambridgeshire District Council   \n",
+       "207    tree            South Gloucestershire Council   \n",
+       "208    tree              South Staffordshire Council   \n",
+       "209    tree               Spelthorne Borough Council   \n",
+       "210    tree      St Albans City and District Council   \n",
+       "211    tree   Stockport Metropolitan Borough Council   \n",
+       "212    tree                    Swale Borough Council   \n",
+       "213    tree               Tandridge District Council   \n",
+       "214    tree               Tewkesbury Borough Council   \n",
+       "215    tree                  Thanet District Council   \n",
+       "216    tree                           Torbay Council   \n",
+       "217    tree                   West Berkshire Council   \n",
+       "218    tree                   Wirral Borough Council   \n",
+       "\n",
+       "                          organisation  platform_count  \\\n",
+       "164                local-authority:ASF            1224   \n",
+       "165                local-authority:BAI             549   \n",
+       "166                local-authority:BST            4961   \n",
+       "167                local-authority:BUC            7591   \n",
+       "168                local-authority:CAS            1629   \n",
+       "169                local-authority:WSM            4286   \n",
+       "170                local-authority:DAR            1202   \n",
+       "171                local-authority:DNC            2832   \n",
+       "172                local-authority:DOV            1365   \n",
+       "173                local-authority:ECA            2557   \n",
+       "174                local-authority:ERY            3476   \n",
+       "175                local-authority:EPS            4345   \n",
+       "176                local-authority:GAT            2716   \n",
+       "177                local-authority:GLO            1358   \n",
+       "178                local-authority:HAL             449   \n",
+       "179                local-authority:HAR            1467   \n",
+       "180                local-authority:HOR            7996   \n",
+       "181  national-park-authority:Q27159704            2093   \n",
+       "182                local-authority:LCE            5005   \n",
+       "183                local-authority:LIV            1571   \n",
+       "184                local-authority:BNE            6198   \n",
+       "185                local-authority:BEN            1229   \n",
+       "186                local-authority:LBH            2551   \n",
+       "187                local-authority:SWK            3035   \n",
+       "188                local-authority:TWH            1769   \n",
+       "189                local-authority:WFT            2043   \n",
+       "190                local-authority:MAI           10126   \n",
+       "191                local-authority:NEW            6702   \n",
+       "192  national-park-authority:Q72617158            2574   \n",
+       "193                local-authority:NET            7336   \n",
+       "194                local-authority:NLN            6989   \n",
+       "195                local-authority:NNO            1509   \n",
+       "196                local-authority:NSM            4129   \n",
+       "197                local-authority:NBL            3614   \n",
+       "198                local-authority:PTE            2379   \n",
+       "199                local-authority:PLY            1252   \n",
+       "200                local-authority:ROS            1729   \n",
+       "201                local-authority:ROH            1922   \n",
+       "202                local-authority:KEC            4560   \n",
+       "203                local-authority:SLF            1296   \n",
+       "204                local-authority:SAW             659   \n",
+       "205                local-authority:SFT            4794   \n",
+       "206                local-authority:SCA            2478   \n",
+       "207                local-authority:SGC            6086   \n",
+       "208                local-authority:SST           10505   \n",
+       "209                local-authority:SPE             300   \n",
+       "210                local-authority:SAL            3477   \n",
+       "211                local-authority:SKP            8177   \n",
+       "212                local-authority:SWL            1596   \n",
+       "213                local-authority:TAN            1678   \n",
+       "214                local-authority:TEW            2032   \n",
+       "215                local-authority:THA            1895   \n",
+       "216                local-authority:TOB            2079   \n",
+       "217                local-authority:WBK            6572   \n",
+       "218                local-authority:WRL            4417   \n",
+       "\n",
+       "     dataset_resource_count     match  \n",
+       "164                     0.0  mismatch  \n",
+       "165                     NaN  mismatch  \n",
+       "166                  4940.0  mismatch  \n",
+       "167                   591.0  mismatch  \n",
+       "168                     0.0  mismatch  \n",
+       "169                     0.0  mismatch  \n",
+       "170                     0.0  mismatch  \n",
+       "171                     0.0  mismatch  \n",
+       "172                     0.0  mismatch  \n",
+       "173                     0.0  mismatch  \n",
+       "174                     0.0  mismatch  \n",
+       "175                     0.0  mismatch  \n",
+       "176                     NaN  mismatch  \n",
+       "177                     0.0  mismatch  \n",
+       "178                     0.0  mismatch  \n",
+       "179                     0.0  mismatch  \n",
+       "180                   656.0  mismatch  \n",
+       "181                     0.0  mismatch  \n",
+       "182                     0.0  mismatch  \n",
+       "183                     0.0  mismatch  \n",
+       "184                  3217.0  mismatch  \n",
+       "185                     0.0  mismatch  \n",
+       "186                     0.0  mismatch  \n",
+       "187                     0.0  mismatch  \n",
+       "188                     0.0  mismatch  \n",
+       "189                     0.0  mismatch  \n",
+       "190                     0.0  mismatch  \n",
+       "191                     NaN  mismatch  \n",
+       "192                  2574.0     match  \n",
+       "193                     NaN  mismatch  \n",
+       "194                  6979.0  mismatch  \n",
+       "195                     0.0  mismatch  \n",
+       "196                     0.0  mismatch  \n",
+       "197                     0.0  mismatch  \n",
+       "198                     0.0  mismatch  \n",
+       "199                     0.0  mismatch  \n",
+       "200                     0.0  mismatch  \n",
+       "201                     0.0  mismatch  \n",
+       "202                     0.0  mismatch  \n",
+       "203                     0.0  mismatch  \n",
+       "204                     0.0  mismatch  \n",
+       "205                     0.0  mismatch  \n",
+       "206                     0.0  mismatch  \n",
+       "207                     0.0  mismatch  \n",
+       "208                     0.0  mismatch  \n",
+       "209                  2656.0  mismatch  \n",
+       "210                     0.0  mismatch  \n",
+       "211                     0.0  mismatch  \n",
+       "212                     0.0  mismatch  \n",
+       "213                     0.0  mismatch  \n",
+       "214                     0.0  mismatch  \n",
+       "215                     0.0  mismatch  \n",
+       "216                     0.0  mismatch  \n",
+       "217                     0.0  mismatch  \n",
+       "218                     0.0  mismatch  "
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "testing.loc[testing['dataset'] == 'tree']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "20bd0fdd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "f, ax = plt.subplots(figsize=(12, 6))\n",
+    "\n",
+    "data = testing.groupby(['dataset', 'match']).size().unstack(fill_value=0)\n",
+    "\n",
+    "data.plot(kind='bar', ax=ax)\n",
+    "plt.xticks(rotation=45, ha='right')\n",
+    "\n",
+    "ax.set_ylabel('Count')\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "67f40c81",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "## Randomly check resources\n",
+    "\n",
+    "Take ten resources at random and investigate them to get a sample of the problems.\n",
+    "\n",
+    "Some things to check for each:\n",
+    "\n",
+    "1. the entity_count of the platform vs the dataset_resource entity_count. If they are equal then all is good\n",
+    "2. if they are not equal then download the transformed_resource (I can probably give you the link structure to follow) and download the entities  from the platform. Get the entities that aren’t in the resource but are on the platform. you can then look at these entities to check the history of what’s going on.\n",
+    "3. check the entity_count on the dataset_resource is equal to the entity_count in the transformed resource. This wil tell us if there’s a processing issue\n",
+    "\n",
+    "the link to transformed resources wil be something like:\n",
+    "files.planning.data.gov.uk/<collection>-collection/transformed/<dataset>/<resource_hash>.csv"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "20ee654b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['47b2c02399036050fe507e4b90ee532f25293b19f7cec9fb308336e625f7109b',\n",
+       " '3081bb2dec818694e2a6eaccd39ad37abc7dca39131dd8b085d413931ee21109',\n",
+       " 'bb6a8eb7e6f4720030aec3bd5fdff525700d8ae045cd7b32fd08f4c8614efc5e',\n",
+       " '6eb49d0579ac5162126f793800ead81a74761b880e4066fc623a01ec72678952',\n",
+       " '5837666a86b654bdf27164f2fa5bdc6c74552efccda5c4ff982356df89fa1787',\n",
+       " '8b88687d996f7b9bbcfae4f4ba7c515f55eef34212a0064eb922891d3c99a97e',\n",
+       " 'd632df6f6b49074036d830502a8f22df6b3e75593d9a8cd783d4ccf33d6dd67a',\n",
+       " 'dd14d735a5cc249c6a3c4751e134c2040a83e58aa0c29475faed0825b54c2927',\n",
+       " 'ae9aa5602c72b8a76da0eac063f7190e9211fd198244e244c89d65b41306a192',\n",
+       " '85e3264ae354c8701d3147d13c54a4bc6b5edbefebfe6add3cf010243303ef95']"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Get a random sample of 10 resources\n",
+    "sample_df = report_he.sample(n=10, random_state=42)\n",
+    "sample_resources = sample_df['resource'].tolist()\n",
+    "\n",
+    "sample_resources"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "b09eba1f",
+   "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>rowid</th>\n",
+       "      <th>organisation</th>\n",
+       "      <th>name</th>\n",
+       "      <th>organisation_name</th>\n",
+       "      <th>dataset</th>\n",
+       "      <th>collection</th>\n",
+       "      <th>pipeline</th>\n",
+       "      <th>endpoint</th>\n",
+       "      <th>endpoint_url</th>\n",
+       "      <th>documentation_url</th>\n",
+       "      <th>licence</th>\n",
+       "      <th>latest_status</th>\n",
+       "      <th>latest_exception</th>\n",
+       "      <th>resource</th>\n",
+       "      <th>latest_log_entry_date</th>\n",
+       "      <th>endpoint_entry_date</th>\n",
+       "      <th>endpoint_end_date</th>\n",
+       "      <th>resource_start_date</th>\n",
+       "      <th>resource_end_date</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>14854</th>\n",
+       "      <td>14855</td>\n",
+       "      <td>local-authority:GLO</td>\n",
+       "      <td>Gloucester City Council</td>\n",
+       "      <td>Gloucester City Council</td>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>listed-building</td>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>f569cf738abb48f8d9d2bda008b5e27716877dd84a22fa...</td>\n",
+       "      <td>https://gcty.dynamicmaps.co.uk:8443/geoserver/...</td>\n",
+       "      <td>https://www.gloucester.gov.uk/planning-develop...</td>\n",
+       "      <td>ogl3</td>\n",
+       "      <td>200</td>\n",
+       "      <td></td>\n",
+       "      <td>47b2c02399036050fe507e4b90ee532f25293b19f7cec9...</td>\n",
+       "      <td>2026-03-24</td>\n",
+       "      <td>2024-08-13</td>\n",
+       "      <td></td>\n",
+       "      <td>2024-09-21</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14865</th>\n",
+       "      <td>14866</td>\n",
+       "      <td>local-authority:GLO</td>\n",
+       "      <td>Gloucester City Council</td>\n",
+       "      <td>Gloucester City Council</td>\n",
+       "      <td>tree</td>\n",
+       "      <td>tree-preservation-order</td>\n",
+       "      <td>tree</td>\n",
+       "      <td>599237e24ea953f431090df305657e05d78d64e6e33adc...</td>\n",
+       "      <td>https://gcty.dynamicmaps.co.uk:8443/geoserver/...</td>\n",
+       "      <td>https://www.gloucester.gov.uk/environment-wast...</td>\n",
+       "      <td>ogl3</td>\n",
+       "      <td>200</td>\n",
+       "      <td></td>\n",
+       "      <td>3081bb2dec818694e2a6eaccd39ad37abc7dca39131dd8...</td>\n",
+       "      <td>2026-03-24</td>\n",
+       "      <td>2024-08-12</td>\n",
+       "      <td></td>\n",
+       "      <td>2024-08-13</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20609</th>\n",
+       "      <td>20610</td>\n",
+       "      <td>local-authority:ROS</td>\n",
+       "      <td>Rossendale Borough Council</td>\n",
+       "      <td>Rossendale Borough Council</td>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>listed-building</td>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>3da95e36b0c049a66afc06990be03fb14cf070a24ae89f...</td>\n",
+       "      <td>https://www.rossendale.gov.uk/downloads/file/1...</td>\n",
+       "      <td>https://www.rossendale.gov.uk/heritage/heritag...</td>\n",
+       "      <td>ogl3</td>\n",
+       "      <td>200</td>\n",
+       "      <td></td>\n",
+       "      <td>bb6a8eb7e6f4720030aec3bd5fdff525700d8ae045cd7b...</td>\n",
+       "      <td>2026-03-24</td>\n",
+       "      <td>2025-12-01</td>\n",
+       "      <td></td>\n",
+       "      <td>2025-12-02</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17019</th>\n",
+       "      <td>17020</td>\n",
+       "      <td>local-authority:LCE</td>\n",
+       "      <td>Leicester City Council</td>\n",
+       "      <td>Leicester City Council</td>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>tree-preservation-order</td>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>381e46f1261f1edd7d67238973f01c8021cf675f65f493...</td>\n",
+       "      <td>https://geoserver.leicester.gov.uk/geoserver/O...</td>\n",
+       "      <td>https://data.leicester.gov.uk/explore/?sort=mo...</td>\n",
+       "      <td>ogl3</td>\n",
+       "      <td>200</td>\n",
+       "      <td></td>\n",
+       "      <td>6eb49d0579ac5162126f793800ead81a74761b880e4066...</td>\n",
+       "      <td>2026-03-24</td>\n",
+       "      <td>2025-09-29</td>\n",
+       "      <td></td>\n",
+       "      <td>2026-03-24</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24480</th>\n",
+       "      <td>24481</td>\n",
+       "      <td>local-authority:WFT</td>\n",
+       "      <td>London Borough of Waltham Forest</td>\n",
+       "      <td>London Borough of Waltham Forest</td>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>tree-preservation-order</td>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>c18514d51a4072b1fa0eceb0e390e65555bfcc93135b37...</td>\n",
+       "      <td>https://walthamforest.statmap.co.uk/map/wfs.sv...</td>\n",
+       "      <td>https://www.walthamforest.gov.uk/neighbourhood...</td>\n",
+       "      <td>ogl3</td>\n",
+       "      <td>200</td>\n",
+       "      <td></td>\n",
+       "      <td>5837666a86b654bdf27164f2fa5bdc6c74552efccda5c4...</td>\n",
+       "      <td>2026-03-24</td>\n",
+       "      <td>2026-01-20</td>\n",
+       "      <td></td>\n",
+       "      <td>2026-01-21</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22220</th>\n",
+       "      <td>22221</td>\n",
+       "      <td>local-authority:TAN</td>\n",
+       "      <td>Tandridge District Council</td>\n",
+       "      <td>Tandridge District Council</td>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>article-4-direction</td>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>51020cd616333d91260a1bad500167d9cc02e85fb50c19...</td>\n",
+       "      <td>https://services8.arcgis.com/DOopK66xzdr2Avop/...</td>\n",
+       "      <td>https://tdcmaps.tandridge.gov.uk/odp_data/odp_...</td>\n",
+       "      <td>ogl3</td>\n",
+       "      <td>200</td>\n",
+       "      <td></td>\n",
+       "      <td>8b88687d996f7b9bbcfae4f4ba7c515f55eef34212a006...</td>\n",
+       "      <td>2026-03-24</td>\n",
+       "      <td>2026-02-20</td>\n",
+       "      <td></td>\n",
+       "      <td>2026-02-21</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14352</th>\n",
+       "      <td>14353</td>\n",
+       "      <td>local-authority:EPS</td>\n",
+       "      <td>Epsom and Ewell Borough Council</td>\n",
+       "      <td>Epsom and Ewell Borough Council</td>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>listed-building</td>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>b64e3b0edc13c75c0a21a459c13c7c9c6eb89e0785885c...</td>\n",
+       "      <td>https://maps.epsom-ewell.gov.uk/getows.ashx?ma...</td>\n",
+       "      <td>https://www.epsom-ewell.gov.uk/residents/plann...</td>\n",
+       "      <td></td>\n",
+       "      <td>200</td>\n",
+       "      <td></td>\n",
+       "      <td>d632df6f6b49074036d830502a8f22df6b3e75593d9a8c...</td>\n",
+       "      <td>2026-03-24</td>\n",
+       "      <td>2023-12-18</td>\n",
+       "      <td></td>\n",
+       "      <td>2026-02-14</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6787</th>\n",
+       "      <td>6788</td>\n",
+       "      <td>local-authority:BDG</td>\n",
+       "      <td>London Borough of Barking and Dagenham</td>\n",
+       "      <td>London Borough of Barking and Dagenham</td>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>listed-building</td>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>6a183d1c8b8505b27532c8335137139be5b8cdb97f8c2a...</td>\n",
+       "      <td>https://services3.arcgis.com/lCzPKKaGs7lhrnrV/...</td>\n",
+       "      <td>https://www.arcgis.com/home/item.html?id=8421a...</td>\n",
+       "      <td>ogl3</td>\n",
+       "      <td>200</td>\n",
+       "      <td></td>\n",
+       "      <td>dd14d735a5cc249c6a3c4751e134c2040a83e58aa0c294...</td>\n",
+       "      <td>2026-03-24</td>\n",
+       "      <td>2025-02-18</td>\n",
+       "      <td></td>\n",
+       "      <td>2025-02-19</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22824</th>\n",
+       "      <td>22825</td>\n",
+       "      <td>local-authority:TWH</td>\n",
+       "      <td>London Borough of Tower Hamlets</td>\n",
+       "      <td>London Borough of Tower Hamlets</td>\n",
+       "      <td>tree</td>\n",
+       "      <td>tree-preservation-order</td>\n",
+       "      <td>tree</td>\n",
+       "      <td>eaceade72cd00741743fba9921fb2ef764ed3363f882f4...</td>\n",
+       "      <td>https://services1.arcgis.com/KZuCGRSe2K5BiG1Z/...</td>\n",
+       "      <td>https://www.towerhamlets.gov.uk/lgnl/planning_...</td>\n",
+       "      <td>ogl3</td>\n",
+       "      <td>200</td>\n",
+       "      <td></td>\n",
+       "      <td>ae9aa5602c72b8a76da0eac063f7190e9211fd198244e2...</td>\n",
+       "      <td>2026-03-24</td>\n",
+       "      <td>2025-01-02</td>\n",
+       "      <td></td>\n",
+       "      <td>2025-12-02</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24767</th>\n",
+       "      <td>24768</td>\n",
+       "      <td>local-authority:WOX</td>\n",
+       "      <td>West Oxfordshire District Council</td>\n",
+       "      <td>West Oxfordshire District Council</td>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>article-4-direction</td>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>5a762b7a74f89910bb2f3afabf06410827b52428f21a59...</td>\n",
+       "      <td>https://services5.arcgis.com/z8GJkxrWic0alJoM/...</td>\n",
+       "      <td>https://www.westoxon.gov.uk/planning-and-build...</td>\n",
+       "      <td>ogl3</td>\n",
+       "      <td>200</td>\n",
+       "      <td></td>\n",
+       "      <td>85e3264ae354c8701d3147d13c54a4bc6b5edbefebfe6a...</td>\n",
+       "      <td>2026-03-24</td>\n",
+       "      <td>2026-01-16</td>\n",
+       "      <td></td>\n",
+       "      <td>2026-01-17</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       rowid         organisation                                    name  \\\n",
+       "14854  14855  local-authority:GLO                 Gloucester City Council   \n",
+       "14865  14866  local-authority:GLO                 Gloucester City Council   \n",
+       "20609  20610  local-authority:ROS              Rossendale Borough Council   \n",
+       "17019  17020  local-authority:LCE                  Leicester City Council   \n",
+       "24480  24481  local-authority:WFT        London Borough of Waltham Forest   \n",
+       "22220  22221  local-authority:TAN              Tandridge District Council   \n",
+       "14352  14353  local-authority:EPS         Epsom and Ewell Borough Council   \n",
+       "6787    6788  local-authority:BDG  London Borough of Barking and Dagenham   \n",
+       "22824  22825  local-authority:TWH         London Borough of Tower Hamlets   \n",
+       "24767  24768  local-authority:WOX       West Oxfordshire District Council   \n",
+       "\n",
+       "                            organisation_name                   dataset  \\\n",
+       "14854                 Gloucester City Council   listed-building-outline   \n",
+       "14865                 Gloucester City Council                      tree   \n",
+       "20609              Rossendale Borough Council   listed-building-outline   \n",
+       "17019                  Leicester City Council    tree-preservation-zone   \n",
+       "24480        London Borough of Waltham Forest    tree-preservation-zone   \n",
+       "22220              Tandridge District Council  article-4-direction-area   \n",
+       "14352         Epsom and Ewell Borough Council   listed-building-outline   \n",
+       "6787   London Borough of Barking and Dagenham   listed-building-outline   \n",
+       "22824         London Borough of Tower Hamlets                      tree   \n",
+       "24767       West Oxfordshire District Council  article-4-direction-area   \n",
+       "\n",
+       "                    collection                  pipeline  \\\n",
+       "14854          listed-building   listed-building-outline   \n",
+       "14865  tree-preservation-order                      tree   \n",
+       "20609          listed-building   listed-building-outline   \n",
+       "17019  tree-preservation-order    tree-preservation-zone   \n",
+       "24480  tree-preservation-order    tree-preservation-zone   \n",
+       "22220      article-4-direction  article-4-direction-area   \n",
+       "14352          listed-building   listed-building-outline   \n",
+       "6787           listed-building   listed-building-outline   \n",
+       "22824  tree-preservation-order                      tree   \n",
+       "24767      article-4-direction  article-4-direction-area   \n",
+       "\n",
+       "                                                endpoint  \\\n",
+       "14854  f569cf738abb48f8d9d2bda008b5e27716877dd84a22fa...   \n",
+       "14865  599237e24ea953f431090df305657e05d78d64e6e33adc...   \n",
+       "20609  3da95e36b0c049a66afc06990be03fb14cf070a24ae89f...   \n",
+       "17019  381e46f1261f1edd7d67238973f01c8021cf675f65f493...   \n",
+       "24480  c18514d51a4072b1fa0eceb0e390e65555bfcc93135b37...   \n",
+       "22220  51020cd616333d91260a1bad500167d9cc02e85fb50c19...   \n",
+       "14352  b64e3b0edc13c75c0a21a459c13c7c9c6eb89e0785885c...   \n",
+       "6787   6a183d1c8b8505b27532c8335137139be5b8cdb97f8c2a...   \n",
+       "22824  eaceade72cd00741743fba9921fb2ef764ed3363f882f4...   \n",
+       "24767  5a762b7a74f89910bb2f3afabf06410827b52428f21a59...   \n",
+       "\n",
+       "                                            endpoint_url  \\\n",
+       "14854  https://gcty.dynamicmaps.co.uk:8443/geoserver/...   \n",
+       "14865  https://gcty.dynamicmaps.co.uk:8443/geoserver/...   \n",
+       "20609  https://www.rossendale.gov.uk/downloads/file/1...   \n",
+       "17019  https://geoserver.leicester.gov.uk/geoserver/O...   \n",
+       "24480  https://walthamforest.statmap.co.uk/map/wfs.sv...   \n",
+       "22220  https://services8.arcgis.com/DOopK66xzdr2Avop/...   \n",
+       "14352  https://maps.epsom-ewell.gov.uk/getows.ashx?ma...   \n",
+       "6787   https://services3.arcgis.com/lCzPKKaGs7lhrnrV/...   \n",
+       "22824  https://services1.arcgis.com/KZuCGRSe2K5BiG1Z/...   \n",
+       "24767  https://services5.arcgis.com/z8GJkxrWic0alJoM/...   \n",
+       "\n",
+       "                                       documentation_url licence  \\\n",
+       "14854  https://www.gloucester.gov.uk/planning-develop...    ogl3   \n",
+       "14865  https://www.gloucester.gov.uk/environment-wast...    ogl3   \n",
+       "20609  https://www.rossendale.gov.uk/heritage/heritag...    ogl3   \n",
+       "17019  https://data.leicester.gov.uk/explore/?sort=mo...    ogl3   \n",
+       "24480  https://www.walthamforest.gov.uk/neighbourhood...    ogl3   \n",
+       "22220  https://tdcmaps.tandridge.gov.uk/odp_data/odp_...    ogl3   \n",
+       "14352  https://www.epsom-ewell.gov.uk/residents/plann...           \n",
+       "6787   https://www.arcgis.com/home/item.html?id=8421a...    ogl3   \n",
+       "22824  https://www.towerhamlets.gov.uk/lgnl/planning_...    ogl3   \n",
+       "24767  https://www.westoxon.gov.uk/planning-and-build...    ogl3   \n",
+       "\n",
+       "      latest_status latest_exception  \\\n",
+       "14854           200                    \n",
+       "14865           200                    \n",
+       "20609           200                    \n",
+       "17019           200                    \n",
+       "24480           200                    \n",
+       "22220           200                    \n",
+       "14352           200                    \n",
+       "6787            200                    \n",
+       "22824           200                    \n",
+       "24767           200                    \n",
+       "\n",
+       "                                                resource  \\\n",
+       "14854  47b2c02399036050fe507e4b90ee532f25293b19f7cec9...   \n",
+       "14865  3081bb2dec818694e2a6eaccd39ad37abc7dca39131dd8...   \n",
+       "20609  bb6a8eb7e6f4720030aec3bd5fdff525700d8ae045cd7b...   \n",
+       "17019  6eb49d0579ac5162126f793800ead81a74761b880e4066...   \n",
+       "24480  5837666a86b654bdf27164f2fa5bdc6c74552efccda5c4...   \n",
+       "22220  8b88687d996f7b9bbcfae4f4ba7c515f55eef34212a006...   \n",
+       "14352  d632df6f6b49074036d830502a8f22df6b3e75593d9a8c...   \n",
+       "6787   dd14d735a5cc249c6a3c4751e134c2040a83e58aa0c294...   \n",
+       "22824  ae9aa5602c72b8a76da0eac063f7190e9211fd198244e2...   \n",
+       "24767  85e3264ae354c8701d3147d13c54a4bc6b5edbefebfe6a...   \n",
+       "\n",
+       "      latest_log_entry_date endpoint_entry_date endpoint_end_date  \\\n",
+       "14854            2026-03-24          2024-08-13                     \n",
+       "14865            2026-03-24          2024-08-12                     \n",
+       "20609            2026-03-24          2025-12-01                     \n",
+       "17019            2026-03-24          2025-09-29                     \n",
+       "24480            2026-03-24          2026-01-20                     \n",
+       "22220            2026-03-24          2026-02-20                     \n",
+       "14352            2026-03-24          2023-12-18                     \n",
+       "6787             2026-03-24          2025-02-18                     \n",
+       "22824            2026-03-24          2025-01-02                     \n",
+       "24767            2026-03-24          2026-01-16                     \n",
+       "\n",
+       "      resource_start_date resource_end_date  \n",
+       "14854          2024-09-21                    \n",
+       "14865          2024-08-13                    \n",
+       "20609          2025-12-02                    \n",
+       "17019          2026-03-24                    \n",
+       "24480          2026-01-21                    \n",
+       "22220          2026-02-21                    \n",
+       "14352          2026-02-14                    \n",
+       "6787           2025-02-19                    \n",
+       "22824          2025-12-02                    \n",
+       "24767          2026-01-17                    "
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sample_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "f5d98784",
+   "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>rowid</th>\n",
+       "      <th>end_date</th>\n",
+       "      <th>entry_date</th>\n",
+       "      <th>dataset</th>\n",
+       "      <th>entity_count</th>\n",
+       "      <th>entry_count</th>\n",
+       "      <th>line_count</th>\n",
+       "      <th>mime_type</th>\n",
+       "      <th>internal_path</th>\n",
+       "      <th>internal_mime_type</th>\n",
+       "      <th>resource</th>\n",
+       "      <th>start_date</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>407</th>\n",
+       "      <td>408</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>84</td>\n",
+       "      <td>85</td>\n",
+       "      <td>application/json;charset=ASCII</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>85e3264ae354c8701d3147d13c54a4bc6b5edbefebfe6a...</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>38</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>tree</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1358</td>\n",
+       "      <td>1359</td>\n",
+       "      <td>application/xml;charset=ASCII</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3081bb2dec818694e2a6eaccd39ad37abc7dca39131dd8...</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>744</th>\n",
+       "      <td>745</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>tree</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1677</td>\n",
+       "      <td>1678</td>\n",
+       "      <td>application/json;charset=ASCII</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>ae9aa5602c72b8a76da0eac063f7190e9211fd198244e2...</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>972</th>\n",
+       "      <td>973</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>217.0</td>\n",
+       "      <td>217</td>\n",
+       "      <td>218</td>\n",
+       "      <td>application/xml;charset=ASCII</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5837666a86b654bdf27164f2fa5bdc6c74552efccda5c4...</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>159</th>\n",
+       "      <td>160</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>278</td>\n",
+       "      <td>279</td>\n",
+       "      <td>text/csv;charset=ASCII</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>bb6a8eb7e6f4720030aec3bd5fdff525700d8ae045cd7b...</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     rowid  end_date  entry_date                   dataset  entity_count  \\\n",
+       "407    408       NaN         NaN  article-4-direction-area          84.0   \n",
+       "37      38       NaN         NaN                      tree           NaN   \n",
+       "744    745       NaN         NaN                      tree           NaN   \n",
+       "972    973       NaN         NaN    tree-preservation-zone         217.0   \n",
+       "159    160       NaN         NaN   listed-building-outline           NaN   \n",
+       "\n",
+       "     entry_count  line_count                       mime_type internal_path  \\\n",
+       "407           84          85  application/json;charset=ASCII           NaN   \n",
+       "37          1358        1359   application/xml;charset=ASCII           NaN   \n",
+       "744         1677        1678  application/json;charset=ASCII           NaN   \n",
+       "972          217         218   application/xml;charset=ASCII           NaN   \n",
+       "159          278         279          text/csv;charset=ASCII           NaN   \n",
+       "\n",
+       "    internal_mime_type                                           resource  \\\n",
+       "407                NaN  85e3264ae354c8701d3147d13c54a4bc6b5edbefebfe6a...   \n",
+       "37                 NaN  3081bb2dec818694e2a6eaccd39ad37abc7dca39131dd8...   \n",
+       "744                NaN  ae9aa5602c72b8a76da0eac063f7190e9211fd198244e2...   \n",
+       "972                NaN  5837666a86b654bdf27164f2fa5bdc6c74552efccda5c4...   \n",
+       "159                NaN  bb6a8eb7e6f4720030aec3bd5fdff525700d8ae045cd7b...   \n",
+       "\n",
+       "     start_date  \n",
+       "407         NaN  \n",
+       "37          NaN  \n",
+       "744         NaN  \n",
+       "972         NaN  \n",
+       "159         NaN  "
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Check the entity_counts for these resources in the dataset_resource table\n",
+    "data_resource.loc[data_resource['resource'].isin(sample_resources)].head(10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bab92a8d",
+   "metadata": {},
+   "source": [
+    "Only 5 out of the 10 resources are showing.\n",
+    "\n",
+    "| Resource | Dataset | LPA | dataset_resource entity_count | platform entity_count | transformed resource entity_count |\n",
+    "| ----- | ------ | ----- | ------ | ---- | ---- |\n",
+    "| 47b2c02399036050fe507e4b90ee532f25293b19f7cec9fb308336e625f7109b | LBO | Gloucester City | Missing | 486 | 486\n",
+    "| 6eb49d0579ac5162126f793800ead81a74761b880e4066fc623a01ec72678952 | TPZ | Leicester City | Missing | 146 | 146 |\n",
+    "| 8b88687d996f7b9bbcfae4f4ba7c515f55eef34212a0064eb922891d3c99a97e | A4D | Tandridge | Missing | 50 | 50\n",
+    "| d632df6f6b49074036d830502a8f22df6b3e75593d9a8cd783d4ccf33d6dd67a | LBO | Epsom and Ewell | Missing | 272 | 272\n",
+    "| dd14d735a5cc249c6a3c4751e134c2040a83e58aa0c29475faed0825b54c2927 | LBO | Barking and Dagenham | Missing | 48 | 48\n",
+    "| 3081bb2dec818694e2a6eaccd39ad37abc7dca39131dd8b085d413931ee21109 | Tree | Gloucester City | No entity recorded | 1358 | 1358\n",
+    "| ae9aa5602c72b8a76da0eac063f7190e9211fd198244e244c89d65b41306a192 | Tree | Tower Hamlets | No entity recorded | 1769 | 1677\n",
+    "| bb6a8eb7e6f4720030aec3bd5fdff525700d8ae045cd7b32fd08f4c8614efc5e | LBO | Rossendale | No entity recorded | 278 | 278\n",
+    "| 85e3264ae354c8701d3147d13c54a4bc6b5edbefebfe6add3cf010243303ef95 | A4D | West Oxfordshire | 84 | 84 | n/a |\n",
+    "| 5837666a86b654bdf27164f2fa5bdc6c74552efccda5c4ff982356df89fa1787 | TPZ | Waltham Forest | 217 | 217 | n/a |\n",
+    "\n",
+    "Let's first investigate the platform entity counts now.\n",
+    "\n",
+    "https://files.planning.data.gov.uk/listed-building-collection/transformed/listed-building-outline/6df5bd01605beb5eec759d8b451d5a7a699b65edb6af10baaea10bab85ece59c.csv"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "583ca0bf",
+   "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>dataset</th>\n",
+       "      <th>name</th>\n",
+       "      <th>organisation</th>\n",
+       "      <th>platform_count</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Adur District Council</td>\n",
+       "      <td>local-authority:ADU</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Ashford Borough Council</td>\n",
+       "      <td>local-authority:ASF</td>\n",
+       "      <td>75</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Birmingham City Council</td>\n",
+       "      <td>local-authority:BIR</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Bristol City Council</td>\n",
+       "      <td>local-authority:BST</td>\n",
+       "      <td>16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Broadland District Council</td>\n",
+       "      <td>local-authority:BRO</td>\n",
+       "      <td>28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>278</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Tewkesbury Borough Council</td>\n",
+       "      <td>local-authority:TEW</td>\n",
+       "      <td>556</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>279</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Thanet District Council</td>\n",
+       "      <td>local-authority:THA</td>\n",
+       "      <td>677</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>280</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Torbay Council</td>\n",
+       "      <td>local-authority:TOB</td>\n",
+       "      <td>834</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>281</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>West Berkshire Council</td>\n",
+       "      <td>local-authority:WBK</td>\n",
+       "      <td>1115</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>282</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Wirral Borough Council</td>\n",
+       "      <td>local-authority:WRL</td>\n",
+       "      <td>2458</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>283 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      dataset                        name  \\\n",
+       "0    article-4-direction-area       Adur District Council   \n",
+       "1    article-4-direction-area     Ashford Borough Council   \n",
+       "2    article-4-direction-area     Birmingham City Council   \n",
+       "3    article-4-direction-area        Bristol City Council   \n",
+       "4    article-4-direction-area  Broadland District Council   \n",
+       "..                        ...                         ...   \n",
+       "278    tree-preservation-zone  Tewkesbury Borough Council   \n",
+       "279    tree-preservation-zone     Thanet District Council   \n",
+       "280    tree-preservation-zone              Torbay Council   \n",
+       "281    tree-preservation-zone      West Berkshire Council   \n",
+       "282    tree-preservation-zone      Wirral Borough Council   \n",
+       "\n",
+       "            organisation  platform_count  \n",
+       "0    local-authority:ADU               9  \n",
+       "1    local-authority:ASF              75  \n",
+       "2    local-authority:BIR              13  \n",
+       "3    local-authority:BST              16  \n",
+       "4    local-authority:BRO              28  \n",
+       "..                   ...             ...  \n",
+       "278  local-authority:TEW             556  \n",
+       "279  local-authority:THA             677  \n",
+       "280  local-authority:TOB             834  \n",
+       "281  local-authority:WBK            1115  \n",
+       "282  local-authority:WRL            2458  \n",
+       "\n",
+       "[283 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "platform_entity_count"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "e440903e",
+   "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>collection</th>\n",
+       "      <th>dataset</th>\n",
+       "      <th>resource</th>\n",
+       "      <th>platform_count</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>listed-building</td>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>47b2c02399036050fe507e4b90ee532f25293b19f7cec9...</td>\n",
+       "      <td>486</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>tree-preservation-order</td>\n",
+       "      <td>tree</td>\n",
+       "      <td>3081bb2dec818694e2a6eaccd39ad37abc7dca39131dd8...</td>\n",
+       "      <td>1358</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>listed-building</td>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>bb6a8eb7e6f4720030aec3bd5fdff525700d8ae045cd7b...</td>\n",
+       "      <td>278</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>tree-preservation-order</td>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>6eb49d0579ac5162126f793800ead81a74761b880e4066...</td>\n",
+       "      <td>146</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>tree-preservation-order</td>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>5837666a86b654bdf27164f2fa5bdc6c74552efccda5c4...</td>\n",
+       "      <td>217</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>article-4-direction</td>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>8b88687d996f7b9bbcfae4f4ba7c515f55eef34212a006...</td>\n",
+       "      <td>50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>listed-building</td>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>d632df6f6b49074036d830502a8f22df6b3e75593d9a8c...</td>\n",
+       "      <td>272</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>listed-building</td>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>dd14d735a5cc249c6a3c4751e134c2040a83e58aa0c294...</td>\n",
+       "      <td>48</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>tree-preservation-order</td>\n",
+       "      <td>tree</td>\n",
+       "      <td>ae9aa5602c72b8a76da0eac063f7190e9211fd198244e2...</td>\n",
+       "      <td>1769</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>article-4-direction</td>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>85e3264ae354c8701d3147d13c54a4bc6b5edbefebfe6a...</td>\n",
+       "      <td>84</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                collection                   dataset  \\\n",
+       "0          listed-building   listed-building-outline   \n",
+       "1  tree-preservation-order                      tree   \n",
+       "2          listed-building   listed-building-outline   \n",
+       "3  tree-preservation-order    tree-preservation-zone   \n",
+       "4  tree-preservation-order    tree-preservation-zone   \n",
+       "5      article-4-direction  article-4-direction-area   \n",
+       "6          listed-building   listed-building-outline   \n",
+       "7          listed-building   listed-building-outline   \n",
+       "8  tree-preservation-order                      tree   \n",
+       "9      article-4-direction  article-4-direction-area   \n",
+       "\n",
+       "                                            resource  platform_count  \n",
+       "0  47b2c02399036050fe507e4b90ee532f25293b19f7cec9...             486  \n",
+       "1  3081bb2dec818694e2a6eaccd39ad37abc7dca39131dd8...            1358  \n",
+       "2  bb6a8eb7e6f4720030aec3bd5fdff525700d8ae045cd7b...             278  \n",
+       "3  6eb49d0579ac5162126f793800ead81a74761b880e4066...             146  \n",
+       "4  5837666a86b654bdf27164f2fa5bdc6c74552efccda5c4...             217  \n",
+       "5  8b88687d996f7b9bbcfae4f4ba7c515f55eef34212a006...              50  \n",
+       "6  d632df6f6b49074036d830502a8f22df6b3e75593d9a8c...             272  \n",
+       "7  dd14d735a5cc249c6a3c4751e134c2040a83e58aa0c294...              48  \n",
+       "8  ae9aa5602c72b8a76da0eac063f7190e9211fd198244e2...            1769  \n",
+       "9  85e3264ae354c8701d3147d13c54a4bc6b5edbefebfe6a...              84  "
+      ]
+     },
+     "execution_count": 66,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "result = sample_df.merge(\n",
+    "    platform_entity_count,\n",
+    "    on=['name', 'dataset'], how='inner')\n",
+    "\n",
+    "result[['collection', 'dataset', 'resource', 'platform_count']]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a9dfb614",
+   "metadata": {},
+   "source": [
+    "So the two resources that had entities - 85e... and 583... - matches the platform data. But what's happened to the other 8?\n",
+    "\n",
+    "Let's use the link to transformed resources:\n",
+    "files.planning.data.gov.uk/<collection>-collection/transformed/<dataset>/<resource_hash>.csv"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "e9d1e556",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Resource: 47b2c02399036050fe507e4b90ee532f25293b19f7cec9fb308336e625f7109b, Unique Entities: 486\n",
+      "Resource: 3081bb2dec818694e2a6eaccd39ad37abc7dca39131dd8b085d413931ee21109, Unique Entities: 1358\n",
+      "Resource: bb6a8eb7e6f4720030aec3bd5fdff525700d8ae045cd7b32fd08f4c8614efc5e, Unique Entities: 278\n",
+      "Resource: 6eb49d0579ac5162126f793800ead81a74761b880e4066fc623a01ec72678952, Unique Entities: 146\n",
+      "Resource: 5837666a86b654bdf27164f2fa5bdc6c74552efccda5c4ff982356df89fa1787, Unique Entities: 217\n",
+      "Resource: 8b88687d996f7b9bbcfae4f4ba7c515f55eef34212a0064eb922891d3c99a97e, Unique Entities: 50\n",
+      "Resource: d632df6f6b49074036d830502a8f22df6b3e75593d9a8cd783d4ccf33d6dd67a, Unique Entities: 272\n",
+      "Resource: dd14d735a5cc249c6a3c4751e134c2040a83e58aa0c29475faed0825b54c2927, Unique Entities: 48\n",
+      "Resource: ae9aa5602c72b8a76da0eac063f7190e9211fd198244e244c89d65b41306a192, Unique Entities: 1677\n",
+      "Resource: 85e3264ae354c8701d3147d13c54a4bc6b5edbefebfe6add3cf010243303ef95, Unique Entities: 84\n"
+     ]
+    }
+   ],
+   "source": [
+    "for idx, rows in result.iterrows():\n",
+    "    collection = rows['collection']\n",
+    "    dataset = rows['dataset']\n",
+    "    resource = rows['resource']\n",
+    "    \n",
+    "    url = f\"http://files.planning.data.gov.uk/{collection}-collection/transformed/{dataset}/{resource}.csv\"\n",
+    "\n",
+    "    df = pd.read_csv(url)\n",
+    "\n",
+    "    unique_entities = df['entity'].nunique()\n",
+    "    print(f\"Resource: {resource}, Unique Entities: {unique_entities}\")\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9d087001",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "## How many more matches do we get using transformed resources over the dataset resource?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "bdb24080",
+   "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>rowid</th>\n",
+       "      <th>organisation</th>\n",
+       "      <th>name</th>\n",
+       "      <th>organisation_name</th>\n",
+       "      <th>dataset</th>\n",
+       "      <th>collection</th>\n",
+       "      <th>pipeline</th>\n",
+       "      <th>endpoint</th>\n",
+       "      <th>endpoint_url</th>\n",
+       "      <th>documentation_url</th>\n",
+       "      <th>licence</th>\n",
+       "      <th>latest_status</th>\n",
+       "      <th>latest_exception</th>\n",
+       "      <th>resource</th>\n",
+       "      <th>latest_log_entry_date</th>\n",
+       "      <th>endpoint_entry_date</th>\n",
+       "      <th>endpoint_end_date</th>\n",
+       "      <th>resource_start_date</th>\n",
+       "      <th>resource_end_date</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>748</th>\n",
+       "      <td>749</td>\n",
+       "      <td>government-organisation:D1342</td>\n",
+       "      <td>Ministry of Housing, Communities &amp; Local Gover...</td>\n",
+       "      <td>Ministry of Housing, Communities &amp; Local Gover...</td>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>listed-building</td>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>4bd57a7a9d880048f310229d123942a33a338dfd01807f...</td>\n",
+       "      <td>https://files.planning.data.gov.uk/reporting/l...</td>\n",
+       "      <td>https://planning.data.gov.uk</td>\n",
+       "      <td>ogl3</td>\n",
+       "      <td>200</td>\n",
+       "      <td></td>\n",
+       "      <td>c89557a7ac5c73bd83c153912d188848719555e1ddb8d8...</td>\n",
+       "      <td>2026-03-24</td>\n",
+       "      <td>2026-03-18</td>\n",
+       "      <td></td>\n",
+       "      <td>2026-03-19</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6323</th>\n",
+       "      <td>6324</td>\n",
+       "      <td>local-authority:ADU</td>\n",
+       "      <td>Adur District Council</td>\n",
+       "      <td>Adur District Council</td>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>article-4-direction</td>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>0f326a65974b3720aa65c70949a2b4056cfcb79543d706...</td>\n",
+       "      <td>https://adur-worthing.statmap.co.uk/map/webser...</td>\n",
+       "      <td>https://www.adur-worthing.gov.uk/planning/arti...</td>\n",
+       "      <td>ogl3</td>\n",
+       "      <td>200</td>\n",
+       "      <td></td>\n",
+       "      <td>2662361965312f297c799738449d67655fe42a76d10f59...</td>\n",
+       "      <td>2026-03-23</td>\n",
+       "      <td>2025-11-20</td>\n",
+       "      <td></td>\n",
+       "      <td>2025-12-01</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6354</th>\n",
+       "      <td>6355</td>\n",
+       "      <td>local-authority:ADU</td>\n",
+       "      <td>Adur District Council</td>\n",
+       "      <td>Adur District Council</td>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>listed-building</td>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>73b1921bcf4e991c9f67e51781a2a2d85b4a65260bd9bf...</td>\n",
+       "      <td>https://adur-worthing.statmap.co.uk/map/webser...</td>\n",
+       "      <td>https://www.adur-worthing.gov.uk/planning-poli...</td>\n",
+       "      <td>ogl3</td>\n",
+       "      <td>200</td>\n",
+       "      <td></td>\n",
+       "      <td>1fdec747f46dd81d17199c02a8272bc1ea36b2ce2515c9...</td>\n",
+       "      <td>2026-03-24</td>\n",
+       "      <td>2026-01-19</td>\n",
+       "      <td></td>\n",
+       "      <td>2026-02-27</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6455</th>\n",
+       "      <td>6456</td>\n",
+       "      <td>local-authority:ASF</td>\n",
+       "      <td>Ashford Borough Council</td>\n",
+       "      <td>Ashford Borough Council</td>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>article-4-direction</td>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>5f1a05d6c7c32c81657d86e8d6c55e3db9ec0824ea191f...</td>\n",
+       "      <td>https://www.ashford.gov.uk/media/vlymbjea/arti...</td>\n",
+       "      <td>https://www.ashford.gov.uk/transparency/open-d...</td>\n",
+       "      <td>ogl3</td>\n",
+       "      <td>200</td>\n",
+       "      <td></td>\n",
+       "      <td>04804fda473cfa31e82700d842c85a23a19c4b5e984831...</td>\n",
+       "      <td>2026-03-24</td>\n",
+       "      <td>2025-10-23</td>\n",
+       "      <td></td>\n",
+       "      <td>2025-12-31</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6511</th>\n",
+       "      <td>6512</td>\n",
+       "      <td>local-authority:ASF</td>\n",
+       "      <td>Ashford Borough Council</td>\n",
+       "      <td>Ashford Borough Council</td>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>listed-building</td>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>11f92a65f2c5963326433aef82d6f9a66e2f5031bd5f48...</td>\n",
+       "      <td>https://www.ashford.gov.uk/media/qxgbarwo/list...</td>\n",
+       "      <td>https://www.ashford.gov.uk/transparency/open-d...</td>\n",
+       "      <td>ogl3</td>\n",
+       "      <td>200</td>\n",
+       "      <td></td>\n",
+       "      <td>3f3fca9a1e7b2851ff89136f9e97e30368962f4d71b50c...</td>\n",
+       "      <td>2026-03-24</td>\n",
+       "      <td>2025-09-12</td>\n",
+       "      <td></td>\n",
+       "      <td>2025-09-13</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      rowid                   organisation  \\\n",
+       "748     749  government-organisation:D1342   \n",
+       "6323   6324            local-authority:ADU   \n",
+       "6354   6355            local-authority:ADU   \n",
+       "6455   6456            local-authority:ASF   \n",
+       "6511   6512            local-authority:ASF   \n",
+       "\n",
+       "                                                   name  \\\n",
+       "748   Ministry of Housing, Communities & Local Gover...   \n",
+       "6323                              Adur District Council   \n",
+       "6354                              Adur District Council   \n",
+       "6455                            Ashford Borough Council   \n",
+       "6511                            Ashford Borough Council   \n",
+       "\n",
+       "                                      organisation_name  \\\n",
+       "748   Ministry of Housing, Communities & Local Gover...   \n",
+       "6323                              Adur District Council   \n",
+       "6354                              Adur District Council   \n",
+       "6455                            Ashford Borough Council   \n",
+       "6511                            Ashford Borough Council   \n",
+       "\n",
+       "                       dataset           collection                  pipeline  \\\n",
+       "748    listed-building-outline      listed-building   listed-building-outline   \n",
+       "6323  article-4-direction-area  article-4-direction  article-4-direction-area   \n",
+       "6354   listed-building-outline      listed-building   listed-building-outline   \n",
+       "6455  article-4-direction-area  article-4-direction  article-4-direction-area   \n",
+       "6511   listed-building-outline      listed-building   listed-building-outline   \n",
+       "\n",
+       "                                               endpoint  \\\n",
+       "748   4bd57a7a9d880048f310229d123942a33a338dfd01807f...   \n",
+       "6323  0f326a65974b3720aa65c70949a2b4056cfcb79543d706...   \n",
+       "6354  73b1921bcf4e991c9f67e51781a2a2d85b4a65260bd9bf...   \n",
+       "6455  5f1a05d6c7c32c81657d86e8d6c55e3db9ec0824ea191f...   \n",
+       "6511  11f92a65f2c5963326433aef82d6f9a66e2f5031bd5f48...   \n",
+       "\n",
+       "                                           endpoint_url  \\\n",
+       "748   https://files.planning.data.gov.uk/reporting/l...   \n",
+       "6323  https://adur-worthing.statmap.co.uk/map/webser...   \n",
+       "6354  https://adur-worthing.statmap.co.uk/map/webser...   \n",
+       "6455  https://www.ashford.gov.uk/media/vlymbjea/arti...   \n",
+       "6511  https://www.ashford.gov.uk/media/qxgbarwo/list...   \n",
+       "\n",
+       "                                      documentation_url licence latest_status  \\\n",
+       "748                        https://planning.data.gov.uk    ogl3           200   \n",
+       "6323  https://www.adur-worthing.gov.uk/planning/arti...    ogl3           200   \n",
+       "6354  https://www.adur-worthing.gov.uk/planning-poli...    ogl3           200   \n",
+       "6455  https://www.ashford.gov.uk/transparency/open-d...    ogl3           200   \n",
+       "6511  https://www.ashford.gov.uk/transparency/open-d...    ogl3           200   \n",
+       "\n",
+       "     latest_exception                                           resource  \\\n",
+       "748                    c89557a7ac5c73bd83c153912d188848719555e1ddb8d8...   \n",
+       "6323                   2662361965312f297c799738449d67655fe42a76d10f59...   \n",
+       "6354                   1fdec747f46dd81d17199c02a8272bc1ea36b2ce2515c9...   \n",
+       "6455                   04804fda473cfa31e82700d842c85a23a19c4b5e984831...   \n",
+       "6511                   3f3fca9a1e7b2851ff89136f9e97e30368962f4d71b50c...   \n",
+       "\n",
+       "     latest_log_entry_date endpoint_entry_date endpoint_end_date  \\\n",
+       "748             2026-03-24          2026-03-18                     \n",
+       "6323            2026-03-23          2025-11-20                     \n",
+       "6354            2026-03-24          2026-01-19                     \n",
+       "6455            2026-03-24          2025-10-23                     \n",
+       "6511            2026-03-24          2025-09-12                     \n",
+       "\n",
+       "     resource_start_date resource_end_date  \n",
+       "748           2026-03-19                    \n",
+       "6323          2025-12-01                    \n",
+       "6354          2026-02-27                    \n",
+       "6455          2025-12-31                    \n",
+       "6511          2025-09-13                    "
+      ]
+     },
+     "execution_count": 72,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "report_he.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "id": "97712bbd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "transformed = []\n",
+    "\n",
+    "for idx, rows in report_he.iterrows():\n",
+    "    organisation = rows['organisation']\n",
+    "    name = rows['name']\n",
+    "    collection = rows['collection']\n",
+    "    dataset = rows['dataset']\n",
+    "    resource = rows['resource']\n",
+    "    \n",
+    "    url = f\"http://files.planning.data.gov.uk/{collection}-collection/transformed/{dataset}/{resource}.csv\"\n",
+    "\n",
+    "    df = pd.read_csv(url)\n",
+    "\n",
+    "    unique_entities = df['entity'].nunique()\n",
+    "\n",
+    "    transformed.append({\n",
+    "        'organisation': organisation,\n",
+    "        'name': name,\n",
+    "        'collection': collection,\n",
+    "        'dataset': dataset,\n",
+    "        'resource': resource,\n",
+    "        'unique_entities': unique_entities\n",
+    "    })\n",
+    "    #print(f\"Resource: {resource}, Unique Entities: {unique_entities}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e6f3170e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Convert to dataframe\n",
+    "transformed_resources = pd.DataFrame(transformed)\n",
+    "\n",
+    "# Groupby to get entity-count per LPA\n",
+    "transformed_resources_groupby = transformed_resources.groupby(['dataset', 'name', 'organisation'])['unique_entities'].sum().to_frame('transformed_resources_count').reset_index()#.unstack(fill_value=0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ec92775d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Merge with platform_entity_count to compare counts\n",
+    "testing_2 = pd.merge(platform_entity_count, transformed_resources_groupby, on=['dataset', 'name', 'organisation'], how='outer')\n",
+    "testing_2['match'] = testing_2.apply(lambda row: 'match' if row['platform_count'] == row['transformed_resources_count'] else 'mismatch', axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dc69f2fe",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "match\n",
+       "match       180\n",
+       "mismatch    104\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 88,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "testing_2['match'].value_counts()\n",
+    "\n",
+    "## This is better than the dataset_resource counts, but there are still some mismatches"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "id": "6ab882e2",
+   "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>dataset</th>\n",
+       "      <th>name</th>\n",
+       "      <th>organisation</th>\n",
+       "      <th>platform_count</th>\n",
+       "      <th>transformed_resources_count</th>\n",
+       "      <th>match</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Ashford Borough Council</td>\n",
+       "      <td>local-authority:ASF</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Birmingham City Council</td>\n",
+       "      <td>local-authority:BIR</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Buckinghamshire Council</td>\n",
+       "      <td>local-authority:BUC</td>\n",
+       "      <td>389.0</td>\n",
+       "      <td>467.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Canterbury City Council</td>\n",
+       "      <td>local-authority:CAT</td>\n",
+       "      <td>463.0</td>\n",
+       "      <td>461.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Castle Point Borough Council</td>\n",
+       "      <td>local-authority:CAS</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</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>273</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>South Staffordshire Council</td>\n",
+       "      <td>local-authority:SST</td>\n",
+       "      <td>2602.0</td>\n",
+       "      <td>1300.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>279</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Tewkesbury Borough Council</td>\n",
+       "      <td>local-authority:TEW</td>\n",
+       "      <td>556.0</td>\n",
+       "      <td>445.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>281</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Torbay Council</td>\n",
+       "      <td>local-authority:TOB</td>\n",
+       "      <td>834.0</td>\n",
+       "      <td>728.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>282</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>West Berkshire Council</td>\n",
+       "      <td>local-authority:WBK</td>\n",
+       "      <td>1115.0</td>\n",
+       "      <td>923.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>283</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Wirral Borough Council</td>\n",
+       "      <td>local-authority:WRL</td>\n",
+       "      <td>2458.0</td>\n",
+       "      <td>1237.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>104 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      dataset                          name  \\\n",
+       "1    article-4-direction-area       Ashford Borough Council   \n",
+       "2    article-4-direction-area       Birmingham City Council   \n",
+       "5    article-4-direction-area       Buckinghamshire Council   \n",
+       "8    article-4-direction-area       Canterbury City Council   \n",
+       "9    article-4-direction-area  Castle Point Borough Council   \n",
+       "..                        ...                           ...   \n",
+       "273    tree-preservation-zone   South Staffordshire Council   \n",
+       "279    tree-preservation-zone    Tewkesbury Borough Council   \n",
+       "281    tree-preservation-zone                Torbay Council   \n",
+       "282    tree-preservation-zone        West Berkshire Council   \n",
+       "283    tree-preservation-zone        Wirral Borough Council   \n",
+       "\n",
+       "            organisation  platform_count  transformed_resources_count  \\\n",
+       "1    local-authority:ASF            75.0                         56.0   \n",
+       "2    local-authority:BIR            13.0                         12.0   \n",
+       "5    local-authority:BUC           389.0                        467.0   \n",
+       "8    local-authority:CAT           463.0                        461.0   \n",
+       "9    local-authority:CAS             4.0                          NaN   \n",
+       "..                   ...             ...                          ...   \n",
+       "273  local-authority:SST          2602.0                       1300.0   \n",
+       "279  local-authority:TEW           556.0                        445.0   \n",
+       "281  local-authority:TOB           834.0                        728.0   \n",
+       "282  local-authority:WBK          1115.0                        923.0   \n",
+       "283  local-authority:WRL          2458.0                       1237.0   \n",
+       "\n",
+       "        match  \n",
+       "1    mismatch  \n",
+       "2    mismatch  \n",
+       "5    mismatch  \n",
+       "8    mismatch  \n",
+       "9    mismatch  \n",
+       "..        ...  \n",
+       "273  mismatch  \n",
+       "279  mismatch  \n",
+       "281  mismatch  \n",
+       "282  mismatch  \n",
+       "283  mismatch  \n",
+       "\n",
+       "[104 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 90,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "testing_2.loc[testing_2['match'] == 'mismatch']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6851d837",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "## Merge all 3 datasets together to compare counts\n",
+    "The dataset_resource, transformed resource, and the platform data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "id": "75e25291",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "### Merge all three together to compare counts\n",
+    "final_merge = pd.merge(testing_2, dataset_resource_entity_count, on=['dataset', 'name', 'organisation'], how='outer')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "id": "8433910d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "final_merge = final_merge.rename(columns={'match': 'platform_vs_transformed_match'})\n",
+    "\n",
+    "final_merge['platform_vs_dataset_resource_match'] = final_merge.apply(lambda row: 'match' if row['platform_count'] == row['dataset_resource_count'] else 'mismatch', axis=1)\n",
+    "final_merge['transformed_vs_dataset_resource_match'] = final_merge.apply(lambda row: 'match' if row['transformed_resources_count'] == row['dataset_resource_count'] else 'mismatch', axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "id": "8bb42cc9",
+   "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>dataset</th>\n",
+       "      <th>name</th>\n",
+       "      <th>organisation</th>\n",
+       "      <th>transformed_resources_count</th>\n",
+       "      <th>dataset_resource_count</th>\n",
+       "      <th>transformed_vs_dataset_resource_match</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Adur District Council</td>\n",
+       "      <td>local-authority:ADU</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Bristol City Council</td>\n",
+       "      <td>local-authority:BST</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Broadland District Council</td>\n",
+       "      <td>local-authority:BRO</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Buckinghamshire Council</td>\n",
+       "      <td>local-authority:BUC</td>\n",
+       "      <td>467.0</td>\n",
+       "      <td>256.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Calderdale Metropolitan Borough Council</td>\n",
+       "      <td>local-authority:CLD</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</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>270</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>South Cambridgeshire District Council</td>\n",
+       "      <td>local-authority:SCA</td>\n",
+       "      <td>2210.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>273</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>South Staffordshire Council</td>\n",
+       "      <td>local-authority:SST</td>\n",
+       "      <td>1300.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>275</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>St Albans City and District Council</td>\n",
+       "      <td>local-authority:SAL</td>\n",
+       "      <td>544.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>278</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Tandridge District Council</td>\n",
+       "      <td>local-authority:TAN</td>\n",
+       "      <td>885.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>283</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Wirral Borough Council</td>\n",
+       "      <td>local-authority:WRL</td>\n",
+       "      <td>1237.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>212 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      dataset                                     name  \\\n",
+       "0    article-4-direction-area                    Adur District Council   \n",
+       "3    article-4-direction-area                     Bristol City Council   \n",
+       "4    article-4-direction-area               Broadland District Council   \n",
+       "5    article-4-direction-area                  Buckinghamshire Council   \n",
+       "6    article-4-direction-area  Calderdale Metropolitan Borough Council   \n",
+       "..                        ...                                      ...   \n",
+       "270    tree-preservation-zone    South Cambridgeshire District Council   \n",
+       "273    tree-preservation-zone              South Staffordshire Council   \n",
+       "275    tree-preservation-zone      St Albans City and District Council   \n",
+       "278    tree-preservation-zone               Tandridge District Council   \n",
+       "283    tree-preservation-zone                   Wirral Borough Council   \n",
+       "\n",
+       "            organisation  transformed_resources_count  dataset_resource_count  \\\n",
+       "0    local-authority:ADU                          9.0                     NaN   \n",
+       "3    local-authority:BST                         16.0                     NaN   \n",
+       "4    local-authority:BRO                         28.0                     NaN   \n",
+       "5    local-authority:BUC                        467.0                   256.0   \n",
+       "6    local-authority:CLD                          8.0                     NaN   \n",
+       "..                   ...                          ...                     ...   \n",
+       "270  local-authority:SCA                       2210.0                     NaN   \n",
+       "273  local-authority:SST                       1300.0                     NaN   \n",
+       "275  local-authority:SAL                        544.0                     NaN   \n",
+       "278  local-authority:TAN                        885.0                     NaN   \n",
+       "283  local-authority:WRL                       1237.0                     NaN   \n",
+       "\n",
+       "    transformed_vs_dataset_resource_match  \n",
+       "0                                mismatch  \n",
+       "3                                mismatch  \n",
+       "4                                mismatch  \n",
+       "5                                mismatch  \n",
+       "6                                mismatch  \n",
+       "..                                    ...  \n",
+       "270                              mismatch  \n",
+       "273                              mismatch  \n",
+       "275                              mismatch  \n",
+       "278                              mismatch  \n",
+       "283                              mismatch  \n",
+       "\n",
+       "[212 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 102,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Show mismatches between transformed resources and dataset_resource counts\n",
+    "trans_dr_mismatch = final_merge.loc[final_merge['transformed_vs_dataset_resource_match'] == 'mismatch'][['dataset', 'name', 'organisation', 'transformed_resources_count', 'dataset_resource_count', 'transformed_vs_dataset_resource_match']]\n",
+    "trans_dr_mismatch"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "id": "c2c49e91",
+   "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>dataset</th>\n",
+       "      <th>name</th>\n",
+       "      <th>organisation</th>\n",
+       "      <th>transformed_resources_count</th>\n",
+       "      <th>dataset_resource_count</th>\n",
+       "      <th>transformed_vs_dataset_resource_match</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>57</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>North Norfolk District Council</td>\n",
+       "      <td>local-authority:NNO</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>214</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Tandridge District Council</td>\n",
+       "      <td>local-authority:TAN</td>\n",
+       "      <td>1678.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>178</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>Gloucester City Council</td>\n",
+       "      <td>local-authority:GLO</td>\n",
+       "      <td>1358.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>113</th>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>Hart District Council</td>\n",
+       "      <td>local-authority:HAT</td>\n",
+       "      <td>1954.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>Central Bedfordshire Council</td>\n",
+       "      <td>local-authority:CBF</td>\n",
+       "      <td>1918.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>275</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>St Albans City and District Council</td>\n",
+       "      <td>local-authority:SAL</td>\n",
+       "      <td>544.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Stoke-on-Trent City Council</td>\n",
+       "      <td>local-authority:STE</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>227</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Castle Point Borough Council</td>\n",
+       "      <td>local-authority:CAS</td>\n",
+       "      <td>179.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Cotswold District Council</td>\n",
+       "      <td>local-authority:COT</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>138</th>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>North Tyneside Council</td>\n",
+       "      <td>local-authority:NTY</td>\n",
+       "      <td>221.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>175</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>East Riding of Yorkshire Council</td>\n",
+       "      <td>local-authority:ERY</td>\n",
+       "      <td>3476.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>238</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Great Yarmouth Borough Council</td>\n",
+       "      <td>local-authority:GRY</td>\n",
+       "      <td>314.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>197</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>North Somerset Council</td>\n",
+       "      <td>local-authority:NSM</td>\n",
+       "      <td>4127.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>120</th>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>London Borough of Brent</td>\n",
+       "      <td>local-authority:BEN</td>\n",
+       "      <td>582.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Great Yarmouth Borough Council</td>\n",
+       "      <td>local-authority:GRY</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>260</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>North Somerset Council</td>\n",
+       "      <td>local-authority:NSM</td>\n",
+       "      <td>1484.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>208</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>South Gloucestershire Council</td>\n",
+       "      <td>local-authority:SGC</td>\n",
+       "      <td>5412.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>article-4-direction-area</td>\n",
+       "      <td>Huntingdonshire District Council</td>\n",
+       "      <td>local-authority:HUN</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>278</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>Tandridge District Council</td>\n",
+       "      <td>local-authority:TAN</td>\n",
+       "      <td>885.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>124</th>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>London Borough of Lewisham</td>\n",
+       "      <td>local-authority:LEW</td>\n",
+       "      <td>364.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>117</th>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>Liverpool City Council</td>\n",
+       "      <td>local-authority:LIV</td>\n",
+       "      <td>1538.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>listed-building-outline</td>\n",
+       "      <td>Buckinghamshire Council</td>\n",
+       "      <td>local-authority:BUC</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>188</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>London Borough of Southwark</td>\n",
+       "      <td>local-authority:SWK</td>\n",
+       "      <td>2503.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>270</th>\n",
+       "      <td>tree-preservation-zone</td>\n",
+       "      <td>South Cambridgeshire District Council</td>\n",
+       "      <td>local-authority:SCA</td>\n",
+       "      <td>2210.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>190</th>\n",
+       "      <td>tree</td>\n",
+       "      <td>London Borough of Waltham Forest</td>\n",
+       "      <td>local-authority:WFT</td>\n",
+       "      <td>2043.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>mismatch</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      dataset                                   name  \\\n",
+       "57   article-4-direction-area         North Norfolk District Council   \n",
+       "214                      tree             Tandridge District Council   \n",
+       "178                      tree                Gloucester City Council   \n",
+       "113   listed-building-outline                  Hart District Council   \n",
+       "97    listed-building-outline           Central Bedfordshire Council   \n",
+       "275    tree-preservation-zone    St Albans City and District Council   \n",
+       "77   article-4-direction-area            Stoke-on-Trent City Council   \n",
+       "227    tree-preservation-zone           Castle Point Borough Council   \n",
+       "13   article-4-direction-area              Cotswold District Council   \n",
+       "138   listed-building-outline                 North Tyneside Council   \n",
+       "175                      tree       East Riding of Yorkshire Council   \n",
+       "238    tree-preservation-zone         Great Yarmouth Borough Council   \n",
+       "197                      tree                 North Somerset Council   \n",
+       "120   listed-building-outline                London Borough of Brent   \n",
+       "28   article-4-direction-area         Great Yarmouth Borough Council   \n",
+       "260    tree-preservation-zone                 North Somerset Council   \n",
+       "208                      tree          South Gloucestershire Council   \n",
+       "34   article-4-direction-area       Huntingdonshire District Council   \n",
+       "278    tree-preservation-zone             Tandridge District Council   \n",
+       "124   listed-building-outline             London Borough of Lewisham   \n",
+       "117   listed-building-outline                 Liverpool City Council   \n",
+       "92    listed-building-outline                Buckinghamshire Council   \n",
+       "188                      tree            London Borough of Southwark   \n",
+       "270    tree-preservation-zone  South Cambridgeshire District Council   \n",
+       "190                      tree       London Borough of Waltham Forest   \n",
+       "\n",
+       "            organisation  transformed_resources_count  dataset_resource_count  \\\n",
+       "57   local-authority:NNO                         42.0                     NaN   \n",
+       "214  local-authority:TAN                       1678.0                     0.0   \n",
+       "178  local-authority:GLO                       1358.0                     0.0   \n",
+       "113  local-authority:HAT                       1954.0                     0.0   \n",
+       "97   local-authority:CBF                       1918.0                     NaN   \n",
+       "275  local-authority:SAL                        544.0                     NaN   \n",
+       "77   local-authority:STE                         27.0                     NaN   \n",
+       "227  local-authority:CAS                        179.0                     NaN   \n",
+       "13   local-authority:COT                         22.0                     NaN   \n",
+       "138  local-authority:NTY                        221.0                     0.0   \n",
+       "175  local-authority:ERY                       3476.0                     0.0   \n",
+       "238  local-authority:GRY                        314.0                     NaN   \n",
+       "197  local-authority:NSM                       4127.0                     0.0   \n",
+       "120  local-authority:BEN                        582.0                     0.0   \n",
+       "28   local-authority:GRY                         18.0                     NaN   \n",
+       "260  local-authority:NSM                       1484.0                     NaN   \n",
+       "208  local-authority:SGC                       5412.0                     0.0   \n",
+       "34   local-authority:HUN                          6.0                     NaN   \n",
+       "278  local-authority:TAN                        885.0                     NaN   \n",
+       "124  local-authority:LEW                        364.0                     NaN   \n",
+       "117  local-authority:LIV                       1538.0                     0.0   \n",
+       "92   local-authority:BUC                          NaN                     NaN   \n",
+       "188  local-authority:SWK                       2503.0                     0.0   \n",
+       "270  local-authority:SCA                       2210.0                     NaN   \n",
+       "190  local-authority:WFT                       2043.0                     0.0   \n",
+       "\n",
+       "    transformed_vs_dataset_resource_match  \n",
+       "57                               mismatch  \n",
+       "214                              mismatch  \n",
+       "178                              mismatch  \n",
+       "113                              mismatch  \n",
+       "97                               mismatch  \n",
+       "275                              mismatch  \n",
+       "77                               mismatch  \n",
+       "227                              mismatch  \n",
+       "13                               mismatch  \n",
+       "138                              mismatch  \n",
+       "175                              mismatch  \n",
+       "238                              mismatch  \n",
+       "197                              mismatch  \n",
+       "120                              mismatch  \n",
+       "28                               mismatch  \n",
+       "260                              mismatch  \n",
+       "208                              mismatch  \n",
+       "34                               mismatch  \n",
+       "278                              mismatch  \n",
+       "124                              mismatch  \n",
+       "117                              mismatch  \n",
+       "92                               mismatch  \n",
+       "188                              mismatch  \n",
+       "270                              mismatch  \n",
+       "190                              mismatch  "
+      ]
+     },
+     "execution_count": 104,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "trans_dr_mismatch.sample(n=25, random_state=42)"
+   ]
+  }
+ ],
+ "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": "3.12.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}