diff --git a/lib/create_report.py b/lib/create_report.py
index 7129176..3162895 100644
--- a/lib/create_report.py
+++ b/lib/create_report.py
@@ -118,7 +118,7 @@ def find_and_sort_filenames(foldername, *,
         sort_order = {key: ix for ix, key in enumerate(ordered_dems)}
     elif by_demographics_or_population=="population":
         ordered_pops = ['80+', '70-79', 'care home', 'shielding (aged 16-69)', '65-69', 'LD (aged 16-64)', '60-64', '55-59', '50-54',
-                         'under 60s, not in other eligible groups shown']
+                         '16-49, not in other eligible groups shown']
         sort_order = {key: ix for ix, key in enumerate(ordered_pops)}
     else:
         display("sort_by_population_or_demographics received an invalid value")
diff --git a/lib/report_results.py b/lib/report_results.py
index 0aa8b37..7cb9477 100644
--- a/lib/report_results.py
+++ b/lib/report_results.py
@@ -404,11 +404,11 @@ def summarise_data_by_group(result_dict, latest_date,
             report_results()
     """
 
-    # creates an empty dictionary to fill in 
+    # creates an empty dict to fill in 
     df_dict_latest = {}
 
 
-    # loops through the specified groups and applis report results.
+    # loops through the specified groups and applies report_results.
     for group in groups:
         out = report_results(result_dict, group, latest_date=latest_date)
 
@@ -462,12 +462,10 @@ def create_summary_stats(df, summarised_data_dict,  formatted_latest_date, savep
         dict (summary_stats): dictionary of the results
     """
 
-    # create a dict to store results for display and for exporting to a txt file
-    summary_stats= {}
-
-    # add in a key that is the formatted str of the latest date
-    summary_stats[f"### As at {formatted_latest_date}"] = ""
-
+    # create a series to store results for display and exporting
+    summary_stats= pd.Series(dtype="str", name=f"{vaccine_type.replace('_',' ')} as at {formatted_latest_date}")
+    additional_stats =  pd.Series(dtype="str", name=f"Vaccine types and second doses")
+    
     # get the total vaccinated and round to the nearest 7
     if vaccine_type=="first_dose":
         reference_column_name="covid_vacc_date"
@@ -477,7 +475,7 @@ def create_summary_stats(df, summarised_data_dict,  formatted_latest_date, savep
 
     # add the results fo the summary_stats dict 
     suffix_str = suffix.replace("_","").upper()
-    summary_stats[f"**Total** population receiving {vaccine_type.replace('_',' ')} in {suffix_str}"] = f"{vaccinated_total:,d}"
+    summary_stats[f"Total vaccinated in {suffix_str}"] = f"{vaccinated_total:,d}"
 
     # loop through the specified groups and calculate number vaccinated in the groups
     # add the results to the dict
@@ -487,11 +485,11 @@ def create_summary_stats(df, summarised_data_dict,  formatted_latest_date, savep
         if "not in other eligible groups" not in group:
             percent = out.loc[("overall","overall")]["percent"].round(1)
             total = out.loc[("overall","overall")]["total"].astype(int)
-            summary_stats[f"**{group}** population receiving {vaccine_type.replace('_',' ')}"] = f"{vaccinated:,} (**{percent}%** of {total:,})"
+            summary_stats[f"{group}"] = f"{percent}% ({vaccinated:,} of {total:,})"
             #out_str = f"**{k}** population vaccinated {vaccinated:,} ({percent}% of {total:,})"
         else:
             #out_str = f"**{k}** population vaccinated {vaccinated:,}"
-            summary_stats[f"**{group}** population receiving {vaccine_type.replace('_',' ')}"] = f"{vaccinated:,}"
+            summary_stats[f"{group}"] = f"{vaccinated:,}"
 
     # if summarising first doses, perform some additional calculations        
     if vaccine_type=="first_dose":        
@@ -503,15 +501,15 @@ def create_summary_stats(df, summarised_data_dict,  formatted_latest_date, savep
         second_doses = round7(df["covid_vacc_2nd"].sum())
         sd_percent = round(100*second_doses/vaccinated_total, 1)
 
-        summary_stats[f"#### Vaccine types and second doses"] = ""
-        summary_stats["Second doses (% of all vaccinated)"] = f"{second_doses:,} ({sd_percent}%)"
-        summary_stats["Oxford-AZ vaccines (% of all first doses)"] = f"{oxford_vaccines:,} ({ox_percent}%)"
-        summary_stats["Moderna vaccines (% of all first doses)"] = f"{moderna_vaccines:,} ({mod_percent}%)"
+        additional_stats["Second doses (% of all vaccinated)"] = f"**{sd_percent}%** ({second_doses:,})"
+        additional_stats["Oxford-AZ vaccines (% of all first doses)"] = f"**{ox_percent}%** ({oxford_vaccines:,})"
+        additional_stats["Moderna vaccines (% of all first doses)"] = f"**{mod_percent}%** ({moderna_vaccines:,})"
 
     # export summary stats to text file
-    json.dump(summary_stats, open(os.path.join(savepath["text"], f"summary_stats_{vaccine_type}.txt"),'w'))
+    summary_stats.to_csv(os.path.join(savepath["text"], f"summary_stats_{vaccine_type}.txt"))
+    additional_stats.to_csv(os.path.join(savepath["text"], f"additional_stats_{vaccine_type}.txt"))
 
-    return summary_stats
+    return summary_stats, additional_stats
 
 
 def create_detailed_summary_uptake(summarised_data_dict,  formatted_latest_date, savepath, groups=["80+", "70-79", "care home", "shielding (aged 16-69)"]):
@@ -595,7 +593,7 @@ def plot_dem_charts(summary_stats_results, cumulative_data_dict, formatted_lates
         display(Markdown(f"## \n ## COVID vaccination rollout among **{k}** population up to {formatted_latest_date}{org_string}"))
 
         # get the overall vaccination rate among relevant group and strip out the text to get the number (should be within 0 - 100)
-        overall_rate = float(summary_stats_results[f"**{k}** population receiving first dose"].split(" ")[1][3:7])
+        overall_rate = float(summary_stats_results[f"{k}"][0:4])
     
         out=cumulative_data_dict[k]
         
diff --git a/notebooks/opensafely_vaccine_report_overall.ipynb b/notebooks/opensafely_vaccine_report_overall.ipynb
index 8cd44d0..8263307 100644
--- a/notebooks/opensafely_vaccine_report_overall.ipynb
+++ b/notebooks/opensafely_vaccine_report_overall.ipynb
@@ -26,7 +26,7 @@
     {
      "data": {
       "text/markdown": [
-       "### Report last updated **06 Apr 2021**"
+       "### Report last updated **12 Apr 2021**"
       ],
       "text/plain": [
        "<IPython.core.display.Markdown object>"
@@ -99,119 +99,122 @@
    "outputs": [
     {
      "data": {
-      "text/markdown": [
-       "### As at 30 Mar 2021: "
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**Total** population receiving first dose in TPP: 19,999; second dose: 4,998"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**80+** population receiving first dose: 854 (**40.1%** of 2,121); second dose: 217 (**10.1%** of 2,121)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**70-79** population receiving first dose: 1,414 (**39.5%** of 3,570); second dose: 343 (**9.6%** of 3,570)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**care home** population receiving first dose: 546 (**40.0%** of 1,372); second dose: 147 (**10.6%** of 1,372)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**shielding (aged 16-69)** population receiving first dose: 154 (**37.0%** of 413); second dose: 42 (**10.2%** of 413)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**65-69** population receiving first dose: 903 (**41.1%** of 2,191); second dose: 210 (**9.6%** of 2,191)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**LD (aged 16-64)** population receiving first dose: 322 (**41.3%** of 784); second dose: 84 (**10.3%** of 784)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**60-64** population receiving first dose: 1,043 (**39.7%** of 2,632); second dose: 294 (**11.2%** of 2,632)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**55-59** population receiving first dose: 1,302 (**41.5%** of 3,136); second dose: 315 (**10.0%** of 3,136)"
+      "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>first dose as at 30 Mar 2021</th>\n",
+       "      <th>second dose as at 30 Mar 2021</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Group</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Total vaccinated in TPP</th>\n",
+       "      <td>19,999</td>\n",
+       "      <td>4,998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80+</th>\n",
+       "      <td>40.1% (854 of 2,121)</td>\n",
+       "      <td>10.1% (217 of 2,121)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70-79</th>\n",
+       "      <td>39.5% (1,414 of 3,570)</td>\n",
+       "      <td>9.6% (343 of 3,570)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>care home</th>\n",
+       "      <td>40.0% (546 of 1,372)</td>\n",
+       "      <td>10.6% (147 of 1,372)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>shielding (aged 16-69)</th>\n",
+       "      <td>37.0% (154 of 413)</td>\n",
+       "      <td>10.2% (42 of 413)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65-69</th>\n",
+       "      <td>41.1% (903 of 2,191)</td>\n",
+       "      <td>9.6% (210 of 2,191)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>LD (aged 16-64)</th>\n",
+       "      <td>41.3% (322 of 784)</td>\n",
+       "      <td>10.3% (84 of 784)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60-64</th>\n",
+       "      <td>39.7% (1,043 of 2,632)</td>\n",
+       "      <td>11.2% (294 of 2,632)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55-59</th>\n",
+       "      <td>41.5% (1,302 of 3,136)</td>\n",
+       "      <td>10.0% (315 of 3,136)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50-54</th>\n",
+       "      <td>38.3% (1,309 of 3,409)</td>\n",
+       "      <td>9.7% (329 of 3,409)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16-49, not in other eligible groups shown</th>\n",
+       "      <td>12,159</td>\n",
+       "      <td>3,024</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
       ],
       "text/plain": [
-       "<IPython.core.display.Markdown object>"
+       "                                          first dose as at 30 Mar 2021  \\\n",
+       "Group                                                                    \n",
+       "Total vaccinated in TPP                                         19,999   \n",
+       "80+                                               40.1% (854 of 2,121)   \n",
+       "70-79                                           39.5% (1,414 of 3,570)   \n",
+       "care home                                         40.0% (546 of 1,372)   \n",
+       "shielding (aged 16-69)                              37.0% (154 of 413)   \n",
+       "65-69                                             41.1% (903 of 2,191)   \n",
+       "LD (aged 16-64)                                     41.3% (322 of 784)   \n",
+       "60-64                                           39.7% (1,043 of 2,632)   \n",
+       "55-59                                           41.5% (1,302 of 3,136)   \n",
+       "50-54                                           38.3% (1,309 of 3,409)   \n",
+       "16-49, not in other eligible groups shown                       12,159   \n",
+       "\n",
+       "                                          second dose as at 30 Mar 2021  \n",
+       "Group                                                                    \n",
+       "Total vaccinated in TPP                                           4,998  \n",
+       "80+                                                10.1% (217 of 2,121)  \n",
+       "70-79                                               9.6% (343 of 3,570)  \n",
+       "care home                                          10.6% (147 of 1,372)  \n",
+       "shielding (aged 16-69)                                10.2% (42 of 413)  \n",
+       "65-69                                               9.6% (210 of 2,191)  \n",
+       "LD (aged 16-64)                                       10.3% (84 of 784)  \n",
+       "60-64                                              11.2% (294 of 2,632)  \n",
+       "55-59                                              10.0% (315 of 3,136)  \n",
+       "50-54                                               9.7% (329 of 3,409)  \n",
+       "16-49, not in other eligible groups shown                         3,024  "
       ]
      },
      "metadata": {},
@@ -220,7 +223,9 @@
     {
      "data": {
       "text/markdown": [
-       "**under 55s, not in other eligible groups shown** population receiving first dose: 13,468; second dose: 3,353"
+       "##### \n",
+       "**NB** Patient counts are rounded to nearest 7\n",
+       "##### \n"
       ],
       "text/plain": [
        "<IPython.core.display.Markdown object>"
@@ -232,7 +237,7 @@
     {
      "data": {
       "text/markdown": [
-       "#### Vaccine types and second doses: "
+       "### Vaccine types and second doses"
       ],
       "text/plain": [
        "<IPython.core.display.Markdown object>"
@@ -244,7 +249,7 @@
     {
      "data": {
       "text/markdown": [
-       "Second doses (% of all vaccinated): 4,998 (25.0%)"
+       "Second doses (% of all vaccinated): **25.0%** (4,998)\n"
       ],
       "text/plain": [
        "<IPython.core.display.Markdown object>"
@@ -256,7 +261,7 @@
     {
      "data": {
       "text/markdown": [
-       "Oxford-AZ vaccines (% of all first doses): 0 (0.0%)"
+       "Oxford-AZ vaccines (% of all first doses): **0.0%** (0)\n"
       ],
       "text/plain": [
        "<IPython.core.display.Markdown object>"
@@ -269,19 +274,6 @@
      "data": {
       "text/markdown": [
        "##### \n",
-       "**NB** Patient counts are rounded to nearest 7\n",
-       "##### \n"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
        "### Group definitions \n",
        " - The **care home** group is defined based on patients having one of [these codes](https://codelists.opensafely.org/codelist/primis-covid19-vacc-uptake/longres/v1/).\n",
        "\n",
@@ -301,24 +293,29 @@
    ],
    "source": [
     "import json\n",
-    "summary_stats_1 = json.load(open(os.path.join(\"..\", \"interim-outputs\",\"text\", \"summary_stats_first_dose.txt\")))\n",
-    "summary_stats_2 = json.load(open(os.path.join(\"..\", \"interim-outputs\",\"text\", \"summary_stats_second_dose.txt\")))\n",
+    "summary_stats_1 = pd.read_csv(os.path.join(\"..\", \"interim-outputs\",\"text\", \"summary_stats_first_dose.txt\")).set_index(\"Unnamed: 0\")\n",
+    "summary_stats_2 = pd.read_csv(os.path.join(\"..\", \"interim-outputs\",\"text\", \"summary_stats_second_dose.txt\")).set_index(\"Unnamed: 0\")\n",
+    "additional_stats = pd.read_csv(os.path.join(\"..\", \"interim-outputs\",\"text\", \"additional_stats_first_dose.txt\")).set_index(\"Unnamed: 0\")\n",
     "\n",
+    "out = summary_stats_1.join(summary_stats_2)\n",
+    "out.index = out.index.rename(\"Group\")\n",
+    "display(out)\n",
     "\n",
-    "for x in summary_stats_1.keys():\n",
-    "    if \"population receiving first dose\" in x:\n",
-    "        x2 = x.replace(\"first\", \"second\")\n",
-    "        display(Markdown(f\"{x}: {summary_stats_1[x]}; second dose: {summary_stats_2[x2]}\"))\n",
-    "    else:\n",
-    "        if \"Moderna\" not in x:    \n",
-    "            display(Markdown(f\"{x}: {summary_stats_1[x]}\"))\n",
-    "    \n",
-    "    \n",
     "display(Markdown(f\"##### \\n\" \n",
     "                 \"**NB** Patient counts are rounded to nearest 7\\n\"\n",
     "                \"##### \\n\" ))\n",
     "\n",
-    "display(Markdown(f\"### Group definitions \\n - The **care home** group is defined based on patients having one of [these codes](https://codelists.opensafely.org/codelist/primis-covid19-vacc-uptake/longres/v1/).\\n\"\n",
+    "display(Markdown(f\"### Vaccine types and second doses\" ))\n",
+    "\n",
+    "for x in additional_stats.index:\n",
+    "    if \"Moderna\" not in x:    \n",
+    "        display(Markdown(f\"{x}: {additional_stats.loc[x][0]}\\n\"))\n",
+    "    \n",
+    "    \n",
+    "\n",
+    "\n",
+    "display(Markdown(f\"##### \\n\"\n",
+    "                 \"### Group definitions \\n - The **care home** group is defined based on patients having one of [these codes](https://codelists.opensafely.org/codelist/primis-covid19-vacc-uptake/longres/v1/).\\n\"\n",
     "                 \"\\n- The **shielding** group is defined based on patients having one of [these codes](https://codelists.opensafely.org/codelist/primis-covid19-vacc-uptake/shield/v1/) \\\n",
     "                 provided it was not superceded by one of [these codes](https://codelists.opensafely.org/codelist/primis-covid19-vacc-uptake/nonshield/v1/).\\n\"                \n",
     "                \"\\n- The **LD** (learning disability) group is defined based on [this](https://codelists.opensafely.org/codelist/primis-covid19-vacc-uptake/learndis/v1/)\\\n",
@@ -344,7 +341,7 @@
     {
      "data": {
       "image/svg+xml": [
-       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" height=\"305.930313pt\" version=\"1.1\" viewBox=\"0 0 686.807625 305.930313\" width=\"686.807625pt\">\n",
+       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" height=\"305.930313pt\" version=\"1.1\" viewBox=\"0 0 665.465437 305.930313\" width=\"665.465437pt\">\n",
        " <defs>\n",
        "  <style type=\"text/css\">\n",
        "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
@@ -352,7 +349,7 @@
        " </defs>\n",
        " <g id=\"figure_1\">\n",
        "  <g id=\"patch_1\">\n",
-       "   <path d=\"M 0 305.930313  L 686.807625 305.930313  L 686.807625 0  L 0 0  z \" style=\"fill:#ffffff;\"/>\n",
+       "   <path d=\"M 0 305.930313  L 665.465437 305.930313  L 665.465437 0  L 0 0  z \" style=\"fill:#ffffff;\"/>\n",
        "  </g>\n",
        "  <g id=\"axes_1\">\n",
        "   <g id=\"patch_2\">\n",
@@ -362,10 +359,10 @@
        "    <g id=\"xtick_1\">\n",
        "     <g id=\"line2d_1\">\n",
        "      <defs>\n",
-       "       <path d=\"M 0 0  L 0 3.5  \" id=\"mbf81eca457\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n",
+       "       <path d=\"M 0 0  L 0 3.5  \" id=\"m371312481f\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n",
        "      </defs>\n",
        "      <g>\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"78.086932\" xlink:href=\"#mbf81eca457\" y=\"242.7975\"/>\n",
+       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"78.086932\" xlink:href=\"#m371312481f\" y=\"242.7975\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_1\">\n",
@@ -391,7 +388,7 @@
        "    <g id=\"xtick_2\">\n",
        "     <g id=\"line2d_2\">\n",
        "      <g>\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"132.927227\" xlink:href=\"#mbf81eca457\" y=\"242.7975\"/>\n",
+       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"132.927227\" xlink:href=\"#m371312481f\" y=\"242.7975\"/>\n",
        "      </g>\n",
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        "     <g id=\"text_2\">\n",
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-       "    <g id=\"text_25\">\n",
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-       "    <g id=\"text_26\">\n",
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-       "    <g id=\"text_28\">\n",
+       "    <g id=\"line2d_48\"/>\n",
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    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# \n",
-    "## Vaccination rates of each eligible population group, according to demographic/clinical features  <a name='tables' />"
+    "## \n",
+    "## Trends in vaccination rates of 50-54 population according to demographic/clinical features, cumulatively by day. <a name='charts50' />\n",
+    "**\\*National rate calculated as at latest date for vaccinations recorded across all TPP practices.**"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/markdown": [
-       "## \n",
-       " ## Cumulative vaccination figures among 80+ population \n",
-       " Please refer to footnotes below table for information."
+       "## 50-54 population"
       ],
       "text/plain": [
        "<IPython.core.display.Markdown object>"
@@ -29387,507 +29399,4360 @@
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-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th>Vaccinated at 30 Mar (n)</th>\n",
-       "      <th>Vaccinated at 30 Mar (%)</th>\n",
-       "      <th>Total eligible</th>\n",
-       "      <th>Previous week's vaccination coverage (%)</th>\n",
-       "      <th>Vaccinated over last 7d (%)</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Category</th>\n",
-       "      <th>Group</th>\n",
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-       "    <tr>\n",
-       "      <th>overall</th>\n",
-       "      <th>overall</th>\n",
-       "      <td>851</td>\n",
-       "      <td>40.1</td>\n",
-       "      <td>2121</td>\n",
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-       "      <th rowspan=\"2\" valign=\"top\">Sex</th>\n",
-       "      <th>F</th>\n",
-       "      <td>455</td>\n",
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-       "      <td>1106</td>\n",
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-       "      <th>M</th>\n",
-       "      <td>399</td>\n",
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-       "      <td>1015</td>\n",
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-       "      <th rowspan=\"16\" valign=\"top\">Age band</th>\n",
-       "      <th>0</th>\n",
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-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"6\" valign=\"top\">Ethnicity (broad categories)</th>\n",
-       "      <th>Black</th>\n",
-       "      <td>140</td>\n",
-       "      <td>36.4</td>\n",
-       "      <td>385</td>\n",
-       "      <td>34.5</td>\n",
-       "      <td>1.9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Mixed</th>\n",
-       "      <td>140</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>350</td>\n",
-       "      <td>36.0</td>\n",
-       "      <td>4.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Other</th>\n",
-       "      <td>140</td>\n",
-       "      <td>39.2</td>\n",
-       "      <td>357</td>\n",
-       "      <td>37.3</td>\n",
-       "      <td>1.9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>South Asian</th>\n",
-       "      <td>161</td>\n",
-       "      <td>41.8</td>\n",
-       "      <td>385</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>1.8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Unknown</th>\n",
-       "      <td>119</td>\n",
-       "      <td>38.6</td>\n",
-       "      <td>308</td>\n",
-       "      <td>36.4</td>\n",
-       "      <td>2.2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>White</th>\n",
-       "      <td>147</td>\n",
-       "      <td>43.8</td>\n",
-       "      <td>336</td>\n",
-       "      <td>41.7</td>\n",
-       "      <td>2.1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"17\" valign=\"top\">ethnicity 16 groups</th>\n",
-       "      <th>African</th>\n",
-       "      <td>56</td>\n",
-       "      <td>44.4</td>\n",
-       "      <td>126</td>\n",
-       "      <td>38.9</td>\n",
-       "      <td>5.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Bangladeshi or British Bangladeshi</th>\n",
-       "      <td>42</td>\n",
-       "      <td>42.9</td>\n",
-       "      <td>98</td>\n",
-       "      <td>42.9</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Caribbean</th>\n",
-       "      <td>42</td>\n",
-       "      <td>42.9</td>\n",
-       "      <td>98</td>\n",
-       "      <td>35.7</td>\n",
-       "      <td>7.2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Chinese</th>\n",
-       "      <td>42</td>\n",
-       "      <td>37.5</td>\n",
-       "      <td>112</td>\n",
-       "      <td>37.5</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Other</th>\n",
-       "      <td>49</td>\n",
-       "      <td>41.2</td>\n",
-       "      <td>119</td>\n",
-       "      <td>35.3</td>\n",
-       "      <td>5.9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Other Asian</th>\n",
-       "      <td>49</td>\n",
-       "      <td>41.2</td>\n",
-       "      <td>119</td>\n",
-       "      <td>35.3</td>\n",
-       "      <td>5.9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>British or Mixed British</th>\n",
-       "      <td>49</td>\n",
-       "      <td>41.2</td>\n",
-       "      <td>119</td>\n",
-       "      <td>35.3</td>\n",
-       "      <td>5.9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Indian or British Indian</th>\n",
-       "      <td>49</td>\n",
-       "      <td>36.8</td>\n",
-       "      <td>133</td>\n",
-       "      <td>36.8</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Irish</th>\n",
-       "      <td>35</td>\n",
-       "      <td>33.3</td>\n",
-       "      <td>105</td>\n",
-       "      <td>33.3</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Other Black</th>\n",
-       "      <td>56</td>\n",
-       "      <td>50.0</td>\n",
-       "      <td>112</td>\n",
-       "      <td>43.8</td>\n",
-       "      <td>6.2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Other White</th>\n",
-       "      <td>56</td>\n",
-       "      <td>42.1</td>\n",
-       "      <td>133</td>\n",
-       "      <td>36.8</td>\n",
-       "      <td>5.3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Other mixed</th>\n",
-       "      <td>42</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>105</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Pakistani or British Pakistani</th>\n",
-       "      <td>35</td>\n",
-       "      <td>35.7</td>\n",
-       "      <td>98</td>\n",
-       "      <td>28.6</td>\n",
-       "      <td>7.1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Unknown</th>\n",
-       "      <td>119</td>\n",
-       "      <td>40.5</td>\n",
-       "      <td>294</td>\n",
-       "      <td>35.7</td>\n",
-       "      <td>4.8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>White + Asian</th>\n",
-       "      <td>42</td>\n",
-       "      <td>37.5</td>\n",
-       "      <td>112</td>\n",
-       "      <td>37.5</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>White + Black African</th>\n",
-       "      <td>56</td>\n",
-       "      <td>44.4</td>\n",
-       "      <td>126</td>\n",
-       "      <td>44.4</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>White + Black Caribbean</th>\n",
-       "      <td>42</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>105</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"6\" valign=\"top\">Index of Multiple Deprivation (quintiles)</th>\n",
-       "      <th>1 Most deprived</th>\n",
-       "      <td>168</td>\n",
-       "      <td>39.3</td>\n",
-       "      <td>427</td>\n",
-       "      <td>36.1</td>\n",
-       "      <td>3.2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>168</td>\n",
-       "      <td>42.1</td>\n",
-       "      <td>399</td>\n",
-       "      <td>40.4</td>\n",
-       "      <td>1.7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>175</td>\n",
-       "      <td>43.1</td>\n",
-       "      <td>406</td>\n",
-       "      <td>39.7</td>\n",
-       "      <td>3.4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>168</td>\n",
-       "      <td>42.1</td>\n",
-       "      <td>399</td>\n",
-       "      <td>38.6</td>\n",
-       "      <td>3.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5 Least deprived</th>\n",
-       "      <td>147</td>\n",
-       "      <td>38.2</td>\n",
-       "      <td>385</td>\n",
-       "      <td>34.5</td>\n",
-       "      <td>3.7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Unknown</th>\n",
-       "      <td>28</td>\n",
-       "      <td>26.7</td>\n",
-       "      <td>105</td>\n",
-       "      <td>26.7</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">BMI</th>\n",
-       "      <th>30+</th>\n",
-       "      <td>259</td>\n",
-       "      <td>38.9</td>\n",
-       "      <td>665</td>\n",
-       "      <td>36.8</td>\n",
-       "      <td>2.1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>under 30</th>\n",
-       "      <td>595</td>\n",
-       "      <td>40.9</td>\n",
-       "      <td>1456</td>\n",
-       "      <td>37.5</td>\n",
-       "      <td>3.4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">Chronic cardiac disease</th>\n",
-       "      <th>no</th>\n",
-       "      <td>840</td>\n",
-       "      <td>40.1</td>\n",
-       "      <td>2093</td>\n",
-       "      <td>37.5</td>\n",
-       "      <td>2.6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>yes</th>\n",
-       "      <td>7</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>28</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">Current COPD</th>\n",
-       "      <th>no</th>\n",
-       "      <td>847</td>\n",
-       "      <td>40.2</td>\n",
-       "      <td>2107</td>\n",
-       "      <td>37.5</td>\n",
-       "      <td>2.7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>yes</th>\n",
-       "      <td>0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>14</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">Dialysis</th>\n",
-       "      <th>no</th>\n",
-       "      <td>840</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>2100</td>\n",
-       "      <td>37.3</td>\n",
-       "      <td>2.7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>yes</th>\n",
-       "      <td>7</td>\n",
-       "      <td>33.3</td>\n",
-       "      <td>21</td>\n",
-       "      <td>33.3</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">DMARDs</th>\n",
-       "      <th>no</th>\n",
-       "      <td>847</td>\n",
-       "      <td>40.3</td>\n",
-       "      <td>2100</td>\n",
+      "text/markdown": [
+       "### COVID vaccinations among 50-54 population\n",
+       " ### by Sex"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
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+       "    </g>\n",
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+       "     <g id=\"text_4\">\n",
+       "      <!-- 07 Feb -->\n",
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+       "      <!-- 27 Feb -->\n",
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+       "### COVID vaccinations among 50-54 population\n",
+       " ### by Ethnicity (broad categories)"
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+       "    </g>\n",
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+       "      <!-- 29 Dec -->\n",
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+       "     <g id=\"text_3\">\n",
+       "      <!-- 18 Jan -->\n",
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+       "      <!-- 07 Feb -->\n",
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+       "### COVID vaccinations among 50-54 population\n",
+       " ### by Index of Multiple Deprivation (quintiles)"
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+       "      </defs>\n",
+       "      <g transform=\"translate(203.267973 239.238437)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-48\"/>\n",
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+       "       <use x=\"277.998047\" xlink:href=\"#DejaVuSans-98\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_5\">\n",
+       "     <g id=\"line2d_5\">\n",
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+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_5\">\n",
+       "      <!-- 27 Feb -->\n",
+       "      <g transform=\"translate(258.108267 239.238437)scale(0.1 -0.1)\">\n",
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+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_6\">\n",
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+       "      <g>\n",
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+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_6\">\n",
+       "      <!-- 19 Mar -->\n",
+       "      <defs>\n",
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+       "      </defs>\n",
+       "      <g transform=\"translate(312.637625 239.238437)scale(0.1 -0.1)\">\n",
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+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"text_7\">\n",
+       "     <!-- Date vaccinated -->\n",
+       "     <defs>\n",
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+       "     <g transform=\"translate(167.108594 252.916562)scale(0.1 -0.1)\">\n",
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+       "     </g>\n",
+       "    </g>\n",
+       "   </g>\n",
+       "   <g id=\"matplotlib.axis_2\">\n",
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+       "     <g id=\"text_8\">\n",
+       "      <!-- 0 -->\n",
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+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"ytick_2\">\n",
+       "     <g id=\"line2d_8\">\n",
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+       "     <g id=\"text_9\">\n",
+       "      <!-- 10 -->\n",
+       "      <g transform=\"translate(20.878125 172.442965)scale(0.1 -0.1)\">\n",
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+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
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+       "      <!-- 20 -->\n",
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+       "    </g>\n",
+       "    <g id=\"ytick_4\">\n",
+       "     <g id=\"line2d_10\">\n",
+       "      <g>\n",
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+       "     <g id=\"text_11\">\n",
+       "      <!-- 30 -->\n",
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+       "      <g transform=\"translate(20.878125 79.358282)scale(0.1 -0.1)\">\n",
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+       "      <!-- 40 -->\n",
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+       "      <g transform=\"translate(20.878125 32.815941)scale(0.1 -0.1)\">\n",
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+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"text_13\">\n",
+       "     <!-- Percent vaccinated (cumulative) -->\n",
+       "     <defs>\n",
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+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "### COVID vaccinations among 50-54 population\n",
+       " ### by BMI"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
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+       "      <!-- 29 Dec -->\n",
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+       "      <!-- 07 Feb -->\n",
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+       "      <!-- 27 Feb -->\n",
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+     "data": {
+      "text/markdown": [
+       "### COVID vaccinations among 50-54 population\n",
+       " ### by Chronic cardiac disease"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
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+       "       <path d=\"M 54.890625 33.015625  L 54.890625 0  L 45.90625 0  L 45.90625 32.71875  Q 45.90625 40.484375 42.875 44.328125  Q 39.84375 48.1875 33.796875 48.1875  Q 26.515625 48.1875 22.3125 43.546875  Q 18.109375 38.921875 18.109375 30.90625  L 18.109375 0  L 9.078125 0  L 9.078125 54.6875  L 18.109375 54.6875  L 18.109375 46.1875  Q 21.34375 51.125 25.703125 53.5625  Q 30.078125 56 35.796875 56  Q 45.21875 56 50.046875 50.171875  Q 54.890625 44.34375 54.890625 33.015625  z \" id=\"DejaVuSans-110\"/>\n",
+       "      </defs>\n",
+       "      <g transform=\"translate(149.842521 239.238437)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-49\"/>\n",
+       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-56\"/>\n",
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+       "       <use x=\"249.804688\" xlink:href=\"#DejaVuSans-110\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_4\">\n",
+       "     <g id=\"line2d_4\">\n",
+       "      <g>\n",
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+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_4\">\n",
+       "      <!-- 07 Feb -->\n",
+       "      <defs>\n",
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+       "       <path d=\"M 9.8125 72.90625  L 51.703125 72.90625  L 51.703125 64.59375  L 19.671875 64.59375  L 19.671875 43.109375  L 48.578125 43.109375  L 48.578125 34.8125  L 19.671875 34.8125  L 19.671875 0  L 9.8125 0  z \" id=\"DejaVuSans-70\"/>\n",
+       "       <path d=\"M 48.6875 27.296875  Q 48.6875 37.203125 44.609375 42.84375  Q 40.53125 48.484375 33.40625 48.484375  Q 26.265625 48.484375 22.1875 42.84375  Q 18.109375 37.203125 18.109375 27.296875  Q 18.109375 17.390625 22.1875 11.75  Q 26.265625 6.109375 33.40625 6.109375  Q 40.53125 6.109375 44.609375 11.75  Q 48.6875 17.390625 48.6875 27.296875  z M 18.109375 46.390625  Q 20.953125 51.265625 25.265625 53.625  Q 29.59375 56 35.59375 56  Q 45.5625 56 51.78125 48.09375  Q 58.015625 40.1875 58.015625 27.296875  Q 58.015625 14.40625 51.78125 6.484375  Q 45.5625 -1.421875 35.59375 -1.421875  Q 29.59375 -1.421875 25.265625 0.953125  Q 20.953125 3.328125 18.109375 8.203125  L 18.109375 0  L 9.078125 0  L 9.078125 75.984375  L 18.109375 75.984375  z \" id=\"DejaVuSans-98\"/>\n",
+       "      </defs>\n",
+       "      <g transform=\"translate(203.267973 239.238437)scale(0.1 -0.1)\">\n",
+       "       <use xlink:href=\"#DejaVuSans-48\"/>\n",
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+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_5\">\n",
+       "     <g id=\"line2d_5\">\n",
+       "      <g>\n",
+       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"275.182486\" xlink:href=\"#mf73a5ae600\" y=\"224.64\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_5\">\n",
+       "      <!-- 27 Feb -->\n",
+       "      <g transform=\"translate(258.108267 239.238437)scale(0.1 -0.1)\">\n",
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+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_6\">\n",
+       "     <g id=\"line2d_6\">\n",
+       "      <g>\n",
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+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_6\">\n",
+       "      <!-- 19 Mar -->\n",
+       "      <defs>\n",
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+       "      </defs>\n",
+       "      <g transform=\"translate(312.637625 239.238437)scale(0.1 -0.1)\">\n",
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+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"text_7\">\n",
+       "     <!-- Date vaccinated -->\n",
+       "     <defs>\n",
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+       "     </defs>\n",
+       "     <g transform=\"translate(167.108594 252.916562)scale(0.1 -0.1)\">\n",
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+       "     </g>\n",
+       "    </g>\n",
+       "   </g>\n",
+       "   <g id=\"matplotlib.axis_2\">\n",
+       "    <g id=\"ytick_1\">\n",
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+       "      <defs>\n",
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+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_8\">\n",
+       "      <!-- 0 -->\n",
+       "      <g transform=\"translate(27.240625 218.985306)scale(0.1 -0.1)\">\n",
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+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"ytick_2\">\n",
+       "     <g id=\"line2d_8\">\n",
+       "      <g>\n",
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+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_9\">\n",
+       "      <!-- 10 -->\n",
+       "      <g transform=\"translate(20.878125 171.71574)scale(0.1 -0.1)\">\n",
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+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"ytick_3\">\n",
+       "     <g id=\"line2d_9\">\n",
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+       "      <!-- 20 -->\n",
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+       "    </g>\n",
+       "    <g id=\"ytick_4\">\n",
+       "     <g id=\"line2d_10\">\n",
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+       "      <!-- 30 -->\n",
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+       "      <g transform=\"translate(20.878125 77.17661)scale(0.1 -0.1)\">\n",
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+       "    </g>\n",
+       "    <g id=\"ytick_5\">\n",
+       "     <g id=\"line2d_11\">\n",
+       "      <g>\n",
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+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_12\">\n",
+       "      <!-- 40 -->\n",
+       "      <defs>\n",
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+       "      <g transform=\"translate(20.878125 29.907045)scale(0.1 -0.1)\">\n",
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+       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n",
+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"text_13\">\n",
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+      "text/markdown": [
+       "### COVID vaccinations among 50-54 population\n",
+       " ### by Current COPD"
+      ],
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+       "<IPython.core.display.Markdown object>"
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+       "     </g>\n",
+       "    </g>\n",
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+       "     <g id=\"text_6\">\n",
+       "      <!-- 19 Mar -->\n",
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+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"text_7\">\n",
+       "     <!-- Date vaccinated -->\n",
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+       "    </g>\n",
+       "    <g id=\"ytick_3\">\n",
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+       "### COVID vaccinations among 50-54 population\n",
+       " ### by Psychosis, schizophrenia, or bipolar"
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+       "      <g transform=\"translate(38.193963 239.238437)scale(0.1 -0.1)\">\n",
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+       "      </g>\n",
+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_2\">\n",
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+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_2\">\n",
+       "      <!-- 29 Dec -->\n",
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+       "      <g transform=\"translate(93.034258 239.238437)scale(0.1 -0.1)\">\n",
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+       "    </g>\n",
+       "    <g id=\"xtick_3\">\n",
+       "     <g id=\"line2d_3\">\n",
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+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_3\">\n",
+       "      <!-- 18 Jan -->\n",
+       "      <defs>\n",
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+       "      </defs>\n",
+       "      <g transform=\"translate(149.842521 239.238437)scale(0.1 -0.1)\">\n",
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+       "     </g>\n",
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+       "      </g>\n",
+       "     </g>\n",
+       "     <g id=\"text_4\">\n",
+       "      <!-- 07 Feb -->\n",
+       "      <defs>\n",
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+       "      <g transform=\"translate(203.267973 239.238437)scale(0.1 -0.1)\">\n",
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+       "     </g>\n",
+       "    </g>\n",
+       "    <g id=\"xtick_5\">\n",
+       "     <g id=\"line2d_5\">\n",
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+       "     <g id=\"text_5\">\n",
+       "      <!-- 27 Feb -->\n",
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+       "     <!-- Date vaccinated -->\n",
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+       "### COVID vaccinations among 50-54 population\n",
+       " ### by SSRI (last 12 months)"
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+       "      <!-- 29 Dec -->\n",
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+       "     <g id=\"text_3\">\n",
+       "      <!-- 18 Jan -->\n",
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+       "      <!-- 07 Feb -->\n",
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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "display(Markdown(\"## 50-54 population\"))\n",
+    "chartlist2 = find_and_sort_filenames(foldername=\"figures\", population_subset=\"50-54\",\n",
+    "                                        files_to_exclude=[\"Cumulative vaccination figures.svg\"])\n",
+    "    \n",
+    "for item in chartlist2:\n",
+    "    show_chart(item)    "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# \n",
+    "## Vaccination rates of each eligible population group, according to demographic/clinical features  <a name='tables' />"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "## \n",
+       " ## Cumulative vaccination figures among 80+ population \n",
+       " Please refer to footnotes below table for information."
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "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></th>\n",
+       "      <th>Vaccinated at 30 Mar (n)</th>\n",
+       "      <th>Vaccinated at 30 Mar (%)</th>\n",
+       "      <th>Total eligible</th>\n",
+       "      <th>Previous week's vaccination coverage (%)</th>\n",
+       "      <th>Vaccinated over last 7d (%)</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Category</th>\n",
+       "      <th>Group</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>overall</th>\n",
+       "      <th>overall</th>\n",
+       "      <td>851</td>\n",
+       "      <td>40.1</td>\n",
+       "      <td>2121</td>\n",
+       "      <td>37.4</td>\n",
+       "      <td>2.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Sex</th>\n",
+       "      <th>F</th>\n",
+       "      <td>455</td>\n",
+       "      <td>41.1</td>\n",
+       "      <td>1106</td>\n",
+       "      <td>38.6</td>\n",
+       "      <td>2.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>M</th>\n",
+       "      <td>399</td>\n",
+       "      <td>39.3</td>\n",
+       "      <td>1015</td>\n",
+       "      <td>36.6</td>\n",
+       "      <td>2.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"16\" valign=\"top\">Age band</th>\n",
+       "      <th>0</th>\n",
+       "      <td>56</td>\n",
+       "      <td>44.4</td>\n",
+       "      <td>126</td>\n",
+       "      <td>38.9</td>\n",
+       "      <td>5.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0-15</th>\n",
+       "      <td>56</td>\n",
+       "      <td>38.1</td>\n",
+       "      <td>147</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>4.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16-29</th>\n",
+       "      <td>56</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>140</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30-34</th>\n",
+       "      <td>49</td>\n",
+       "      <td>36.8</td>\n",
+       "      <td>133</td>\n",
+       "      <td>36.8</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35-39</th>\n",
+       "      <td>35</td>\n",
+       "      <td>27.8</td>\n",
+       "      <td>126</td>\n",
+       "      <td>27.8</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40-44</th>\n",
+       "      <td>42</td>\n",
+       "      <td>35.3</td>\n",
+       "      <td>119</td>\n",
+       "      <td>29.4</td>\n",
+       "      <td>5.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45-49</th>\n",
+       "      <td>56</td>\n",
+       "      <td>44.4</td>\n",
+       "      <td>126</td>\n",
+       "      <td>44.4</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50-54</th>\n",
+       "      <td>56</td>\n",
+       "      <td>42.1</td>\n",
+       "      <td>133</td>\n",
+       "      <td>42.1</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55-59</th>\n",
+       "      <td>49</td>\n",
+       "      <td>38.9</td>\n",
+       "      <td>126</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>5.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60-64</th>\n",
+       "      <td>49</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>140</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65-69</th>\n",
+       "      <td>70</td>\n",
+       "      <td>52.6</td>\n",
+       "      <td>133</td>\n",
+       "      <td>47.4</td>\n",
+       "      <td>5.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70-74</th>\n",
+       "      <td>63</td>\n",
+       "      <td>42.9</td>\n",
+       "      <td>147</td>\n",
+       "      <td>38.1</td>\n",
+       "      <td>4.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75-79</th>\n",
+       "      <td>56</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>140</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80-84</th>\n",
+       "      <td>56</td>\n",
+       "      <td>47.1</td>\n",
+       "      <td>119</td>\n",
+       "      <td>41.2</td>\n",
+       "      <td>5.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85-89</th>\n",
+       "      <td>49</td>\n",
+       "      <td>38.9</td>\n",
+       "      <td>126</td>\n",
+       "      <td>38.9</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>90+</th>\n",
+       "      <td>63</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>140</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"6\" valign=\"top\">Ethnicity (broad categories)</th>\n",
+       "      <th>Black</th>\n",
+       "      <td>140</td>\n",
+       "      <td>36.4</td>\n",
+       "      <td>385</td>\n",
+       "      <td>34.5</td>\n",
+       "      <td>1.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mixed</th>\n",
+       "      <td>140</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>350</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other</th>\n",
+       "      <td>140</td>\n",
+       "      <td>39.2</td>\n",
+       "      <td>357</td>\n",
+       "      <td>37.3</td>\n",
+       "      <td>1.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>South Asian</th>\n",
+       "      <td>161</td>\n",
+       "      <td>41.8</td>\n",
+       "      <td>385</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>1.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Unknown</th>\n",
+       "      <td>119</td>\n",
+       "      <td>38.6</td>\n",
+       "      <td>308</td>\n",
+       "      <td>36.4</td>\n",
+       "      <td>2.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>White</th>\n",
+       "      <td>147</td>\n",
+       "      <td>43.8</td>\n",
+       "      <td>336</td>\n",
+       "      <td>41.7</td>\n",
+       "      <td>2.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"17\" valign=\"top\">ethnicity 16 groups</th>\n",
+       "      <th>African</th>\n",
+       "      <td>56</td>\n",
+       "      <td>44.4</td>\n",
+       "      <td>126</td>\n",
+       "      <td>38.9</td>\n",
+       "      <td>5.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bangladeshi or British Bangladeshi</th>\n",
+       "      <td>42</td>\n",
+       "      <td>42.9</td>\n",
+       "      <td>98</td>\n",
+       "      <td>42.9</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Caribbean</th>\n",
+       "      <td>42</td>\n",
+       "      <td>42.9</td>\n",
+       "      <td>98</td>\n",
+       "      <td>35.7</td>\n",
+       "      <td>7.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Chinese</th>\n",
+       "      <td>42</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>112</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other</th>\n",
+       "      <td>49</td>\n",
+       "      <td>41.2</td>\n",
+       "      <td>119</td>\n",
+       "      <td>35.3</td>\n",
+       "      <td>5.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other Asian</th>\n",
+       "      <td>49</td>\n",
+       "      <td>41.2</td>\n",
+       "      <td>119</td>\n",
+       "      <td>35.3</td>\n",
+       "      <td>5.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>British or Mixed British</th>\n",
+       "      <td>49</td>\n",
+       "      <td>41.2</td>\n",
+       "      <td>119</td>\n",
+       "      <td>35.3</td>\n",
+       "      <td>5.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Indian or British Indian</th>\n",
+       "      <td>49</td>\n",
+       "      <td>36.8</td>\n",
+       "      <td>133</td>\n",
+       "      <td>36.8</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Irish</th>\n",
+       "      <td>35</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>105</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other Black</th>\n",
+       "      <td>56</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>112</td>\n",
+       "      <td>43.8</td>\n",
+       "      <td>6.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other White</th>\n",
+       "      <td>56</td>\n",
+       "      <td>42.1</td>\n",
+       "      <td>133</td>\n",
+       "      <td>36.8</td>\n",
+       "      <td>5.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other mixed</th>\n",
+       "      <td>42</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>105</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Pakistani or British Pakistani</th>\n",
+       "      <td>35</td>\n",
+       "      <td>35.7</td>\n",
+       "      <td>98</td>\n",
+       "      <td>28.6</td>\n",
+       "      <td>7.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Unknown</th>\n",
+       "      <td>119</td>\n",
+       "      <td>40.5</td>\n",
+       "      <td>294</td>\n",
+       "      <td>35.7</td>\n",
+       "      <td>4.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>White + Asian</th>\n",
+       "      <td>42</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>112</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>White + Black African</th>\n",
+       "      <td>56</td>\n",
+       "      <td>44.4</td>\n",
+       "      <td>126</td>\n",
+       "      <td>44.4</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>White + Black Caribbean</th>\n",
+       "      <td>42</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>105</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"6\" valign=\"top\">Index of Multiple Deprivation (quintiles)</th>\n",
+       "      <th>1 Most deprived</th>\n",
+       "      <td>168</td>\n",
+       "      <td>39.3</td>\n",
+       "      <td>427</td>\n",
+       "      <td>36.1</td>\n",
+       "      <td>3.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>168</td>\n",
+       "      <td>42.1</td>\n",
+       "      <td>399</td>\n",
+       "      <td>40.4</td>\n",
+       "      <td>1.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>175</td>\n",
+       "      <td>43.1</td>\n",
+       "      <td>406</td>\n",
+       "      <td>39.7</td>\n",
+       "      <td>3.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>168</td>\n",
+       "      <td>42.1</td>\n",
+       "      <td>399</td>\n",
+       "      <td>38.6</td>\n",
+       "      <td>3.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5 Least deprived</th>\n",
+       "      <td>147</td>\n",
+       "      <td>38.2</td>\n",
+       "      <td>385</td>\n",
+       "      <td>34.5</td>\n",
+       "      <td>3.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Unknown</th>\n",
+       "      <td>28</td>\n",
+       "      <td>26.7</td>\n",
+       "      <td>105</td>\n",
+       "      <td>26.7</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">BMI</th>\n",
+       "      <th>30+</th>\n",
+       "      <td>259</td>\n",
+       "      <td>38.9</td>\n",
+       "      <td>665</td>\n",
+       "      <td>36.8</td>\n",
+       "      <td>2.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>under 30</th>\n",
+       "      <td>595</td>\n",
+       "      <td>40.9</td>\n",
+       "      <td>1456</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>3.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Chronic cardiac disease</th>\n",
+       "      <th>no</th>\n",
+       "      <td>840</td>\n",
+       "      <td>40.1</td>\n",
+       "      <td>2093</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>2.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>yes</th>\n",
+       "      <td>7</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Current COPD</th>\n",
+       "      <th>no</th>\n",
+       "      <td>847</td>\n",
+       "      <td>40.2</td>\n",
+       "      <td>2107</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>2.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>yes</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Dialysis</th>\n",
+       "      <th>no</th>\n",
+       "      <td>840</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>2100</td>\n",
+       "      <td>37.3</td>\n",
+       "      <td>2.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>yes</th>\n",
+       "      <td>7</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>21</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">DMARDs</th>\n",
+       "      <th>no</th>\n",
+       "      <td>847</td>\n",
+       "      <td>40.3</td>\n",
+       "      <td>2100</td>\n",
        "      <td>37.7</td>\n",
        "      <td>2.6</td>\n",
        "    </tr>\n",
@@ -33225,64 +37090,519 @@
        "Cancer (haematological)                   no                                                                       38.1   \n",
        "                                          yes                                                                      66.7   \n",
        "\n",
-       "                                                                               Vaccinated over last 7d (%)  \n",
-       "Category                                  Group                                                             \n",
-       "overall                                   overall                                                      2.7  \n",
-       "Sex                                       F                                                            2.4  \n",
-       "                                          M                                                            3.4  \n",
-       "Ethnicity (broad categories)              Black                                                        1.8  \n",
-       "                                          Mixed                                                        1.8  \n",
-       "                                          Other                                                        3.9  \n",
-       "                                          South Asian                                                  0.0  \n",
-       "                                          Unknown                                                      2.3  \n",
-       "                                          White                                                        1.8  \n",
-       "ethnicity 16 groups                        African                                                     6.7  \n",
-       "                                           Bangladeshi or British Bangladeshi                          0.0  \n",
-       "                                           Caribbean                                                   0.0  \n",
-       "                                           Chinese                                                     5.6  \n",
-       "                                           Other                                                       0.0  \n",
-       "                                           Other Asian                                                 0.0  \n",
-       "                                          British or Mixed British                                     0.0  \n",
-       "                                          Indian or British Indian                                     0.0  \n",
-       "                                          Irish                                                        5.5  \n",
-       "                                          Other Black                                                  5.5  \n",
-       "                                          Other White                                                  5.5  \n",
-       "                                          Other mixed                                                  6.3  \n",
-       "                                          Pakistani or British Pakistani                               0.0  \n",
-       "                                          Unknown                                                      4.3  \n",
-       "                                          White + Asian                                                5.3  \n",
-       "                                          White + Black African                                        0.0  \n",
-       "                                          White + Black Caribbean                                      0.0  \n",
-       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                              3.0  \n",
-       "                                          2                                                            1.8  \n",
-       "                                          3                                                            3.5  \n",
-       "                                          4                                                            3.4  \n",
-       "                                          5 Least deprived                                             3.3  \n",
-       "                                          Unknown                                                      7.7  \n",
-       "BMI                                       30+                                                          2.1  \n",
-       "                                          under 30                                                     3.2  \n",
-       "Chronic cardiac disease                   no                                                           2.6  \n",
-       "                                          yes                                                          0.0  \n",
-       "Current COPD                              no                                                           2.6  \n",
-       "                                          yes                                                          0.0  \n",
-       "DMARDs                                    no                                                           2.6  \n",
-       "                                          yes                                                          0.0  \n",
-       "Dementia                                  no                                                           2.6  \n",
-       "                                          yes                                                          0.0  \n",
-       "Psychosis, schizophrenia, or bipolar      no                                                           2.6  \n",
-       "                                          yes                                                          0.0  \n",
-       "Learning disability                       no                                                           2.9  \n",
-       "                                          yes                                                          0.0  \n",
-       "SSRI (last 12 months)                     no                                                           2.9  \n",
-       "                                          yes                                                          0.0  \n",
-       "Chemo or radiotherapy                     no                                                           2.9  \n",
-       "                                          yes                                                         33.3  \n",
-       "Cancer (lung)                             no                                                           2.6  \n",
-       "                                          yes                                                          0.0  \n",
-       "Cancer (excluding lung/haem)              no                                                           2.9  \n",
-       "                                          yes                                                          0.0  \n",
-       "Cancer (haematological)                   no                                                           2.9  \n",
-       "                                          yes                                                          0.0  "
+       "                                                                               Vaccinated over last 7d (%)  \n",
+       "Category                                  Group                                                             \n",
+       "overall                                   overall                                                      2.7  \n",
+       "Sex                                       F                                                            2.4  \n",
+       "                                          M                                                            3.4  \n",
+       "Ethnicity (broad categories)              Black                                                        1.8  \n",
+       "                                          Mixed                                                        1.8  \n",
+       "                                          Other                                                        3.9  \n",
+       "                                          South Asian                                                  0.0  \n",
+       "                                          Unknown                                                      2.3  \n",
+       "                                          White                                                        1.8  \n",
+       "ethnicity 16 groups                        African                                                     6.7  \n",
+       "                                           Bangladeshi or British Bangladeshi                          0.0  \n",
+       "                                           Caribbean                                                   0.0  \n",
+       "                                           Chinese                                                     5.6  \n",
+       "                                           Other                                                       0.0  \n",
+       "                                           Other Asian                                                 0.0  \n",
+       "                                          British or Mixed British                                     0.0  \n",
+       "                                          Indian or British Indian                                     0.0  \n",
+       "                                          Irish                                                        5.5  \n",
+       "                                          Other Black                                                  5.5  \n",
+       "                                          Other White                                                  5.5  \n",
+       "                                          Other mixed                                                  6.3  \n",
+       "                                          Pakistani or British Pakistani                               0.0  \n",
+       "                                          Unknown                                                      4.3  \n",
+       "                                          White + Asian                                                5.3  \n",
+       "                                          White + Black African                                        0.0  \n",
+       "                                          White + Black Caribbean                                      0.0  \n",
+       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                              3.0  \n",
+       "                                          2                                                            1.8  \n",
+       "                                          3                                                            3.5  \n",
+       "                                          4                                                            3.4  \n",
+       "                                          5 Least deprived                                             3.3  \n",
+       "                                          Unknown                                                      7.7  \n",
+       "BMI                                       30+                                                          2.1  \n",
+       "                                          under 30                                                     3.2  \n",
+       "Chronic cardiac disease                   no                                                           2.6  \n",
+       "                                          yes                                                          0.0  \n",
+       "Current COPD                              no                                                           2.6  \n",
+       "                                          yes                                                          0.0  \n",
+       "DMARDs                                    no                                                           2.6  \n",
+       "                                          yes                                                          0.0  \n",
+       "Dementia                                  no                                                           2.6  \n",
+       "                                          yes                                                          0.0  \n",
+       "Psychosis, schizophrenia, or bipolar      no                                                           2.6  \n",
+       "                                          yes                                                          0.0  \n",
+       "Learning disability                       no                                                           2.9  \n",
+       "                                          yes                                                          0.0  \n",
+       "SSRI (last 12 months)                     no                                                           2.9  \n",
+       "                                          yes                                                          0.0  \n",
+       "Chemo or radiotherapy                     no                                                           2.9  \n",
+       "                                          yes                                                         33.3  \n",
+       "Cancer (lung)                             no                                                           2.6  \n",
+       "                                          yes                                                          0.0  \n",
+       "Cancer (excluding lung/haem)              no                                                           2.9  \n",
+       "                                          yes                                                          0.0  \n",
+       "Cancer (haematological)                   no                                                           2.9  \n",
+       "                                          yes                                                          0.0  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "**Footnotes:**\n",
+       "- Patient counts rounded to the nearest 7"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "- Population excludes those known to live in an elderly care home, based upon clinical coding."
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "- Population excludes those who are currently shielding."
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "- SSRIs group excludes individuals with Psychosis/ schizophrenia/bipolar, LD, or Dementia."
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## \n",
+       " ## Cumulative vaccination figures among LD (aged 16-64) population \n",
+       " Please refer to footnotes below table for information."
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "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></th>\n",
+       "      <th>Vaccinated at 30 Mar (n)</th>\n",
+       "      <th>Vaccinated at 30 Mar (%)</th>\n",
+       "      <th>Total eligible</th>\n",
+       "      <th>Previous week's vaccination coverage (%)</th>\n",
+       "      <th>Vaccinated over last 7d (%)</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Category</th>\n",
+       "      <th>Group</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>overall</th>\n",
+       "      <th>overall</th>\n",
+       "      <td>324</td>\n",
+       "      <td>41.3</td>\n",
+       "      <td>784</td>\n",
+       "      <td>38.1</td>\n",
+       "      <td>3.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Sex</th>\n",
+       "      <th>F</th>\n",
+       "      <td>154</td>\n",
+       "      <td>39.3</td>\n",
+       "      <td>392</td>\n",
+       "      <td>35.7</td>\n",
+       "      <td>3.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>M</th>\n",
+       "      <td>168</td>\n",
+       "      <td>42.1</td>\n",
+       "      <td>399</td>\n",
+       "      <td>40.4</td>\n",
+       "      <td>1.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"16\" valign=\"top\">Age band</th>\n",
+       "      <th>0</th>\n",
+       "      <td>21</td>\n",
+       "      <td>42.9</td>\n",
+       "      <td>49</td>\n",
+       "      <td>42.9</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0-15</th>\n",
+       "      <td>14</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>42</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16-29</th>\n",
+       "      <td>21</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>56</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>12.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30-34</th>\n",
+       "      <td>21</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>42</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>16.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35-39</th>\n",
+       "      <td>21</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>42</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40-44</th>\n",
+       "      <td>21</td>\n",
+       "      <td>42.9</td>\n",
+       "      <td>49</td>\n",
+       "      <td>42.9</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45-49</th>\n",
+       "      <td>21</td>\n",
+       "      <td>42.9</td>\n",
+       "      <td>49</td>\n",
+       "      <td>28.6</td>\n",
+       "      <td>14.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50-54</th>\n",
+       "      <td>21</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>56</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55-59</th>\n",
+       "      <td>14</td>\n",
+       "      <td>28.6</td>\n",
+       "      <td>49</td>\n",
+       "      <td>28.6</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60-64</th>\n",
+       "      <td>21</td>\n",
+       "      <td>42.9</td>\n",
+       "      <td>49</td>\n",
+       "      <td>28.6</td>\n",
+       "      <td>14.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65-69</th>\n",
+       "      <td>14</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>42</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70-74</th>\n",
+       "      <td>21</td>\n",
+       "      <td>42.9</td>\n",
+       "      <td>49</td>\n",
+       "      <td>42.9</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75-79</th>\n",
+       "      <td>21</td>\n",
+       "      <td>42.9</td>\n",
+       "      <td>49</td>\n",
+       "      <td>42.9</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80-84</th>\n",
+       "      <td>21</td>\n",
+       "      <td>42.9</td>\n",
+       "      <td>49</td>\n",
+       "      <td>42.9</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85-89</th>\n",
+       "      <td>28</td>\n",
+       "      <td>44.4</td>\n",
+       "      <td>63</td>\n",
+       "      <td>44.4</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>90+</th>\n",
+       "      <td>28</td>\n",
+       "      <td>44.4</td>\n",
+       "      <td>63</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>11.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"6\" valign=\"top\">Ethnicity (broad categories)</th>\n",
+       "      <th>Black</th>\n",
+       "      <td>49</td>\n",
+       "      <td>36.8</td>\n",
+       "      <td>133</td>\n",
+       "      <td>31.6</td>\n",
+       "      <td>5.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mixed</th>\n",
+       "      <td>35</td>\n",
+       "      <td>27.8</td>\n",
+       "      <td>126</td>\n",
+       "      <td>27.8</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other</th>\n",
+       "      <td>63</td>\n",
+       "      <td>47.4</td>\n",
+       "      <td>133</td>\n",
+       "      <td>47.4</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>South Asian</th>\n",
+       "      <td>63</td>\n",
+       "      <td>47.4</td>\n",
+       "      <td>133</td>\n",
+       "      <td>42.1</td>\n",
+       "      <td>5.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Unknown</th>\n",
+       "      <td>49</td>\n",
+       "      <td>46.7</td>\n",
+       "      <td>105</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>6.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>White</th>\n",
+       "      <td>70</td>\n",
+       "      <td>45.5</td>\n",
+       "      <td>154</td>\n",
+       "      <td>40.9</td>\n",
+       "      <td>4.6</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                          Vaccinated at 30 Mar (n)  \\\n",
+       "Category                     Group                                   \n",
+       "overall                      overall                           324   \n",
+       "Sex                          F                                 154   \n",
+       "                             M                                 168   \n",
+       "Age band                     0                                  21   \n",
+       "                             0-15                               14   \n",
+       "                             16-29                              21   \n",
+       "                             30-34                              21   \n",
+       "                             35-39                              21   \n",
+       "                             40-44                              21   \n",
+       "                             45-49                              21   \n",
+       "                             50-54                              21   \n",
+       "                             55-59                              14   \n",
+       "                             60-64                              21   \n",
+       "                             65-69                              14   \n",
+       "                             70-74                              21   \n",
+       "                             75-79                              21   \n",
+       "                             80-84                              21   \n",
+       "                             85-89                              28   \n",
+       "                             90+                                28   \n",
+       "Ethnicity (broad categories) Black                              49   \n",
+       "                             Mixed                              35   \n",
+       "                             Other                              63   \n",
+       "                             South Asian                        63   \n",
+       "                             Unknown                            49   \n",
+       "                             White                              70   \n",
+       "\n",
+       "                                          Vaccinated at 30 Mar (%)  \\\n",
+       "Category                     Group                                   \n",
+       "overall                      overall                          41.3   \n",
+       "Sex                          F                                39.3   \n",
+       "                             M                                42.1   \n",
+       "Age band                     0                                42.9   \n",
+       "                             0-15                             33.3   \n",
+       "                             16-29                            37.5   \n",
+       "                             30-34                            50.0   \n",
+       "                             35-39                            50.0   \n",
+       "                             40-44                            42.9   \n",
+       "                             45-49                            42.9   \n",
+       "                             50-54                            37.5   \n",
+       "                             55-59                            28.6   \n",
+       "                             60-64                            42.9   \n",
+       "                             65-69                            33.3   \n",
+       "                             70-74                            42.9   \n",
+       "                             75-79                            42.9   \n",
+       "                             80-84                            42.9   \n",
+       "                             85-89                            44.4   \n",
+       "                             90+                              44.4   \n",
+       "Ethnicity (broad categories) Black                            36.8   \n",
+       "                             Mixed                            27.8   \n",
+       "                             Other                            47.4   \n",
+       "                             South Asian                      47.4   \n",
+       "                             Unknown                          46.7   \n",
+       "                             White                            45.5   \n",
+       "\n",
+       "                                          Total eligible  \\\n",
+       "Category                     Group                         \n",
+       "overall                      overall                 784   \n",
+       "Sex                          F                       392   \n",
+       "                             M                       399   \n",
+       "Age band                     0                        49   \n",
+       "                             0-15                     42   \n",
+       "                             16-29                    56   \n",
+       "                             30-34                    42   \n",
+       "                             35-39                    42   \n",
+       "                             40-44                    49   \n",
+       "                             45-49                    49   \n",
+       "                             50-54                    56   \n",
+       "                             55-59                    49   \n",
+       "                             60-64                    49   \n",
+       "                             65-69                    42   \n",
+       "                             70-74                    49   \n",
+       "                             75-79                    49   \n",
+       "                             80-84                    49   \n",
+       "                             85-89                    63   \n",
+       "                             90+                      63   \n",
+       "Ethnicity (broad categories) Black                   133   \n",
+       "                             Mixed                   126   \n",
+       "                             Other                   133   \n",
+       "                             South Asian             133   \n",
+       "                             Unknown                 105   \n",
+       "                             White                   154   \n",
+       "\n",
+       "                                          Previous week's vaccination coverage (%)  \\\n",
+       "Category                     Group                                                   \n",
+       "overall                      overall                                          38.1   \n",
+       "Sex                          F                                                35.7   \n",
+       "                             M                                                40.4   \n",
+       "Age band                     0                                                42.9   \n",
+       "                             0-15                                             33.3   \n",
+       "                             16-29                                            25.0   \n",
+       "                             30-34                                            33.3   \n",
+       "                             35-39                                            50.0   \n",
+       "                             40-44                                            42.9   \n",
+       "                             45-49                                            28.6   \n",
+       "                             50-54                                            37.5   \n",
+       "                             55-59                                            28.6   \n",
+       "                             60-64                                            28.6   \n",
+       "                             65-69                                            33.3   \n",
+       "                             70-74                                            42.9   \n",
+       "                             75-79                                            42.9   \n",
+       "                             80-84                                            42.9   \n",
+       "                             85-89                                            44.4   \n",
+       "                             90+                                              33.3   \n",
+       "Ethnicity (broad categories) Black                                            31.6   \n",
+       "                             Mixed                                            27.8   \n",
+       "                             Other                                            47.4   \n",
+       "                             South Asian                                      42.1   \n",
+       "                             Unknown                                          40.0   \n",
+       "                             White                                            40.9   \n",
+       "\n",
+       "                                          Vaccinated over last 7d (%)  \n",
+       "Category                     Group                                     \n",
+       "overall                      overall                              3.2  \n",
+       "Sex                          F                                    3.6  \n",
+       "                             M                                    1.7  \n",
+       "Age band                     0                                    0.0  \n",
+       "                             0-15                                 0.0  \n",
+       "                             16-29                               12.5  \n",
+       "                             30-34                               16.7  \n",
+       "                             35-39                                0.0  \n",
+       "                             40-44                                0.0  \n",
+       "                             45-49                               14.3  \n",
+       "                             50-54                                0.0  \n",
+       "                             55-59                                0.0  \n",
+       "                             60-64                               14.3  \n",
+       "                             65-69                                0.0  \n",
+       "                             70-74                                0.0  \n",
+       "                             75-79                                0.0  \n",
+       "                             80-84                                0.0  \n",
+       "                             85-89                                0.0  \n",
+       "                             90+                                 11.1  \n",
+       "Ethnicity (broad categories) Black                                5.2  \n",
+       "                             Mixed                                0.0  \n",
+       "                             Other                                0.0  \n",
+       "                             South Asian                          5.3  \n",
+       "                             Unknown                              6.7  \n",
+       "                             White                                4.6  "
       ]
      },
      "metadata": {},
@@ -33301,18 +37621,6 @@
      "metadata": {},
      "output_type": "display_data"
     },
-    {
-     "data": {
-      "text/markdown": [
-       "- Population excludes those known to live in an elderly care home, based upon clinical coding."
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
     {
      "data": {
       "text/markdown": [
@@ -33325,23 +37633,11 @@
      "metadata": {},
      "output_type": "display_data"
     },
-    {
-     "data": {
-      "text/markdown": [
-       "- SSRIs group excludes individuals with Psychosis/ schizophrenia/bipolar, LD, or Dementia."
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
     {
      "data": {
       "text/markdown": [
        "## \n",
-       " ## Cumulative vaccination figures among LD (aged 16-64) population \n",
+       " ## Cumulative vaccination figures among 60-64 population \n",
        " Please refer to footnotes below table for information."
       ],
       "text/plain": [
@@ -33393,351 +37689,740 @@
        "    <tr>\n",
        "      <th>overall</th>\n",
        "      <th>overall</th>\n",
-       "      <td>324</td>\n",
-       "      <td>41.3</td>\n",
-       "      <td>784</td>\n",
-       "      <td>38.1</td>\n",
-       "      <td>3.2</td>\n",
+       "      <td>1044</td>\n",
+       "      <td>39.7</td>\n",
+       "      <td>2632</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>2.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">Sex</th>\n",
        "      <th>F</th>\n",
-       "      <td>154</td>\n",
-       "      <td>39.3</td>\n",
-       "      <td>392</td>\n",
-       "      <td>35.7</td>\n",
-       "      <td>3.6</td>\n",
+       "      <td>532</td>\n",
+       "      <td>39.2</td>\n",
+       "      <td>1358</td>\n",
+       "      <td>37.6</td>\n",
+       "      <td>1.6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>M</th>\n",
-       "      <td>168</td>\n",
-       "      <td>42.1</td>\n",
-       "      <td>399</td>\n",
-       "      <td>40.4</td>\n",
+       "      <td>511</td>\n",
+       "      <td>40.1</td>\n",
+       "      <td>1274</td>\n",
+       "      <td>37.9</td>\n",
+       "      <td>2.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"6\" valign=\"top\">Ethnicity (broad categories)</th>\n",
+       "      <th>Black</th>\n",
+       "      <td>175</td>\n",
+       "      <td>39.7</td>\n",
+       "      <td>441</td>\n",
+       "      <td>34.9</td>\n",
+       "      <td>4.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mixed</th>\n",
+       "      <td>154</td>\n",
+       "      <td>37.9</td>\n",
+       "      <td>406</td>\n",
+       "      <td>36.2</td>\n",
        "      <td>1.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th rowspan=\"16\" valign=\"top\">Age band</th>\n",
-       "      <th>0</th>\n",
-       "      <td>21</td>\n",
+       "      <th>Other</th>\n",
+       "      <td>175</td>\n",
+       "      <td>37.3</td>\n",
+       "      <td>469</td>\n",
+       "      <td>34.3</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>South Asian</th>\n",
+       "      <td>196</td>\n",
+       "      <td>40.6</td>\n",
+       "      <td>483</td>\n",
+       "      <td>37.7</td>\n",
+       "      <td>2.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Unknown</th>\n",
+       "      <td>161</td>\n",
+       "      <td>41.1</td>\n",
+       "      <td>392</td>\n",
+       "      <td>39.3</td>\n",
+       "      <td>1.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>White</th>\n",
+       "      <td>189</td>\n",
        "      <td>42.9</td>\n",
+       "      <td>441</td>\n",
+       "      <td>41.3</td>\n",
+       "      <td>1.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"17\" valign=\"top\">ethnicity 16 groups</th>\n",
+       "      <th>African</th>\n",
+       "      <td>42</td>\n",
+       "      <td>35.3</td>\n",
+       "      <td>119</td>\n",
+       "      <td>29.4</td>\n",
+       "      <td>5.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bangladeshi or British Bangladeshi</th>\n",
+       "      <td>56</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>140</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Caribbean</th>\n",
+       "      <td>56</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>140</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Chinese</th>\n",
+       "      <td>56</td>\n",
+       "      <td>47.1</td>\n",
+       "      <td>119</td>\n",
+       "      <td>41.2</td>\n",
+       "      <td>5.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other</th>\n",
+       "      <td>56</td>\n",
+       "      <td>42.1</td>\n",
+       "      <td>133</td>\n",
+       "      <td>36.8</td>\n",
+       "      <td>5.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other Asian</th>\n",
+       "      <td>63</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>140</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>British or Mixed British</th>\n",
+       "      <td>56</td>\n",
+       "      <td>42.1</td>\n",
+       "      <td>133</td>\n",
+       "      <td>42.1</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Indian or British Indian</th>\n",
+       "      <td>56</td>\n",
+       "      <td>44.4</td>\n",
+       "      <td>126</td>\n",
+       "      <td>44.4</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Irish</th>\n",
        "      <td>49</td>\n",
-       "      <td>42.9</td>\n",
+       "      <td>36.8</td>\n",
+       "      <td>133</td>\n",
+       "      <td>36.8</td>\n",
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>0-15</th>\n",
-       "      <td>14</td>\n",
-       "      <td>33.3</td>\n",
-       "      <td>42</td>\n",
+       "      <th>Other Black</th>\n",
+       "      <td>63</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>168</td>\n",
        "      <td>33.3</td>\n",
+       "      <td>4.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other White</th>\n",
+       "      <td>56</td>\n",
+       "      <td>44.4</td>\n",
+       "      <td>126</td>\n",
+       "      <td>44.4</td>\n",
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>16-29</th>\n",
-       "      <td>21</td>\n",
-       "      <td>37.5</td>\n",
+       "      <th>Other mixed</th>\n",
+       "      <td>70</td>\n",
+       "      <td>47.6</td>\n",
+       "      <td>147</td>\n",
+       "      <td>42.9</td>\n",
+       "      <td>4.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Pakistani or British Pakistani</th>\n",
        "      <td>56</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>12.5</td>\n",
+       "      <td>42.1</td>\n",
+       "      <td>133</td>\n",
+       "      <td>42.1</td>\n",
+       "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>30-34</th>\n",
-       "      <td>21</td>\n",
-       "      <td>50.0</td>\n",
-       "      <td>42</td>\n",
+       "      <th>Unknown</th>\n",
+       "      <td>140</td>\n",
+       "      <td>34.5</td>\n",
+       "      <td>406</td>\n",
+       "      <td>32.8</td>\n",
+       "      <td>1.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>White + Asian</th>\n",
+       "      <td>63</td>\n",
+       "      <td>40.9</td>\n",
+       "      <td>154</td>\n",
+       "      <td>36.4</td>\n",
+       "      <td>4.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>White + Black African</th>\n",
+       "      <td>56</td>\n",
+       "      <td>38.1</td>\n",
+       "      <td>147</td>\n",
        "      <td>33.3</td>\n",
-       "      <td>16.7</td>\n",
+       "      <td>4.8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>35-39</th>\n",
-       "      <td>21</td>\n",
-       "      <td>50.0</td>\n",
-       "      <td>42</td>\n",
-       "      <td>50.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th>White + Black Caribbean</th>\n",
+       "      <td>63</td>\n",
+       "      <td>39.1</td>\n",
+       "      <td>161</td>\n",
+       "      <td>34.8</td>\n",
+       "      <td>4.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>40-44</th>\n",
-       "      <td>21</td>\n",
+       "      <th rowspan=\"6\" valign=\"top\">Index of Multiple Deprivation (quintiles)</th>\n",
+       "      <th>1 Most deprived</th>\n",
+       "      <td>203</td>\n",
+       "      <td>43.3</td>\n",
+       "      <td>469</td>\n",
+       "      <td>40.3</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>196</td>\n",
+       "      <td>39.4</td>\n",
+       "      <td>497</td>\n",
+       "      <td>36.6</td>\n",
+       "      <td>2.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>189</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>497</td>\n",
+       "      <td>35.2</td>\n",
+       "      <td>2.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>189</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>497</td>\n",
+       "      <td>36.6</td>\n",
+       "      <td>1.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5 Least deprived</th>\n",
+       "      <td>203</td>\n",
+       "      <td>39.2</td>\n",
+       "      <td>518</td>\n",
+       "      <td>37.8</td>\n",
+       "      <td>1.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Unknown</th>\n",
+       "      <td>63</td>\n",
        "      <td>42.9</td>\n",
-       "      <td>49</td>\n",
+       "      <td>147</td>\n",
        "      <td>42.9</td>\n",
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>45-49</th>\n",
+       "      <th rowspan=\"2\" valign=\"top\">BMI</th>\n",
+       "      <th>30+</th>\n",
+       "      <td>350</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>833</td>\n",
+       "      <td>39.5</td>\n",
+       "      <td>2.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>under 30</th>\n",
+       "      <td>693</td>\n",
+       "      <td>38.5</td>\n",
+       "      <td>1799</td>\n",
+       "      <td>36.6</td>\n",
+       "      <td>1.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Chronic cardiac disease</th>\n",
+       "      <th>no</th>\n",
+       "      <td>1029</td>\n",
+       "      <td>39.5</td>\n",
+       "      <td>2604</td>\n",
+       "      <td>37.4</td>\n",
+       "      <td>2.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>yes</th>\n",
+       "      <td>14</td>\n",
+       "      <td>66.7</td>\n",
        "      <td>21</td>\n",
-       "      <td>42.9</td>\n",
-       "      <td>49</td>\n",
-       "      <td>28.6</td>\n",
-       "      <td>14.3</td>\n",
+       "      <td>66.7</td>\n",
+       "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>50-54</th>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Current COPD</th>\n",
+       "      <th>no</th>\n",
+       "      <td>1043</td>\n",
+       "      <td>39.9</td>\n",
+       "      <td>2611</td>\n",
+       "      <td>37.8</td>\n",
+       "      <td>2.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>yes</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>21</td>\n",
-       "      <td>37.5</td>\n",
-       "      <td>56</td>\n",
-       "      <td>37.5</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>55-59</th>\n",
-       "      <td>14</td>\n",
-       "      <td>28.6</td>\n",
-       "      <td>49</td>\n",
-       "      <td>28.6</td>\n",
+       "      <th rowspan=\"2\" valign=\"top\">DMARDs</th>\n",
+       "      <th>no</th>\n",
+       "      <td>1036</td>\n",
+       "      <td>39.9</td>\n",
+       "      <td>2597</td>\n",
+       "      <td>37.7</td>\n",
+       "      <td>2.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>yes</th>\n",
+       "      <td>7</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>25.0</td>\n",
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>60-64</th>\n",
-       "      <td>21</td>\n",
-       "      <td>42.9</td>\n",
-       "      <td>49</td>\n",
-       "      <td>28.6</td>\n",
-       "      <td>14.3</td>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Dementia</th>\n",
+       "      <th>no</th>\n",
+       "      <td>1029</td>\n",
+       "      <td>39.5</td>\n",
+       "      <td>2604</td>\n",
+       "      <td>37.4</td>\n",
+       "      <td>2.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>65-69</th>\n",
+       "      <th>yes</th>\n",
        "      <td>14</td>\n",
-       "      <td>33.3</td>\n",
-       "      <td>42</td>\n",
-       "      <td>33.3</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>70-74</th>\n",
-       "      <td>21</td>\n",
-       "      <td>42.9</td>\n",
-       "      <td>49</td>\n",
-       "      <td>42.9</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Psychosis, schizophrenia, or bipolar</th>\n",
+       "      <th>no</th>\n",
+       "      <td>1036</td>\n",
+       "      <td>39.8</td>\n",
+       "      <td>2604</td>\n",
+       "      <td>37.6</td>\n",
+       "      <td>2.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>75-79</th>\n",
+       "      <th>yes</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>21</td>\n",
-       "      <td>42.9</td>\n",
-       "      <td>49</td>\n",
-       "      <td>42.9</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>80-84</th>\n",
-       "      <td>21</td>\n",
-       "      <td>42.9</td>\n",
-       "      <td>49</td>\n",
-       "      <td>42.9</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th rowspan=\"2\" valign=\"top\">SSRI (last 12 months)</th>\n",
+       "      <th>no</th>\n",
+       "      <td>1036</td>\n",
+       "      <td>39.9</td>\n",
+       "      <td>2597</td>\n",
+       "      <td>37.7</td>\n",
+       "      <td>2.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>85-89</th>\n",
+       "      <th>yes</th>\n",
+       "      <td>7</td>\n",
+       "      <td>25.0</td>\n",
        "      <td>28</td>\n",
-       "      <td>44.4</td>\n",
-       "      <td>63</td>\n",
-       "      <td>44.4</td>\n",
+       "      <td>25.0</td>\n",
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>90+</th>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Chemo or radiotherapy</th>\n",
+       "      <th>no</th>\n",
+       "      <td>1036</td>\n",
+       "      <td>39.8</td>\n",
+       "      <td>2604</td>\n",
+       "      <td>37.6</td>\n",
+       "      <td>2.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>yes</th>\n",
+       "      <td>7</td>\n",
+       "      <td>25.0</td>\n",
        "      <td>28</td>\n",
-       "      <td>44.4</td>\n",
-       "      <td>63</td>\n",
-       "      <td>33.3</td>\n",
-       "      <td>11.1</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th rowspan=\"6\" valign=\"top\">Ethnicity (broad categories)</th>\n",
-       "      <th>Black</th>\n",
-       "      <td>49</td>\n",
-       "      <td>36.8</td>\n",
-       "      <td>133</td>\n",
-       "      <td>31.6</td>\n",
-       "      <td>5.2</td>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Cancer (lung)</th>\n",
+       "      <th>no</th>\n",
+       "      <td>1029</td>\n",
+       "      <td>39.7</td>\n",
+       "      <td>2590</td>\n",
+       "      <td>37.6</td>\n",
+       "      <td>2.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Mixed</th>\n",
+       "      <th>yes</th>\n",
+       "      <td>14</td>\n",
+       "      <td>40.0</td>\n",
        "      <td>35</td>\n",
-       "      <td>27.8</td>\n",
-       "      <td>126</td>\n",
-       "      <td>27.8</td>\n",
+       "      <td>40.0</td>\n",
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Other</th>\n",
-       "      <td>63</td>\n",
-       "      <td>47.4</td>\n",
-       "      <td>133</td>\n",
-       "      <td>47.4</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Cancer (excluding lung/haem)</th>\n",
+       "      <th>no</th>\n",
+       "      <td>1036</td>\n",
+       "      <td>39.9</td>\n",
+       "      <td>2597</td>\n",
+       "      <td>37.7</td>\n",
+       "      <td>2.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>South Asian</th>\n",
-       "      <td>63</td>\n",
-       "      <td>47.4</td>\n",
-       "      <td>133</td>\n",
-       "      <td>42.1</td>\n",
-       "      <td>5.3</td>\n",
+       "      <th>yes</th>\n",
+       "      <td>7</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Unknown</th>\n",
-       "      <td>49</td>\n",
-       "      <td>46.7</td>\n",
-       "      <td>105</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>6.7</td>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Cancer (haematological)</th>\n",
+       "      <th>no</th>\n",
+       "      <td>1029</td>\n",
+       "      <td>39.5</td>\n",
+       "      <td>2604</td>\n",
+       "      <td>37.4</td>\n",
+       "      <td>2.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>White</th>\n",
-       "      <td>70</td>\n",
-       "      <td>45.5</td>\n",
-       "      <td>154</td>\n",
-       "      <td>40.9</td>\n",
-       "      <td>4.6</td>\n",
+       "      <th>yes</th>\n",
+       "      <td>14</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>0.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                          Vaccinated at 30 Mar (n)  \\\n",
-       "Category                     Group                                   \n",
-       "overall                      overall                           324   \n",
-       "Sex                          F                                 154   \n",
-       "                             M                                 168   \n",
-       "Age band                     0                                  21   \n",
-       "                             0-15                               14   \n",
-       "                             16-29                              21   \n",
-       "                             30-34                              21   \n",
-       "                             35-39                              21   \n",
-       "                             40-44                              21   \n",
-       "                             45-49                              21   \n",
-       "                             50-54                              21   \n",
-       "                             55-59                              14   \n",
-       "                             60-64                              21   \n",
-       "                             65-69                              14   \n",
-       "                             70-74                              21   \n",
-       "                             75-79                              21   \n",
-       "                             80-84                              21   \n",
-       "                             85-89                              28   \n",
-       "                             90+                                28   \n",
-       "Ethnicity (broad categories) Black                              49   \n",
-       "                             Mixed                              35   \n",
-       "                             Other                              63   \n",
-       "                             South Asian                        63   \n",
-       "                             Unknown                            49   \n",
-       "                             White                              70   \n",
+       "                                                                               Vaccinated at 30 Mar (n)  \\\n",
+       "Category                                  Group                                                           \n",
+       "overall                                   overall                                                  1044   \n",
+       "Sex                                       F                                                         532   \n",
+       "                                          M                                                         511   \n",
+       "Ethnicity (broad categories)              Black                                                     175   \n",
+       "                                          Mixed                                                     154   \n",
+       "                                          Other                                                     175   \n",
+       "                                          South Asian                                               196   \n",
+       "                                          Unknown                                                   161   \n",
+       "                                          White                                                     189   \n",
+       "ethnicity 16 groups                        African                                                   42   \n",
+       "                                           Bangladeshi or British Bangladeshi                        56   \n",
+       "                                           Caribbean                                                 56   \n",
+       "                                           Chinese                                                   56   \n",
+       "                                           Other                                                     56   \n",
+       "                                           Other Asian                                               63   \n",
+       "                                          British or Mixed British                                   56   \n",
+       "                                          Indian or British Indian                                   56   \n",
+       "                                          Irish                                                      49   \n",
+       "                                          Other Black                                                63   \n",
+       "                                          Other White                                                56   \n",
+       "                                          Other mixed                                                70   \n",
+       "                                          Pakistani or British Pakistani                             56   \n",
+       "                                          Unknown                                                   140   \n",
+       "                                          White + Asian                                              63   \n",
+       "                                          White + Black African                                      56   \n",
+       "                                          White + Black Caribbean                                    63   \n",
+       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                           203   \n",
+       "                                          2                                                         196   \n",
+       "                                          3                                                         189   \n",
+       "                                          4                                                         189   \n",
+       "                                          5 Least deprived                                          203   \n",
+       "                                          Unknown                                                    63   \n",
+       "BMI                                       30+                                                       350   \n",
+       "                                          under 30                                                  693   \n",
+       "Chronic cardiac disease                   no                                                       1029   \n",
+       "                                          yes                                                        14   \n",
+       "Current COPD                              no                                                       1043   \n",
+       "                                          yes                                                         0   \n",
+       "DMARDs                                    no                                                       1036   \n",
+       "                                          yes                                                         7   \n",
+       "Dementia                                  no                                                       1029   \n",
+       "                                          yes                                                        14   \n",
+       "Psychosis, schizophrenia, or bipolar      no                                                       1036   \n",
+       "                                          yes                                                         0   \n",
+       "SSRI (last 12 months)                     no                                                       1036   \n",
+       "                                          yes                                                         7   \n",
+       "Chemo or radiotherapy                     no                                                       1036   \n",
+       "                                          yes                                                         7   \n",
+       "Cancer (lung)                             no                                                       1029   \n",
+       "                                          yes                                                        14   \n",
+       "Cancer (excluding lung/haem)              no                                                       1036   \n",
+       "                                          yes                                                         7   \n",
+       "Cancer (haematological)                   no                                                       1029   \n",
+       "                                          yes                                                        14   \n",
        "\n",
-       "                                          Vaccinated at 30 Mar (%)  \\\n",
-       "Category                     Group                                   \n",
-       "overall                      overall                          41.3   \n",
-       "Sex                          F                                39.3   \n",
-       "                             M                                42.1   \n",
-       "Age band                     0                                42.9   \n",
-       "                             0-15                             33.3   \n",
-       "                             16-29                            37.5   \n",
-       "                             30-34                            50.0   \n",
-       "                             35-39                            50.0   \n",
-       "                             40-44                            42.9   \n",
-       "                             45-49                            42.9   \n",
-       "                             50-54                            37.5   \n",
-       "                             55-59                            28.6   \n",
-       "                             60-64                            42.9   \n",
-       "                             65-69                            33.3   \n",
-       "                             70-74                            42.9   \n",
-       "                             75-79                            42.9   \n",
-       "                             80-84                            42.9   \n",
-       "                             85-89                            44.4   \n",
-       "                             90+                              44.4   \n",
-       "Ethnicity (broad categories) Black                            36.8   \n",
-       "                             Mixed                            27.8   \n",
-       "                             Other                            47.4   \n",
-       "                             South Asian                      47.4   \n",
-       "                             Unknown                          46.7   \n",
-       "                             White                            45.5   \n",
+       "                                                                               Vaccinated at 30 Mar (%)  \\\n",
+       "Category                                  Group                                                           \n",
+       "overall                                   overall                                                  39.7   \n",
+       "Sex                                       F                                                        39.2   \n",
+       "                                          M                                                        40.1   \n",
+       "Ethnicity (broad categories)              Black                                                    39.7   \n",
+       "                                          Mixed                                                    37.9   \n",
+       "                                          Other                                                    37.3   \n",
+       "                                          South Asian                                              40.6   \n",
+       "                                          Unknown                                                  41.1   \n",
+       "                                          White                                                    42.9   \n",
+       "ethnicity 16 groups                        African                                                 35.3   \n",
+       "                                           Bangladeshi or British Bangladeshi                      40.0   \n",
+       "                                           Caribbean                                               40.0   \n",
+       "                                           Chinese                                                 47.1   \n",
+       "                                           Other                                                   42.1   \n",
+       "                                           Other Asian                                             45.0   \n",
+       "                                          British or Mixed British                                 42.1   \n",
+       "                                          Indian or British Indian                                 44.4   \n",
+       "                                          Irish                                                    36.8   \n",
+       "                                          Other Black                                              37.5   \n",
+       "                                          Other White                                              44.4   \n",
+       "                                          Other mixed                                              47.6   \n",
+       "                                          Pakistani or British Pakistani                           42.1   \n",
+       "                                          Unknown                                                  34.5   \n",
+       "                                          White + Asian                                            40.9   \n",
+       "                                          White + Black African                                    38.1   \n",
+       "                                          White + Black Caribbean                                  39.1   \n",
+       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                          43.3   \n",
+       "                                          2                                                        39.4   \n",
+       "                                          3                                                        38.0   \n",
+       "                                          4                                                        38.0   \n",
+       "                                          5 Least deprived                                         39.2   \n",
+       "                                          Unknown                                                  42.9   \n",
+       "BMI                                       30+                                                      42.0   \n",
+       "                                          under 30                                                 38.5   \n",
+       "Chronic cardiac disease                   no                                                       39.5   \n",
+       "                                          yes                                                      66.7   \n",
+       "Current COPD                              no                                                       39.9   \n",
+       "                                          yes                                                       0.0   \n",
+       "DMARDs                                    no                                                       39.9   \n",
+       "                                          yes                                                      25.0   \n",
+       "Dementia                                  no                                                       39.5   \n",
+       "                                          yes                                                      50.0   \n",
+       "Psychosis, schizophrenia, or bipolar      no                                                       39.8   \n",
+       "                                          yes                                                       0.0   \n",
+       "SSRI (last 12 months)                     no                                                       39.9   \n",
+       "                                          yes                                                      25.0   \n",
+       "Chemo or radiotherapy                     no                                                       39.8   \n",
+       "                                          yes                                                      25.0   \n",
+       "Cancer (lung)                             no                                                       39.7   \n",
+       "                                          yes                                                      40.0   \n",
+       "Cancer (excluding lung/haem)              no                                                       39.9   \n",
+       "                                          yes                                                      25.0   \n",
+       "Cancer (haematological)                   no                                                       39.5   \n",
+       "                                          yes                                                      50.0   \n",
        "\n",
-       "                                          Total eligible  \\\n",
-       "Category                     Group                         \n",
-       "overall                      overall                 784   \n",
-       "Sex                          F                       392   \n",
-       "                             M                       399   \n",
-       "Age band                     0                        49   \n",
-       "                             0-15                     42   \n",
-       "                             16-29                    56   \n",
-       "                             30-34                    42   \n",
-       "                             35-39                    42   \n",
-       "                             40-44                    49   \n",
-       "                             45-49                    49   \n",
-       "                             50-54                    56   \n",
-       "                             55-59                    49   \n",
-       "                             60-64                    49   \n",
-       "                             65-69                    42   \n",
-       "                             70-74                    49   \n",
-       "                             75-79                    49   \n",
-       "                             80-84                    49   \n",
-       "                             85-89                    63   \n",
-       "                             90+                      63   \n",
-       "Ethnicity (broad categories) Black                   133   \n",
-       "                             Mixed                   126   \n",
-       "                             Other                   133   \n",
-       "                             South Asian             133   \n",
-       "                             Unknown                 105   \n",
-       "                             White                   154   \n",
+       "                                                                               Total eligible  \\\n",
+       "Category                                  Group                                                 \n",
+       "overall                                   overall                                        2632   \n",
+       "Sex                                       F                                              1358   \n",
+       "                                          M                                              1274   \n",
+       "Ethnicity (broad categories)              Black                                           441   \n",
+       "                                          Mixed                                           406   \n",
+       "                                          Other                                           469   \n",
+       "                                          South Asian                                     483   \n",
+       "                                          Unknown                                         392   \n",
+       "                                          White                                           441   \n",
+       "ethnicity 16 groups                        African                                        119   \n",
+       "                                           Bangladeshi or British Bangladeshi             140   \n",
+       "                                           Caribbean                                      140   \n",
+       "                                           Chinese                                        119   \n",
+       "                                           Other                                          133   \n",
+       "                                           Other Asian                                    140   \n",
+       "                                          British or Mixed British                        133   \n",
+       "                                          Indian or British Indian                        126   \n",
+       "                                          Irish                                           133   \n",
+       "                                          Other Black                                     168   \n",
+       "                                          Other White                                     126   \n",
+       "                                          Other mixed                                     147   \n",
+       "                                          Pakistani or British Pakistani                  133   \n",
+       "                                          Unknown                                         406   \n",
+       "                                          White + Asian                                   154   \n",
+       "                                          White + Black African                           147   \n",
+       "                                          White + Black Caribbean                         161   \n",
+       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                 469   \n",
+       "                                          2                                               497   \n",
+       "                                          3                                               497   \n",
+       "                                          4                                               497   \n",
+       "                                          5 Least deprived                                518   \n",
+       "                                          Unknown                                         147   \n",
+       "BMI                                       30+                                             833   \n",
+       "                                          under 30                                       1799   \n",
+       "Chronic cardiac disease                   no                                             2604   \n",
+       "                                          yes                                              21   \n",
+       "Current COPD                              no                                             2611   \n",
+       "                                          yes                                              21   \n",
+       "DMARDs                                    no                                             2597   \n",
+       "                                          yes                                              28   \n",
+       "Dementia                                  no                                             2604   \n",
+       "                                          yes                                              28   \n",
+       "Psychosis, schizophrenia, or bipolar      no                                             2604   \n",
+       "                                          yes                                              21   \n",
+       "SSRI (last 12 months)                     no                                             2597   \n",
+       "                                          yes                                              28   \n",
+       "Chemo or radiotherapy                     no                                             2604   \n",
+       "                                          yes                                              28   \n",
+       "Cancer (lung)                             no                                             2590   \n",
+       "                                          yes                                              35   \n",
+       "Cancer (excluding lung/haem)              no                                             2597   \n",
+       "                                          yes                                              28   \n",
+       "Cancer (haematological)                   no                                             2604   \n",
+       "                                          yes                                              28   \n",
        "\n",
-       "                                          Previous week's vaccination coverage (%)  \\\n",
-       "Category                     Group                                                   \n",
-       "overall                      overall                                          38.1   \n",
-       "Sex                          F                                                35.7   \n",
-       "                             M                                                40.4   \n",
-       "Age band                     0                                                42.9   \n",
-       "                             0-15                                             33.3   \n",
-       "                             16-29                                            25.0   \n",
-       "                             30-34                                            33.3   \n",
-       "                             35-39                                            50.0   \n",
-       "                             40-44                                            42.9   \n",
-       "                             45-49                                            28.6   \n",
-       "                             50-54                                            37.5   \n",
-       "                             55-59                                            28.6   \n",
-       "                             60-64                                            28.6   \n",
-       "                             65-69                                            33.3   \n",
-       "                             70-74                                            42.9   \n",
-       "                             75-79                                            42.9   \n",
-       "                             80-84                                            42.9   \n",
-       "                             85-89                                            44.4   \n",
-       "                             90+                                              33.3   \n",
-       "Ethnicity (broad categories) Black                                            31.6   \n",
-       "                             Mixed                                            27.8   \n",
-       "                             Other                                            47.4   \n",
-       "                             South Asian                                      42.1   \n",
-       "                             Unknown                                          40.0   \n",
-       "                             White                                            40.9   \n",
+       "                                                                               Previous week's vaccination coverage (%)  \\\n",
+       "Category                                  Group                                                                           \n",
+       "overall                                   overall                                                                  37.5   \n",
+       "Sex                                       F                                                                        37.6   \n",
+       "                                          M                                                                        37.9   \n",
+       "Ethnicity (broad categories)              Black                                                                    34.9   \n",
+       "                                          Mixed                                                                    36.2   \n",
+       "                                          Other                                                                    34.3   \n",
+       "                                          South Asian                                                              37.7   \n",
+       "                                          Unknown                                                                  39.3   \n",
+       "                                          White                                                                    41.3   \n",
+       "ethnicity 16 groups                        African                                                                 29.4   \n",
+       "                                           Bangladeshi or British Bangladeshi                                      35.0   \n",
+       "                                           Caribbean                                                               40.0   \n",
+       "                                           Chinese                                                                 41.2   \n",
+       "                                           Other                                                                   36.8   \n",
+       "                                           Other Asian                                                             40.0   \n",
+       "                                          British or Mixed British                                                 42.1   \n",
+       "                                          Indian or British Indian                                                 44.4   \n",
+       "                                          Irish                                                                    36.8   \n",
+       "                                          Other Black                                                              33.3   \n",
+       "                                          Other White                                                              44.4   \n",
+       "                                          Other mixed                                                              42.9   \n",
+       "                                          Pakistani or British Pakistani                                           42.1   \n",
+       "                                          Unknown                                                                  32.8   \n",
+       "                                          White + Asian                                                            36.4   \n",
+       "                                          White + Black African                                                    33.3   \n",
+       "                                          White + Black Caribbean                                                  34.8   \n",
+       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                                          40.3   \n",
+       "                                          2                                                                        36.6   \n",
+       "                                          3                                                                        35.2   \n",
+       "                                          4                                                                        36.6   \n",
+       "                                          5 Least deprived                                                         37.8   \n",
+       "                                          Unknown                                                                  42.9   \n",
+       "BMI                                       30+                                                                      39.5   \n",
+       "                                          under 30                                                                 36.6   \n",
+       "Chronic cardiac disease                   no                                                                       37.4   \n",
+       "                                          yes                                                                      66.7   \n",
+       "Current COPD                              no                                                                       37.8   \n",
+       "                                          yes                                                                       0.0   \n",
+       "DMARDs                                    no                                                                       37.7   \n",
+       "                                          yes                                                                      25.0   \n",
+       "Dementia                                  no                                                                       37.4   \n",
+       "                                          yes                                                                      50.0   \n",
+       "Psychosis, schizophrenia, or bipolar      no                                                                       37.6   \n",
+       "                                          yes                                                                       0.0   \n",
+       "SSRI (last 12 months)                     no                                                                       37.7   \n",
+       "                                          yes                                                                      25.0   \n",
+       "Chemo or radiotherapy                     no                                                                       37.6   \n",
+       "                                          yes                                                                      25.0   \n",
+       "Cancer (lung)                             no                                                                       37.6   \n",
+       "                                          yes                                                                      40.0   \n",
+       "Cancer (excluding lung/haem)              no                                                                       37.7   \n",
+       "                                          yes                                                                      25.0   \n",
+       "Cancer (haematological)                   no                                                                       37.4   \n",
+       "                                          yes                                                                      50.0   \n",
        "\n",
-       "                                          Vaccinated over last 7d (%)  \n",
-       "Category                     Group                                     \n",
-       "overall                      overall                              3.2  \n",
-       "Sex                          F                                    3.6  \n",
-       "                             M                                    1.7  \n",
-       "Age band                     0                                    0.0  \n",
-       "                             0-15                                 0.0  \n",
-       "                             16-29                               12.5  \n",
-       "                             30-34                               16.7  \n",
-       "                             35-39                                0.0  \n",
-       "                             40-44                                0.0  \n",
-       "                             45-49                               14.3  \n",
-       "                             50-54                                0.0  \n",
-       "                             55-59                                0.0  \n",
-       "                             60-64                               14.3  \n",
-       "                             65-69                                0.0  \n",
-       "                             70-74                                0.0  \n",
-       "                             75-79                                0.0  \n",
-       "                             80-84                                0.0  \n",
-       "                             85-89                                0.0  \n",
-       "                             90+                                 11.1  \n",
-       "Ethnicity (broad categories) Black                                5.2  \n",
-       "                             Mixed                                0.0  \n",
-       "                             Other                                0.0  \n",
-       "                             South Asian                          5.3  \n",
-       "                             Unknown                              6.7  \n",
-       "                             White                                4.6  "
+       "                                                                               Vaccinated over last 7d (%)  \n",
+       "Category                                  Group                                                             \n",
+       "overall                                   overall                                                      2.2  \n",
+       "Sex                                       F                                                            1.6  \n",
+       "                                          M                                                            2.2  \n",
+       "Ethnicity (broad categories)              Black                                                        4.8  \n",
+       "                                          Mixed                                                        1.7  \n",
+       "                                          Other                                                        3.0  \n",
+       "                                          South Asian                                                  2.9  \n",
+       "                                          Unknown                                                      1.8  \n",
+       "                                          White                                                        1.6  \n",
+       "ethnicity 16 groups                        African                                                     5.9  \n",
+       "                                           Bangladeshi or British Bangladeshi                          5.0  \n",
+       "                                           Caribbean                                                   0.0  \n",
+       "                                           Chinese                                                     5.9  \n",
+       "                                           Other                                                       5.3  \n",
+       "                                           Other Asian                                                 5.0  \n",
+       "                                          British or Mixed British                                     0.0  \n",
+       "                                          Indian or British Indian                                     0.0  \n",
+       "                                          Irish                                                        0.0  \n",
+       "                                          Other Black                                                  4.2  \n",
+       "                                          Other White                                                  0.0  \n",
+       "                                          Other mixed                                                  4.7  \n",
+       "                                          Pakistani or British Pakistani                               0.0  \n",
+       "                                          Unknown                                                      1.7  \n",
+       "                                          White + Asian                                                4.5  \n",
+       "                                          White + Black African                                        4.8  \n",
+       "                                          White + Black Caribbean                                      4.3  \n",
+       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                              3.0  \n",
+       "                                          2                                                            2.8  \n",
+       "                                          3                                                            2.8  \n",
+       "                                          4                                                            1.4  \n",
+       "                                          5 Least deprived                                             1.4  \n",
+       "                                          Unknown                                                      0.0  \n",
+       "BMI                                       30+                                                          2.5  \n",
+       "                                          under 30                                                     1.9  \n",
+       "Chronic cardiac disease                   no                                                           2.1  \n",
+       "                                          yes                                                          0.0  \n",
+       "Current COPD                              no                                                           2.1  \n",
+       "                                          yes                                                          0.0  \n",
+       "DMARDs                                    no                                                           2.2  \n",
+       "                                          yes                                                          0.0  \n",
+       "Dementia                                  no                                                           2.1  \n",
+       "                                          yes                                                          0.0  \n",
+       "Psychosis, schizophrenia, or bipolar      no                                                           2.2  \n",
+       "                                          yes                                                          0.0  \n",
+       "SSRI (last 12 months)                     no                                                           2.2  \n",
+       "                                          yes                                                          0.0  \n",
+       "Chemo or radiotherapy                     no                                                           2.2  \n",
+       "                                          yes                                                          0.0  \n",
+       "Cancer (lung)                             no                                                           2.1  \n",
+       "                                          yes                                                          0.0  \n",
+       "Cancer (excluding lung/haem)              no                                                           2.2  \n",
+       "                                          yes                                                          0.0  \n",
+       "Cancer (haematological)                   no                                                           2.1  \n",
+       "                                          yes                                                          0.0  "
       ]
      },
      "metadata": {},
@@ -33768,11 +38453,23 @@
      "metadata": {},
      "output_type": "display_data"
     },
+    {
+     "data": {
+      "text/markdown": [
+       "- SSRIs group excludes individuals with Psychosis/ schizophrenia/bipolar, LD, or Dementia."
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
     {
      "data": {
       "text/markdown": [
        "## \n",
-       " ## Cumulative vaccination figures among 60-64 population \n",
+       " ## Cumulative vaccination figures among 55-59 population \n",
        " Please refer to footnotes below table for information."
       ],
       "text/plain": [
@@ -33824,193 +38521,177 @@
        "    <tr>\n",
        "      <th>overall</th>\n",
        "      <th>overall</th>\n",
-       "      <td>1044</td>\n",
-       "      <td>39.7</td>\n",
-       "      <td>2632</td>\n",
-       "      <td>37.5</td>\n",
-       "      <td>2.2</td>\n",
+       "      <td>1300</td>\n",
+       "      <td>41.5</td>\n",
+       "      <td>3136</td>\n",
+       "      <td>38.8</td>\n",
+       "      <td>2.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">Sex</th>\n",
        "      <th>F</th>\n",
-       "      <td>532</td>\n",
-       "      <td>39.2</td>\n",
-       "      <td>1358</td>\n",
-       "      <td>37.6</td>\n",
-       "      <td>1.6</td>\n",
+       "      <td>707</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>1645</td>\n",
+       "      <td>39.1</td>\n",
+       "      <td>3.9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>M</th>\n",
-       "      <td>511</td>\n",
-       "      <td>40.1</td>\n",
-       "      <td>1274</td>\n",
-       "      <td>37.9</td>\n",
-       "      <td>2.2</td>\n",
+       "      <td>595</td>\n",
+       "      <td>39.9</td>\n",
+       "      <td>1491</td>\n",
+       "      <td>38.5</td>\n",
+       "      <td>1.4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"6\" valign=\"top\">Ethnicity (broad categories)</th>\n",
        "      <th>Black</th>\n",
-       "      <td>175</td>\n",
-       "      <td>39.7</td>\n",
-       "      <td>441</td>\n",
-       "      <td>34.9</td>\n",
-       "      <td>4.8</td>\n",
+       "      <td>217</td>\n",
+       "      <td>40.8</td>\n",
+       "      <td>532</td>\n",
+       "      <td>38.2</td>\n",
+       "      <td>2.6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Mixed</th>\n",
-       "      <td>154</td>\n",
-       "      <td>37.9</td>\n",
-       "      <td>406</td>\n",
-       "      <td>36.2</td>\n",
-       "      <td>1.7</td>\n",
+       "      <td>210</td>\n",
+       "      <td>41.1</td>\n",
+       "      <td>511</td>\n",
+       "      <td>38.4</td>\n",
+       "      <td>2.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Other</th>\n",
-       "      <td>175</td>\n",
-       "      <td>37.3</td>\n",
-       "      <td>469</td>\n",
-       "      <td>34.3</td>\n",
-       "      <td>3.0</td>\n",
+       "      <td>231</td>\n",
+       "      <td>43.4</td>\n",
+       "      <td>532</td>\n",
+       "      <td>40.8</td>\n",
+       "      <td>2.6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>South Asian</th>\n",
-       "      <td>196</td>\n",
-       "      <td>40.6</td>\n",
-       "      <td>483</td>\n",
-       "      <td>37.7</td>\n",
-       "      <td>2.9</td>\n",
+       "      <td>252</td>\n",
+       "      <td>42.4</td>\n",
+       "      <td>595</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>2.4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Unknown</th>\n",
-       "      <td>161</td>\n",
-       "      <td>41.1</td>\n",
-       "      <td>392</td>\n",
-       "      <td>39.3</td>\n",
-       "      <td>1.8</td>\n",
+       "      <td>189</td>\n",
+       "      <td>41.5</td>\n",
+       "      <td>455</td>\n",
+       "      <td>38.5</td>\n",
+       "      <td>3.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>White</th>\n",
-       "      <td>189</td>\n",
-       "      <td>42.9</td>\n",
-       "      <td>441</td>\n",
-       "      <td>41.3</td>\n",
-       "      <td>1.6</td>\n",
+       "      <td>203</td>\n",
+       "      <td>40.3</td>\n",
+       "      <td>504</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>2.8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"17\" valign=\"top\">ethnicity 16 groups</th>\n",
        "      <th>African</th>\n",
-       "      <td>42</td>\n",
-       "      <td>35.3</td>\n",
-       "      <td>119</td>\n",
-       "      <td>29.4</td>\n",
-       "      <td>5.9</td>\n",
+       "      <td>63</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>175</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>4.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Bangladeshi or British Bangladeshi</th>\n",
        "      <td>56</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>140</td>\n",
-       "      <td>35.0</td>\n",
-       "      <td>5.0</td>\n",
+       "      <td>34.8</td>\n",
+       "      <td>161</td>\n",
+       "      <td>30.4</td>\n",
+       "      <td>4.4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Caribbean</th>\n",
-       "      <td>56</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>140</td>\n",
-       "      <td>40.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>175</td>\n",
+       "      <td>44.0</td>\n",
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Chinese</th>\n",
-       "      <td>56</td>\n",
-       "      <td>47.1</td>\n",
-       "      <td>119</td>\n",
-       "      <td>41.2</td>\n",
-       "      <td>5.9</td>\n",
+       "      <td>77</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>175</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>4.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Other</th>\n",
-       "      <td>56</td>\n",
-       "      <td>42.1</td>\n",
-       "      <td>133</td>\n",
-       "      <td>36.8</td>\n",
-       "      <td>5.3</td>\n",
+       "      <td>77</td>\n",
+       "      <td>45.8</td>\n",
+       "      <td>168</td>\n",
+       "      <td>41.7</td>\n",
+       "      <td>4.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Other Asian</th>\n",
-       "      <td>63</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>140</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>5.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>45.8</td>\n",
+       "      <td>168</td>\n",
+       "      <td>41.7</td>\n",
+       "      <td>4.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>British or Mixed British</th>\n",
        "      <td>56</td>\n",
-       "      <td>42.1</td>\n",
-       "      <td>133</td>\n",
-       "      <td>42.1</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>34.8</td>\n",
+       "      <td>161</td>\n",
+       "      <td>30.4</td>\n",
+       "      <td>4.4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Indian or British Indian</th>\n",
-       "      <td>56</td>\n",
-       "      <td>44.4</td>\n",
-       "      <td>126</td>\n",
-       "      <td>44.4</td>\n",
+       "      <td>84</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>175</td>\n",
+       "      <td>48.0</td>\n",
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Irish</th>\n",
-       "      <td>49</td>\n",
-       "      <td>36.8</td>\n",
-       "      <td>133</td>\n",
-       "      <td>36.8</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>84</td>\n",
+       "      <td>46.2</td>\n",
+       "      <td>182</td>\n",
+       "      <td>42.3</td>\n",
+       "      <td>3.9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Other Black</th>\n",
-       "      <td>63</td>\n",
-       "      <td>37.5</td>\n",
+       "      <td>70</td>\n",
+       "      <td>41.7</td>\n",
        "      <td>168</td>\n",
-       "      <td>33.3</td>\n",
+       "      <td>37.5</td>\n",
        "      <td>4.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Other White</th>\n",
-       "      <td>56</td>\n",
-       "      <td>44.4</td>\n",
-       "      <td>126</td>\n",
+       "      <td>84</td>\n",
        "      <td>44.4</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>189</td>\n",
+       "      <td>40.7</td>\n",
+       "      <td>3.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Other mixed</th>\n",
-       "      <td>70</td>\n",
-       "      <td>47.6</td>\n",
-       "      <td>147</td>\n",
-       "      <td>42.9</td>\n",
-       "      <td>4.7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Pakistani or British Pakistani</th>\n",
        "      <td>56</td>\n",
-       "      <td>42.1</td>\n",
-       "      <td>133</td>\n",
-       "      <td>42.1</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Unknown</th>\n",
+       "      <td>40.0</td>\n",
        "      <td>140</td>\n",
-       "      <td>34.5</td>\n",
-       "      <td>406</td>\n",
-       "      <td>32.8</td>\n",
-       "      <td>1.7</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>5.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>White + Asian</th>\n",
+       "      <th>Pakistani or British Pakistani</th>\n",
        "      <td>63</td>\n",
        "      <td>40.9</td>\n",
        "      <td>154</td>\n",
@@ -34018,129 +38699,111 @@
        "      <td>4.5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>Unknown</th>\n",
+       "      <td>182</td>\n",
+       "      <td>37.7</td>\n",
+       "      <td>483</td>\n",
+       "      <td>36.2</td>\n",
+       "      <td>1.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>White + Asian</th>\n",
+       "      <td>77</td>\n",
+       "      <td>45.8</td>\n",
+       "      <td>168</td>\n",
+       "      <td>41.7</td>\n",
+       "      <td>4.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>White + Black African</th>\n",
        "      <td>56</td>\n",
-       "      <td>38.1</td>\n",
-       "      <td>147</td>\n",
-       "      <td>33.3</td>\n",
-       "      <td>4.8</td>\n",
+       "      <td>42.1</td>\n",
+       "      <td>133</td>\n",
+       "      <td>36.8</td>\n",
+       "      <td>5.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>White + Black Caribbean</th>\n",
-       "      <td>63</td>\n",
-       "      <td>39.1</td>\n",
+       "      <td>77</td>\n",
+       "      <td>47.8</td>\n",
        "      <td>161</td>\n",
-       "      <td>34.8</td>\n",
+       "      <td>43.5</td>\n",
        "      <td>4.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"6\" valign=\"top\">Index of Multiple Deprivation (quintiles)</th>\n",
        "      <th>1 Most deprived</th>\n",
-       "      <td>203</td>\n",
-       "      <td>43.3</td>\n",
-       "      <td>469</td>\n",
-       "      <td>40.3</td>\n",
-       "      <td>3.0</td>\n",
+       "      <td>238</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>595</td>\n",
+       "      <td>37.6</td>\n",
+       "      <td>2.4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>196</td>\n",
-       "      <td>39.4</td>\n",
-       "      <td>497</td>\n",
-       "      <td>36.6</td>\n",
-       "      <td>2.8</td>\n",
+       "      <td>252</td>\n",
+       "      <td>41.9</td>\n",
+       "      <td>602</td>\n",
+       "      <td>39.5</td>\n",
+       "      <td>2.4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>189</td>\n",
-       "      <td>38.0</td>\n",
-       "      <td>497</td>\n",
-       "      <td>35.2</td>\n",
-       "      <td>2.8</td>\n",
+       "      <td>252</td>\n",
+       "      <td>43.4</td>\n",
+       "      <td>581</td>\n",
+       "      <td>39.8</td>\n",
+       "      <td>3.6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>189</td>\n",
-       "      <td>38.0</td>\n",
-       "      <td>497</td>\n",
-       "      <td>36.6</td>\n",
-       "      <td>1.4</td>\n",
+       "      <td>245</td>\n",
+       "      <td>38.5</td>\n",
+       "      <td>637</td>\n",
+       "      <td>36.3</td>\n",
+       "      <td>2.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 Least deprived</th>\n",
-       "      <td>203</td>\n",
-       "      <td>39.2</td>\n",
-       "      <td>518</td>\n",
-       "      <td>37.8</td>\n",
-       "      <td>1.4</td>\n",
+       "      <td>238</td>\n",
+       "      <td>44.7</td>\n",
+       "      <td>532</td>\n",
+       "      <td>42.1</td>\n",
+       "      <td>2.6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Unknown</th>\n",
-       "      <td>63</td>\n",
-       "      <td>42.9</td>\n",
-       "      <td>147</td>\n",
-       "      <td>42.9</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>77</td>\n",
+       "      <td>42.3</td>\n",
+       "      <td>182</td>\n",
+       "      <td>38.5</td>\n",
+       "      <td>3.8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">BMI</th>\n",
        "      <th>30+</th>\n",
-       "      <td>350</td>\n",
-       "      <td>42.0</td>\n",
-       "      <td>833</td>\n",
-       "      <td>39.5</td>\n",
-       "      <td>2.5</td>\n",
+       "      <td>392</td>\n",
+       "      <td>41.2</td>\n",
+       "      <td>952</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>2.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>under 30</th>\n",
-       "      <td>693</td>\n",
-       "      <td>38.5</td>\n",
-       "      <td>1799</td>\n",
-       "      <td>36.6</td>\n",
-       "      <td>1.9</td>\n",
+       "      <td>910</td>\n",
+       "      <td>41.7</td>\n",
+       "      <td>2184</td>\n",
+       "      <td>38.8</td>\n",
+       "      <td>2.9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">Chronic cardiac disease</th>\n",
        "      <th>no</th>\n",
-       "      <td>1029</td>\n",
-       "      <td>39.5</td>\n",
-       "      <td>2604</td>\n",
-       "      <td>37.4</td>\n",
-       "      <td>2.1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>yes</th>\n",
-       "      <td>14</td>\n",
-       "      <td>66.7</td>\n",
-       "      <td>21</td>\n",
-       "      <td>66.7</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">Current COPD</th>\n",
-       "      <th>no</th>\n",
-       "      <td>1043</td>\n",
-       "      <td>39.9</td>\n",
-       "      <td>2611</td>\n",
-       "      <td>37.8</td>\n",
-       "      <td>2.1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>yes</th>\n",
-       "      <td>0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>21</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">DMARDs</th>\n",
-       "      <th>no</th>\n",
-       "      <td>1036</td>\n",
-       "      <td>39.9</td>\n",
-       "      <td>2597</td>\n",
-       "      <td>37.7</td>\n",
-       "      <td>2.2</td>\n",
+       "      <td>1288</td>\n",
+       "      <td>41.4</td>\n",
+       "      <td>3108</td>\n",
+       "      <td>38.7</td>\n",
+       "      <td>2.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>yes</th>\n",
@@ -34151,64 +38814,30 @@
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">Dementia</th>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Current COPD</th>\n",
        "      <th>no</th>\n",
-       "      <td>1029</td>\n",
-       "      <td>39.5</td>\n",
-       "      <td>2604</td>\n",
-       "      <td>37.4</td>\n",
-       "      <td>2.1</td>\n",
+       "      <td>1288</td>\n",
+       "      <td>41.5</td>\n",
+       "      <td>3101</td>\n",
+       "      <td>38.8</td>\n",
+       "      <td>2.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>yes</th>\n",
        "      <td>14</td>\n",
-       "      <td>50.0</td>\n",
-       "      <td>28</td>\n",
-       "      <td>50.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">Psychosis, schizophrenia, or bipolar</th>\n",
-       "      <th>no</th>\n",
-       "      <td>1036</td>\n",
-       "      <td>39.8</td>\n",
-       "      <td>2604</td>\n",
-       "      <td>37.6</td>\n",
-       "      <td>2.2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>yes</th>\n",
-       "      <td>0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>21</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">SSRI (last 12 months)</th>\n",
-       "      <th>no</th>\n",
-       "      <td>1036</td>\n",
-       "      <td>39.9</td>\n",
-       "      <td>2597</td>\n",
-       "      <td>37.7</td>\n",
-       "      <td>2.2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>yes</th>\n",
-       "      <td>7</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>28</td>\n",
-       "      <td>25.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>40.0</td>\n",
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">Chemo or radiotherapy</th>\n",
+       "      <th rowspan=\"2\" valign=\"top\">DMARDs</th>\n",
        "      <th>no</th>\n",
-       "      <td>1036</td>\n",
-       "      <td>39.8</td>\n",
-       "      <td>2604</td>\n",
-       "      <td>37.6</td>\n",
-       "      <td>2.2</td>\n",
+       "      <td>1288</td>\n",
+       "      <td>41.4</td>\n",
+       "      <td>3108</td>\n",
+       "      <td>38.7</td>\n",
+       "      <td>2.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>yes</th>\n",
@@ -34219,47 +38848,30 @@
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">Cancer (lung)</th>\n",
-       "      <th>no</th>\n",
-       "      <td>1029</td>\n",
-       "      <td>39.7</td>\n",
-       "      <td>2590</td>\n",
-       "      <td>37.6</td>\n",
-       "      <td>2.1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>yes</th>\n",
-       "      <td>14</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>35</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">Cancer (excluding lung/haem)</th>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Psychosis, schizophrenia, or bipolar</th>\n",
        "      <th>no</th>\n",
-       "      <td>1036</td>\n",
-       "      <td>39.9</td>\n",
-       "      <td>2597</td>\n",
-       "      <td>37.7</td>\n",
-       "      <td>2.2</td>\n",
+       "      <td>1281</td>\n",
+       "      <td>41.2</td>\n",
+       "      <td>3108</td>\n",
+       "      <td>38.7</td>\n",
+       "      <td>2.5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>yes</th>\n",
-       "      <td>7</td>\n",
-       "      <td>25.0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>28</td>\n",
-       "      <td>25.0</td>\n",
+       "      <td>50.0</td>\n",
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">Cancer (haematological)</th>\n",
+       "      <th rowspan=\"2\" valign=\"top\">SSRI (last 12 months)</th>\n",
        "      <th>no</th>\n",
-       "      <td>1029</td>\n",
-       "      <td>39.5</td>\n",
-       "      <td>2604</td>\n",
-       "      <td>37.4</td>\n",
-       "      <td>2.1</td>\n",
+       "      <td>1288</td>\n",
+       "      <td>41.4</td>\n",
+       "      <td>3108</td>\n",
+       "      <td>38.7</td>\n",
+       "      <td>2.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>yes</th>\n",
@@ -34276,287 +38888,237 @@
       "text/plain": [
        "                                                                               Vaccinated at 30 Mar (n)  \\\n",
        "Category                                  Group                                                           \n",
-       "overall                                   overall                                                  1044   \n",
-       "Sex                                       F                                                         532   \n",
-       "                                          M                                                         511   \n",
-       "Ethnicity (broad categories)              Black                                                     175   \n",
-       "                                          Mixed                                                     154   \n",
-       "                                          Other                                                     175   \n",
-       "                                          South Asian                                               196   \n",
-       "                                          Unknown                                                   161   \n",
-       "                                          White                                                     189   \n",
-       "ethnicity 16 groups                        African                                                   42   \n",
+       "overall                                   overall                                                  1300   \n",
+       "Sex                                       F                                                         707   \n",
+       "                                          M                                                         595   \n",
+       "Ethnicity (broad categories)              Black                                                     217   \n",
+       "                                          Mixed                                                     210   \n",
+       "                                          Other                                                     231   \n",
+       "                                          South Asian                                               252   \n",
+       "                                          Unknown                                                   189   \n",
+       "                                          White                                                     203   \n",
+       "ethnicity 16 groups                        African                                                   63   \n",
        "                                           Bangladeshi or British Bangladeshi                        56   \n",
-       "                                           Caribbean                                                 56   \n",
-       "                                           Chinese                                                   56   \n",
-       "                                           Other                                                     56   \n",
-       "                                           Other Asian                                               63   \n",
+       "                                           Caribbean                                                 77   \n",
+       "                                           Chinese                                                   77   \n",
+       "                                           Other                                                     77   \n",
+       "                                           Other Asian                                               77   \n",
        "                                          British or Mixed British                                   56   \n",
-       "                                          Indian or British Indian                                   56   \n",
-       "                                          Irish                                                      49   \n",
-       "                                          Other Black                                                63   \n",
-       "                                          Other White                                                56   \n",
-       "                                          Other mixed                                                70   \n",
-       "                                          Pakistani or British Pakistani                             56   \n",
-       "                                          Unknown                                                   140   \n",
-       "                                          White + Asian                                              63   \n",
+       "                                          Indian or British Indian                                   84   \n",
+       "                                          Irish                                                      84   \n",
+       "                                          Other Black                                                70   \n",
+       "                                          Other White                                                84   \n",
+       "                                          Other mixed                                                56   \n",
+       "                                          Pakistani or British Pakistani                             63   \n",
+       "                                          Unknown                                                   182   \n",
+       "                                          White + Asian                                              77   \n",
        "                                          White + Black African                                      56   \n",
-       "                                          White + Black Caribbean                                    63   \n",
-       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                           203   \n",
-       "                                          2                                                         196   \n",
-       "                                          3                                                         189   \n",
-       "                                          4                                                         189   \n",
-       "                                          5 Least deprived                                          203   \n",
-       "                                          Unknown                                                    63   \n",
-       "BMI                                       30+                                                       350   \n",
-       "                                          under 30                                                  693   \n",
-       "Chronic cardiac disease                   no                                                       1029   \n",
-       "                                          yes                                                        14   \n",
-       "Current COPD                              no                                                       1043   \n",
-       "                                          yes                                                         0   \n",
-       "DMARDs                                    no                                                       1036   \n",
+       "                                          White + Black Caribbean                                    77   \n",
+       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                           238   \n",
+       "                                          2                                                         252   \n",
+       "                                          3                                                         252   \n",
+       "                                          4                                                         245   \n",
+       "                                          5 Least deprived                                          238   \n",
+       "                                          Unknown                                                    77   \n",
+       "BMI                                       30+                                                       392   \n",
+       "                                          under 30                                                  910   \n",
+       "Chronic cardiac disease                   no                                                       1288   \n",
        "                                          yes                                                         7   \n",
-       "Dementia                                  no                                                       1029   \n",
+       "Current COPD                              no                                                       1288   \n",
        "                                          yes                                                        14   \n",
-       "Psychosis, schizophrenia, or bipolar      no                                                       1036   \n",
-       "                                          yes                                                         0   \n",
-       "SSRI (last 12 months)                     no                                                       1036   \n",
-       "                                          yes                                                         7   \n",
-       "Chemo or radiotherapy                     no                                                       1036   \n",
+       "DMARDs                                    no                                                       1288   \n",
        "                                          yes                                                         7   \n",
-       "Cancer (lung)                             no                                                       1029   \n",
+       "Psychosis, schizophrenia, or bipolar      no                                                       1281   \n",
        "                                          yes                                                        14   \n",
-       "Cancer (excluding lung/haem)              no                                                       1036   \n",
-       "                                          yes                                                         7   \n",
-       "Cancer (haematological)                   no                                                       1029   \n",
+       "SSRI (last 12 months)                     no                                                       1288   \n",
        "                                          yes                                                        14   \n",
        "\n",
        "                                                                               Vaccinated at 30 Mar (%)  \\\n",
        "Category                                  Group                                                           \n",
-       "overall                                   overall                                                  39.7   \n",
-       "Sex                                       F                                                        39.2   \n",
-       "                                          M                                                        40.1   \n",
-       "Ethnicity (broad categories)              Black                                                    39.7   \n",
-       "                                          Mixed                                                    37.9   \n",
-       "                                          Other                                                    37.3   \n",
-       "                                          South Asian                                              40.6   \n",
-       "                                          Unknown                                                  41.1   \n",
-       "                                          White                                                    42.9   \n",
-       "ethnicity 16 groups                        African                                                 35.3   \n",
-       "                                           Bangladeshi or British Bangladeshi                      40.0   \n",
-       "                                           Caribbean                                               40.0   \n",
-       "                                           Chinese                                                 47.1   \n",
-       "                                           Other                                                   42.1   \n",
-       "                                           Other Asian                                             45.0   \n",
-       "                                          British or Mixed British                                 42.1   \n",
-       "                                          Indian or British Indian                                 44.4   \n",
-       "                                          Irish                                                    36.8   \n",
-       "                                          Other Black                                              37.5   \n",
+       "overall                                   overall                                                  41.5   \n",
+       "Sex                                       F                                                        43.0   \n",
+       "                                          M                                                        39.9   \n",
+       "Ethnicity (broad categories)              Black                                                    40.8   \n",
+       "                                          Mixed                                                    41.1   \n",
+       "                                          Other                                                    43.4   \n",
+       "                                          South Asian                                              42.4   \n",
+       "                                          Unknown                                                  41.5   \n",
+       "                                          White                                                    40.3   \n",
+       "ethnicity 16 groups                        African                                                 36.0   \n",
+       "                                           Bangladeshi or British Bangladeshi                      34.8   \n",
+       "                                           Caribbean                                               44.0   \n",
+       "                                           Chinese                                                 44.0   \n",
+       "                                           Other                                                   45.8   \n",
+       "                                           Other Asian                                             45.8   \n",
+       "                                          British or Mixed British                                 34.8   \n",
+       "                                          Indian or British Indian                                 48.0   \n",
+       "                                          Irish                                                    46.2   \n",
+       "                                          Other Black                                              41.7   \n",
        "                                          Other White                                              44.4   \n",
-       "                                          Other mixed                                              47.6   \n",
-       "                                          Pakistani or British Pakistani                           42.1   \n",
-       "                                          Unknown                                                  34.5   \n",
-       "                                          White + Asian                                            40.9   \n",
-       "                                          White + Black African                                    38.1   \n",
-       "                                          White + Black Caribbean                                  39.1   \n",
-       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                          43.3   \n",
-       "                                          2                                                        39.4   \n",
-       "                                          3                                                        38.0   \n",
-       "                                          4                                                        38.0   \n",
-       "                                          5 Least deprived                                         39.2   \n",
-       "                                          Unknown                                                  42.9   \n",
-       "BMI                                       30+                                                      42.0   \n",
-       "                                          under 30                                                 38.5   \n",
-       "Chronic cardiac disease                   no                                                       39.5   \n",
-       "                                          yes                                                      66.7   \n",
-       "Current COPD                              no                                                       39.9   \n",
-       "                                          yes                                                       0.0   \n",
-       "DMARDs                                    no                                                       39.9   \n",
-       "                                          yes                                                      25.0   \n",
-       "Dementia                                  no                                                       39.5   \n",
-       "                                          yes                                                      50.0   \n",
-       "Psychosis, schizophrenia, or bipolar      no                                                       39.8   \n",
-       "                                          yes                                                       0.0   \n",
-       "SSRI (last 12 months)                     no                                                       39.9   \n",
-       "                                          yes                                                      25.0   \n",
-       "Chemo or radiotherapy                     no                                                       39.8   \n",
+       "                                          Other mixed                                              40.0   \n",
+       "                                          Pakistani or British Pakistani                           40.9   \n",
+       "                                          Unknown                                                  37.7   \n",
+       "                                          White + Asian                                            45.8   \n",
+       "                                          White + Black African                                    42.1   \n",
+       "                                          White + Black Caribbean                                  47.8   \n",
+       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                          40.0   \n",
+       "                                          2                                                        41.9   \n",
+       "                                          3                                                        43.4   \n",
+       "                                          4                                                        38.5   \n",
+       "                                          5 Least deprived                                         44.7   \n",
+       "                                          Unknown                                                  42.3   \n",
+       "BMI                                       30+                                                      41.2   \n",
+       "                                          under 30                                                 41.7   \n",
+       "Chronic cardiac disease                   no                                                       41.4   \n",
        "                                          yes                                                      25.0   \n",
-       "Cancer (lung)                             no                                                       39.7   \n",
+       "Current COPD                              no                                                       41.5   \n",
        "                                          yes                                                      40.0   \n",
-       "Cancer (excluding lung/haem)              no                                                       39.9   \n",
+       "DMARDs                                    no                                                       41.4   \n",
        "                                          yes                                                      25.0   \n",
-       "Cancer (haematological)                   no                                                       39.5   \n",
+       "Psychosis, schizophrenia, or bipolar      no                                                       41.2   \n",
+       "                                          yes                                                      50.0   \n",
+       "SSRI (last 12 months)                     no                                                       41.4   \n",
        "                                          yes                                                      50.0   \n",
        "\n",
        "                                                                               Total eligible  \\\n",
        "Category                                  Group                                                 \n",
-       "overall                                   overall                                        2632   \n",
-       "Sex                                       F                                              1358   \n",
-       "                                          M                                              1274   \n",
-       "Ethnicity (broad categories)              Black                                           441   \n",
-       "                                          Mixed                                           406   \n",
-       "                                          Other                                           469   \n",
-       "                                          South Asian                                     483   \n",
-       "                                          Unknown                                         392   \n",
-       "                                          White                                           441   \n",
-       "ethnicity 16 groups                        African                                        119   \n",
-       "                                           Bangladeshi or British Bangladeshi             140   \n",
-       "                                           Caribbean                                      140   \n",
-       "                                           Chinese                                        119   \n",
-       "                                           Other                                          133   \n",
-       "                                           Other Asian                                    140   \n",
-       "                                          British or Mixed British                        133   \n",
-       "                                          Indian or British Indian                        126   \n",
-       "                                          Irish                                           133   \n",
+       "overall                                   overall                                        3136   \n",
+       "Sex                                       F                                              1645   \n",
+       "                                          M                                              1491   \n",
+       "Ethnicity (broad categories)              Black                                           532   \n",
+       "                                          Mixed                                           511   \n",
+       "                                          Other                                           532   \n",
+       "                                          South Asian                                     595   \n",
+       "                                          Unknown                                         455   \n",
+       "                                          White                                           504   \n",
+       "ethnicity 16 groups                        African                                        175   \n",
+       "                                           Bangladeshi or British Bangladeshi             161   \n",
+       "                                           Caribbean                                      175   \n",
+       "                                           Chinese                                        175   \n",
+       "                                           Other                                          168   \n",
+       "                                           Other Asian                                    168   \n",
+       "                                          British or Mixed British                        161   \n",
+       "                                          Indian or British Indian                        175   \n",
+       "                                          Irish                                           182   \n",
        "                                          Other Black                                     168   \n",
-       "                                          Other White                                     126   \n",
-       "                                          Other mixed                                     147   \n",
-       "                                          Pakistani or British Pakistani                  133   \n",
-       "                                          Unknown                                         406   \n",
-       "                                          White + Asian                                   154   \n",
-       "                                          White + Black African                           147   \n",
+       "                                          Other White                                     189   \n",
+       "                                          Other mixed                                     140   \n",
+       "                                          Pakistani or British Pakistani                  154   \n",
+       "                                          Unknown                                         483   \n",
+       "                                          White + Asian                                   168   \n",
+       "                                          White + Black African                           133   \n",
        "                                          White + Black Caribbean                         161   \n",
-       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                 469   \n",
-       "                                          2                                               497   \n",
-       "                                          3                                               497   \n",
-       "                                          4                                               497   \n",
-       "                                          5 Least deprived                                518   \n",
-       "                                          Unknown                                         147   \n",
-       "BMI                                       30+                                             833   \n",
-       "                                          under 30                                       1799   \n",
-       "Chronic cardiac disease                   no                                             2604   \n",
-       "                                          yes                                              21   \n",
-       "Current COPD                              no                                             2611   \n",
-       "                                          yes                                              21   \n",
-       "DMARDs                                    no                                             2597   \n",
-       "                                          yes                                              28   \n",
-       "Dementia                                  no                                             2604   \n",
-       "                                          yes                                              28   \n",
-       "Psychosis, schizophrenia, or bipolar      no                                             2604   \n",
-       "                                          yes                                              21   \n",
-       "SSRI (last 12 months)                     no                                             2597   \n",
-       "                                          yes                                              28   \n",
-       "Chemo or radiotherapy                     no                                             2604   \n",
+       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                 595   \n",
+       "                                          2                                               602   \n",
+       "                                          3                                               581   \n",
+       "                                          4                                               637   \n",
+       "                                          5 Least deprived                                532   \n",
+       "                                          Unknown                                         182   \n",
+       "BMI                                       30+                                             952   \n",
+       "                                          under 30                                       2184   \n",
+       "Chronic cardiac disease                   no                                             3108   \n",
        "                                          yes                                              28   \n",
-       "Cancer (lung)                             no                                             2590   \n",
+       "Current COPD                              no                                             3101   \n",
        "                                          yes                                              35   \n",
-       "Cancer (excluding lung/haem)              no                                             2597   \n",
+       "DMARDs                                    no                                             3108   \n",
        "                                          yes                                              28   \n",
-       "Cancer (haematological)                   no                                             2604   \n",
+       "Psychosis, schizophrenia, or bipolar      no                                             3108   \n",
+       "                                          yes                                              28   \n",
+       "SSRI (last 12 months)                     no                                             3108   \n",
        "                                          yes                                              28   \n",
        "\n",
        "                                                                               Previous week's vaccination coverage (%)  \\\n",
        "Category                                  Group                                                                           \n",
-       "overall                                   overall                                                                  37.5   \n",
-       "Sex                                       F                                                                        37.6   \n",
-       "                                          M                                                                        37.9   \n",
-       "Ethnicity (broad categories)              Black                                                                    34.9   \n",
-       "                                          Mixed                                                                    36.2   \n",
-       "                                          Other                                                                    34.3   \n",
-       "                                          South Asian                                                              37.7   \n",
-       "                                          Unknown                                                                  39.3   \n",
-       "                                          White                                                                    41.3   \n",
-       "ethnicity 16 groups                        African                                                                 29.4   \n",
-       "                                           Bangladeshi or British Bangladeshi                                      35.0   \n",
-       "                                           Caribbean                                                               40.0   \n",
-       "                                           Chinese                                                                 41.2   \n",
-       "                                           Other                                                                   36.8   \n",
-       "                                           Other Asian                                                             40.0   \n",
-       "                                          British or Mixed British                                                 42.1   \n",
-       "                                          Indian or British Indian                                                 44.4   \n",
-       "                                          Irish                                                                    36.8   \n",
-       "                                          Other Black                                                              33.3   \n",
-       "                                          Other White                                                              44.4   \n",
-       "                                          Other mixed                                                              42.9   \n",
-       "                                          Pakistani or British Pakistani                                           42.1   \n",
-       "                                          Unknown                                                                  32.8   \n",
-       "                                          White + Asian                                                            36.4   \n",
-       "                                          White + Black African                                                    33.3   \n",
-       "                                          White + Black Caribbean                                                  34.8   \n",
-       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                                          40.3   \n",
-       "                                          2                                                                        36.6   \n",
-       "                                          3                                                                        35.2   \n",
-       "                                          4                                                                        36.6   \n",
-       "                                          5 Least deprived                                                         37.8   \n",
-       "                                          Unknown                                                                  42.9   \n",
-       "BMI                                       30+                                                                      39.5   \n",
-       "                                          under 30                                                                 36.6   \n",
-       "Chronic cardiac disease                   no                                                                       37.4   \n",
-       "                                          yes                                                                      66.7   \n",
-       "Current COPD                              no                                                                       37.8   \n",
-       "                                          yes                                                                       0.0   \n",
-       "DMARDs                                    no                                                                       37.7   \n",
-       "                                          yes                                                                      25.0   \n",
-       "Dementia                                  no                                                                       37.4   \n",
-       "                                          yes                                                                      50.0   \n",
-       "Psychosis, schizophrenia, or bipolar      no                                                                       37.6   \n",
-       "                                          yes                                                                       0.0   \n",
-       "SSRI (last 12 months)                     no                                                                       37.7   \n",
-       "                                          yes                                                                      25.0   \n",
-       "Chemo or radiotherapy                     no                                                                       37.6   \n",
+       "overall                                   overall                                                                  38.8   \n",
+       "Sex                                       F                                                                        39.1   \n",
+       "                                          M                                                                        38.5   \n",
+       "Ethnicity (broad categories)              Black                                                                    38.2   \n",
+       "                                          Mixed                                                                    38.4   \n",
+       "                                          Other                                                                    40.8   \n",
+       "                                          South Asian                                                              40.0   \n",
+       "                                          Unknown                                                                  38.5   \n",
+       "                                          White                                                                    37.5   \n",
+       "ethnicity 16 groups                        African                                                                 32.0   \n",
+       "                                           Bangladeshi or British Bangladeshi                                      30.4   \n",
+       "                                           Caribbean                                                               44.0   \n",
+       "                                           Chinese                                                                 40.0   \n",
+       "                                           Other                                                                   41.7   \n",
+       "                                           Other Asian                                                             41.7   \n",
+       "                                          British or Mixed British                                                 30.4   \n",
+       "                                          Indian or British Indian                                                 48.0   \n",
+       "                                          Irish                                                                    42.3   \n",
+       "                                          Other Black                                                              37.5   \n",
+       "                                          Other White                                                              40.7   \n",
+       "                                          Other mixed                                                              35.0   \n",
+       "                                          Pakistani or British Pakistani                                           36.4   \n",
+       "                                          Unknown                                                                  36.2   \n",
+       "                                          White + Asian                                                            41.7   \n",
+       "                                          White + Black African                                                    36.8   \n",
+       "                                          White + Black Caribbean                                                  43.5   \n",
+       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                                          37.6   \n",
+       "                                          2                                                                        39.5   \n",
+       "                                          3                                                                        39.8   \n",
+       "                                          4                                                                        36.3   \n",
+       "                                          5 Least deprived                                                         42.1   \n",
+       "                                          Unknown                                                                  38.5   \n",
+       "BMI                                       30+                                                                      39.0   \n",
+       "                                          under 30                                                                 38.8   \n",
+       "Chronic cardiac disease                   no                                                                       38.7   \n",
        "                                          yes                                                                      25.0   \n",
-       "Cancer (lung)                             no                                                                       37.6   \n",
+       "Current COPD                              no                                                                       38.8   \n",
        "                                          yes                                                                      40.0   \n",
-       "Cancer (excluding lung/haem)              no                                                                       37.7   \n",
+       "DMARDs                                    no                                                                       38.7   \n",
        "                                          yes                                                                      25.0   \n",
-       "Cancer (haematological)                   no                                                                       37.4   \n",
+       "Psychosis, schizophrenia, or bipolar      no                                                                       38.7   \n",
+       "                                          yes                                                                      50.0   \n",
+       "SSRI (last 12 months)                     no                                                                       38.7   \n",
        "                                          yes                                                                      50.0   \n",
        "\n",
        "                                                                               Vaccinated over last 7d (%)  \n",
        "Category                                  Group                                                             \n",
-       "overall                                   overall                                                      2.2  \n",
-       "Sex                                       F                                                            1.6  \n",
-       "                                          M                                                            2.2  \n",
-       "Ethnicity (broad categories)              Black                                                        4.8  \n",
-       "                                          Mixed                                                        1.7  \n",
-       "                                          Other                                                        3.0  \n",
-       "                                          South Asian                                                  2.9  \n",
-       "                                          Unknown                                                      1.8  \n",
-       "                                          White                                                        1.6  \n",
-       "ethnicity 16 groups                        African                                                     5.9  \n",
-       "                                           Bangladeshi or British Bangladeshi                          5.0  \n",
+       "overall                                   overall                                                      2.7  \n",
+       "Sex                                       F                                                            3.9  \n",
+       "                                          M                                                            1.4  \n",
+       "Ethnicity (broad categories)              Black                                                        2.6  \n",
+       "                                          Mixed                                                        2.7  \n",
+       "                                          Other                                                        2.6  \n",
+       "                                          South Asian                                                  2.4  \n",
+       "                                          Unknown                                                      3.0  \n",
+       "                                          White                                                        2.8  \n",
+       "ethnicity 16 groups                        African                                                     4.0  \n",
+       "                                           Bangladeshi or British Bangladeshi                          4.4  \n",
        "                                           Caribbean                                                   0.0  \n",
-       "                                           Chinese                                                     5.9  \n",
-       "                                           Other                                                       5.3  \n",
-       "                                           Other Asian                                                 5.0  \n",
-       "                                          British or Mixed British                                     0.0  \n",
+       "                                           Chinese                                                     4.0  \n",
+       "                                           Other                                                       4.1  \n",
+       "                                           Other Asian                                                 4.1  \n",
+       "                                          British or Mixed British                                     4.4  \n",
        "                                          Indian or British Indian                                     0.0  \n",
-       "                                          Irish                                                        0.0  \n",
+       "                                          Irish                                                        3.9  \n",
        "                                          Other Black                                                  4.2  \n",
-       "                                          Other White                                                  0.0  \n",
-       "                                          Other mixed                                                  4.7  \n",
-       "                                          Pakistani or British Pakistani                               0.0  \n",
-       "                                          Unknown                                                      1.7  \n",
-       "                                          White + Asian                                                4.5  \n",
-       "                                          White + Black African                                        4.8  \n",
+       "                                          Other White                                                  3.7  \n",
+       "                                          Other mixed                                                  5.0  \n",
+       "                                          Pakistani or British Pakistani                               4.5  \n",
+       "                                          Unknown                                                      1.5  \n",
+       "                                          White + Asian                                                4.1  \n",
+       "                                          White + Black African                                        5.3  \n",
        "                                          White + Black Caribbean                                      4.3  \n",
-       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                              3.0  \n",
-       "                                          2                                                            2.8  \n",
-       "                                          3                                                            2.8  \n",
-       "                                          4                                                            1.4  \n",
-       "                                          5 Least deprived                                             1.4  \n",
-       "                                          Unknown                                                      0.0  \n",
-       "BMI                                       30+                                                          2.5  \n",
-       "                                          under 30                                                     1.9  \n",
-       "Chronic cardiac disease                   no                                                           2.1  \n",
-       "                                          yes                                                          0.0  \n",
-       "Current COPD                              no                                                           2.1  \n",
-       "                                          yes                                                          0.0  \n",
-       "DMARDs                                    no                                                           2.2  \n",
-       "                                          yes                                                          0.0  \n",
-       "Dementia                                  no                                                           2.1  \n",
-       "                                          yes                                                          0.0  \n",
-       "Psychosis, schizophrenia, or bipolar      no                                                           2.2  \n",
-       "                                          yes                                                          0.0  \n",
-       "SSRI (last 12 months)                     no                                                           2.2  \n",
+       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                              2.4  \n",
+       "                                          2                                                            2.4  \n",
+       "                                          3                                                            3.6  \n",
+       "                                          4                                                            2.2  \n",
+       "                                          5 Least deprived                                             2.6  \n",
+       "                                          Unknown                                                      3.8  \n",
+       "BMI                                       30+                                                          2.2  \n",
+       "                                          under 30                                                     2.9  \n",
+       "Chronic cardiac disease                   no                                                           2.7  \n",
        "                                          yes                                                          0.0  \n",
-       "Chemo or radiotherapy                     no                                                           2.2  \n",
+       "Current COPD                              no                                                           2.7  \n",
        "                                          yes                                                          0.0  \n",
-       "Cancer (lung)                             no                                                           2.1  \n",
+       "DMARDs                                    no                                                           2.7  \n",
        "                                          yes                                                          0.0  \n",
-       "Cancer (excluding lung/haem)              no                                                           2.2  \n",
+       "Psychosis, schizophrenia, or bipolar      no                                                           2.5  \n",
        "                                          yes                                                          0.0  \n",
-       "Cancer (haematological)                   no                                                           2.1  \n",
+       "SSRI (last 12 months)                     no                                                           2.7  \n",
        "                                          yes                                                          0.0  "
       ]
      },
@@ -34604,7 +39166,7 @@
      "data": {
       "text/markdown": [
        "## \n",
-       " ## Cumulative vaccination figures among 55-59 population \n",
+       " ## Cumulative vaccination figures among 50-54 population \n",
        " Please refer to footnotes below table for information."
       ],
       "text/plain": [
@@ -34656,81 +39218,89 @@
        "    <tr>\n",
        "      <th>overall</th>\n",
        "      <th>overall</th>\n",
-       "      <td>1300</td>\n",
-       "      <td>41.5</td>\n",
-       "      <td>3136</td>\n",
-       "      <td>38.8</td>\n",
-       "      <td>2.7</td>\n",
+       "      <td>1306</td>\n",
+       "      <td>38.3</td>\n",
+       "      <td>3409</td>\n",
+       "      <td>35.7</td>\n",
+       "      <td>2.6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">Sex</th>\n",
        "      <th>F</th>\n",
-       "      <td>707</td>\n",
-       "      <td>43.0</td>\n",
-       "      <td>1645</td>\n",
-       "      <td>39.1</td>\n",
-       "      <td>3.9</td>\n",
+       "      <td>658</td>\n",
+       "      <td>37.9</td>\n",
+       "      <td>1736</td>\n",
+       "      <td>35.5</td>\n",
+       "      <td>2.4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>M</th>\n",
-       "      <td>595</td>\n",
-       "      <td>39.9</td>\n",
-       "      <td>1491</td>\n",
+       "      <td>644</td>\n",
        "      <td>38.5</td>\n",
-       "      <td>1.4</td>\n",
+       "      <td>1673</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>2.5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"6\" valign=\"top\">Ethnicity (broad categories)</th>\n",
        "      <th>Black</th>\n",
-       "      <td>217</td>\n",
-       "      <td>40.8</td>\n",
-       "      <td>532</td>\n",
-       "      <td>38.2</td>\n",
-       "      <td>2.6</td>\n",
+       "      <td>231</td>\n",
+       "      <td>39.8</td>\n",
+       "      <td>581</td>\n",
+       "      <td>37.3</td>\n",
+       "      <td>2.5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Mixed</th>\n",
-       "      <td>210</td>\n",
-       "      <td>41.1</td>\n",
-       "      <td>511</td>\n",
-       "      <td>38.4</td>\n",
-       "      <td>2.7</td>\n",
+       "      <td>217</td>\n",
+       "      <td>40.3</td>\n",
+       "      <td>539</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>1.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Other</th>\n",
-       "      <td>231</td>\n",
-       "      <td>43.4</td>\n",
-       "      <td>532</td>\n",
-       "      <td>40.8</td>\n",
-       "      <td>2.6</td>\n",
+       "      <td>217</td>\n",
+       "      <td>37.8</td>\n",
+       "      <td>574</td>\n",
+       "      <td>35.4</td>\n",
+       "      <td>2.4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>South Asian</th>\n",
        "      <td>252</td>\n",
-       "      <td>42.4</td>\n",
-       "      <td>595</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>2.4</td>\n",
+       "      <td>39.1</td>\n",
+       "      <td>644</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>2.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Unknown</th>\n",
-       "      <td>189</td>\n",
-       "      <td>41.5</td>\n",
-       "      <td>455</td>\n",
-       "      <td>38.5</td>\n",
-       "      <td>3.0</td>\n",
+       "      <td>168</td>\n",
+       "      <td>34.8</td>\n",
+       "      <td>483</td>\n",
+       "      <td>31.9</td>\n",
+       "      <td>2.9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>White</th>\n",
-       "      <td>203</td>\n",
-       "      <td>40.3</td>\n",
-       "      <td>504</td>\n",
-       "      <td>37.5</td>\n",
-       "      <td>2.8</td>\n",
+       "      <td>224</td>\n",
+       "      <td>38.1</td>\n",
+       "      <td>588</td>\n",
+       "      <td>34.5</td>\n",
+       "      <td>3.6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"17\" valign=\"top\">ethnicity 16 groups</th>\n",
        "      <th>African</th>\n",
+       "      <td>77</td>\n",
+       "      <td>39.3</td>\n",
+       "      <td>196</td>\n",
+       "      <td>35.7</td>\n",
+       "      <td>3.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bangladeshi or British Bangladeshi</th>\n",
        "      <td>63</td>\n",
        "      <td>36.0</td>\n",
        "      <td>175</td>\n",
@@ -34738,223 +39308,198 @@
        "      <td>4.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Bangladeshi or British Bangladeshi</th>\n",
-       "      <td>56</td>\n",
-       "      <td>34.8</td>\n",
-       "      <td>161</td>\n",
-       "      <td>30.4</td>\n",
-       "      <td>4.4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>Caribbean</th>\n",
-       "      <td>77</td>\n",
-       "      <td>44.0</td>\n",
+       "      <td>56</td>\n",
+       "      <td>32.0</td>\n",
        "      <td>175</td>\n",
-       "      <td>44.0</td>\n",
+       "      <td>32.0</td>\n",
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Chinese</th>\n",
-       "      <td>77</td>\n",
-       "      <td>44.0</td>\n",
+       "      <td>63</td>\n",
+       "      <td>36.0</td>\n",
        "      <td>175</td>\n",
-       "      <td>40.0</td>\n",
+       "      <td>32.0</td>\n",
        "      <td>4.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Other</th>\n",
-       "      <td>77</td>\n",
-       "      <td>45.8</td>\n",
+       "      <td>63</td>\n",
+       "      <td>37.5</td>\n",
        "      <td>168</td>\n",
-       "      <td>41.7</td>\n",
-       "      <td>4.1</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Other Asian</th>\n",
-       "      <td>77</td>\n",
-       "      <td>45.8</td>\n",
+       "      <td>70</td>\n",
+       "      <td>41.7</td>\n",
        "      <td>168</td>\n",
        "      <td>41.7</td>\n",
-       "      <td>4.1</td>\n",
+       "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>British or Mixed British</th>\n",
-       "      <td>56</td>\n",
-       "      <td>34.8</td>\n",
-       "      <td>161</td>\n",
-       "      <td>30.4</td>\n",
-       "      <td>4.4</td>\n",
+       "      <td>70</td>\n",
+       "      <td>35.7</td>\n",
+       "      <td>196</td>\n",
+       "      <td>35.7</td>\n",
+       "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Indian or British Indian</th>\n",
-       "      <td>84</td>\n",
-       "      <td>48.0</td>\n",
-       "      <td>175</td>\n",
-       "      <td>48.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>70</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>189</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>3.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Irish</th>\n",
-       "      <td>84</td>\n",
-       "      <td>46.2</td>\n",
-       "      <td>182</td>\n",
-       "      <td>42.3</td>\n",
-       "      <td>3.9</td>\n",
+       "      <td>91</td>\n",
+       "      <td>46.4</td>\n",
+       "      <td>196</td>\n",
+       "      <td>42.9</td>\n",
+       "      <td>3.5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Other Black</th>\n",
        "      <td>70</td>\n",
-       "      <td>41.7</td>\n",
-       "      <td>168</td>\n",
-       "      <td>37.5</td>\n",
-       "      <td>4.2</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>175</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>4.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Other White</th>\n",
-       "      <td>84</td>\n",
-       "      <td>44.4</td>\n",
-       "      <td>189</td>\n",
-       "      <td>40.7</td>\n",
-       "      <td>3.7</td>\n",
+       "      <td>63</td>\n",
+       "      <td>34.6</td>\n",
+       "      <td>182</td>\n",
+       "      <td>34.6</td>\n",
+       "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Other mixed</th>\n",
-       "      <td>56</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>140</td>\n",
-       "      <td>35.0</td>\n",
-       "      <td>5.0</td>\n",
+       "      <td>49</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>175</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Pakistani or British Pakistani</th>\n",
-       "      <td>63</td>\n",
-       "      <td>40.9</td>\n",
-       "      <td>154</td>\n",
-       "      <td>36.4</td>\n",
-       "      <td>4.5</td>\n",
+       "      <td>77</td>\n",
+       "      <td>37.9</td>\n",
+       "      <td>203</td>\n",
+       "      <td>34.5</td>\n",
+       "      <td>3.4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Unknown</th>\n",
-       "      <td>182</td>\n",
-       "      <td>37.7</td>\n",
-       "      <td>483</td>\n",
-       "      <td>36.2</td>\n",
-       "      <td>1.5</td>\n",
+       "      <td>210</td>\n",
+       "      <td>41.1</td>\n",
+       "      <td>511</td>\n",
+       "      <td>38.4</td>\n",
+       "      <td>2.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>White + Asian</th>\n",
        "      <td>77</td>\n",
-       "      <td>45.8</td>\n",
-       "      <td>168</td>\n",
-       "      <td>41.7</td>\n",
-       "      <td>4.1</td>\n",
+       "      <td>39.3</td>\n",
+       "      <td>196</td>\n",
+       "      <td>39.3</td>\n",
+       "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>White + Black African</th>\n",
-       "      <td>56</td>\n",
-       "      <td>42.1</td>\n",
-       "      <td>133</td>\n",
-       "      <td>36.8</td>\n",
-       "      <td>5.3</td>\n",
+       "      <td>70</td>\n",
+       "      <td>41.7</td>\n",
+       "      <td>168</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>4.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>White + Black Caribbean</th>\n",
-       "      <td>77</td>\n",
-       "      <td>47.8</td>\n",
+       "      <td>63</td>\n",
+       "      <td>39.1</td>\n",
        "      <td>161</td>\n",
-       "      <td>43.5</td>\n",
+       "      <td>34.8</td>\n",
        "      <td>4.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"6\" valign=\"top\">Index of Multiple Deprivation (quintiles)</th>\n",
        "      <th>1 Most deprived</th>\n",
-       "      <td>238</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>595</td>\n",
-       "      <td>37.6</td>\n",
-       "      <td>2.4</td>\n",
+       "      <td>245</td>\n",
+       "      <td>36.5</td>\n",
+       "      <td>672</td>\n",
+       "      <td>34.4</td>\n",
+       "      <td>2.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>252</td>\n",
-       "      <td>41.9</td>\n",
-       "      <td>602</td>\n",
-       "      <td>39.5</td>\n",
-       "      <td>2.4</td>\n",
+       "      <td>245</td>\n",
+       "      <td>37.6</td>\n",
+       "      <td>651</td>\n",
+       "      <td>36.6</td>\n",
+       "      <td>1.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>252</td>\n",
-       "      <td>43.4</td>\n",
-       "      <td>581</td>\n",
-       "      <td>39.8</td>\n",
-       "      <td>3.6</td>\n",
+       "      <td>238</td>\n",
+       "      <td>38.2</td>\n",
+       "      <td>623</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>2.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>245</td>\n",
-       "      <td>38.5</td>\n",
-       "      <td>637</td>\n",
-       "      <td>36.3</td>\n",
+       "      <td>238</td>\n",
+       "      <td>38.2</td>\n",
+       "      <td>623</td>\n",
+       "      <td>36.0</td>\n",
        "      <td>2.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 Least deprived</th>\n",
-       "      <td>238</td>\n",
-       "      <td>44.7</td>\n",
-       "      <td>532</td>\n",
-       "      <td>42.1</td>\n",
-       "      <td>2.6</td>\n",
+       "      <td>273</td>\n",
+       "      <td>40.6</td>\n",
+       "      <td>672</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>3.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Unknown</th>\n",
-       "      <td>77</td>\n",
-       "      <td>42.3</td>\n",
-       "      <td>182</td>\n",
-       "      <td>38.5</td>\n",
-       "      <td>3.8</td>\n",
+       "      <td>63</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>168</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>4.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">BMI</th>\n",
        "      <th>30+</th>\n",
        "      <td>392</td>\n",
-       "      <td>41.2</td>\n",
-       "      <td>952</td>\n",
-       "      <td>39.0</td>\n",
-       "      <td>2.2</td>\n",
+       "      <td>37.8</td>\n",
+       "      <td>1036</td>\n",
+       "      <td>35.1</td>\n",
+       "      <td>2.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>under 30</th>\n",
        "      <td>910</td>\n",
-       "      <td>41.7</td>\n",
-       "      <td>2184</td>\n",
-       "      <td>38.8</td>\n",
-       "      <td>2.9</td>\n",
+       "      <td>38.3</td>\n",
+       "      <td>2373</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>2.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">Chronic cardiac disease</th>\n",
        "      <th>no</th>\n",
-       "      <td>1288</td>\n",
-       "      <td>41.4</td>\n",
-       "      <td>3108</td>\n",
-       "      <td>38.7</td>\n",
-       "      <td>2.7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>yes</th>\n",
-       "      <td>7</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>28</td>\n",
-       "      <td>25.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">Current COPD</th>\n",
-       "      <th>no</th>\n",
-       "      <td>1288</td>\n",
-       "      <td>41.5</td>\n",
-       "      <td>3101</td>\n",
-       "      <td>38.8</td>\n",
+       "      <td>1295</td>\n",
+       "      <td>38.4</td>\n",
+       "      <td>3374</td>\n",
+       "      <td>35.7</td>\n",
        "      <td>2.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -34966,13 +39511,13 @@
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">DMARDs</th>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Current COPD</th>\n",
        "      <th>no</th>\n",
-       "      <td>1288</td>\n",
-       "      <td>41.4</td>\n",
-       "      <td>3108</td>\n",
-       "      <td>38.7</td>\n",
-       "      <td>2.7</td>\n",
+       "      <td>1295</td>\n",
+       "      <td>38.3</td>\n",
+       "      <td>3381</td>\n",
+       "      <td>35.8</td>\n",
+       "      <td>2.5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>yes</th>\n",
@@ -34983,13 +39528,13 @@
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">Psychosis, schizophrenia, or bipolar</th>\n",
+       "      <th rowspan=\"2\" valign=\"top\">DMARDs</th>\n",
        "      <th>no</th>\n",
-       "      <td>1281</td>\n",
-       "      <td>41.2</td>\n",
-       "      <td>3108</td>\n",
-       "      <td>38.7</td>\n",
-       "      <td>2.5</td>\n",
+       "      <td>1295</td>\n",
+       "      <td>38.3</td>\n",
+       "      <td>3381</td>\n",
+       "      <td>35.6</td>\n",
+       "      <td>2.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>yes</th>\n",
@@ -35000,20 +39545,37 @@
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th rowspan=\"2\" valign=\"top\">SSRI (last 12 months)</th>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Psychosis, schizophrenia, or bipolar</th>\n",
        "      <th>no</th>\n",
-       "      <td>1288</td>\n",
-       "      <td>41.4</td>\n",
-       "      <td>3108</td>\n",
-       "      <td>38.7</td>\n",
+       "      <td>1295</td>\n",
+       "      <td>38.4</td>\n",
+       "      <td>3374</td>\n",
+       "      <td>35.7</td>\n",
        "      <td>2.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>yes</th>\n",
        "      <td>14</td>\n",
-       "      <td>50.0</td>\n",
-       "      <td>28</td>\n",
-       "      <td>50.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">SSRI (last 12 months)</th>\n",
+       "      <th>no</th>\n",
+       "      <td>1295</td>\n",
+       "      <td>38.4</td>\n",
+       "      <td>3374</td>\n",
+       "      <td>35.9</td>\n",
+       "      <td>2.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>yes</th>\n",
+       "      <td>7</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>20.0</td>\n",
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -35023,237 +39585,237 @@
       "text/plain": [
        "                                                                               Vaccinated at 30 Mar (n)  \\\n",
        "Category                                  Group                                                           \n",
-       "overall                                   overall                                                  1300   \n",
-       "Sex                                       F                                                         707   \n",
-       "                                          M                                                         595   \n",
-       "Ethnicity (broad categories)              Black                                                     217   \n",
-       "                                          Mixed                                                     210   \n",
-       "                                          Other                                                     231   \n",
+       "overall                                   overall                                                  1306   \n",
+       "Sex                                       F                                                         658   \n",
+       "                                          M                                                         644   \n",
+       "Ethnicity (broad categories)              Black                                                     231   \n",
+       "                                          Mixed                                                     217   \n",
+       "                                          Other                                                     217   \n",
        "                                          South Asian                                               252   \n",
-       "                                          Unknown                                                   189   \n",
-       "                                          White                                                     203   \n",
-       "ethnicity 16 groups                        African                                                   63   \n",
-       "                                           Bangladeshi or British Bangladeshi                        56   \n",
-       "                                           Caribbean                                                 77   \n",
-       "                                           Chinese                                                   77   \n",
-       "                                           Other                                                     77   \n",
-       "                                           Other Asian                                               77   \n",
-       "                                          British or Mixed British                                   56   \n",
-       "                                          Indian or British Indian                                   84   \n",
-       "                                          Irish                                                      84   \n",
+       "                                          Unknown                                                   168   \n",
+       "                                          White                                                     224   \n",
+       "ethnicity 16 groups                        African                                                   77   \n",
+       "                                           Bangladeshi or British Bangladeshi                        63   \n",
+       "                                           Caribbean                                                 56   \n",
+       "                                           Chinese                                                   63   \n",
+       "                                           Other                                                     63   \n",
+       "                                           Other Asian                                               70   \n",
+       "                                          British or Mixed British                                   70   \n",
+       "                                          Indian or British Indian                                   70   \n",
+       "                                          Irish                                                      91   \n",
        "                                          Other Black                                                70   \n",
-       "                                          Other White                                                84   \n",
-       "                                          Other mixed                                                56   \n",
-       "                                          Pakistani or British Pakistani                             63   \n",
-       "                                          Unknown                                                   182   \n",
+       "                                          Other White                                                63   \n",
+       "                                          Other mixed                                                49   \n",
+       "                                          Pakistani or British Pakistani                             77   \n",
+       "                                          Unknown                                                   210   \n",
        "                                          White + Asian                                              77   \n",
-       "                                          White + Black African                                      56   \n",
-       "                                          White + Black Caribbean                                    77   \n",
-       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                           238   \n",
-       "                                          2                                                         252   \n",
-       "                                          3                                                         252   \n",
-       "                                          4                                                         245   \n",
-       "                                          5 Least deprived                                          238   \n",
-       "                                          Unknown                                                    77   \n",
+       "                                          White + Black African                                      70   \n",
+       "                                          White + Black Caribbean                                    63   \n",
+       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                           245   \n",
+       "                                          2                                                         245   \n",
+       "                                          3                                                         238   \n",
+       "                                          4                                                         238   \n",
+       "                                          5 Least deprived                                          273   \n",
+       "                                          Unknown                                                    63   \n",
        "BMI                                       30+                                                       392   \n",
        "                                          under 30                                                  910   \n",
-       "Chronic cardiac disease                   no                                                       1288   \n",
-       "                                          yes                                                         7   \n",
-       "Current COPD                              no                                                       1288   \n",
+       "Chronic cardiac disease                   no                                                       1295   \n",
        "                                          yes                                                        14   \n",
-       "DMARDs                                    no                                                       1288   \n",
+       "Current COPD                              no                                                       1295   \n",
        "                                          yes                                                         7   \n",
-       "Psychosis, schizophrenia, or bipolar      no                                                       1281   \n",
+       "DMARDs                                    no                                                       1295   \n",
        "                                          yes                                                        14   \n",
-       "SSRI (last 12 months)                     no                                                       1288   \n",
+       "Psychosis, schizophrenia, or bipolar      no                                                       1295   \n",
        "                                          yes                                                        14   \n",
+       "SSRI (last 12 months)                     no                                                       1295   \n",
+       "                                          yes                                                         7   \n",
        "\n",
        "                                                                               Vaccinated at 30 Mar (%)  \\\n",
        "Category                                  Group                                                           \n",
-       "overall                                   overall                                                  41.5   \n",
-       "Sex                                       F                                                        43.0   \n",
-       "                                          M                                                        39.9   \n",
-       "Ethnicity (broad categories)              Black                                                    40.8   \n",
-       "                                          Mixed                                                    41.1   \n",
-       "                                          Other                                                    43.4   \n",
-       "                                          South Asian                                              42.4   \n",
-       "                                          Unknown                                                  41.5   \n",
-       "                                          White                                                    40.3   \n",
-       "ethnicity 16 groups                        African                                                 36.0   \n",
-       "                                           Bangladeshi or British Bangladeshi                      34.8   \n",
-       "                                           Caribbean                                               44.0   \n",
-       "                                           Chinese                                                 44.0   \n",
-       "                                           Other                                                   45.8   \n",
-       "                                           Other Asian                                             45.8   \n",
-       "                                          British or Mixed British                                 34.8   \n",
-       "                                          Indian or British Indian                                 48.0   \n",
-       "                                          Irish                                                    46.2   \n",
-       "                                          Other Black                                              41.7   \n",
-       "                                          Other White                                              44.4   \n",
-       "                                          Other mixed                                              40.0   \n",
-       "                                          Pakistani or British Pakistani                           40.9   \n",
-       "                                          Unknown                                                  37.7   \n",
-       "                                          White + Asian                                            45.8   \n",
-       "                                          White + Black African                                    42.1   \n",
-       "                                          White + Black Caribbean                                  47.8   \n",
-       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                          40.0   \n",
-       "                                          2                                                        41.9   \n",
-       "                                          3                                                        43.4   \n",
-       "                                          4                                                        38.5   \n",
-       "                                          5 Least deprived                                         44.7   \n",
-       "                                          Unknown                                                  42.3   \n",
-       "BMI                                       30+                                                      41.2   \n",
-       "                                          under 30                                                 41.7   \n",
-       "Chronic cardiac disease                   no                                                       41.4   \n",
-       "                                          yes                                                      25.0   \n",
-       "Current COPD                              no                                                       41.5   \n",
+       "overall                                   overall                                                  38.3   \n",
+       "Sex                                       F                                                        37.9   \n",
+       "                                          M                                                        38.5   \n",
+       "Ethnicity (broad categories)              Black                                                    39.8   \n",
+       "                                          Mixed                                                    40.3   \n",
+       "                                          Other                                                    37.8   \n",
+       "                                          South Asian                                              39.1   \n",
+       "                                          Unknown                                                  34.8   \n",
+       "                                          White                                                    38.1   \n",
+       "ethnicity 16 groups                        African                                                 39.3   \n",
+       "                                           Bangladeshi or British Bangladeshi                      36.0   \n",
+       "                                           Caribbean                                               32.0   \n",
+       "                                           Chinese                                                 36.0   \n",
+       "                                           Other                                                   37.5   \n",
+       "                                           Other Asian                                             41.7   \n",
+       "                                          British or Mixed British                                 35.7   \n",
+       "                                          Indian or British Indian                                 37.0   \n",
+       "                                          Irish                                                    46.4   \n",
+       "                                          Other Black                                              40.0   \n",
+       "                                          Other White                                              34.6   \n",
+       "                                          Other mixed                                              28.0   \n",
+       "                                          Pakistani or British Pakistani                           37.9   \n",
+       "                                          Unknown                                                  41.1   \n",
+       "                                          White + Asian                                            39.3   \n",
+       "                                          White + Black African                                    41.7   \n",
+       "                                          White + Black Caribbean                                  39.1   \n",
+       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                          36.5   \n",
+       "                                          2                                                        37.6   \n",
+       "                                          3                                                        38.2   \n",
+       "                                          4                                                        38.2   \n",
+       "                                          5 Least deprived                                         40.6   \n",
+       "                                          Unknown                                                  37.5   \n",
+       "BMI                                       30+                                                      37.8   \n",
+       "                                          under 30                                                 38.3   \n",
+       "Chronic cardiac disease                   no                                                       38.4   \n",
        "                                          yes                                                      40.0   \n",
-       "DMARDs                                    no                                                       41.4   \n",
+       "Current COPD                              no                                                       38.3   \n",
        "                                          yes                                                      25.0   \n",
-       "Psychosis, schizophrenia, or bipolar      no                                                       41.2   \n",
-       "                                          yes                                                      50.0   \n",
-       "SSRI (last 12 months)                     no                                                       41.4   \n",
+       "DMARDs                                    no                                                       38.3   \n",
        "                                          yes                                                      50.0   \n",
+       "Psychosis, schizophrenia, or bipolar      no                                                       38.4   \n",
+       "                                          yes                                                      40.0   \n",
+       "SSRI (last 12 months)                     no                                                       38.4   \n",
+       "                                          yes                                                      20.0   \n",
        "\n",
        "                                                                               Total eligible  \\\n",
        "Category                                  Group                                                 \n",
-       "overall                                   overall                                        3136   \n",
-       "Sex                                       F                                              1645   \n",
-       "                                          M                                              1491   \n",
-       "Ethnicity (broad categories)              Black                                           532   \n",
-       "                                          Mixed                                           511   \n",
-       "                                          Other                                           532   \n",
-       "                                          South Asian                                     595   \n",
-       "                                          Unknown                                         455   \n",
-       "                                          White                                           504   \n",
-       "ethnicity 16 groups                        African                                        175   \n",
-       "                                           Bangladeshi or British Bangladeshi             161   \n",
+       "overall                                   overall                                        3409   \n",
+       "Sex                                       F                                              1736   \n",
+       "                                          M                                              1673   \n",
+       "Ethnicity (broad categories)              Black                                           581   \n",
+       "                                          Mixed                                           539   \n",
+       "                                          Other                                           574   \n",
+       "                                          South Asian                                     644   \n",
+       "                                          Unknown                                         483   \n",
+       "                                          White                                           588   \n",
+       "ethnicity 16 groups                        African                                        196   \n",
+       "                                           Bangladeshi or British Bangladeshi             175   \n",
        "                                           Caribbean                                      175   \n",
        "                                           Chinese                                        175   \n",
        "                                           Other                                          168   \n",
        "                                           Other Asian                                    168   \n",
-       "                                          British or Mixed British                        161   \n",
-       "                                          Indian or British Indian                        175   \n",
-       "                                          Irish                                           182   \n",
-       "                                          Other Black                                     168   \n",
-       "                                          Other White                                     189   \n",
-       "                                          Other mixed                                     140   \n",
-       "                                          Pakistani or British Pakistani                  154   \n",
-       "                                          Unknown                                         483   \n",
-       "                                          White + Asian                                   168   \n",
-       "                                          White + Black African                           133   \n",
+       "                                          British or Mixed British                        196   \n",
+       "                                          Indian or British Indian                        189   \n",
+       "                                          Irish                                           196   \n",
+       "                                          Other Black                                     175   \n",
+       "                                          Other White                                     182   \n",
+       "                                          Other mixed                                     175   \n",
+       "                                          Pakistani or British Pakistani                  203   \n",
+       "                                          Unknown                                         511   \n",
+       "                                          White + Asian                                   196   \n",
+       "                                          White + Black African                           168   \n",
        "                                          White + Black Caribbean                         161   \n",
-       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                 595   \n",
-       "                                          2                                               602   \n",
-       "                                          3                                               581   \n",
-       "                                          4                                               637   \n",
-       "                                          5 Least deprived                                532   \n",
-       "                                          Unknown                                         182   \n",
-       "BMI                                       30+                                             952   \n",
-       "                                          under 30                                       2184   \n",
-       "Chronic cardiac disease                   no                                             3108   \n",
-       "                                          yes                                              28   \n",
-       "Current COPD                              no                                             3101   \n",
+       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                 672   \n",
+       "                                          2                                               651   \n",
+       "                                          3                                               623   \n",
+       "                                          4                                               623   \n",
+       "                                          5 Least deprived                                672   \n",
+       "                                          Unknown                                         168   \n",
+       "BMI                                       30+                                            1036   \n",
+       "                                          under 30                                       2373   \n",
+       "Chronic cardiac disease                   no                                             3374   \n",
        "                                          yes                                              35   \n",
-       "DMARDs                                    no                                             3108   \n",
-       "                                          yes                                              28   \n",
-       "Psychosis, schizophrenia, or bipolar      no                                             3108   \n",
+       "Current COPD                              no                                             3381   \n",
        "                                          yes                                              28   \n",
-       "SSRI (last 12 months)                     no                                             3108   \n",
+       "DMARDs                                    no                                             3381   \n",
        "                                          yes                                              28   \n",
+       "Psychosis, schizophrenia, or bipolar      no                                             3374   \n",
+       "                                          yes                                              35   \n",
+       "SSRI (last 12 months)                     no                                             3374   \n",
+       "                                          yes                                              35   \n",
        "\n",
        "                                                                               Previous week's vaccination coverage (%)  \\\n",
        "Category                                  Group                                                                           \n",
-       "overall                                   overall                                                                  38.8   \n",
-       "Sex                                       F                                                                        39.1   \n",
-       "                                          M                                                                        38.5   \n",
-       "Ethnicity (broad categories)              Black                                                                    38.2   \n",
-       "                                          Mixed                                                                    38.4   \n",
-       "                                          Other                                                                    40.8   \n",
-       "                                          South Asian                                                              40.0   \n",
-       "                                          Unknown                                                                  38.5   \n",
-       "                                          White                                                                    37.5   \n",
-       "ethnicity 16 groups                        African                                                                 32.0   \n",
-       "                                           Bangladeshi or British Bangladeshi                                      30.4   \n",
-       "                                           Caribbean                                                               44.0   \n",
-       "                                           Chinese                                                                 40.0   \n",
-       "                                           Other                                                                   41.7   \n",
+       "overall                                   overall                                                                  35.7   \n",
+       "Sex                                       F                                                                        35.5   \n",
+       "                                          M                                                                        36.0   \n",
+       "Ethnicity (broad categories)              Black                                                                    37.3   \n",
+       "                                          Mixed                                                                    39.0   \n",
+       "                                          Other                                                                    35.4   \n",
+       "                                          South Asian                                                              37.0   \n",
+       "                                          Unknown                                                                  31.9   \n",
+       "                                          White                                                                    34.5   \n",
+       "ethnicity 16 groups                        African                                                                 35.7   \n",
+       "                                           Bangladeshi or British Bangladeshi                                      32.0   \n",
+       "                                           Caribbean                                                               32.0   \n",
+       "                                           Chinese                                                                 32.0   \n",
+       "                                           Other                                                                   37.5   \n",
        "                                           Other Asian                                                             41.7   \n",
-       "                                          British or Mixed British                                                 30.4   \n",
-       "                                          Indian or British Indian                                                 48.0   \n",
-       "                                          Irish                                                                    42.3   \n",
-       "                                          Other Black                                                              37.5   \n",
-       "                                          Other White                                                              40.7   \n",
-       "                                          Other mixed                                                              35.0   \n",
-       "                                          Pakistani or British Pakistani                                           36.4   \n",
-       "                                          Unknown                                                                  36.2   \n",
-       "                                          White + Asian                                                            41.7   \n",
-       "                                          White + Black African                                                    36.8   \n",
-       "                                          White + Black Caribbean                                                  43.5   \n",
-       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                                          37.6   \n",
-       "                                          2                                                                        39.5   \n",
-       "                                          3                                                                        39.8   \n",
-       "                                          4                                                                        36.3   \n",
-       "                                          5 Least deprived                                                         42.1   \n",
-       "                                          Unknown                                                                  38.5   \n",
-       "BMI                                       30+                                                                      39.0   \n",
-       "                                          under 30                                                                 38.8   \n",
-       "Chronic cardiac disease                   no                                                                       38.7   \n",
-       "                                          yes                                                                      25.0   \n",
-       "Current COPD                              no                                                                       38.8   \n",
+       "                                          British or Mixed British                                                 35.7   \n",
+       "                                          Indian or British Indian                                                 33.3   \n",
+       "                                          Irish                                                                    42.9   \n",
+       "                                          Other Black                                                              36.0   \n",
+       "                                          Other White                                                              34.6   \n",
+       "                                          Other mixed                                                              28.0   \n",
+       "                                          Pakistani or British Pakistani                                           34.5   \n",
+       "                                          Unknown                                                                  38.4   \n",
+       "                                          White + Asian                                                            39.3   \n",
+       "                                          White + Black African                                                    37.5   \n",
+       "                                          White + Black Caribbean                                                  34.8   \n",
+       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                                          34.4   \n",
+       "                                          2                                                                        36.6   \n",
+       "                                          3                                                                        36.0   \n",
+       "                                          4                                                                        36.0   \n",
+       "                                          5 Least deprived                                                         37.5   \n",
+       "                                          Unknown                                                                  33.3   \n",
+       "BMI                                       30+                                                                      35.1   \n",
+       "                                          under 30                                                                 36.0   \n",
+       "Chronic cardiac disease                   no                                                                       35.7   \n",
        "                                          yes                                                                      40.0   \n",
-       "DMARDs                                    no                                                                       38.7   \n",
+       "Current COPD                              no                                                                       35.8   \n",
        "                                          yes                                                                      25.0   \n",
-       "Psychosis, schizophrenia, or bipolar      no                                                                       38.7   \n",
-       "                                          yes                                                                      50.0   \n",
-       "SSRI (last 12 months)                     no                                                                       38.7   \n",
+       "DMARDs                                    no                                                                       35.6   \n",
        "                                          yes                                                                      50.0   \n",
+       "Psychosis, schizophrenia, or bipolar      no                                                                       35.7   \n",
+       "                                          yes                                                                      40.0   \n",
+       "SSRI (last 12 months)                     no                                                                       35.9   \n",
+       "                                          yes                                                                      20.0   \n",
        "\n",
        "                                                                               Vaccinated over last 7d (%)  \n",
        "Category                                  Group                                                             \n",
-       "overall                                   overall                                                      2.7  \n",
-       "Sex                                       F                                                            3.9  \n",
-       "                                          M                                                            1.4  \n",
-       "Ethnicity (broad categories)              Black                                                        2.6  \n",
-       "                                          Mixed                                                        2.7  \n",
-       "                                          Other                                                        2.6  \n",
-       "                                          South Asian                                                  2.4  \n",
-       "                                          Unknown                                                      3.0  \n",
-       "                                          White                                                        2.8  \n",
-       "ethnicity 16 groups                        African                                                     4.0  \n",
-       "                                           Bangladeshi or British Bangladeshi                          4.4  \n",
+       "overall                                   overall                                                      2.6  \n",
+       "Sex                                       F                                                            2.4  \n",
+       "                                          M                                                            2.5  \n",
+       "Ethnicity (broad categories)              Black                                                        2.5  \n",
+       "                                          Mixed                                                        1.3  \n",
+       "                                          Other                                                        2.4  \n",
+       "                                          South Asian                                                  2.1  \n",
+       "                                          Unknown                                                      2.9  \n",
+       "                                          White                                                        3.6  \n",
+       "ethnicity 16 groups                        African                                                     3.6  \n",
+       "                                           Bangladeshi or British Bangladeshi                          4.0  \n",
        "                                           Caribbean                                                   0.0  \n",
        "                                           Chinese                                                     4.0  \n",
-       "                                           Other                                                       4.1  \n",
-       "                                           Other Asian                                                 4.1  \n",
-       "                                          British or Mixed British                                     4.4  \n",
-       "                                          Indian or British Indian                                     0.0  \n",
-       "                                          Irish                                                        3.9  \n",
-       "                                          Other Black                                                  4.2  \n",
-       "                                          Other White                                                  3.7  \n",
-       "                                          Other mixed                                                  5.0  \n",
-       "                                          Pakistani or British Pakistani                               4.5  \n",
-       "                                          Unknown                                                      1.5  \n",
-       "                                          White + Asian                                                4.1  \n",
-       "                                          White + Black African                                        5.3  \n",
+       "                                           Other                                                       0.0  \n",
+       "                                           Other Asian                                                 0.0  \n",
+       "                                          British or Mixed British                                     0.0  \n",
+       "                                          Indian or British Indian                                     3.7  \n",
+       "                                          Irish                                                        3.5  \n",
+       "                                          Other Black                                                  4.0  \n",
+       "                                          Other White                                                  0.0  \n",
+       "                                          Other mixed                                                  0.0  \n",
+       "                                          Pakistani or British Pakistani                               3.4  \n",
+       "                                          Unknown                                                      2.7  \n",
+       "                                          White + Asian                                                0.0  \n",
+       "                                          White + Black African                                        4.2  \n",
        "                                          White + Black Caribbean                                      4.3  \n",
-       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                              2.4  \n",
-       "                                          2                                                            2.4  \n",
-       "                                          3                                                            3.6  \n",
+       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                              2.1  \n",
+       "                                          2                                                            1.0  \n",
+       "                                          3                                                            2.2  \n",
        "                                          4                                                            2.2  \n",
-       "                                          5 Least deprived                                             2.6  \n",
-       "                                          Unknown                                                      3.8  \n",
-       "BMI                                       30+                                                          2.2  \n",
-       "                                          under 30                                                     2.9  \n",
+       "                                          5 Least deprived                                             3.1  \n",
+       "                                          Unknown                                                      4.2  \n",
+       "BMI                                       30+                                                          2.7  \n",
+       "                                          under 30                                                     2.3  \n",
        "Chronic cardiac disease                   no                                                           2.7  \n",
        "                                          yes                                                          0.0  \n",
-       "Current COPD                              no                                                           2.7  \n",
+       "Current COPD                              no                                                           2.5  \n",
        "                                          yes                                                          0.0  \n",
        "DMARDs                                    no                                                           2.7  \n",
        "                                          yes                                                          0.0  \n",
-       "Psychosis, schizophrenia, or bipolar      no                                                           2.5  \n",
+       "Psychosis, schizophrenia, or bipolar      no                                                           2.7  \n",
        "                                          yes                                                          0.0  \n",
-       "SSRI (last 12 months)                     no                                                           2.7  \n",
+       "SSRI (last 12 months)                     no                                                           2.5  \n",
        "                                          yes                                                          0.0  "
       ]
      },
@@ -35297,6 +39859,653 @@
      "metadata": {},
      "output_type": "display_data"
     },
+    {
+     "data": {
+      "text/markdown": [
+       "## \n",
+       " ## Cumulative vaccination figures among 16-49, not in other eligible groups shown population \n",
+       " Please refer to footnotes below table for information."
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "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></th>\n",
+       "      <th>Vaccinated at 30 Mar (n)</th>\n",
+       "      <th>Previous week's vaccination figure (n)</th>\n",
+       "      <th>Vaccinated over last 7d (n)</th>\n",
+       "      <th>Increase in coverage over last 7d (%)</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Category</th>\n",
+       "      <th>Group</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>overall</th>\n",
+       "      <th>overall</th>\n",
+       "      <td>12162</td>\n",
+       "      <td>11440.0</td>\n",
+       "      <td>722.0</td>\n",
+       "      <td>6.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Sex</th>\n",
+       "      <th>F</th>\n",
+       "      <td>6202</td>\n",
+       "      <td>5845.0</td>\n",
+       "      <td>357.0</td>\n",
+       "      <td>6.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>M</th>\n",
+       "      <td>5964</td>\n",
+       "      <td>5593.0</td>\n",
+       "      <td>371.0</td>\n",
+       "      <td>6.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"7\" valign=\"top\">Age band</th>\n",
+       "      <th>16-29</th>\n",
+       "      <td>1498</td>\n",
+       "      <td>1407.0</td>\n",
+       "      <td>91.0</td>\n",
+       "      <td>6.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30-39</th>\n",
+       "      <td>1519</td>\n",
+       "      <td>1421.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>6.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40-49</th>\n",
+       "      <td>1505</td>\n",
+       "      <td>1421.0</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>5.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50-59</th>\n",
+       "      <td>1575</td>\n",
+       "      <td>1491.0</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>5.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60-69</th>\n",
+       "      <td>1547</td>\n",
+       "      <td>1463.0</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>5.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70-79</th>\n",
+       "      <td>3080</td>\n",
+       "      <td>2877.0</td>\n",
+       "      <td>203.0</td>\n",
+       "      <td>7.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80+</th>\n",
+       "      <td>1442</td>\n",
+       "      <td>1351.0</td>\n",
+       "      <td>91.0</td>\n",
+       "      <td>6.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"6\" valign=\"top\">Ethnicity (broad categories)</th>\n",
+       "      <th>Black</th>\n",
+       "      <td>2079</td>\n",
+       "      <td>1939.0</td>\n",
+       "      <td>140.0</td>\n",
+       "      <td>7.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mixed</th>\n",
+       "      <td>2072</td>\n",
+       "      <td>1967.0</td>\n",
+       "      <td>105.0</td>\n",
+       "      <td>5.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other</th>\n",
+       "      <td>2051</td>\n",
+       "      <td>1939.0</td>\n",
+       "      <td>112.0</td>\n",
+       "      <td>5.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>South Asian</th>\n",
+       "      <td>2093</td>\n",
+       "      <td>1974.0</td>\n",
+       "      <td>119.0</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Unknown</th>\n",
+       "      <td>1827</td>\n",
+       "      <td>1701.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>7.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>White</th>\n",
+       "      <td>2030</td>\n",
+       "      <td>1925.0</td>\n",
+       "      <td>105.0</td>\n",
+       "      <td>5.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"17\" valign=\"top\">ethnicity 16 groups</th>\n",
+       "      <th>African</th>\n",
+       "      <td>637</td>\n",
+       "      <td>602.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>5.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bangladeshi or British Bangladeshi</th>\n",
+       "      <td>616</td>\n",
+       "      <td>574.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>7.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Caribbean</th>\n",
+       "      <td>637</td>\n",
+       "      <td>602.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>5.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Chinese</th>\n",
+       "      <td>637</td>\n",
+       "      <td>609.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>4.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other</th>\n",
+       "      <td>665</td>\n",
+       "      <td>630.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>5.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other Asian</th>\n",
+       "      <td>630</td>\n",
+       "      <td>588.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>7.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>British or Mixed British</th>\n",
+       "      <td>630</td>\n",
+       "      <td>588.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>7.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Indian or British Indian</th>\n",
+       "      <td>637</td>\n",
+       "      <td>595.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>7.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Irish</th>\n",
+       "      <td>679</td>\n",
+       "      <td>644.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>5.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other Black</th>\n",
+       "      <td>665</td>\n",
+       "      <td>630.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>5.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other White</th>\n",
+       "      <td>651</td>\n",
+       "      <td>616.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>5.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other mixed</th>\n",
+       "      <td>630</td>\n",
+       "      <td>595.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>5.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Pakistani or British Pakistani</th>\n",
+       "      <td>693</td>\n",
+       "      <td>651.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>6.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Unknown</th>\n",
+       "      <td>1862</td>\n",
+       "      <td>1736.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>7.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>White + Asian</th>\n",
+       "      <td>637</td>\n",
+       "      <td>602.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>5.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>White + Black African</th>\n",
+       "      <td>644</td>\n",
+       "      <td>609.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>5.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>White + Black Caribbean</th>\n",
+       "      <td>602</td>\n",
+       "      <td>567.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>6.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"6\" valign=\"top\">Index of Multiple Deprivation (quintiles)</th>\n",
+       "      <th>1 Most deprived</th>\n",
+       "      <td>2275</td>\n",
+       "      <td>2149.0</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>5.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2366</td>\n",
+       "      <td>2219.0</td>\n",
+       "      <td>147.0</td>\n",
+       "      <td>6.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2268</td>\n",
+       "      <td>2135.0</td>\n",
+       "      <td>133.0</td>\n",
+       "      <td>6.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2387</td>\n",
+       "      <td>2247.0</td>\n",
+       "      <td>140.0</td>\n",
+       "      <td>6.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5 Least deprived</th>\n",
+       "      <td>2289</td>\n",
+       "      <td>2142.0</td>\n",
+       "      <td>147.0</td>\n",
+       "      <td>6.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Unknown</th>\n",
+       "      <td>588</td>\n",
+       "      <td>553.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>6.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">BMI</th>\n",
+       "      <th>30+</th>\n",
+       "      <td>3654</td>\n",
+       "      <td>3437.0</td>\n",
+       "      <td>217.0</td>\n",
+       "      <td>6.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>under 30</th>\n",
+       "      <td>8505</td>\n",
+       "      <td>8001.0</td>\n",
+       "      <td>504.0</td>\n",
+       "      <td>6.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Chronic cardiac disease</th>\n",
+       "      <th>no</th>\n",
+       "      <td>12040</td>\n",
+       "      <td>11319.0</td>\n",
+       "      <td>721.0</td>\n",
+       "      <td>6.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>yes</th>\n",
+       "      <td>126</td>\n",
+       "      <td>119.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>5.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">Current COPD</th>\n",
+       "      <th>no</th>\n",
+       "      <td>12026</td>\n",
+       "      <td>11319.0</td>\n",
+       "      <td>707.0</td>\n",
+       "      <td>6.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>yes</th>\n",
+       "      <td>133</td>\n",
+       "      <td>119.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>11.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">DMARDs</th>\n",
+       "      <th>no</th>\n",
+       "      <td>12033</td>\n",
+       "      <td>11319.0</td>\n",
+       "      <td>714.0</td>\n",
+       "      <td>6.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>yes</th>\n",
+       "      <td>126</td>\n",
+       "      <td>119.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>5.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">SSRI (last 12 months)</th>\n",
+       "      <th>no</th>\n",
+       "      <td>12040</td>\n",
+       "      <td>11326.0</td>\n",
+       "      <td>714.0</td>\n",
+       "      <td>6.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>yes</th>\n",
+       "      <td>119</td>\n",
+       "      <td>112.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>6.2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                                               Vaccinated at 30 Mar (n)  \\\n",
+       "Category                                  Group                                                           \n",
+       "overall                                   overall                                                 12162   \n",
+       "Sex                                       F                                                        6202   \n",
+       "                                          M                                                        5964   \n",
+       "Age band                                  16-29                                                    1498   \n",
+       "                                          30-39                                                    1519   \n",
+       "                                          40-49                                                    1505   \n",
+       "                                          50-59                                                    1575   \n",
+       "                                          60-69                                                    1547   \n",
+       "                                          70-79                                                    3080   \n",
+       "                                          80+                                                      1442   \n",
+       "Ethnicity (broad categories)              Black                                                    2079   \n",
+       "                                          Mixed                                                    2072   \n",
+       "                                          Other                                                    2051   \n",
+       "                                          South Asian                                              2093   \n",
+       "                                          Unknown                                                  1827   \n",
+       "                                          White                                                    2030   \n",
+       "ethnicity 16 groups                        African                                                  637   \n",
+       "                                           Bangladeshi or British Bangladeshi                       616   \n",
+       "                                           Caribbean                                                637   \n",
+       "                                           Chinese                                                  637   \n",
+       "                                           Other                                                    665   \n",
+       "                                           Other Asian                                              630   \n",
+       "                                          British or Mixed British                                  630   \n",
+       "                                          Indian or British Indian                                  637   \n",
+       "                                          Irish                                                     679   \n",
+       "                                          Other Black                                               665   \n",
+       "                                          Other White                                               651   \n",
+       "                                          Other mixed                                               630   \n",
+       "                                          Pakistani or British Pakistani                            693   \n",
+       "                                          Unknown                                                  1862   \n",
+       "                                          White + Asian                                             637   \n",
+       "                                          White + Black African                                     644   \n",
+       "                                          White + Black Caribbean                                   602   \n",
+       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                          2275   \n",
+       "                                          2                                                        2366   \n",
+       "                                          3                                                        2268   \n",
+       "                                          4                                                        2387   \n",
+       "                                          5 Least deprived                                         2289   \n",
+       "                                          Unknown                                                   588   \n",
+       "BMI                                       30+                                                      3654   \n",
+       "                                          under 30                                                 8505   \n",
+       "Chronic cardiac disease                   no                                                      12040   \n",
+       "                                          yes                                                       126   \n",
+       "Current COPD                              no                                                      12026   \n",
+       "                                          yes                                                       133   \n",
+       "DMARDs                                    no                                                      12033   \n",
+       "                                          yes                                                       126   \n",
+       "SSRI (last 12 months)                     no                                                      12040   \n",
+       "                                          yes                                                       119   \n",
+       "\n",
+       "                                                                               Previous week's vaccination figure (n)  \\\n",
+       "Category                                  Group                                                                         \n",
+       "overall                                   overall                                                             11440.0   \n",
+       "Sex                                       F                                                                    5845.0   \n",
+       "                                          M                                                                    5593.0   \n",
+       "Age band                                  16-29                                                                1407.0   \n",
+       "                                          30-39                                                                1421.0   \n",
+       "                                          40-49                                                                1421.0   \n",
+       "                                          50-59                                                                1491.0   \n",
+       "                                          60-69                                                                1463.0   \n",
+       "                                          70-79                                                                2877.0   \n",
+       "                                          80+                                                                  1351.0   \n",
+       "Ethnicity (broad categories)              Black                                                                1939.0   \n",
+       "                                          Mixed                                                                1967.0   \n",
+       "                                          Other                                                                1939.0   \n",
+       "                                          South Asian                                                          1974.0   \n",
+       "                                          Unknown                                                              1701.0   \n",
+       "                                          White                                                                1925.0   \n",
+       "ethnicity 16 groups                        African                                                              602.0   \n",
+       "                                           Bangladeshi or British Bangladeshi                                   574.0   \n",
+       "                                           Caribbean                                                            602.0   \n",
+       "                                           Chinese                                                              609.0   \n",
+       "                                           Other                                                                630.0   \n",
+       "                                           Other Asian                                                          588.0   \n",
+       "                                          British or Mixed British                                              588.0   \n",
+       "                                          Indian or British Indian                                              595.0   \n",
+       "                                          Irish                                                                 644.0   \n",
+       "                                          Other Black                                                           630.0   \n",
+       "                                          Other White                                                           616.0   \n",
+       "                                          Other mixed                                                           595.0   \n",
+       "                                          Pakistani or British Pakistani                                        651.0   \n",
+       "                                          Unknown                                                              1736.0   \n",
+       "                                          White + Asian                                                         602.0   \n",
+       "                                          White + Black African                                                 609.0   \n",
+       "                                          White + Black Caribbean                                               567.0   \n",
+       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                                      2149.0   \n",
+       "                                          2                                                                    2219.0   \n",
+       "                                          3                                                                    2135.0   \n",
+       "                                          4                                                                    2247.0   \n",
+       "                                          5 Least deprived                                                     2142.0   \n",
+       "                                          Unknown                                                               553.0   \n",
+       "BMI                                       30+                                                                  3437.0   \n",
+       "                                          under 30                                                             8001.0   \n",
+       "Chronic cardiac disease                   no                                                                  11319.0   \n",
+       "                                          yes                                                                   119.0   \n",
+       "Current COPD                              no                                                                  11319.0   \n",
+       "                                          yes                                                                   119.0   \n",
+       "DMARDs                                    no                                                                  11319.0   \n",
+       "                                          yes                                                                   119.0   \n",
+       "SSRI (last 12 months)                     no                                                                  11326.0   \n",
+       "                                          yes                                                                   112.0   \n",
+       "\n",
+       "                                                                               Vaccinated over last 7d (n)  \\\n",
+       "Category                                  Group                                                              \n",
+       "overall                                   overall                                                    722.0   \n",
+       "Sex                                       F                                                          357.0   \n",
+       "                                          M                                                          371.0   \n",
+       "Age band                                  16-29                                                       91.0   \n",
+       "                                          30-39                                                       98.0   \n",
+       "                                          40-49                                                       84.0   \n",
+       "                                          50-59                                                       84.0   \n",
+       "                                          60-69                                                       84.0   \n",
+       "                                          70-79                                                      203.0   \n",
+       "                                          80+                                                         91.0   \n",
+       "Ethnicity (broad categories)              Black                                                      140.0   \n",
+       "                                          Mixed                                                      105.0   \n",
+       "                                          Other                                                      112.0   \n",
+       "                                          South Asian                                                119.0   \n",
+       "                                          Unknown                                                    126.0   \n",
+       "                                          White                                                      105.0   \n",
+       "ethnicity 16 groups                        African                                                    35.0   \n",
+       "                                           Bangladeshi or British Bangladeshi                         42.0   \n",
+       "                                           Caribbean                                                  35.0   \n",
+       "                                           Chinese                                                    28.0   \n",
+       "                                           Other                                                      35.0   \n",
+       "                                           Other Asian                                                42.0   \n",
+       "                                          British or Mixed British                                    42.0   \n",
+       "                                          Indian or British Indian                                    42.0   \n",
+       "                                          Irish                                                       35.0   \n",
+       "                                          Other Black                                                 35.0   \n",
+       "                                          Other White                                                 35.0   \n",
+       "                                          Other mixed                                                 35.0   \n",
+       "                                          Pakistani or British Pakistani                              42.0   \n",
+       "                                          Unknown                                                    126.0   \n",
+       "                                          White + Asian                                               35.0   \n",
+       "                                          White + Black African                                       35.0   \n",
+       "                                          White + Black Caribbean                                     35.0   \n",
+       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                            126.0   \n",
+       "                                          2                                                          147.0   \n",
+       "                                          3                                                          133.0   \n",
+       "                                          4                                                          140.0   \n",
+       "                                          5 Least deprived                                           147.0   \n",
+       "                                          Unknown                                                     35.0   \n",
+       "BMI                                       30+                                                        217.0   \n",
+       "                                          under 30                                                   504.0   \n",
+       "Chronic cardiac disease                   no                                                         721.0   \n",
+       "                                          yes                                                          7.0   \n",
+       "Current COPD                              no                                                         707.0   \n",
+       "                                          yes                                                         14.0   \n",
+       "DMARDs                                    no                                                         714.0   \n",
+       "                                          yes                                                          7.0   \n",
+       "SSRI (last 12 months)                     no                                                         714.0   \n",
+       "                                          yes                                                          7.0   \n",
+       "\n",
+       "                                                                               Increase in coverage over last 7d (%)  \n",
+       "Category                                  Group                                                                       \n",
+       "overall                                   overall                                                                6.3  \n",
+       "Sex                                       F                                                                      6.1  \n",
+       "                                          M                                                                      6.6  \n",
+       "Age band                                  16-29                                                                  6.5  \n",
+       "                                          30-39                                                                  6.9  \n",
+       "                                          40-49                                                                  5.9  \n",
+       "                                          50-59                                                                  5.6  \n",
+       "                                          60-69                                                                  5.7  \n",
+       "                                          70-79                                                                  7.1  \n",
+       "                                          80+                                                                    6.7  \n",
+       "Ethnicity (broad categories)              Black                                                                  7.2  \n",
+       "                                          Mixed                                                                  5.3  \n",
+       "                                          Other                                                                  5.8  \n",
+       "                                          South Asian                                                            6.0  \n",
+       "                                          Unknown                                                                7.4  \n",
+       "                                          White                                                                  5.5  \n",
+       "ethnicity 16 groups                        African                                                               5.8  \n",
+       "                                           Bangladeshi or British Bangladeshi                                    7.3  \n",
+       "                                           Caribbean                                                             5.8  \n",
+       "                                           Chinese                                                               4.6  \n",
+       "                                           Other                                                                 5.6  \n",
+       "                                           Other Asian                                                           7.1  \n",
+       "                                          British or Mixed British                                               7.1  \n",
+       "                                          Indian or British Indian                                               7.1  \n",
+       "                                          Irish                                                                  5.4  \n",
+       "                                          Other Black                                                            5.6  \n",
+       "                                          Other White                                                            5.7  \n",
+       "                                          Other mixed                                                            5.9  \n",
+       "                                          Pakistani or British Pakistani                                         6.5  \n",
+       "                                          Unknown                                                                7.3  \n",
+       "                                          White + Asian                                                          5.8  \n",
+       "                                          White + Black African                                                  5.7  \n",
+       "                                          White + Black Caribbean                                                6.2  \n",
+       "Index of Multiple Deprivation (quintiles) 1 Most deprived                                                        5.9  \n",
+       "                                          2                                                                      6.6  \n",
+       "                                          3                                                                      6.2  \n",
+       "                                          4                                                                      6.2  \n",
+       "                                          5 Least deprived                                                       6.9  \n",
+       "                                          Unknown                                                                6.3  \n",
+       "BMI                                       30+                                                                    6.3  \n",
+       "                                          under 30                                                               6.3  \n",
+       "Chronic cardiac disease                   no                                                                     6.4  \n",
+       "                                          yes                                                                    5.9  \n",
+       "Current COPD                              no                                                                     6.2  \n",
+       "                                          yes                                                                   11.8  \n",
+       "DMARDs                                    no                                                                     6.3  \n",
+       "                                          yes                                                                    5.9  \n",
+       "SSRI (last 12 months)                     no                                                                     6.3  \n",
+       "                                          yes                                                                    6.2  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "**Footnotes:**\n",
+       "- Patient counts rounded to the nearest 7"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "- SSRIs group excludes individuals with Psychosis/ schizophrenia/bipolar, LD, or Dementia."
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
     {
      "data": {
       "text/markdown": [
@@ -35966,7 +41175,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -36056,6 +41265,11 @@
        "      <td>3136</td>\n",
        "      <td>85.5</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50-54</th>\n",
+       "      <td>3409</td>\n",
+       "      <td>85.8</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
@@ -36070,10 +41284,11 @@
        "65-69                                   2191                    85.6\n",
        "LD (aged 16-64)                          784                    86.6\n",
        "60-64                                   2632                    85.1\n",
-       "55-59                                   3136                    85.5"
+       "55-59                                   3136                    85.5\n",
+       "50-54                                   3409                    85.8"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -36088,7 +41303,7 @@
     "                 \\n recorded in inpatients, outpatients or A&E over the last ~5 years (or latest if tied).\\\n",
     "                 \\n- Patient counts are rounded to the nearest 7\"))\n",
     "\n",
-    "tab[[\"total population (n)\",\"ethnicity coverage (%)\"]].drop(\"vaccinated under 55s, not in other eligible groups shown\")"
+    "tab[[\"total population (n)\",\"ethnicity coverage (%)\"]].drop(\"vaccinated 16-49, not in other eligible groups shown\")"
    ]
   }
  ],
diff --git a/notebooks/population_characteristics.ipynb b/notebooks/population_characteristics.ipynb
index c6eb022..9398e55 100644
--- a/notebooks/population_characteristics.ipynb
+++ b/notebooks/population_characteristics.ipynb
@@ -168,7 +168,8 @@
     "        \"LD (aged 16-64)\": 6,  \n",
     "        \"60-64\": 7,\n",
     "        \"55-59\": 8,\n",
-    "        \"under 55s, not in other eligible groups shown\":0 \n",
+    "        \"50-54\": 9,\n",
+    "        \"16-49, not in other eligible groups shown\":0 \n",
     "        # NB the key for the final group (0) must contain phrase \"not in other eligible groups\"\n",
     "        }\n",
     "\n",
@@ -197,6 +198,7 @@
     "                 \"65-69\":    o65,\n",
     "                 \"60-64\":    o60,\n",
     "                 \"55-59\":    o50,\n",
+    "                 \"50-54\":    o50,\n",
     "                 \"LD (aged 16-64)\":  [\"sex\", \"ageband_5yr\", \"ethnicity_6_groups\"],\n",
     "                 \"DEFAULT\":   DEFAULT # other age groups\n",
     "                }\n"
@@ -249,7 +251,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -320,7 +322,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "summ_stat_results = create_summary_stats(df, summarised_data_dict, formatted_latest_date, groups=groups, \n",
+    "summ_stat_results, additional_stats = create_summary_stats(df, summarised_data_dict, formatted_latest_date, groups=groups, \n",
     "                                         savepath=savepath, suffix=suffix)"
    ]
   },
@@ -330,7 +332,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "summ_stat_results_2nd_dose = create_summary_stats(df, summarised_data_dict_2nd_dose, formatted_latest_date, \n",
+    "summ_stat_results_2nd_dose, _ = create_summary_stats(df, summarised_data_dict_2nd_dose, formatted_latest_date, \n",
     "                                                  groups=groups, savepath=savepath, \n",
     "                                                  vaccine_type=\"second_dose\", suffix=suffix)"
    ]
@@ -342,179 +344,115 @@
    "outputs": [
     {
      "data": {
-      "text/markdown": [
-       "### As at 30 Mar 2021: "
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**Total** population receiving first dose in TPP: 19,999"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**80+** population receiving first dose: 854 (**40.1%** of 2,121)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**70-79** population receiving first dose: 1,414 (**39.5%** of 3,570)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**care home** population receiving first dose: 546 (**40.0%** of 1,372)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**shielding (aged 16-69)** population receiving first dose: 154 (**37.0%** of 413)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**65-69** population receiving first dose: 903 (**41.1%** of 2,191)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**LD (aged 16-64)** population receiving first dose: 322 (**41.3%** of 784)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**60-64** population receiving first dose: 1,043 (**39.7%** of 2,632)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**55-59** population receiving first dose: 1,302 (**41.5%** of 3,136)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**under 55s, not in other eligible groups shown** population receiving first dose: 13,468"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "#### Vaccine types and second doses: "
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "Second doses (% of all vaccinated): 4,998 (25.0%)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "Oxford-AZ vaccines (% of all first doses): 0 (0.0%)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "Moderna vaccines (% of all first doses): 7 (0.0%)"
+      "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>first dose as at 30 Mar 2021</th>\n",
+       "      <th>second dose as at 30 Mar 2021</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Total vaccinated in TPP</th>\n",
+       "      <td>19,999</td>\n",
+       "      <td>4,998</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80+</th>\n",
+       "      <td>40.1% (854 of 2,121)</td>\n",
+       "      <td>10.1% (217 of 2,121)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70-79</th>\n",
+       "      <td>39.5% (1,414 of 3,570)</td>\n",
+       "      <td>9.6% (343 of 3,570)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>care home</th>\n",
+       "      <td>40.0% (546 of 1,372)</td>\n",
+       "      <td>10.6% (147 of 1,372)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>shielding (aged 16-69)</th>\n",
+       "      <td>37.0% (154 of 413)</td>\n",
+       "      <td>10.2% (42 of 413)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65-69</th>\n",
+       "      <td>41.1% (903 of 2,191)</td>\n",
+       "      <td>9.6% (210 of 2,191)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>LD (aged 16-64)</th>\n",
+       "      <td>41.3% (322 of 784)</td>\n",
+       "      <td>10.3% (84 of 784)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60-64</th>\n",
+       "      <td>39.7% (1,043 of 2,632)</td>\n",
+       "      <td>11.2% (294 of 2,632)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55-59</th>\n",
+       "      <td>41.5% (1,302 of 3,136)</td>\n",
+       "      <td>10.0% (315 of 3,136)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50-54</th>\n",
+       "      <td>38.3% (1,309 of 3,409)</td>\n",
+       "      <td>9.7% (329 of 3,409)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16-49, not in other eligible groups shown</th>\n",
+       "      <td>12,159</td>\n",
+       "      <td>3,024</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
       ],
       "text/plain": [
-       "<IPython.core.display.Markdown object>"
+       "                                          first dose as at 30 Mar 2021  \\\n",
+       "Total vaccinated in TPP                                         19,999   \n",
+       "80+                                               40.1% (854 of 2,121)   \n",
+       "70-79                                           39.5% (1,414 of 3,570)   \n",
+       "care home                                         40.0% (546 of 1,372)   \n",
+       "shielding (aged 16-69)                              37.0% (154 of 413)   \n",
+       "65-69                                             41.1% (903 of 2,191)   \n",
+       "LD (aged 16-64)                                     41.3% (322 of 784)   \n",
+       "60-64                                           39.7% (1,043 of 2,632)   \n",
+       "55-59                                           41.5% (1,302 of 3,136)   \n",
+       "50-54                                           38.3% (1,309 of 3,409)   \n",
+       "16-49, not in other eligible groups shown                       12,159   \n",
+       "\n",
+       "                                          second dose as at 30 Mar 2021  \n",
+       "Total vaccinated in TPP                                           4,998  \n",
+       "80+                                                10.1% (217 of 2,121)  \n",
+       "70-79                                               9.6% (343 of 3,570)  \n",
+       "care home                                          10.6% (147 of 1,372)  \n",
+       "shielding (aged 16-69)                                10.2% (42 of 413)  \n",
+       "65-69                                               9.6% (210 of 2,191)  \n",
+       "LD (aged 16-64)                                       10.3% (84 of 784)  \n",
+       "60-64                                              11.2% (294 of 2,632)  \n",
+       "55-59                                              10.0% (315 of 3,136)  \n",
+       "50-54                                               9.7% (329 of 3,409)  \n",
+       "16-49, not in other eligible groups shown                         3,024  "
       ]
      },
      "metadata": {},
@@ -535,10 +473,8 @@
     }
    ],
    "source": [
-    "# display the results of the summary stats in notebook\n",
-    "for x in summ_stat_results.keys():\n",
-    "    display(Markdown(f\"{x}: {summ_stat_results[x]}\"))\n",
-    "    \n",
+    "# display the results of the summary stats on first and second doses\n",
+    "display(pd.DataFrame(summ_stat_results).join(pd.DataFrame(summ_stat_results_2nd_dose)))    \n",
     "display(Markdown(f\"*\\n figures rounded to nearest 7\"))"
    ]
   },
@@ -550,19 +486,7 @@
     {
      "data": {
       "text/markdown": [
-       "## Second doses"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "### As at 30 Mar 2021: "
+       "Second doses (% of all vaccinated): **25.0%** (4,998)"
       ],
       "text/plain": [
        "<IPython.core.display.Markdown object>"
@@ -574,7 +498,7 @@
     {
      "data": {
       "text/markdown": [
-       "**Total** population receiving second dose in TPP: 4,998"
+       "Oxford-AZ vaccines (% of all first doses): **0.0%** (0)"
       ],
       "text/plain": [
        "<IPython.core.display.Markdown object>"
@@ -586,7 +510,7 @@
     {
      "data": {
       "text/markdown": [
-       "**80+** population receiving second dose: 217 (**10.1%** of 2,121)"
+       "Moderna vaccines (% of all first doses): **0.0%** (7)"
       ],
       "text/plain": [
        "<IPython.core.display.Markdown object>"
@@ -598,7 +522,8 @@
     {
      "data": {
       "text/markdown": [
-       "**70-79** population receiving second dose: 343 (**9.6%** of 3,570)"
+       "*\n",
+       " figures rounded to nearest 7"
       ],
       "text/plain": [
        "<IPython.core.display.Markdown object>"
@@ -606,11 +531,33 @@
      },
      "metadata": {},
      "output_type": "display_data"
-    },
+    }
+   ],
+   "source": [
+    "# other information on vaccines\n",
+    "\n",
+    "for x in additional_stats.keys():\n",
+    "    display(Markdown(f\"{x}: {additional_stats[x]}\"))\n",
+    "    \n",
+    "display(Markdown(f\"*\\n figures rounded to nearest 7\"))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Detailed summary of coverage among population groups as at latest date"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
     {
      "data": {
       "text/markdown": [
-       "**care home** population receiving second dose: 147 (**10.6%** of 1,372)"
+       "## "
       ],
       "text/plain": [
        "<IPython.core.display.Markdown object>"
@@ -622,7 +569,7 @@
     {
      "data": {
       "text/markdown": [
-       "**shielding (aged 16-69)** population receiving second dose: 42 (**10.2%** of 413)"
+       "## COVID vaccination rollout among **80+** population up to 30 Mar 2021"
       ],
       "text/plain": [
        "<IPython.core.display.Markdown object>"
@@ -634,129 +581,8 @@
     {
      "data": {
       "text/markdown": [
-       "**65-69** population receiving second dose: 210 (**9.6%** of 2,191)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**LD (aged 16-64)** population receiving second dose: 84 (**10.3%** of 784)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**60-64** population receiving second dose: 294 (**11.2%** of 2,632)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**55-59** population receiving second dose: 315 (**10.0%** of 3,136)"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "**under 55s, not in other eligible groups shown** population receiving second dose: 3,353"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "*\n",
-       " figures rounded to nearest 7"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# display the results of the summary stats on second doses\n",
-    "\n",
-    "display(Markdown(f\"## Second doses\"))\n",
-    "\n",
-    "for x in summ_stat_results_2nd_dose.keys():\n",
-    "    display(Markdown(f\"{x}: {summ_stat_results_2nd_dose[x]}\"))\n",
-    "    \n",
-    "display(Markdown(f\"*\\n figures rounded to nearest 7\"))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Detailed summary of coverage among population groups as at latest date"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/markdown": [
-       "## "
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "## COVID vaccination rollout among **80+** population up to 30 Mar 2021"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "- 'Date projected to reach 90%' being 'unknown' indicates projection of >6mo (likely insufficient information)\n",
-       "- Patient counts rounded to the nearest 7"
+       "- 'Date projected to reach 90%' being 'unknown' indicates projection of >6mo (likely insufficient information)\n",
+       "- Patient counts rounded to the nearest 7"
       ],
       "text/plain": [
        "<IPython.core.display.Markdown object>"
@@ -6805,70 +6631,799 @@
        "                        White + Asian                                                 4.1   \n",
        "                        White + Black African                                         5.3   \n",
        "                        White + Black Caribbean                                       4.3   \n",
-       "imd_categories          1 Most deprived                                               2.4   \n",
-       "                        2                                                             2.4   \n",
-       "                        3                                                             3.6   \n",
+       "imd_categories          1 Most deprived                                               2.4   \n",
+       "                        2                                                             2.4   \n",
+       "                        3                                                             3.6   \n",
+       "                        4                                                             2.2   \n",
+       "                        5 Least deprived                                              2.6   \n",
+       "                        Unknown                                                       3.8   \n",
+       "bmi                     30+                                                           2.2   \n",
+       "                        under 30                                                      2.9   \n",
+       "chronic_cardiac_disease no                                                            2.7   \n",
+       "                        yes                                                             0   \n",
+       "current_copd            no                                                            2.7   \n",
+       "                        yes                                                             0   \n",
+       "dmards                  no                                                            2.7   \n",
+       "                        yes                                                             0   \n",
+       "psychosis_schiz_bipolar no                                                            2.5   \n",
+       "                        yes                                                             0   \n",
+       "ssri                    no                                                            2.7   \n",
+       "                        yes                                                             0   \n",
+       "\n",
+       "                                                            Date projected to reach 90%  \n",
+       "category                group                                                            \n",
+       "overall                 overall                                                  02-Aug  \n",
+       "sex                     F                                                        22-Jun  \n",
+       "                        M                                                       unknown  \n",
+       "ethnicity_6_groups      Black                                                    09-Aug  \n",
+       "                        Mixed                                                    03-Aug  \n",
+       "                        Other                                                    02-Aug  \n",
+       "                        South Asian                                              15-Aug  \n",
+       "                        Unknown                                                  21-Jul  \n",
+       "                        White                                                    01-Aug  \n",
+       "ethnicity_16_groups      African                                                 02-Jul  \n",
+       "                         Bangladeshi or British Bangladeshi                      25-Jun  \n",
+       "                         Caribbean                                              unknown  \n",
+       "                         Chinese                                                 18-Jun  \n",
+       "                         Other                                                   13-Jun  \n",
+       "                         Other Asian                                             13-Jun  \n",
+       "                        British or Mixed British                                 25-Jun  \n",
+       "                        Indian or British Indian                                unknown  \n",
+       "                        Irish                                                    16-Jun  \n",
+       "                        Other Black                                              18-Jun  \n",
+       "                        Other White                                              24-Jun  \n",
+       "                        Other mixed                                              08-Jun  \n",
+       "                        Pakistani or British Pakistani                           14-Jun  \n",
+       "                        Unknown                                                 unknown  \n",
+       "                        White + Asian                                            13-Jun  \n",
+       "                        White + Black African                                    01-Jun  \n",
+       "                        White + Black Caribbean                                  06-Jun  \n",
+       "imd_categories          1 Most deprived                                          22-Aug  \n",
+       "                        2                                                        17-Aug  \n",
+       "                        3                                                        28-Jun  \n",
+       "                        4                                                        09-Sep  \n",
+       "                        5 Least deprived                                         29-Jul  \n",
+       "                        Unknown                                                  25-Jun  \n",
+       "bmi                     30+                                                      01-Sep  \n",
+       "                        under 30                                                 24-Jul  \n",
+       "chronic_cardiac_disease no                                                       03-Aug  \n",
+       "                        yes                                                     unknown  \n",
+       "current_copd            no                                                       02-Aug  \n",
+       "                        yes                                                     unknown  \n",
+       "dmards                  no                                                       03-Aug  \n",
+       "                        yes                                                     unknown  \n",
+       "psychosis_schiz_bipolar no                                                       13-Aug  \n",
+       "                        yes                                                     unknown  \n",
+       "ssri                    no                                                       03-Aug  \n",
+       "                        yes                                                     unknown  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## "
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## COVID vaccination rollout among **50-54** population up to 30 Mar 2021"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "- 'Date projected to reach 90%' being 'unknown' indicates projection of >6mo (likely insufficient information)\n",
+       "- Patient counts rounded to the nearest 7"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "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></th>\n",
+       "      <th>vaccinated</th>\n",
+       "      <th>percent</th>\n",
+       "      <th>total</th>\n",
+       "      <th>vaccinated 7d previous (percent)</th>\n",
+       "      <th>Uptake over last 7d (percent)</th>\n",
+       "      <th>Date projected to reach 90%</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>category</th>\n",
+       "      <th>group</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>overall</th>\n",
+       "      <th>overall</th>\n",
+       "      <td>1306</td>\n",
+       "      <td>38.3</td>\n",
+       "      <td>3409</td>\n",
+       "      <td>35.7</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>16-Aug</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">sex</th>\n",
+       "      <th>F</th>\n",
+       "      <td>658</td>\n",
+       "      <td>37.9</td>\n",
+       "      <td>1736</td>\n",
+       "      <td>35.5</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>28-Aug</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>M</th>\n",
+       "      <td>644</td>\n",
+       "      <td>38.5</td>\n",
+       "      <td>1673</td>\n",
+       "      <td>36</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>21-Aug</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"6\" valign=\"top\">ethnicity_6_groups</th>\n",
+       "      <th>Black</th>\n",
+       "      <td>231</td>\n",
+       "      <td>39.8</td>\n",
+       "      <td>581</td>\n",
+       "      <td>37.3</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>17-Aug</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mixed</th>\n",
+       "      <td>217</td>\n",
+       "      <td>40.3</td>\n",
+       "      <td>539</td>\n",
+       "      <td>39</td>\n",
+       "      <td>1.3</td>\n",
+       "      <td>unknown</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other</th>\n",
+       "      <td>217</td>\n",
+       "      <td>37.8</td>\n",
+       "      <td>574</td>\n",
+       "      <td>35.4</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>29-Aug</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>South Asian</th>\n",
+       "      <td>252</td>\n",
+       "      <td>39.1</td>\n",
+       "      <td>644</td>\n",
+       "      <td>37</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>15-Sep</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Unknown</th>\n",
+       "      <td>168</td>\n",
+       "      <td>34.8</td>\n",
+       "      <td>483</td>\n",
+       "      <td>31.9</td>\n",
+       "      <td>2.9</td>\n",
+       "      <td>10-Aug</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>White</th>\n",
+       "      <td>224</td>\n",
+       "      <td>38.1</td>\n",
+       "      <td>588</td>\n",
+       "      <td>34.5</td>\n",
+       "      <td>3.6</td>\n",
+       "      <td>08-Jul</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"17\" valign=\"top\">ethnicity_16_groups</th>\n",
+       "      <th>African</th>\n",
+       "      <td>77</td>\n",
+       "      <td>39.3</td>\n",
+       "      <td>196</td>\n",
+       "      <td>35.7</td>\n",
+       "      <td>3.6</td>\n",
+       "      <td>06-Jul</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bangladeshi or British Bangladeshi</th>\n",
+       "      <td>63</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>175</td>\n",
+       "      <td>32</td>\n",
+       "      <td>4</td>\n",
+       "      <td>02-Jul</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Caribbean</th>\n",
+       "      <td>56</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>175</td>\n",
+       "      <td>32</td>\n",
+       "      <td>0</td>\n",
+       "      <td>unknown</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Chinese</th>\n",
+       "      <td>63</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>175</td>\n",
+       "      <td>32</td>\n",
+       "      <td>4</td>\n",
+       "      <td>02-Jul</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other</th>\n",
+       "      <td>63</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>168</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>unknown</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other Asian</th>\n",
+       "      <td>70</td>\n",
+       "      <td>41.7</td>\n",
+       "      <td>168</td>\n",
+       "      <td>41.7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>unknown</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>British or Mixed British</th>\n",
+       "      <td>70</td>\n",
+       "      <td>35.7</td>\n",
+       "      <td>196</td>\n",
+       "      <td>35.7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>unknown</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Indian or British Indian</th>\n",
+       "      <td>70</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>189</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>3.7</td>\n",
+       "      <td>08-Jul</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Irish</th>\n",
+       "      <td>91</td>\n",
+       "      <td>46.4</td>\n",
+       "      <td>196</td>\n",
+       "      <td>42.9</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>25-Jun</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other Black</th>\n",
+       "      <td>70</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>175</td>\n",
+       "      <td>36</td>\n",
+       "      <td>4</td>\n",
+       "      <td>25-Jun</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other White</th>\n",
+       "      <td>63</td>\n",
+       "      <td>34.6</td>\n",
+       "      <td>182</td>\n",
+       "      <td>34.6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>unknown</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Other mixed</th>\n",
+       "      <td>49</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>175</td>\n",
+       "      <td>28</td>\n",
+       "      <td>0</td>\n",
+       "      <td>unknown</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Pakistani or British Pakistani</th>\n",
+       "      <td>77</td>\n",
+       "      <td>37.9</td>\n",
+       "      <td>203</td>\n",
+       "      <td>34.5</td>\n",
+       "      <td>3.4</td>\n",
+       "      <td>15-Jul</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Unknown</th>\n",
+       "      <td>210</td>\n",
+       "      <td>41.1</td>\n",
+       "      <td>511</td>\n",
+       "      <td>38.4</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>03-Aug</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>White + Asian</th>\n",
+       "      <td>77</td>\n",
+       "      <td>39.3</td>\n",
+       "      <td>196</td>\n",
+       "      <td>39.3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>unknown</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>White + Black African</th>\n",
+       "      <td>70</td>\n",
+       "      <td>41.7</td>\n",
+       "      <td>168</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>4.2</td>\n",
+       "      <td>18-Jun</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>White + Black Caribbean</th>\n",
+       "      <td>63</td>\n",
+       "      <td>39.1</td>\n",
+       "      <td>161</td>\n",
+       "      <td>34.8</td>\n",
+       "      <td>4.3</td>\n",
+       "      <td>20-Jun</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"6\" valign=\"top\">imd_categories</th>\n",
+       "      <th>1 Most deprived</th>\n",
+       "      <td>245</td>\n",
+       "      <td>36.5</td>\n",
+       "      <td>672</td>\n",
+       "      <td>34.4</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>unknown</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>245</td>\n",
+       "      <td>37.6</td>\n",
+       "      <td>651</td>\n",
+       "      <td>36.6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>unknown</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>238</td>\n",
+       "      <td>38.2</td>\n",
+       "      <td>623</td>\n",
+       "      <td>36</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>10-Sep</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>238</td>\n",
+       "      <td>38.2</td>\n",
+       "      <td>623</td>\n",
+       "      <td>36</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>10-Sep</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5 Least deprived</th>\n",
+       "      <td>273</td>\n",
+       "      <td>40.6</td>\n",
+       "      <td>672</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>19-Jul</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Unknown</th>\n",
+       "      <td>63</td>\n",
+       "      <td>37.5</td>\n",
+       "      <td>168</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>4.2</td>\n",
+       "      <td>25-Jun</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">bmi</th>\n",
+       "      <th>30+</th>\n",
+       "      <td>392</td>\n",
+       "      <td>37.8</td>\n",
+       "      <td>1036</td>\n",
+       "      <td>35.1</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>12-Aug</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>under 30</th>\n",
+       "      <td>910</td>\n",
+       "      <td>38.3</td>\n",
+       "      <td>2373</td>\n",
+       "      <td>36</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>03-Sep</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">chronic_cardiac_disease</th>\n",
+       "      <th>no</th>\n",
+       "      <td>1295</td>\n",
+       "      <td>38.4</td>\n",
+       "      <td>3374</td>\n",
+       "      <td>35.7</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>10-Aug</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>yes</th>\n",
+       "      <td>14</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>unknown</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">current_copd</th>\n",
+       "      <th>no</th>\n",
+       "      <td>1295</td>\n",
+       "      <td>38.3</td>\n",
+       "      <td>3381</td>\n",
+       "      <td>35.8</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>21-Aug</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>yes</th>\n",
+       "      <td>7</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>25</td>\n",
+       "      <td>0</td>\n",
+       "      <td>unknown</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">dmards</th>\n",
+       "      <th>no</th>\n",
+       "      <td>1295</td>\n",
+       "      <td>38.3</td>\n",
+       "      <td>3381</td>\n",
+       "      <td>35.6</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>11-Aug</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>yes</th>\n",
+       "      <td>14</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>unknown</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">psychosis_schiz_bipolar</th>\n",
+       "      <th>no</th>\n",
+       "      <td>1295</td>\n",
+       "      <td>38.4</td>\n",
+       "      <td>3374</td>\n",
+       "      <td>35.7</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>10-Aug</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>yes</th>\n",
+       "      <td>14</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>unknown</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">ssri</th>\n",
+       "      <th>no</th>\n",
+       "      <td>1295</td>\n",
+       "      <td>38.4</td>\n",
+       "      <td>3374</td>\n",
+       "      <td>35.9</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>21-Aug</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>yes</th>\n",
+       "      <td>7</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>20</td>\n",
+       "      <td>0</td>\n",
+       "      <td>unknown</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                             vaccinated  \\\n",
+       "category                group                                             \n",
+       "overall                 overall                                    1306   \n",
+       "sex                     F                                           658   \n",
+       "                        M                                           644   \n",
+       "ethnicity_6_groups      Black                                       231   \n",
+       "                        Mixed                                       217   \n",
+       "                        Other                                       217   \n",
+       "                        South Asian                                 252   \n",
+       "                        Unknown                                     168   \n",
+       "                        White                                       224   \n",
+       "ethnicity_16_groups      African                                     77   \n",
+       "                         Bangladeshi or British Bangladeshi          63   \n",
+       "                         Caribbean                                   56   \n",
+       "                         Chinese                                     63   \n",
+       "                         Other                                       63   \n",
+       "                         Other Asian                                 70   \n",
+       "                        British or Mixed British                     70   \n",
+       "                        Indian or British Indian                     70   \n",
+       "                        Irish                                        91   \n",
+       "                        Other Black                                  70   \n",
+       "                        Other White                                  63   \n",
+       "                        Other mixed                                  49   \n",
+       "                        Pakistani or British Pakistani               77   \n",
+       "                        Unknown                                     210   \n",
+       "                        White + Asian                                77   \n",
+       "                        White + Black African                        70   \n",
+       "                        White + Black Caribbean                      63   \n",
+       "imd_categories          1 Most deprived                             245   \n",
+       "                        2                                           245   \n",
+       "                        3                                           238   \n",
+       "                        4                                           238   \n",
+       "                        5 Least deprived                            273   \n",
+       "                        Unknown                                      63   \n",
+       "bmi                     30+                                         392   \n",
+       "                        under 30                                    910   \n",
+       "chronic_cardiac_disease no                                         1295   \n",
+       "                        yes                                          14   \n",
+       "current_copd            no                                         1295   \n",
+       "                        yes                                           7   \n",
+       "dmards                  no                                         1295   \n",
+       "                        yes                                          14   \n",
+       "psychosis_schiz_bipolar no                                         1295   \n",
+       "                        yes                                          14   \n",
+       "ssri                    no                                         1295   \n",
+       "                        yes                                           7   \n",
+       "\n",
+       "                                                             percent  total  \\\n",
+       "category                group                                                 \n",
+       "overall                 overall                                 38.3   3409   \n",
+       "sex                     F                                       37.9   1736   \n",
+       "                        M                                       38.5   1673   \n",
+       "ethnicity_6_groups      Black                                   39.8    581   \n",
+       "                        Mixed                                   40.3    539   \n",
+       "                        Other                                   37.8    574   \n",
+       "                        South Asian                             39.1    644   \n",
+       "                        Unknown                                 34.8    483   \n",
+       "                        White                                   38.1    588   \n",
+       "ethnicity_16_groups      African                                39.3    196   \n",
+       "                         Bangladeshi or British Bangladeshi     36.0    175   \n",
+       "                         Caribbean                              32.0    175   \n",
+       "                         Chinese                                36.0    175   \n",
+       "                         Other                                  37.5    168   \n",
+       "                         Other Asian                            41.7    168   \n",
+       "                        British or Mixed British                35.7    196   \n",
+       "                        Indian or British Indian                37.0    189   \n",
+       "                        Irish                                   46.4    196   \n",
+       "                        Other Black                             40.0    175   \n",
+       "                        Other White                             34.6    182   \n",
+       "                        Other mixed                             28.0    175   \n",
+       "                        Pakistani or British Pakistani          37.9    203   \n",
+       "                        Unknown                                 41.1    511   \n",
+       "                        White + Asian                           39.3    196   \n",
+       "                        White + Black African                   41.7    168   \n",
+       "                        White + Black Caribbean                 39.1    161   \n",
+       "imd_categories          1 Most deprived                         36.5    672   \n",
+       "                        2                                       37.6    651   \n",
+       "                        3                                       38.2    623   \n",
+       "                        4                                       38.2    623   \n",
+       "                        5 Least deprived                        40.6    672   \n",
+       "                        Unknown                                 37.5    168   \n",
+       "bmi                     30+                                     37.8   1036   \n",
+       "                        under 30                                38.3   2373   \n",
+       "chronic_cardiac_disease no                                      38.4   3374   \n",
+       "                        yes                                     40.0     35   \n",
+       "current_copd            no                                      38.3   3381   \n",
+       "                        yes                                     25.0     28   \n",
+       "dmards                  no                                      38.3   3381   \n",
+       "                        yes                                     50.0     28   \n",
+       "psychosis_schiz_bipolar no                                      38.4   3374   \n",
+       "                        yes                                     40.0     35   \n",
+       "ssri                    no                                      38.4   3374   \n",
+       "                        yes                                     20.0     35   \n",
+       "\n",
+       "                                                            vaccinated 7d previous (percent)  \\\n",
+       "category                group                                                                  \n",
+       "overall                 overall                                                         35.7   \n",
+       "sex                     F                                                               35.5   \n",
+       "                        M                                                                 36   \n",
+       "ethnicity_6_groups      Black                                                           37.3   \n",
+       "                        Mixed                                                             39   \n",
+       "                        Other                                                           35.4   \n",
+       "                        South Asian                                                       37   \n",
+       "                        Unknown                                                         31.9   \n",
+       "                        White                                                           34.5   \n",
+       "ethnicity_16_groups      African                                                        35.7   \n",
+       "                         Bangladeshi or British Bangladeshi                               32   \n",
+       "                         Caribbean                                                        32   \n",
+       "                         Chinese                                                          32   \n",
+       "                         Other                                                          37.5   \n",
+       "                         Other Asian                                                    41.7   \n",
+       "                        British or Mixed British                                        35.7   \n",
+       "                        Indian or British Indian                                        33.3   \n",
+       "                        Irish                                                           42.9   \n",
+       "                        Other Black                                                       36   \n",
+       "                        Other White                                                     34.6   \n",
+       "                        Other mixed                                                       28   \n",
+       "                        Pakistani or British Pakistani                                  34.5   \n",
+       "                        Unknown                                                         38.4   \n",
+       "                        White + Asian                                                   39.3   \n",
+       "                        White + Black African                                           37.5   \n",
+       "                        White + Black Caribbean                                         34.8   \n",
+       "imd_categories          1 Most deprived                                                 34.4   \n",
+       "                        2                                                               36.6   \n",
+       "                        3                                                                 36   \n",
+       "                        4                                                                 36   \n",
+       "                        5 Least deprived                                                37.5   \n",
+       "                        Unknown                                                         33.3   \n",
+       "bmi                     30+                                                             35.1   \n",
+       "                        under 30                                                          36   \n",
+       "chronic_cardiac_disease no                                                              35.7   \n",
+       "                        yes                                                               40   \n",
+       "current_copd            no                                                              35.8   \n",
+       "                        yes                                                               25   \n",
+       "dmards                  no                                                              35.6   \n",
+       "                        yes                                                               50   \n",
+       "psychosis_schiz_bipolar no                                                              35.7   \n",
+       "                        yes                                                               40   \n",
+       "ssri                    no                                                              35.9   \n",
+       "                        yes                                                               20   \n",
+       "\n",
+       "                                                            Uptake over last 7d (percent)  \\\n",
+       "category                group                                                               \n",
+       "overall                 overall                                                       2.6   \n",
+       "sex                     F                                                             2.4   \n",
+       "                        M                                                             2.5   \n",
+       "ethnicity_6_groups      Black                                                         2.5   \n",
+       "                        Mixed                                                         1.3   \n",
+       "                        Other                                                         2.4   \n",
+       "                        South Asian                                                   2.1   \n",
+       "                        Unknown                                                       2.9   \n",
+       "                        White                                                         3.6   \n",
+       "ethnicity_16_groups      African                                                      3.6   \n",
+       "                         Bangladeshi or British Bangladeshi                             4   \n",
+       "                         Caribbean                                                      0   \n",
+       "                         Chinese                                                        4   \n",
+       "                         Other                                                          0   \n",
+       "                         Other Asian                                                    0   \n",
+       "                        British or Mixed British                                        0   \n",
+       "                        Indian or British Indian                                      3.7   \n",
+       "                        Irish                                                         3.5   \n",
+       "                        Other Black                                                     4   \n",
+       "                        Other White                                                     0   \n",
+       "                        Other mixed                                                     0   \n",
+       "                        Pakistani or British Pakistani                                3.4   \n",
+       "                        Unknown                                                       2.7   \n",
+       "                        White + Asian                                                   0   \n",
+       "                        White + Black African                                         4.2   \n",
+       "                        White + Black Caribbean                                       4.3   \n",
+       "imd_categories          1 Most deprived                                               2.1   \n",
+       "                        2                                                               1   \n",
+       "                        3                                                             2.2   \n",
        "                        4                                                             2.2   \n",
-       "                        5 Least deprived                                              2.6   \n",
-       "                        Unknown                                                       3.8   \n",
-       "bmi                     30+                                                           2.2   \n",
-       "                        under 30                                                      2.9   \n",
+       "                        5 Least deprived                                              3.1   \n",
+       "                        Unknown                                                       4.2   \n",
+       "bmi                     30+                                                           2.7   \n",
+       "                        under 30                                                      2.3   \n",
        "chronic_cardiac_disease no                                                            2.7   \n",
        "                        yes                                                             0   \n",
-       "current_copd            no                                                            2.7   \n",
+       "current_copd            no                                                            2.5   \n",
        "                        yes                                                             0   \n",
        "dmards                  no                                                            2.7   \n",
        "                        yes                                                             0   \n",
-       "psychosis_schiz_bipolar no                                                            2.5   \n",
+       "psychosis_schiz_bipolar no                                                            2.7   \n",
        "                        yes                                                             0   \n",
-       "ssri                    no                                                            2.7   \n",
+       "ssri                    no                                                            2.5   \n",
        "                        yes                                                             0   \n",
        "\n",
        "                                                            Date projected to reach 90%  \n",
        "category                group                                                            \n",
-       "overall                 overall                                                  02-Aug  \n",
-       "sex                     F                                                        22-Jun  \n",
-       "                        M                                                       unknown  \n",
-       "ethnicity_6_groups      Black                                                    09-Aug  \n",
-       "                        Mixed                                                    03-Aug  \n",
-       "                        Other                                                    02-Aug  \n",
-       "                        South Asian                                              15-Aug  \n",
-       "                        Unknown                                                  21-Jul  \n",
-       "                        White                                                    01-Aug  \n",
-       "ethnicity_16_groups      African                                                 02-Jul  \n",
-       "                         Bangladeshi or British Bangladeshi                      25-Jun  \n",
+       "overall                 overall                                                  16-Aug  \n",
+       "sex                     F                                                        28-Aug  \n",
+       "                        M                                                        21-Aug  \n",
+       "ethnicity_6_groups      Black                                                    17-Aug  \n",
+       "                        Mixed                                                   unknown  \n",
+       "                        Other                                                    29-Aug  \n",
+       "                        South Asian                                              15-Sep  \n",
+       "                        Unknown                                                  10-Aug  \n",
+       "                        White                                                    08-Jul  \n",
+       "ethnicity_16_groups      African                                                 06-Jul  \n",
+       "                         Bangladeshi or British Bangladeshi                      02-Jul  \n",
        "                         Caribbean                                              unknown  \n",
-       "                         Chinese                                                 18-Jun  \n",
-       "                         Other                                                   13-Jun  \n",
-       "                         Other Asian                                             13-Jun  \n",
-       "                        British or Mixed British                                 25-Jun  \n",
-       "                        Indian or British Indian                                unknown  \n",
-       "                        Irish                                                    16-Jun  \n",
-       "                        Other Black                                              18-Jun  \n",
-       "                        Other White                                              24-Jun  \n",
-       "                        Other mixed                                              08-Jun  \n",
-       "                        Pakistani or British Pakistani                           14-Jun  \n",
-       "                        Unknown                                                 unknown  \n",
-       "                        White + Asian                                            13-Jun  \n",
-       "                        White + Black African                                    01-Jun  \n",
-       "                        White + Black Caribbean                                  06-Jun  \n",
-       "imd_categories          1 Most deprived                                          22-Aug  \n",
-       "                        2                                                        17-Aug  \n",
-       "                        3                                                        28-Jun  \n",
-       "                        4                                                        09-Sep  \n",
-       "                        5 Least deprived                                         29-Jul  \n",
+       "                         Chinese                                                 02-Jul  \n",
+       "                         Other                                                  unknown  \n",
+       "                         Other Asian                                            unknown  \n",
+       "                        British or Mixed British                                unknown  \n",
+       "                        Indian or British Indian                                 08-Jul  \n",
+       "                        Irish                                                    25-Jun  \n",
+       "                        Other Black                                              25-Jun  \n",
+       "                        Other White                                             unknown  \n",
+       "                        Other mixed                                             unknown  \n",
+       "                        Pakistani or British Pakistani                           15-Jul  \n",
+       "                        Unknown                                                  03-Aug  \n",
+       "                        White + Asian                                           unknown  \n",
+       "                        White + Black African                                    18-Jun  \n",
+       "                        White + Black Caribbean                                  20-Jun  \n",
+       "imd_categories          1 Most deprived                                         unknown  \n",
+       "                        2                                                       unknown  \n",
+       "                        3                                                        10-Sep  \n",
+       "                        4                                                        10-Sep  \n",
+       "                        5 Least deprived                                         19-Jul  \n",
        "                        Unknown                                                  25-Jun  \n",
-       "bmi                     30+                                                      01-Sep  \n",
-       "                        under 30                                                 24-Jul  \n",
-       "chronic_cardiac_disease no                                                       03-Aug  \n",
+       "bmi                     30+                                                      12-Aug  \n",
+       "                        under 30                                                 03-Sep  \n",
+       "chronic_cardiac_disease no                                                       10-Aug  \n",
        "                        yes                                                     unknown  \n",
-       "current_copd            no                                                       02-Aug  \n",
+       "current_copd            no                                                       21-Aug  \n",
        "                        yes                                                     unknown  \n",
-       "dmards                  no                                                       03-Aug  \n",
+       "dmards                  no                                                       11-Aug  \n",
        "                        yes                                                     unknown  \n",
-       "psychosis_schiz_bipolar no                                                       13-Aug  \n",
+       "psychosis_schiz_bipolar no                                                       10-Aug  \n",
        "                        yes                                                     unknown  \n",
-       "ssri                    no                                                       03-Aug  \n",
+       "ssri                    no                                                       21-Aug  \n",
        "                        yes                                                     unknown  "
       ]
      },
@@ -6890,7 +7445,7 @@
     {
      "data": {
       "text/markdown": [
-       "## COVID vaccination rollout among **under 55s, not in other eligible groups shown** population up to 30 Mar 2021"
+       "## COVID vaccination rollout among **16-49, not in other eligible groups shown** population up to 30 Mar 2021"
       ],
       "text/plain": [
        "<IPython.core.display.Markdown object>"
@@ -6952,356 +7507,356 @@
        "    <tr>\n",
        "      <th>overall</th>\n",
        "      <th>overall</th>\n",
-       "      <td>13468</td>\n",
-       "      <td>12658</td>\n",
-       "      <td>810</td>\n",
-       "      <td>6.4</td>\n",
+       "      <td>12162</td>\n",
+       "      <td>11440</td>\n",
+       "      <td>722</td>\n",
+       "      <td>6.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">sex</th>\n",
        "      <th>F</th>\n",
-       "      <td>6860</td>\n",
-       "      <td>6461</td>\n",
-       "      <td>399</td>\n",
-       "      <td>6.2</td>\n",
+       "      <td>6202</td>\n",
+       "      <td>5845</td>\n",
+       "      <td>357</td>\n",
+       "      <td>6.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>M</th>\n",
-       "      <td>6608</td>\n",
-       "      <td>6195</td>\n",
-       "      <td>413</td>\n",
-       "      <td>6.7</td>\n",
+       "      <td>5964</td>\n",
+       "      <td>5593</td>\n",
+       "      <td>371</td>\n",
+       "      <td>6.6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"7\" valign=\"top\">ageband</th>\n",
        "      <th>16-29</th>\n",
-       "      <td>1645</td>\n",
-       "      <td>1540</td>\n",
-       "      <td>105</td>\n",
-       "      <td>6.8</td>\n",
+       "      <td>1498</td>\n",
+       "      <td>1407</td>\n",
+       "      <td>91</td>\n",
+       "      <td>6.5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30-39</th>\n",
-       "      <td>1687</td>\n",
-       "      <td>1575</td>\n",
-       "      <td>112</td>\n",
-       "      <td>7.1</td>\n",
+       "      <td>1519</td>\n",
+       "      <td>1421</td>\n",
+       "      <td>98</td>\n",
+       "      <td>6.9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40-49</th>\n",
-       "      <td>1687</td>\n",
-       "      <td>1596</td>\n",
-       "      <td>91</td>\n",
-       "      <td>5.7</td>\n",
+       "      <td>1505</td>\n",
+       "      <td>1421</td>\n",
+       "      <td>84</td>\n",
+       "      <td>5.9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50-59</th>\n",
-       "      <td>1750</td>\n",
-       "      <td>1652</td>\n",
-       "      <td>98</td>\n",
-       "      <td>5.9</td>\n",
+       "      <td>1575</td>\n",
+       "      <td>1491</td>\n",
+       "      <td>84</td>\n",
+       "      <td>5.6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>60-69</th>\n",
-       "      <td>1722</td>\n",
-       "      <td>1631</td>\n",
-       "      <td>91</td>\n",
-       "      <td>5.6</td>\n",
+       "      <td>1547</td>\n",
+       "      <td>1463</td>\n",
+       "      <td>84</td>\n",
+       "      <td>5.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>70-79</th>\n",
-       "      <td>3402</td>\n",
-       "      <td>3178</td>\n",
-       "      <td>224</td>\n",
-       "      <td>7</td>\n",
+       "      <td>3080</td>\n",
+       "      <td>2877</td>\n",
+       "      <td>203</td>\n",
+       "      <td>7.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>80+</th>\n",
-       "      <td>1582</td>\n",
-       "      <td>1484</td>\n",
-       "      <td>98</td>\n",
-       "      <td>6.6</td>\n",
+       "      <td>1442</td>\n",
+       "      <td>1351</td>\n",
+       "      <td>91</td>\n",
+       "      <td>6.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"6\" valign=\"top\">ethnicity_6_groups</th>\n",
        "      <th>Black</th>\n",
-       "      <td>2310</td>\n",
-       "      <td>2156</td>\n",
-       "      <td>154</td>\n",
-       "      <td>7.1</td>\n",
+       "      <td>2079</td>\n",
+       "      <td>1939</td>\n",
+       "      <td>140</td>\n",
+       "      <td>7.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Mixed</th>\n",
-       "      <td>2289</td>\n",
-       "      <td>2170</td>\n",
-       "      <td>119</td>\n",
-       "      <td>5.5</td>\n",
+       "      <td>2072</td>\n",
+       "      <td>1967</td>\n",
+       "      <td>105</td>\n",
+       "      <td>5.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Other</th>\n",
-       "      <td>2268</td>\n",
-       "      <td>2142</td>\n",
-       "      <td>126</td>\n",
-       "      <td>5.9</td>\n",
+       "      <td>2051</td>\n",
+       "      <td>1939</td>\n",
+       "      <td>112</td>\n",
+       "      <td>5.8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>South Asian</th>\n",
-       "      <td>2345</td>\n",
-       "      <td>2205</td>\n",
-       "      <td>140</td>\n",
-       "      <td>6.3</td>\n",
+       "      <td>2093</td>\n",
+       "      <td>1974</td>\n",
+       "      <td>119</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Unknown</th>\n",
-       "      <td>1995</td>\n",
-       "      <td>1855</td>\n",
-       "      <td>140</td>\n",
-       "      <td>7.5</td>\n",
+       "      <td>1827</td>\n",
+       "      <td>1701</td>\n",
+       "      <td>126</td>\n",
+       "      <td>7.4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>White</th>\n",
-       "      <td>2254</td>\n",
-       "      <td>2121</td>\n",
-       "      <td>133</td>\n",
-       "      <td>6.3</td>\n",
+       "      <td>2030</td>\n",
+       "      <td>1925</td>\n",
+       "      <td>105</td>\n",
+       "      <td>5.5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"17\" valign=\"top\">ethnicity_16_groups</th>\n",
        "      <th>African</th>\n",
-       "      <td>707</td>\n",
-       "      <td>672</td>\n",
+       "      <td>637</td>\n",
+       "      <td>602</td>\n",
        "      <td>35</td>\n",
-       "      <td>5.2</td>\n",
+       "      <td>5.8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Bangladeshi or British Bangladeshi</th>\n",
-       "      <td>679</td>\n",
-       "      <td>630</td>\n",
-       "      <td>49</td>\n",
-       "      <td>7.8</td>\n",
+       "      <td>616</td>\n",
+       "      <td>574</td>\n",
+       "      <td>42</td>\n",
+       "      <td>7.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Caribbean</th>\n",
-       "      <td>693</td>\n",
-       "      <td>651</td>\n",
-       "      <td>42</td>\n",
-       "      <td>6.5</td>\n",
+       "      <td>637</td>\n",
+       "      <td>602</td>\n",
+       "      <td>35</td>\n",
+       "      <td>5.8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Chinese</th>\n",
-       "      <td>700</td>\n",
-       "      <td>665</td>\n",
-       "      <td>35</td>\n",
-       "      <td>5.3</td>\n",
+       "      <td>637</td>\n",
+       "      <td>609</td>\n",
+       "      <td>28</td>\n",
+       "      <td>4.6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Other</th>\n",
-       "      <td>735</td>\n",
-       "      <td>693</td>\n",
-       "      <td>42</td>\n",
-       "      <td>6.1</td>\n",
+       "      <td>665</td>\n",
+       "      <td>630</td>\n",
+       "      <td>35</td>\n",
+       "      <td>5.6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Other Asian</th>\n",
-       "      <td>700</td>\n",
-       "      <td>658</td>\n",
+       "      <td>630</td>\n",
+       "      <td>588</td>\n",
        "      <td>42</td>\n",
-       "      <td>6.4</td>\n",
+       "      <td>7.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>British or Mixed British</th>\n",
-       "      <td>700</td>\n",
-       "      <td>658</td>\n",
+       "      <td>630</td>\n",
+       "      <td>588</td>\n",
        "      <td>42</td>\n",
-       "      <td>6.4</td>\n",
+       "      <td>7.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Indian or British Indian</th>\n",
-       "      <td>707</td>\n",
-       "      <td>658</td>\n",
-       "      <td>49</td>\n",
-       "      <td>7.4</td>\n",
+       "      <td>637</td>\n",
+       "      <td>595</td>\n",
+       "      <td>42</td>\n",
+       "      <td>7.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Irish</th>\n",
-       "      <td>770</td>\n",
-       "      <td>728</td>\n",
-       "      <td>42</td>\n",
-       "      <td>5.8</td>\n",
+       "      <td>679</td>\n",
+       "      <td>644</td>\n",
+       "      <td>35</td>\n",
+       "      <td>5.4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Other Black</th>\n",
-       "      <td>735</td>\n",
-       "      <td>693</td>\n",
-       "      <td>42</td>\n",
-       "      <td>6.1</td>\n",
+       "      <td>665</td>\n",
+       "      <td>630</td>\n",
+       "      <td>35</td>\n",
+       "      <td>5.6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Other White</th>\n",
-       "      <td>721</td>\n",
-       "      <td>672</td>\n",
-       "      <td>49</td>\n",
-       "      <td>7.3</td>\n",
+       "      <td>651</td>\n",
+       "      <td>616</td>\n",
+       "      <td>35</td>\n",
+       "      <td>5.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Other mixed</th>\n",
-       "      <td>686</td>\n",
-       "      <td>644</td>\n",
-       "      <td>42</td>\n",
-       "      <td>6.5</td>\n",
+       "      <td>630</td>\n",
+       "      <td>595</td>\n",
+       "      <td>35</td>\n",
+       "      <td>5.9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Pakistani or British Pakistani</th>\n",
-       "      <td>777</td>\n",
-       "      <td>721</td>\n",
-       "      <td>56</td>\n",
-       "      <td>7.8</td>\n",
+       "      <td>693</td>\n",
+       "      <td>651</td>\n",
+       "      <td>42</td>\n",
+       "      <td>6.5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Unknown</th>\n",
-       "      <td>2072</td>\n",
-       "      <td>1932</td>\n",
-       "      <td>140</td>\n",
-       "      <td>7.2</td>\n",
+       "      <td>1862</td>\n",
+       "      <td>1736</td>\n",
+       "      <td>126</td>\n",
+       "      <td>7.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>White + Asian</th>\n",
-       "      <td>714</td>\n",
-       "      <td>679</td>\n",
+       "      <td>637</td>\n",
+       "      <td>602</td>\n",
        "      <td>35</td>\n",
-       "      <td>5.2</td>\n",
+       "      <td>5.8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>White + Black African</th>\n",
-       "      <td>714</td>\n",
-       "      <td>672</td>\n",
-       "      <td>42</td>\n",
-       "      <td>6.2</td>\n",
+       "      <td>644</td>\n",
+       "      <td>609</td>\n",
+       "      <td>35</td>\n",
+       "      <td>5.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>White + Black Caribbean</th>\n",
-       "      <td>665</td>\n",
-       "      <td>623</td>\n",
-       "      <td>42</td>\n",
-       "      <td>6.7</td>\n",
+       "      <td>602</td>\n",
+       "      <td>567</td>\n",
+       "      <td>35</td>\n",
+       "      <td>6.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"6\" valign=\"top\">imd_categories</th>\n",
        "      <th>1 Most deprived</th>\n",
-       "      <td>2520</td>\n",
-       "      <td>2373</td>\n",
-       "      <td>147</td>\n",
-       "      <td>6.2</td>\n",
+       "      <td>2275</td>\n",
+       "      <td>2149</td>\n",
+       "      <td>126</td>\n",
+       "      <td>5.9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>2611</td>\n",
-       "      <td>2450</td>\n",
-       "      <td>161</td>\n",
+       "      <td>2366</td>\n",
+       "      <td>2219</td>\n",
+       "      <td>147</td>\n",
        "      <td>6.6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>2506</td>\n",
-       "      <td>2352</td>\n",
-       "      <td>154</td>\n",
-       "      <td>6.5</td>\n",
+       "      <td>2268</td>\n",
+       "      <td>2135</td>\n",
+       "      <td>133</td>\n",
+       "      <td>6.2</td>\n",
        "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>2625</td>\n",
-       "      <td>2464</td>\n",
-       "      <td>161</td>\n",
-       "      <td>6.5</td>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2387</td>\n",
+       "      <td>2247</td>\n",
+       "      <td>140</td>\n",
+       "      <td>6.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 Least deprived</th>\n",
-       "      <td>2555</td>\n",
-       "      <td>2401</td>\n",
-       "      <td>154</td>\n",
-       "      <td>6.4</td>\n",
+       "      <td>2289</td>\n",
+       "      <td>2142</td>\n",
+       "      <td>147</td>\n",
+       "      <td>6.9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Unknown</th>\n",
-       "      <td>651</td>\n",
-       "      <td>609</td>\n",
-       "      <td>42</td>\n",
-       "      <td>6.9</td>\n",
+       "      <td>588</td>\n",
+       "      <td>553</td>\n",
+       "      <td>35</td>\n",
+       "      <td>6.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">bmi</th>\n",
        "      <th>30+</th>\n",
-       "      <td>4046</td>\n",
-       "      <td>3808</td>\n",
-       "      <td>238</td>\n",
-       "      <td>6.2</td>\n",
+       "      <td>3654</td>\n",
+       "      <td>3437</td>\n",
+       "      <td>217</td>\n",
+       "      <td>6.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>under 30</th>\n",
-       "      <td>9422</td>\n",
-       "      <td>8855</td>\n",
-       "      <td>567</td>\n",
-       "      <td>6.4</td>\n",
+       "      <td>8505</td>\n",
+       "      <td>8001</td>\n",
+       "      <td>504</td>\n",
+       "      <td>6.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">chronic_cardiac_disease</th>\n",
        "      <th>no</th>\n",
-       "      <td>13328</td>\n",
-       "      <td>12523</td>\n",
-       "      <td>805</td>\n",
+       "      <td>12040</td>\n",
+       "      <td>11319</td>\n",
+       "      <td>721</td>\n",
        "      <td>6.4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>yes</th>\n",
-       "      <td>140</td>\n",
-       "      <td>133</td>\n",
+       "      <td>126</td>\n",
+       "      <td>119</td>\n",
        "      <td>7</td>\n",
-       "      <td>5.3</td>\n",
+       "      <td>5.9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">current_copd</th>\n",
        "      <th>no</th>\n",
-       "      <td>13328</td>\n",
-       "      <td>12530</td>\n",
-       "      <td>798</td>\n",
-       "      <td>6.4</td>\n",
+       "      <td>12026</td>\n",
+       "      <td>11319</td>\n",
+       "      <td>707</td>\n",
+       "      <td>6.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>yes</th>\n",
-       "      <td>140</td>\n",
-       "      <td>126</td>\n",
+       "      <td>133</td>\n",
+       "      <td>119</td>\n",
        "      <td>14</td>\n",
-       "      <td>11.1</td>\n",
+       "      <td>11.8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">dmards</th>\n",
        "      <th>no</th>\n",
-       "      <td>13328</td>\n",
-       "      <td>12530</td>\n",
-       "      <td>798</td>\n",
-       "      <td>6.4</td>\n",
+       "      <td>12033</td>\n",
+       "      <td>11319</td>\n",
+       "      <td>714</td>\n",
+       "      <td>6.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>yes</th>\n",
-       "      <td>140</td>\n",
-       "      <td>133</td>\n",
+       "      <td>126</td>\n",
+       "      <td>119</td>\n",
        "      <td>7</td>\n",
-       "      <td>5.3</td>\n",
+       "      <td>5.9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">ssri</th>\n",
        "      <th>no</th>\n",
-       "      <td>13335</td>\n",
-       "      <td>12537</td>\n",
-       "      <td>798</td>\n",
-       "      <td>6.4</td>\n",
+       "      <td>12040</td>\n",
+       "      <td>11326</td>\n",
+       "      <td>714</td>\n",
+       "      <td>6.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>yes</th>\n",
-       "      <td>133</td>\n",
-       "      <td>126</td>\n",
+       "      <td>119</td>\n",
+       "      <td>112</td>\n",
        "      <td>7</td>\n",
-       "      <td>5.6</td>\n",
+       "      <td>6.2</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -7310,211 +7865,211 @@
       "text/plain": [
        "                                                             vaccinated  \\\n",
        "category                group                                             \n",
-       "overall                 overall                                   13468   \n",
-       "sex                     F                                          6860   \n",
-       "                        M                                          6608   \n",
-       "ageband                 16-29                                      1645   \n",
-       "                        30-39                                      1687   \n",
-       "                        40-49                                      1687   \n",
-       "                        50-59                                      1750   \n",
-       "                        60-69                                      1722   \n",
-       "                        70-79                                      3402   \n",
-       "                        80+                                        1582   \n",
-       "ethnicity_6_groups      Black                                      2310   \n",
-       "                        Mixed                                      2289   \n",
-       "                        Other                                      2268   \n",
-       "                        South Asian                                2345   \n",
-       "                        Unknown                                    1995   \n",
-       "                        White                                      2254   \n",
-       "ethnicity_16_groups      African                                    707   \n",
-       "                         Bangladeshi or British Bangladeshi         679   \n",
-       "                         Caribbean                                  693   \n",
-       "                         Chinese                                    700   \n",
-       "                         Other                                      735   \n",
-       "                         Other Asian                                700   \n",
-       "                        British or Mixed British                    700   \n",
-       "                        Indian or British Indian                    707   \n",
-       "                        Irish                                       770   \n",
-       "                        Other Black                                 735   \n",
-       "                        Other White                                 721   \n",
-       "                        Other mixed                                 686   \n",
-       "                        Pakistani or British Pakistani              777   \n",
-       "                        Unknown                                    2072   \n",
-       "                        White + Asian                               714   \n",
-       "                        White + Black African                       714   \n",
-       "                        White + Black Caribbean                     665   \n",
-       "imd_categories          1 Most deprived                            2520   \n",
-       "                        2                                          2611   \n",
-       "                        3                                          2506   \n",
-       "                        4                                          2625   \n",
-       "                        5 Least deprived                           2555   \n",
-       "                        Unknown                                     651   \n",
-       "bmi                     30+                                        4046   \n",
-       "                        under 30                                   9422   \n",
-       "chronic_cardiac_disease no                                        13328   \n",
-       "                        yes                                         140   \n",
-       "current_copd            no                                        13328   \n",
-       "                        yes                                         140   \n",
-       "dmards                  no                                        13328   \n",
-       "                        yes                                         140   \n",
-       "ssri                    no                                        13335   \n",
+       "overall                 overall                                   12162   \n",
+       "sex                     F                                          6202   \n",
+       "                        M                                          5964   \n",
+       "ageband                 16-29                                      1498   \n",
+       "                        30-39                                      1519   \n",
+       "                        40-49                                      1505   \n",
+       "                        50-59                                      1575   \n",
+       "                        60-69                                      1547   \n",
+       "                        70-79                                      3080   \n",
+       "                        80+                                        1442   \n",
+       "ethnicity_6_groups      Black                                      2079   \n",
+       "                        Mixed                                      2072   \n",
+       "                        Other                                      2051   \n",
+       "                        South Asian                                2093   \n",
+       "                        Unknown                                    1827   \n",
+       "                        White                                      2030   \n",
+       "ethnicity_16_groups      African                                    637   \n",
+       "                         Bangladeshi or British Bangladeshi         616   \n",
+       "                         Caribbean                                  637   \n",
+       "                         Chinese                                    637   \n",
+       "                         Other                                      665   \n",
+       "                         Other Asian                                630   \n",
+       "                        British or Mixed British                    630   \n",
+       "                        Indian or British Indian                    637   \n",
+       "                        Irish                                       679   \n",
+       "                        Other Black                                 665   \n",
+       "                        Other White                                 651   \n",
+       "                        Other mixed                                 630   \n",
+       "                        Pakistani or British Pakistani              693   \n",
+       "                        Unknown                                    1862   \n",
+       "                        White + Asian                               637   \n",
+       "                        White + Black African                       644   \n",
+       "                        White + Black Caribbean                     602   \n",
+       "imd_categories          1 Most deprived                            2275   \n",
+       "                        2                                          2366   \n",
+       "                        3                                          2268   \n",
+       "                        4                                          2387   \n",
+       "                        5 Least deprived                           2289   \n",
+       "                        Unknown                                     588   \n",
+       "bmi                     30+                                        3654   \n",
+       "                        under 30                                   8505   \n",
+       "chronic_cardiac_disease no                                        12040   \n",
+       "                        yes                                         126   \n",
+       "current_copd            no                                        12026   \n",
        "                        yes                                         133   \n",
+       "dmards                  no                                        12033   \n",
+       "                        yes                                         126   \n",
+       "ssri                    no                                        12040   \n",
+       "                        yes                                         119   \n",
        "\n",
        "                                                            vaccinated 7d previous  \\\n",
        "category                group                                                        \n",
-       "overall                 overall                                              12658   \n",
-       "sex                     F                                                     6461   \n",
-       "                        M                                                     6195   \n",
-       "ageband                 16-29                                                 1540   \n",
-       "                        30-39                                                 1575   \n",
-       "                        40-49                                                 1596   \n",
-       "                        50-59                                                 1652   \n",
-       "                        60-69                                                 1631   \n",
-       "                        70-79                                                 3178   \n",
-       "                        80+                                                   1484   \n",
-       "ethnicity_6_groups      Black                                                 2156   \n",
-       "                        Mixed                                                 2170   \n",
-       "                        Other                                                 2142   \n",
-       "                        South Asian                                           2205   \n",
-       "                        Unknown                                               1855   \n",
-       "                        White                                                 2121   \n",
-       "ethnicity_16_groups      African                                               672   \n",
-       "                         Bangladeshi or British Bangladeshi                    630   \n",
-       "                         Caribbean                                             651   \n",
-       "                         Chinese                                               665   \n",
-       "                         Other                                                 693   \n",
-       "                         Other Asian                                           658   \n",
-       "                        British or Mixed British                               658   \n",
-       "                        Indian or British Indian                               658   \n",
-       "                        Irish                                                  728   \n",
-       "                        Other Black                                            693   \n",
-       "                        Other White                                            672   \n",
-       "                        Other mixed                                            644   \n",
-       "                        Pakistani or British Pakistani                         721   \n",
-       "                        Unknown                                               1932   \n",
-       "                        White + Asian                                          679   \n",
-       "                        White + Black African                                  672   \n",
-       "                        White + Black Caribbean                                623   \n",
-       "imd_categories          1 Most deprived                                       2373   \n",
-       "                        2                                                     2450   \n",
-       "                        3                                                     2352   \n",
-       "                        4                                                     2464   \n",
-       "                        5 Least deprived                                      2401   \n",
-       "                        Unknown                                                609   \n",
-       "bmi                     30+                                                   3808   \n",
-       "                        under 30                                              8855   \n",
-       "chronic_cardiac_disease no                                                   12523   \n",
-       "                        yes                                                    133   \n",
-       "current_copd            no                                                   12530   \n",
-       "                        yes                                                    126   \n",
-       "dmards                  no                                                   12530   \n",
-       "                        yes                                                    133   \n",
-       "ssri                    no                                                   12537   \n",
-       "                        yes                                                    126   \n",
+       "overall                 overall                                              11440   \n",
+       "sex                     F                                                     5845   \n",
+       "                        M                                                     5593   \n",
+       "ageband                 16-29                                                 1407   \n",
+       "                        30-39                                                 1421   \n",
+       "                        40-49                                                 1421   \n",
+       "                        50-59                                                 1491   \n",
+       "                        60-69                                                 1463   \n",
+       "                        70-79                                                 2877   \n",
+       "                        80+                                                   1351   \n",
+       "ethnicity_6_groups      Black                                                 1939   \n",
+       "                        Mixed                                                 1967   \n",
+       "                        Other                                                 1939   \n",
+       "                        South Asian                                           1974   \n",
+       "                        Unknown                                               1701   \n",
+       "                        White                                                 1925   \n",
+       "ethnicity_16_groups      African                                               602   \n",
+       "                         Bangladeshi or British Bangladeshi                    574   \n",
+       "                         Caribbean                                             602   \n",
+       "                         Chinese                                               609   \n",
+       "                         Other                                                 630   \n",
+       "                         Other Asian                                           588   \n",
+       "                        British or Mixed British                               588   \n",
+       "                        Indian or British Indian                               595   \n",
+       "                        Irish                                                  644   \n",
+       "                        Other Black                                            630   \n",
+       "                        Other White                                            616   \n",
+       "                        Other mixed                                            595   \n",
+       "                        Pakistani or British Pakistani                         651   \n",
+       "                        Unknown                                               1736   \n",
+       "                        White + Asian                                          602   \n",
+       "                        White + Black African                                  609   \n",
+       "                        White + Black Caribbean                                567   \n",
+       "imd_categories          1 Most deprived                                       2149   \n",
+       "                        2                                                     2219   \n",
+       "                        3                                                     2135   \n",
+       "                        4                                                     2247   \n",
+       "                        5 Least deprived                                      2142   \n",
+       "                        Unknown                                                553   \n",
+       "bmi                     30+                                                   3437   \n",
+       "                        under 30                                              8001   \n",
+       "chronic_cardiac_disease no                                                   11319   \n",
+       "                        yes                                                    119   \n",
+       "current_copd            no                                                   11319   \n",
+       "                        yes                                                    119   \n",
+       "dmards                  no                                                   11319   \n",
+       "                        yes                                                    119   \n",
+       "ssri                    no                                                   11326   \n",
+       "                        yes                                                    112   \n",
        "\n",
        "                                                            Uptake over last 7d  \\\n",
        "category                group                                                     \n",
-       "overall                 overall                                             810   \n",
-       "sex                     F                                                   399   \n",
-       "                        M                                                   413   \n",
-       "ageband                 16-29                                               105   \n",
-       "                        30-39                                               112   \n",
-       "                        40-49                                                91   \n",
-       "                        50-59                                                98   \n",
-       "                        60-69                                                91   \n",
-       "                        70-79                                               224   \n",
-       "                        80+                                                  98   \n",
-       "ethnicity_6_groups      Black                                               154   \n",
-       "                        Mixed                                               119   \n",
-       "                        Other                                               126   \n",
-       "                        South Asian                                         140   \n",
-       "                        Unknown                                             140   \n",
-       "                        White                                               133   \n",
+       "overall                 overall                                             722   \n",
+       "sex                     F                                                   357   \n",
+       "                        M                                                   371   \n",
+       "ageband                 16-29                                                91   \n",
+       "                        30-39                                                98   \n",
+       "                        40-49                                                84   \n",
+       "                        50-59                                                84   \n",
+       "                        60-69                                                84   \n",
+       "                        70-79                                               203   \n",
+       "                        80+                                                  91   \n",
+       "ethnicity_6_groups      Black                                               140   \n",
+       "                        Mixed                                               105   \n",
+       "                        Other                                               112   \n",
+       "                        South Asian                                         119   \n",
+       "                        Unknown                                             126   \n",
+       "                        White                                               105   \n",
        "ethnicity_16_groups      African                                             35   \n",
-       "                         Bangladeshi or British Bangladeshi                  49   \n",
-       "                         Caribbean                                           42   \n",
-       "                         Chinese                                             35   \n",
-       "                         Other                                               42   \n",
+       "                         Bangladeshi or British Bangladeshi                  42   \n",
+       "                         Caribbean                                           35   \n",
+       "                         Chinese                                             28   \n",
+       "                         Other                                               35   \n",
        "                         Other Asian                                         42   \n",
        "                        British or Mixed British                             42   \n",
-       "                        Indian or British Indian                             49   \n",
-       "                        Irish                                                42   \n",
-       "                        Other Black                                          42   \n",
-       "                        Other White                                          49   \n",
-       "                        Other mixed                                          42   \n",
-       "                        Pakistani or British Pakistani                       56   \n",
-       "                        Unknown                                             140   \n",
+       "                        Indian or British Indian                             42   \n",
+       "                        Irish                                                35   \n",
+       "                        Other Black                                          35   \n",
+       "                        Other White                                          35   \n",
+       "                        Other mixed                                          35   \n",
+       "                        Pakistani or British Pakistani                       42   \n",
+       "                        Unknown                                             126   \n",
        "                        White + Asian                                        35   \n",
-       "                        White + Black African                                42   \n",
-       "                        White + Black Caribbean                              42   \n",
-       "imd_categories          1 Most deprived                                     147   \n",
-       "                        2                                                   161   \n",
-       "                        3                                                   154   \n",
-       "                        4                                                   161   \n",
-       "                        5 Least deprived                                    154   \n",
-       "                        Unknown                                              42   \n",
-       "bmi                     30+                                                 238   \n",
-       "                        under 30                                            567   \n",
-       "chronic_cardiac_disease no                                                  805   \n",
+       "                        White + Black African                                35   \n",
+       "                        White + Black Caribbean                              35   \n",
+       "imd_categories          1 Most deprived                                     126   \n",
+       "                        2                                                   147   \n",
+       "                        3                                                   133   \n",
+       "                        4                                                   140   \n",
+       "                        5 Least deprived                                    147   \n",
+       "                        Unknown                                              35   \n",
+       "bmi                     30+                                                 217   \n",
+       "                        under 30                                            504   \n",
+       "chronic_cardiac_disease no                                                  721   \n",
        "                        yes                                                   7   \n",
-       "current_copd            no                                                  798   \n",
+       "current_copd            no                                                  707   \n",
        "                        yes                                                  14   \n",
-       "dmards                  no                                                  798   \n",
+       "dmards                  no                                                  714   \n",
        "                        yes                                                   7   \n",
-       "ssri                    no                                                  798   \n",
+       "ssri                    no                                                  714   \n",
        "                        yes                                                   7   \n",
        "\n",
        "                                                            Increase in uptake (%)  \n",
        "category                group                                                       \n",
-       "overall                 overall                                                6.4  \n",
-       "sex                     F                                                      6.2  \n",
-       "                        M                                                      6.7  \n",
-       "ageband                 16-29                                                  6.8  \n",
-       "                        30-39                                                  7.1  \n",
-       "                        40-49                                                  5.7  \n",
-       "                        50-59                                                  5.9  \n",
-       "                        60-69                                                  5.6  \n",
-       "                        70-79                                                    7  \n",
-       "                        80+                                                    6.6  \n",
-       "ethnicity_6_groups      Black                                                  7.1  \n",
-       "                        Mixed                                                  5.5  \n",
-       "                        Other                                                  5.9  \n",
-       "                        South Asian                                            6.3  \n",
-       "                        Unknown                                                7.5  \n",
-       "                        White                                                  6.3  \n",
-       "ethnicity_16_groups      African                                               5.2  \n",
-       "                         Bangladeshi or British Bangladeshi                    7.8  \n",
-       "                         Caribbean                                             6.5  \n",
-       "                         Chinese                                               5.3  \n",
-       "                         Other                                                 6.1  \n",
-       "                         Other Asian                                           6.4  \n",
-       "                        British or Mixed British                               6.4  \n",
-       "                        Indian or British Indian                               7.4  \n",
-       "                        Irish                                                  5.8  \n",
-       "                        Other Black                                            6.1  \n",
-       "                        Other White                                            7.3  \n",
-       "                        Other mixed                                            6.5  \n",
-       "                        Pakistani or British Pakistani                         7.8  \n",
-       "                        Unknown                                                7.2  \n",
-       "                        White + Asian                                          5.2  \n",
-       "                        White + Black African                                  6.2  \n",
-       "                        White + Black Caribbean                                6.7  \n",
-       "imd_categories          1 Most deprived                                        6.2  \n",
+       "overall                 overall                                                6.3  \n",
+       "sex                     F                                                      6.1  \n",
+       "                        M                                                      6.6  \n",
+       "ageband                 16-29                                                  6.5  \n",
+       "                        30-39                                                  6.9  \n",
+       "                        40-49                                                  5.9  \n",
+       "                        50-59                                                  5.6  \n",
+       "                        60-69                                                  5.7  \n",
+       "                        70-79                                                  7.1  \n",
+       "                        80+                                                    6.7  \n",
+       "ethnicity_6_groups      Black                                                  7.2  \n",
+       "                        Mixed                                                  5.3  \n",
+       "                        Other                                                  5.8  \n",
+       "                        South Asian                                              6  \n",
+       "                        Unknown                                                7.4  \n",
+       "                        White                                                  5.5  \n",
+       "ethnicity_16_groups      African                                               5.8  \n",
+       "                         Bangladeshi or British Bangladeshi                    7.3  \n",
+       "                         Caribbean                                             5.8  \n",
+       "                         Chinese                                               4.6  \n",
+       "                         Other                                                 5.6  \n",
+       "                         Other Asian                                           7.1  \n",
+       "                        British or Mixed British                               7.1  \n",
+       "                        Indian or British Indian                               7.1  \n",
+       "                        Irish                                                  5.4  \n",
+       "                        Other Black                                            5.6  \n",
+       "                        Other White                                            5.7  \n",
+       "                        Other mixed                                            5.9  \n",
+       "                        Pakistani or British Pakistani                         6.5  \n",
+       "                        Unknown                                                7.3  \n",
+       "                        White + Asian                                          5.8  \n",
+       "                        White + Black African                                  5.7  \n",
+       "                        White + Black Caribbean                                6.2  \n",
+       "imd_categories          1 Most deprived                                        5.9  \n",
        "                        2                                                      6.6  \n",
-       "                        3                                                      6.5  \n",
-       "                        4                                                      6.5  \n",
-       "                        5 Least deprived                                       6.4  \n",
-       "                        Unknown                                                6.9  \n",
-       "bmi                     30+                                                    6.2  \n",
-       "                        under 30                                               6.4  \n",
+       "                        3                                                      6.2  \n",
+       "                        4                                                      6.2  \n",
+       "                        5 Least deprived                                       6.9  \n",
+       "                        Unknown                                                6.3  \n",
+       "bmi                     30+                                                    6.3  \n",
+       "                        under 30                                               6.3  \n",
        "chronic_cardiac_disease no                                                     6.4  \n",
-       "                        yes                                                    5.3  \n",
-       "current_copd            no                                                     6.4  \n",
-       "                        yes                                                   11.1  \n",
-       "dmards                  no                                                     6.4  \n",
-       "                        yes                                                    5.3  \n",
-       "ssri                    no                                                     6.4  \n",
-       "                        yes                                                    5.6  "
+       "                        yes                                                    5.9  \n",
+       "current_copd            no                                                     6.2  \n",
+       "                        yes                                                   11.8  \n",
+       "dmards                  no                                                     6.3  \n",
+       "                        yes                                                    5.9  \n",
+       "ssri                    no                                                     6.3  \n",
+       "                        yes                                                    6.2  "
       ]
      },
      "metadata": {},
@@ -7545,7 +8100,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -8993,10 +9548,215 @@
       "needs_background": "light"
      },
      "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "## \n",
+       " ## COVID vaccination rollout among **50-54** population up to 30 Mar 2021"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "### COVID vaccinations among **50-54** population by **sex**"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "### COVID vaccinations among **50-54** population by **ethnicity 6 groups**"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "### COVID vaccinations among **50-54** population by **imd categories**"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "### COVID vaccinations among **50-54** population by **bmi**"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "### COVID vaccinations among **50-54** population by **chronic cardiac disease**"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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55hZ79uyxs8466+NatWr52LFjm48cOfLLRo0a7f3kk09q1a5d27/99ls79NBD9/zqV7/68uCDDy4YP358k9RH/06qkuS77n5Tgm13mNmhgP5XRUQiiC89lkebY3VWp04d79Wr19aDDjqooGbNmpx55plblyxZUqdbt25HA9SrV2/vxIkTP1m+fPkB1113XcsaNWpQs2ZNv//++z8tyXmSJkl336813czqufuOuO0bCEqXIiKSQnzpsd3hDdXmWAYFBQXMnz+//uTJkz+Krbvhhhs23HDDDfvlpPbt2+8666yzlhY9QjSROu6YWS9gHFAfONLMOgEXuXvpJmAUEammVHosu3nz5tUZOHDgD0477bSvcnNz0zpqW9TerXcCpwIvArj7QjM7Lm1RiYhkkcKPdUjZdO3adeeqVasqZCLSyGO3unvhXkxFnjMREZGi4hNkFlSx7t27d69VdhDlKbyevcVti1qS/DyscnUzqwVcDmiGWxGRBLK4k87ijRs3tmvatOmWGjVqVP3RaFLYu3evbdy4sRHBo41FRE2SFxNMmNyCYJLk14BLyiVCEZEslK2ddPbs2fOLdevWjVu3bl0HKme6xfK2F1i8Z8+eXxS3MWqSNHcfVn4xiYhknywuPe7TtWvXDcCAyo6jokT9FjDbzF4zs5+b2UFpjUhEJEPFSo9AVpUeq7NIJUl3b2Nm3YGhwG/NbCnwlLs/kdboRESquOpQeqzOStK79V13vxLoDnwJPJq2qEREMoRKj9kt6mACDYFBBCXJ7wFTCJKliEi1VJ5TWknVFbXjzkLgeeD37l50qnIRkWomy559lASiJsmjPBNmZxYRSSO1P1Y/qabKusvdRwEvmlmRJOnu1aYbsIhItj77KImlKkk+Hv68Ld2BiIhUJfGlxhiVHqufVFNlzQsX89z97vhtZnY5MDNdgYmIVLT4xPjOJ18C0KN1433bVXqsfqK2SV5AMCxdvOHFrBMRySiJEmOP1o0ZmNeC83poXvnqLFWb5LnAeUBrM3sxblMDgmclRUQyjhKjRJWqJPkmsBZoAtwet34b8H66ghIRSaf4DjhKjJJMqjbJT4FPAbVSi0jG0wAAUlKRhqUzs2PMbI6ZbTez3WZWYGZb0x2ciEh50gAAUlJRO+7cSzAk3WQgH/gp0CZdQYmIlBcNACBlETVJ4u4fmlmOuxcAj5jZe8B16QtNRKR0EnXMUQlSSipqktxhZrWBBWZ2K0FnnmyYkVpEspA65kh5iZokfwLkAJcCVwBHAGelKygRkag0Mo6kU9RJlz8NF78Bfpe+cERESia+1BijalUpL6kGE1gEJJz9w907lntEIiIpqDOOVJRUJcn+FRKFiEgK6owjlSHKYAIiIpVOnXGkMkRqkzSzbXxX7VobqAV87e4NE+8lIlI2qlaVyha1406D2LKZGTAQOCbZPmZWB5gFHBCe5xl3v8nMWgNPAYcA84CfuPvu0oUvItkolhxVrSqVLfJgAjHu7sDzZnYTcG2Sj+4CTnL37WZWC3jDzP4BXAnc6e5PmdkDwM+Bv5UidhHJIonaHFWtKpUpanXrmXFvaxAMTbcz2T5hMt0evq0Vvhw4iWD6LYBHgbEoSYpUe2pzlKooaknyjLjlPcBKgirXpMwsh6BK9fvAfcBHwGZ33xN+ZBWg+hORamr9tp1s2r6L3//9LbU5SpUUtU3ywtIcPBznNc/MDgKmAEdH3dfMRgIjAY48Ut8mRbLRpu272LG7ANAAAFI1Ra1ubQ1cBrSK38fdB0TZ3903m9nrBPNSHmRmNcPSZEtgdYJ9HgQeBMjPz084oIGIZJb4tserdxdQr3aOSo9SZUWtbn0eGA+8BOyNsoOZNQW+DRNkXeBk4M/A68Bggh6uFwAvlDRoEclc8W2P9Wrn0KT+AZUdkkhCUZPkTne/p4THPhx4NGyXrAE87e4vm9lS4Ckz+yPwHkHyFZEsFytB7tf2+Eijyg5LJKmoSfLu8JGP1wge7QDA3ecn2sHd3wc6F7P+Y6B7CeMUkQyU7LEOkUwQNUnmEkyXdRLfVbfGHucQEdknUWLUYx2SiaImySHAURoZR0RS0fOOkk2iJsnFwEHAhjTGIiIZSmOsSraKmiQPApab2Rz2b5OM9AiIiGS3+NKjnneUbBI1Sd6U1ihEJOOp9CjZKOqIOzPTHYiIZJ7Cj3WIZBvNJykiJaLHOqQ6Sdt8kiKSndR7VaqTdM4nKSIZLL7EGE+9V6U6Sdt8kiKS2RK1Nar3qlQnaZ1PUkQyT7FjrIpUU2mdT1JEMk98glSJUaq7qNWtjwKXu/vm8P3BwO3u/rN0BiciFUMj5ogUr0bEz3WMJUgAd/+KYmb4EJHMFCs9gtocReJFbZOsYWYHh8kRM2tcgn1FpApS6VEktaiJ7nbgLTObHL4fAtycnpBEJF0SDQSg0qNI8aJ23HnMzOby3fyRZ7r70vSFJSLlKZYcNb+jSMkkTZJmVt/dtwOESbFIYoz/jIhUHcmGj1NiFIkmVUnyBTNbALwAzHP3rwHM7CjgROBs4CHgmbRGKSIlpuHjRMouaZJ09z5m9iPgIqB32GHnW2AF8ApwgbuvS3+YIhKFOuOIlK+UbZLu/irwagXEIiKlVFybozrjiJSdHuMQyQKxqlVVq4qULyVJkQylqlWR9FOSFMkges5RpGKlegSkcbLt7v5l+YYjIsmox6pIxUpVkpwHOGDAkcBX4fJBwGdA67RGJyKqVhWpRKkeAWkNYGYPAVPCnq6Y2WnAj9Mfnkj1pR6rIpUvapvkMe4+IvbG3f9hZremKSaRakuj5IhULVGT5Bozux54Inw/DFiTnpBEqi+1OYpULVGT5LnATcAUgjbKWeE6ESlnanMUqTqizgLyJXC5mR0YG79VRMpHcR1zRKRqqBHlQ2bWy8yWAsvC953M7P60RiZSTcSqWAF1zBGpYqJWt94JnAq8CODuC83suLRFJZKl4kuNMXqsQ6TqilSSBHD3zwutKijnWESyXnypMUalR5GqK2pJ8nMz6wW4mdUCLiesehWR5DQYgEjmilqSvBi4BGgBrAbygF+lKyiRbKI2R5HMFbUk2dbdh8WvMLPewOzyD0kk86n0KJIdopYk/xpxnYig0qNItkg1C0hPoBfQ1MyujNvUEMhJZ2AimUalR5Hsk6okWRuoT5BMG8S9tgKDk+1oZkeY2etmttTMlpjZ5eH6xmb2LzP7IPx5cNkvQ6TyqfQokn1SzQIyE5hpZhPc/dMSHnsPcJW7zzezBsA8M/sXMByY7u63mNm1wLXAmFLELlIlxEqQKj2KZJ+oHXd2mNlfgPZAndhKdz8p0Q7uvhZYGy5vM7NlBL1jBwInhB97FJiBkmT1NPcRWPRMZUdRZp3WbuEHuwuoVzuHJrsOgEfqpN5JAusWQbPcyo5CJKGoHXcmAssJJln+HbASmBP1JGbWCugMvAMcFiZQgHXAYQn2GWlmc81s7saNG6OeSjLJomeCP5IZaP22nSxZu4Ula7ewI0yQ7Q9vxGENlCBLpFku5CZtuRGpVFFLkoe4+3gzuzyuCjZSkjSz+sCzwCh332pm+7a5u5uZF7efuz8IPAiQn59f7GckCzTLhQtfqewoSuzXf3+LpV9+Nxj5wLwWtNeUViJZJ2qS/Db8udbMTieYS7Jxqp3C0XmeBSa6+3Ph6vVmdri7rzWzw4ENJQ1apDKo96pI9RM1Sf7RzBoBVxE8H9kQuCLZDhYUGccDy9z9jrhNLwIXALeEP18oadAiFSU+Mb7zyZcA9GjdWL1XRaqJqPNJvhwubgFOjHjs3sBPgEVmtiBc9xuC5Pi0mf0c+BQ4O3q4IhUjlhzjE2OP1o0ZmNeC81StKlJtREqSZtYUGAG0it/H3X+WaB93fwOwBJv7RA9RpOLFHulQYhSp3qJWt74A/AeYhqbIkiylNkcRKSxqkqzn7nqWUbJa/IAAanMUEYieJF82sx+5+6tpjUakgqn0KCLJRB1M4HKCRPmNmW01s21mtjXlXiJVnMZbFZFkovZubZDuQEQqikqPIhJVqqmyjnb35WbWpbjt7j4/PWGJlL/iHutQ6VFEkklVkrwSGAncXsw2BxIOcC5SFSQaDECPdYhIFKmmyhoZ/ow6gIBIlRLfY1XJUURKKupgApcQjL+6OXx/MHCuu9+fzuBEyoPaHEWktKI+AjLC3e+LvXH3r8xsBKAkKVVOcR1zRERKI2qSzDEzc3cHMLMcoHb6whIpGQ1ELiLpEDVJTgUmmdnfw/cXhetEqgS1PYpIOkRNkmMIern+Mnz/L2BcWiISKYFYCVLPO4pIOkRNknWBh9z9AdhX3XoAsCNdgYkkkuyxDhGR8hQ1SU4H+gLbw/d1gdeAXukISiQZVa2KSEWJmiTruHssQeLu282sXppiEilCQ8mJSGWIOsD51/FD05lZV+Cb9IQkUpQGIheRyhC1JDkKmGxmawADmgHnpC0qkWKo9CgiFS3qLCBzzOxooG24aoW7f5u+sEQ0KICIVL6oJUkIEmQ7oA7Qxcxw98fSE5ZUZ5qtQ0Sqiqhjt94EnECQJF8FTgPeAJQkpdzF2h/Vc1VEKlvUkuRgoBPwnrtfaGaHAU+kLyypbtR7VUSqoqhJ8ht332tme8ysIbABOCKNcUk1sH7bTjZt38Xv//6WqlZFpEqKmiTnmtlBwEPAPIJBBd5KW1RSLWzavosduwsATYQsIlVT1N6tvwoXHzCzqUBDd38/fWFJtoqvVr16dwH1aueoWlVEqqxIgwmY2Ytmdp6ZHejuK5UgpbTiBwWoVzuHJvUPqOSIREQSizrizu3AD4GlZvaMmQ02szppjEuyzP+98xnn/P2t/TrltD+8EYc10G0kIlVX1OrWmcDMcPaPk4ARwMOAnu6WhDRbh4hkusiDCZhZXeAMguHougCPpisoyQ6arUNEMl3UwQSeBroDU4F7gZnuvjedgUlm0vOOIpJNopYkxwPnuntBOoORzKWh5EQkG0Vtk/xnugORzKah5EQkG5VkgHOR/ahqVUSyXdRHQESK0ETIIpLtonbcme7ufVKtk+yn0qOIVCdJk2Q4YEA9oImZHQxYuKkhoGJDNZHoeUeVHkUk26UqSV4EjAKaEwxsHkuSWwkeBZFqQM87ikh1lTRJuvvdwN1mdpm7/7WCYpIqSNWqIlIdRX0E5K9m1gtoFb+Puz+WaB8zexjoD2xw9w7husbApPA4K4Gz3f2rUsYuaRarZo2VIkVEqpuoHXceB74HLABiAwo4kDBJAhMIqmTjP3MtMN3dbzGza8P3Y0oYs6SRxlsVEflO1Ock84F27u5RD+zus8ysVaHVA4ETwuVHgRkoSVYpan8UEflO1CS5GGgGrC3j+Q5z99gx1gGHJfqgmY0ERgIceaT+SKeTHusQESle1CTZhGAuyXeBXbGV7j6gtCd2dzezhCVTd38QeBAgPz8/cglWSi6+9KjHOkREvhM1SY4tp/OtN7PD3X2tmR0ObCin40oJqfQoIpJapGHpwkmXVwK1wuU5wPxSnO9F4IJw+QLghVIcQ8qBhpQTEUktau/WEQTtg40Jerm2AB4AEg5LZ2ZPEnTSaWJmq4CbgFuAp83s58CnwNllCV5KrvBjHSo9iogkFrW69RKCSZffAXD3D8zs0GQ7uPu5CTZpvNdKFJ8gVXoUEUkuapLc5e67zYJR6cysJsFzkpIB1P4oIlI6UafKmmlmvwHqmtnJwGTgpfSFJeVJ7Y8iIqUTtSR5LfBzYBHBoOevAuPSFZSUnUqPIiJlFzVJ1gUedveHAMwsJ1y3I12BSdno2UcRkbKLmiSnA32B7eH7usBrQK90BCWlo9KjiEj5itomWcfdYwmScLleekKS0lLbo4hI+YpakvzazLq4+3wAM+sKfJO+sKQk9OyjiEh6RE2SlwOTzWwNYASDnZ+TtqgkJU1pJSKSfimTpJnVAGoDRwNtw9Ur3P3bdAYmRSVKjJrSSkQkPVImSXffa2b3uXtngimzpJJorkcRkYoVuXermZ0FPFeSiZel7NRjVUSk8kRNkhcBVwIFZvYNQbuku3vDtEVWzcWSY3y1qnqsiohUrEhJ0t0bpDsQSd4ZR9WqIiIVL+pUWQYMA1q7+x/M7AjgcHd/N63RVTNqcwECfmUAAA4SSURBVBQRqVqiVrfeD+wFTgL+QDDyzn1AtzTFVW2ozVFEpOqKOuJOD3e/BNgJ4O5fETwWImWkUXJERKquqCXJb8NBzR3AzJoSlCylFFR6FBHJDFFLkvcAU4BDzexm4A3gT2mLKsup9Cgikhmi9m6daGbzgD4Ej3/82N2XpTWyLKQxVkVEMkvSJGlmdYCLge8TTLj8d3ffUxGBZaP4BKnSo4hI1ZeqJPko8C3wH+A04H+BUekOKpuo/VFEJHOlSpLt3D0XwMzGA3ouMoJEgwKoBCkikllSJcl9M324+55gTAFJRYMCiIhkh1RJspOZbQ2XDagbvtfYrYWoWlVEJPskTZLunlNRgWS6+NKjqlVFRLJD1MEEJAE91iEikr2UJEsh2WwdIiKSPZQkS0Edc0REqgclyYjUMUdEpPqJOnZrtafxVkVEqh+VJJNQ6VFEpHpTSTIJlR5FRKo3lSSLocc6REQElCT30WMdIiJSWLVOkokSox7rEBERqOZJUs87iohIMtUySarNUUREoqiWvVvjE6TaHEVEJJFKKUmaWT/gbiAHGOfut6T7nHrmUURESqrCk6SZ5QD3AScDq4A5Zvaiuy8t73P97qUlLF0TPOcY3zFHJUgREYmiMkqS3YEP3f1jADN7ChgIlHuSPPXzuxi8eVnwpiE0qX8Ah9WuE7xfmo4zSomsWwTNcis7ChGRhCojSbYAPo97vwroUfhDZjYSGAlw5JGl63F6TOtDYF2jUu0rFaBZLuQOruwoREQSqrK9W939QeBBgPz8fC/VQU5Le1OniIhkscro3boaOCLufctwnYiISJVSGUlyDvADM2ttZrWBocCLlRCHiIhIUhVe3erue8zsUuCfBI+APOzuSyo6DhERkVQqpU3S3V8FXq2Mc4uIiERVLUfcERERiUJJUkREJAElSRERkQSUJEVERBIw99I9p1+RzGwj8Gkpd28CbCrHcKoSXVtmytZry9brgsy9tv9x96aVHUQmy4gkWRZmNtfd8ys7jnTQtWWmbL22bL0uyO5rk+RU3SoiIpKAkqSIiEgC1SFJPljZAaSRri0zZeu1Zet1QXZfmySR9W2SIiIipVUdSpIiIiKloiQpIiKSQJVOkmbWz8xWmNmHZnZt3PqTzGy+mS02s0fNrMhA7WZ2gpltMbP3wmPMMrP+FXsFxTOzI8zsdTNbamZLzOzyuG2dzOwtM1tkZi+ZWcNi9m9lZt+E17bMzN41s+EVehERmNnDZrbBzBYXWp9nZm+b2QIzm2tm3YvZ9wQze7nioo0uyX35n/CaFpjZGjN7vph9Y/dl7HPTUpxrrJldnY7rKHSeZPfkpLh4V5rZgmL2j92TC+JetZOcb7iZ3Zuu6ynmfInuxai/b25mf4xb18TMvq3Ia5BK4u5V8kUwjdZHwFFAbWAh0I4gsX8OtAk/93vg58XsfwLwctz7PGAl0KcKXNvhQJdwuQHwX6Bd+H4OcHy4/DPgD8Xs3wpYHPf+KGABcGFlX1uhOI8DusTHGq5/DTgtXP4RMCPV/19VeSW6L4v53LPAT8t6XcBY4OoKuK6E92Shz90O3FjM+v3uyQjnGw7cW4H/b4nuxai/bx8D78Wt+2X4Oxf5GoCaFXW9epXfqyqXJLsDH7r7x+6+G3gKGAgcAux29/+Gn/sXcFaqg7n7AoKEeimAmTU1s2fNbE746h2ur29mj4TfLN83s5THLil3X+vu88PlbcAyoEW4uQ0wK1yOem0fA1cCvw6v4cDwm/O7YWlzYLg+x8xuC0vg75vZZeV7ZUXimgV8WdwmIPaNvRGwJtlxzKx7+G3/PTN708zahuuHm9lzZjbVzD4ws1vL9QKKl+i+jI+3IXASUKQkmUii+zEUK+18YGYjyuMiCktxT8ZiNOBs4Mmox010L4aOMLMZ4XXdVA6XkVCSezHq79sOYJmZxQYUOAd4OrbRzM4ws3fCa5xmZoeF68ea2eNmNht4vDyuRSpWpcwnGVELghJjzCqgB8HQUDXNLN/d5wKDgSMiHnM+MDpcvhu4093fMLMjCSaB/l/gBmCLu+cCmNnBZb6SJMysFdAZeCdctYTgj+7zwBBKdm1Hh8u/Bf7t7j8zs4OAd8NqvZ8SfCvO82Dy68blcQ2lMAr4p5ndRlAz0CvF55cDx4Yx9wX+xHd/zPII/v12ASvM7K/u/nmC45SHRPdlvB8D0919a4JjHBtXZTnZ3W8m8f0I0BE4BjgQeM/MXnH3pF8syqKYe3Jf3MB6d/8gwa7fi7uu2e5+CYnvRQi+cHQgSEBzwuuaW46XEkVJft+eAoaa2XqggODLXfNw2xvAMe7uZvYL4BrgqnBbO+CH7v5NGuKXNKvKSbJY4U04FLjTzA4gqLoriLi7xS33BdoFX44BaGhm9cP1Q+PO91XZo04QTHC+Z4FRcX9QfwbcY2Y3AC8Cu6MeLm75FGBAXFtWHeBIgmt7wN33ALh7cd+sK8IvgSvc/VkzOxsYH8aWSCPgUTP7AUEptFbctunuvgXAzJYC/8P+SawynAuMS7L9P+5euH080f0I8EL4B/YbM3udILlELqWWRIJ7MuZckpciP3L3vELrEt2LAP9y9y/C8z4H/BCo6CRZkt+3qcAfgPXApELbWgKTzOxwgmr4T+K2vagEmbmqcpJczf7f6lqG63D3twi+1WJmpxBUmUTRmaAaCYISzDHuvjP+A3F/pNLKzGoR/DGa6O7Pxda7+3KCPyyYWRvg9IiHjL82A85y9xWFzlnWsMvLBUCsY8hkkicUCP4wve7ug8JSzoy4bbvilgtI/z2d8L6EoEMHQRIbVMLjJrsfCz/MnJaHmxPdk+G2msCZQNeSHpbi78UeVNB1JVOS3zd3321m8whKiO2AAXGb/wrc4e4vmtkJBG3JMV+Xc9hSgapym+Qc4Adm1tqCXnJDCb7pYWaHhj8PAMYAD6Q6mJl1JKhKvS9c9RpwWdz22DfgfwGXxK0v9+rWsG1nPLDM3e8otC12bTWA64l2ba2A2wh+USGoqrssPA9m1jlc/y/govAPHpVY3boGOD5cPglIVH0X04jvEtHwNMUUVcL7MjSYoGPOzmL3TizR/Qgw0MzqmNkhBB1/5pQq8iSS3ZOhvsByd19VwkMnuhcBTjazxmZWl6CKenYpQi+TUvy+3Q6MKaYWJv4evaBcg5RKVWWTZFgleCnBL9ky4Gl3XxJuHm1my4D3gZfc/d8JDnNs2JC+giA5/trdp4fbfg3kW9CBZSlwcbj+j8DBFnRuWQicWP5XR2/gJ8BJ9l13+R+F2841s/8StMOtAR5JcIzvhde2jKADwT3uHvvsHwiqJN83syXhewhKbJ+F6xcC55X7lcUxsyeBt4C2ZrbKzH4ebhoB3B7G8CdgZDG71+S7UuKtwP8zs/eo5NqPFPclBEkzcseWOInuRwju89eBtwl6X6ajPTLZPQmlv65E9yLAuwQl1/eBZ9PZHpnkXoz6+waAuy9x90eL2TQWmByWNDNxSi1JQMPSSZVkwXN6Ldz9msqORUSqr6rcJinVlJmNJ+j1eHZlxyIi1ZtKkiIiIglU2TZJERGRyqYkKSIikoCSpIiISAJKklKlmVlB+DjCEjNbaGZXhc+0JdunlZml9fGWkjKzN8uw73Aza576k/vt08oKzXghIiWnJClV3Tfunufu7YGTgdOAVINhtyLNz4CWlLunGp82meF8N0aoiFQgJUnJGO6+gWDggUst0MqCORznh69YIrqFcBBxM7vCgtlP/mLB7Brvm9lFhY9tZreYWfxIS2PN7GoLZoWZHh5/kcXNYmFmPw2Pt9DMHg/XHWZmU8J1C2Mxmdn28OcJFsx88YyZLTeziXGj0dwYxrjYzB4Mr3EwkA9MDK+nrpl1NbOZZjbPzP5pwXihhOsXhoM07LsWESmDyp6rSy+9kr2A7cWs2wwcBtQD6oTrfgDMDZdPYP+5REcC14fLBxAMot260DE7AzPj3i8lGKO1JtAwXNcE+JBgPNL2BHMuNgm3NQ5/TiIYHByCuScbxV9HGNsWgjFfaxCMAvPD+GOEy48DZ4TLM4D8cLkW8CbQNHx/DvBwuPw+cFy4/BdKML+jXnrpVfxLgwlIJqsF3BuOc1pA4oHuTwE6hqUyCMbZ/AFxMzW4+3tmdmjY9tcU+MrdP7dg0O8/mdlxwF6CqbIOIxhzdrK7bwr3j43leRLBlGS4ewFBQizsXQ/HQLVgaqlWBFMtnWhm1xAk/8YE0zi9VGjftgQDLfwrLIDmAGstmIbqIA/mTYQgyZ6W4N9DRCJSkpSMYmZHESTEDQRtk+uBTgSlskSDihtwmbv/M8XhJxMMUN6M76ZCGkaQNLu6+7dmtpJguqeyKDJziZnVAe4nKDF+bmZjE5zHgCXu3nO/lUGSFJFypjZJyRhm1pRgloZ73d0JSoRr3X0vweDcOeFHtwEN4nb9J/DLsFSImbUxswOLOcUkgoG8BxMkTMJzbAgT5IkE81UC/BsYYsHMHPEzqkwnmC+TsC20UcTLiyXETRbM6Tg4blv89awAmppZz/ActcysvbtvBjab2Q/Dzw2LeF4RSUJJUqq6urFHQIBpBFNK/S7cdj9wQdhR5Wi+m7fvfaAg7MRyBcHsJ0uB+eFjEX+nmFoUD2bzaACsdve14eqJBLNzLCKoRl0e99mbgZnh+WPTS11OUG26CJhHMO9gSmGSewhYTJDU46fDmgA8EFbN5hAk0D+H510AxDosXQjcF36uykweKpLJNHariIhIAipJioiIJKAkKSIikoCSpIiISAJKkiIiIgkoSYqIiCSgJCkiIpKAkqSIiEgC/x8+4Se+WtX8+QAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "### COVID vaccinations among **50-54** population by **current copd**"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "### COVID vaccinations among **50-54** population by **psychosis schiz bipolar**"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "### COVID vaccinations among **50-54** population by **ssri**"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "plot_dem_charts(summ_stat_results, df_dict_cum,  formatted_latest_date, pop_subgroups=[\"80+\", \"70-79\", \"65-69\",\"shielding (aged 16-69)\", \"60-64\",\"55-59\"], groups_dict=features_dict,\n",
+    "plot_dem_charts(summ_stat_results, df_dict_cum,  formatted_latest_date, pop_subgroups=[\"80+\", \"70-79\", \"65-69\",\"shielding (aged 16-69)\", \"60-64\", \"55-59\", \"50-54\"], groups_dict=features_dict,\n",
     "                groups_to_exclude=[\"ethnicity_16_groups\", \"dmards\", \"chemo_or_radio\", \"lung_cancer\", \"cancer_excl_lung_and_haem\", \"haematological_cancer\"],\n",
     "                savepath=savepath, savepath_figure_csvs=savepath_figure_csvs, suffix=suffix)"
    ]
@@ -9010,7 +9770,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
@@ -9112,7 +9872,19 @@
     {
      "data": {
       "text/markdown": [
-       "Total **vaccinated under 55s, not in other eligible groups shown** population with ethnicity recorded 28,700 (84.9%)"
+       "Total **50-54** population with ethnicity recorded 2,926 (85.8%)"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "Total **vaccinated 16-49, not in other eligible groups shown** population with ethnicity recorded 25,774 (84.8%)"
       ],
       "text/plain": [
        "<IPython.core.display.Markdown object>"
diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination figures among each eligible group_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination figures among each eligible group_tpp.csv
index 0bb299b..0752d52 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination figures among each eligible group_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination figures among each eligible group_tpp.csv	
@@ -1,121 +1,127 @@
-covid_vacc_date,total,"under 55s, not in other eligible groups shown",70-79,55-59,60-64,80+,65-69,shielding (aged 16-69),care home,LD (aged 16-64)
-01 Dec,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-02 Dec,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-03 Dec,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-04 Dec,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-06 Dec,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-08 Dec,2226.0,966.0,35.0,259.0,161.0,546.0,56.0,203.0,0.0,0.0
-09 Dec,6706.0,2723.0,98.0,707.0,532.0,2009.0,168.0,462.0,7.0,0.0
-10 Dec,11620.0,4480.0,168.0,1085.0,875.0,3934.0,280.0,770.0,21.0,7.0
-11 Dec,16555.0,6377.0,238.0,1484.0,1211.0,5747.0,399.0,1064.0,28.0,7.0
-12 Dec,21056.0,8421.0,294.0,1897.0,1477.0,7042.0,497.0,1379.0,35.0,14.0
-13 Dec,24584.0,9947.0,329.0,2198.0,1722.0,8211.0,574.0,1554.0,35.0,14.0
-14 Dec,29652.0,11914.0,406.0,2639.0,2016.0,10136.0,679.0,1806.0,42.0,14.0
-15 Dec,56175.0,15099.0,609.0,3353.0,2499.0,31353.0,896.0,2254.0,98.0,14.0
-16 Dec,97902.0,19096.0,882.0,4312.0,3129.0,66430.0,1120.0,2681.0,231.0,21.0
-17 Dec,137613.0,23821.0,1505.0,5446.0,3969.0,97867.0,1407.0,3213.0,357.0,28.0
-18 Dec,165893.0,28392.0,2072.0,6503.0,4746.0,118139.0,1729.0,3766.0,504.0,42.0
-19 Dec,197729.0,32242.0,2744.0,7399.0,5467.0,143017.0,2037.0,4186.0,588.0,49.0
-20 Dec,228480.0,37457.0,3311.0,8680.0,6377.0,164857.0,2387.0,4683.0,665.0,63.0
-21 Dec,252798.0,44079.0,3969.0,10346.0,7511.0,177891.0,2800.0,5383.0,749.0,70.0
-22 Dec,287322.0,50134.0,4585.0,11725.0,8491.0,202153.0,3206.0,6097.0,854.0,77.0
-23 Dec,317912.0,57974.0,5306.0,13482.0,9786.0,219443.0,3710.0,6937.0,1183.0,91.0
-24 Dec,328559.0,61894.0,5635.0,14301.0,10430.0,223286.0,3955.0,7343.0,1617.0,98.0
-25 Dec,328594.0,61929.0,5635.0,14301.0,10430.0,223286.0,3955.0,7343.0,1617.0,98.0
-26 Dec,328902.0,62153.0,5642.0,14329.0,10444.0,223293.0,3962.0,7364.0,1617.0,98.0
-27 Dec,330967.0,63427.0,5663.0,14595.0,10619.0,223482.0,4025.0,7441.0,1617.0,98.0
-28 Dec,334684.0,65618.0,5761.0,14938.0,10948.0,223951.0,4137.0,7616.0,1617.0,98.0
-29 Dec,352142.0,71246.0,6202.0,16016.0,11725.0,231952.0,4466.0,8099.0,2324.0,112.0
-30 Dec,397327.0,83811.0,8330.0,18690.0,13706.0,251930.0,5278.0,9506.0,5887.0,189.0
-31 Dec,435337.0,96096.0,10542.0,21315.0,15540.0,266259.0,6090.0,10815.0,8407.0,273.0
-01 Jan,443877.0,99421.0,11109.0,21931.0,16016.0,268891.0,6272.0,11123.0,8813.0,301.0
-02 Jan,453173.0,103635.0,11865.0,22673.0,16513.0,271264.0,6454.0,11445.0,9009.0,315.0
-03 Jan,459844.0,107198.0,12012.0,23247.0,16926.0,272790.0,6587.0,11662.0,9100.0,322.0
-04 Jan,470505.0,113449.0,12222.0,24360.0,17724.0,274204.0,6867.0,12145.0,9205.0,329.0
-05 Jan,491302.0,124971.0,12684.0,26607.0,19250.0,277347.0,7392.0,13055.0,9632.0,364.0
-06 Jan,525385.0,140462.0,15351.0,29631.0,21539.0,284984.0,8225.0,14238.0,10542.0,413.0
-07 Jan,606501.0,162729.0,24990.0,34335.0,25025.0,319669.0,9604.0,16135.0,13524.0,490.0
-08 Jan,701659.0,186886.0,37779.0,39312.0,28637.0,361305.0,11165.0,18375.0,17570.0,630.0
-09 Jan,785120.0,208327.0,48433.0,43806.0,31759.0,398762.0,12600.0,20482.0,20258.0,693.0
-10 Jan,827379.0,222348.0,52997.0,46389.0,33446.0,415744.0,13321.0,21483.0,20930.0,721.0
-11 Jan,871262.0,242592.0,56588.0,50211.0,35973.0,424137.0,14182.0,23247.0,23534.0,798.0
-12 Jan,944251.0,267624.0,63980.0,55062.0,39081.0,449239.0,15393.0,25305.0,27608.0,959.0
-13 Jan,1043455.0,295120.0,80325.0,60403.0,42700.0,488012.0,16940.0,27510.0,31276.0,1169.0
-14 Jan,1150471.0,325101.0,99057.0,66276.0,46830.0,527485.0,18795.0,30100.0,35441.0,1386.0
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 50-54 population by ethnicity 6 groups_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 50-54 population by ethnicity 6 groups_tpp.csv
new file mode 100644
index 0000000..4db9d4b
--- /dev/null
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 50-54 population by ethnicity 6 groups_tpp.csv	
@@ -0,0 +1,123 @@
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 50-54 population by imd categories_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 50-54 population by imd categories_tpp.csv
new file mode 100644
index 0000000..df5bfac
--- /dev/null
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 50-54 population by imd categories_tpp.csv	
@@ -0,0 +1,123 @@
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 50-54 population by psychosis schiz bipolar_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 50-54 population by psychosis schiz bipolar_tpp.csv
new file mode 100644
index 0000000..56d6a36
--- /dev/null
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 50-54 population by psychosis schiz bipolar_tpp.csv	
@@ -0,0 +1,123 @@
+covid_vacc_date,no,yes,no_total,yes_total
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 55-59 population by ethnicity 6 groups_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 55-59 population by ethnicity 6 groups_tpp.csv
index 4b425a8..1f33494 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 55-59 population by ethnicity 6 groups_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 55-59 population by ethnicity 6 groups_tpp.csv	
@@ -1,118 +1,124 @@
 covid_vacc_date,Black,Mixed,Other,South Asian,Unknown,White,Black_total,Mixed_total,Other_total,South Asian_total,Unknown_total,White_total
-2020-12-01,0.0,0.0,0.0,0.0,0.0,0.0,30877,12208,21959,59710,173194,1210132
-2020-12-06,0.0,0.0,0.0,0.0,0.0,0.0,30877,12208,21959,59710,173194,1210132
-2020-12-08,0.0,0.0,0.0,14.0,28.0,210.0,30877,12208,21959,59710,173194,1210132
-2020-12-09,7.0,14.0,0.0,28.0,63.0,588.0,30877,12208,21959,59710,173194,1210132
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-2020-12-11,14.0,14.0,14.0,77.0,133.0,1225.0,30877,12208,21959,59710,173194,1210132
-2020-12-12,28.0,14.0,21.0,98.0,175.0,1561.0,30877,12208,21959,59710,173194,1210132
-2020-12-13,35.0,21.0,28.0,119.0,203.0,1792.0,30877,12208,21959,59710,173194,1210132
-2020-12-14,35.0,21.0,35.0,154.0,238.0,2149.0,30877,12208,21959,59710,173194,1210132
-2020-12-15,49.0,28.0,42.0,203.0,308.0,2716.0,30877,12208,21959,59710,173194,1210132
-2020-12-16,63.0,35.0,56.0,252.0,399.0,3507.0,30877,12208,21959,59710,173194,1210132
-2020-12-17,84.0,42.0,77.0,329.0,497.0,4424.0,30877,12208,21959,59710,173194,1210132
-2020-12-18,91.0,56.0,84.0,399.0,595.0,5278.0,30877,12208,21959,59710,173194,1210132
-2020-12-19,98.0,63.0,91.0,462.0,672.0,6013.0,30877,12208,21959,59710,173194,1210132
-2020-12-20,112.0,77.0,112.0,560.0,791.0,7028.0,30877,12208,21959,59710,173194,1210132
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 55-59 population by imd categories_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 55-59 population by imd categories_tpp.csv
index 3a6c29c..e52f0c3 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 55-59 population by imd categories_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 55-59 population by imd categories_tpp.csv	
@@ -1,118 +1,124 @@
 covid_vacc_date,1 Most deprived,2,3,4,5 Least deprived,Unknown,1 Most deprived_total,2_total,3_total,4_total,5 Least deprived_total,Unknown_total
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 55-59 population by psychosis schiz bipolar_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 55-59 population by psychosis schiz bipolar_tpp.csv
index c642a52..fd54da3 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 55-59 population by psychosis schiz bipolar_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 55-59 population by psychosis schiz bipolar_tpp.csv	
@@ -1,118 +1,124 @@
 covid_vacc_date,no,yes,no_total,yes_total
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 60-64 population by ethnicity 6 groups_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 60-64 population by ethnicity 6 groups_tpp.csv
index b9a84b0..1573ebd 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 60-64 population by ethnicity 6 groups_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 60-64 population by ethnicity 6 groups_tpp.csv	
@@ -1,116 +1,122 @@
 covid_vacc_date,Black,Mixed,Other,South Asian,Unknown,White,Black_total,Mixed_total,Other_total,South Asian_total,Unknown_total,White_total
-2020-12-08,0.0,0.0,0.0,14.0,14.0,126.0,19495.0,7931.0,16156.0,52297.0,143108.0,1037617.0
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-2020-12-10,7.0,7.0,14.0,35.0,84.0,728.0,19495.0,7931.0,16156.0,52297.0,143108.0,1037617.0
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-2020-12-13,21.0,21.0,21.0,84.0,161.0,1414.0,19495.0,7931.0,16156.0,52297.0,143108.0,1037617.0
-2020-12-14,21.0,21.0,21.0,98.0,196.0,1645.0,19495.0,7931.0,16156.0,52297.0,143108.0,1037617.0
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 60-64 population by imd categories_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 60-64 population by imd categories_tpp.csv
index 2a7a1f0..0bdafe4 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 60-64 population by imd categories_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 60-64 population by imd categories_tpp.csv	
@@ -1,116 +1,122 @@
 covid_vacc_date,1 Most deprived,2,3,4,5 Least deprived,Unknown,1 Most deprived_total,2_total,3_total,4_total,5 Least deprived_total,Unknown_total
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 60-64 population by psychosis schiz bipolar_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 60-64 population by psychosis schiz bipolar_tpp.csv
index 77371ac..0c8686c 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 60-64 population by psychosis schiz bipolar_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 60-64 population by psychosis schiz bipolar_tpp.csv	
@@ -1,116 +1,122 @@
 covid_vacc_date,no,yes,no_total,yes_total
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 65-69 population by LD_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 65-69 population by LD_tpp.csv
index d31f6ca..3726c21 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 65-69 population by LD_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 65-69 population by LD_tpp.csv	
@@ -1,117 +1,123 @@
 covid_vacc_date,no,yes,no_total,yes_total
-2020-12-04,0.0,0.0,1069047.0,2520.0
-2020-12-08,56.0,0.0,1069047.0,2520.0
-2020-12-09,168.0,0.0,1069047.0,2520.0
-2020-12-10,280.0,0.0,1069047.0,2520.0
-2020-12-11,399.0,0.0,1069047.0,2520.0
-2020-12-12,497.0,0.0,1069047.0,2520.0
-2020-12-13,574.0,0.0,1069047.0,2520.0
-2020-12-14,679.0,0.0,1069047.0,2520.0
-2020-12-15,896.0,0.0,1069047.0,2520.0
-2020-12-16,1120.0,0.0,1069047.0,2520.0
-2020-12-17,1407.0,0.0,1069047.0,2520.0
-2020-12-18,1729.0,0.0,1069047.0,2520.0
-2020-12-19,2037.0,0.0,1069047.0,2520.0
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-2020-12-22,3206.0,0.0,1069047.0,2520.0
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-2020-12-29,4466.0,0.0,1069047.0,2520.0
-2020-12-30,5271.0,0.0,1069047.0,2520.0
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 65-69 population by ethnicity 6 groups_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 65-69 population by ethnicity 6 groups_tpp.csv
index efcb73a..b6eb611 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 65-69 population by ethnicity 6 groups_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 65-69 population by ethnicity 6 groups_tpp.csv	
@@ -1,117 +1,123 @@
 covid_vacc_date,Black,Mixed,Other,South Asian,Unknown,White,Black_total,Mixed_total,Other_total,South Asian_total,Unknown_total,White_total
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 65-69 population by imd categories_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 65-69 population by imd categories_tpp.csv
index 2c9b728..ffe58f3 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 65-69 population by imd categories_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 65-69 population by imd categories_tpp.csv	
@@ -1,117 +1,123 @@
 covid_vacc_date,1 Most deprived,2,3,4,5 Least deprived,Unknown,1 Most deprived_total,2_total,3_total,4_total,5 Least deprived_total,Unknown_total
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 65-69 population by psychosis schiz bipolar_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 65-69 population by psychosis schiz bipolar_tpp.csv
index 8c78f19..43f942b 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 65-69 population by psychosis schiz bipolar_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 65-69 population by psychosis schiz bipolar_tpp.csv	
@@ -1,117 +1,123 @@
 covid_vacc_date,no,yes,no_total,yes_total
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 70-79 population by LD_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 70-79 population by LD_tpp.csv
index e2c45e6..895729d 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 70-79 population by LD_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 70-79 population by LD_tpp.csv	
@@ -1,117 +1,123 @@
 covid_vacc_date,no,yes,no_total,yes_total
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 70-79 population by ethnicity 6 groups_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 70-79 population by ethnicity 6 groups_tpp.csv
index 2206347..5fff816 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 70-79 population by ethnicity 6 groups_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 70-79 population by ethnicity 6 groups_tpp.csv	
@@ -1,117 +1,123 @@
 covid_vacc_date,Black,Mixed,Other,South Asian,Unknown,White,Black_total,Mixed_total,Other_total,South Asian_total,Unknown_total,White_total
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+2021-04-06,10430.0,5250.0,12145.0,47327.0,127911.0,1760010.0,14700,6440,15337,54950,145257,1829632
+2021-04-07,10444.0,5250.0,12159.0,47383.0,127932.0,1760318.0,14700,6440,15337,54950,145257,1829632
diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 70-79 population by imd categories_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 70-79 population by imd categories_tpp.csv
index c7d7102..56df471 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 70-79 population by imd categories_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 70-79 population by imd categories_tpp.csv	
@@ -1,117 +1,123 @@
 covid_vacc_date,1 Most deprived,2,3,4,5 Least deprived,Unknown,1 Most deprived_total,2_total,3_total,4_total,5 Least deprived_total,Unknown_total
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 70-79 population by psychosis schiz bipolar_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 70-79 population by psychosis schiz bipolar_tpp.csv
index 6e06fb5..6ba52df 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 70-79 population by psychosis schiz bipolar_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 70-79 population by psychosis schiz bipolar_tpp.csv	
@@ -1,117 +1,123 @@
 covid_vacc_date,no,yes,no_total,yes_total
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 80+ population by LD_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 80+ population by LD_tpp.csv
index bd32f63..440eea0 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 80+ population by LD_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 80+ population by LD_tpp.csv	
@@ -1,117 +1,123 @@
 covid_vacc_date,no,yes,no_total,yes_total
-2020-12-01,0.0,0.0,1125250.0,546.0
-2020-12-08,546.0,0.0,1125250.0,546.0
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 80+ population by ethnicity 6 groups_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 80+ population by ethnicity 6 groups_tpp.csv
index 0bd8750..883cb21 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 80+ population by ethnicity 6 groups_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 80+ population by ethnicity 6 groups_tpp.csv	
@@ -1,117 +1,123 @@
 covid_vacc_date,Black,Mixed,Other,South Asian,Unknown,White,Black_total,Mixed_total,Other_total,South Asian_total,Unknown_total,White_total
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 80+ population by imd categories_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 80+ population by imd categories_tpp.csv
index 71d95d4..514bc08 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 80+ population by imd categories_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 80+ population by imd categories_tpp.csv	
@@ -1,117 +1,123 @@
 covid_vacc_date,1 Most deprived,2,3,4,5 Least deprived,Unknown,1 Most deprived_total,2_total,3_total,4_total,5 Least deprived_total,Unknown_total
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 80+ population by psychosis schiz bipolar_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 80+ population by psychosis schiz bipolar_tpp.csv
index df250f6..921ca1c 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 80+ population by psychosis schiz bipolar_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among 80+ population by psychosis schiz bipolar_tpp.csv	
@@ -1,117 +1,123 @@
 covid_vacc_date,no,yes,no_total,yes_total
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among shielding (aged 16-69) population by LD_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among shielding (aged 16-69) population by LD_tpp.csv
index 59bc4a9..4190aae 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among shielding (aged 16-69) population by LD_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among shielding (aged 16-69) population by LD_tpp.csv	
@@ -1,118 +1,124 @@
 covid_vacc_date,no,yes,no_total,yes_total
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among shielding (aged 16-69) population by ethnicity 6 groups_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among shielding (aged 16-69) population by ethnicity 6 groups_tpp.csv
index eee86c1..d013d90 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among shielding (aged 16-69) population by ethnicity 6 groups_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among shielding (aged 16-69) population by ethnicity 6 groups_tpp.csv	
@@ -1,118 +1,124 @@
 covid_vacc_date,Black,Mixed,Other,South Asian,Unknown,White,Black_total,Mixed_total,Other_total,South Asian_total,Unknown_total,White_total
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diff --git a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among shielding (aged 16-69) population by imd categories_tpp.csv b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among shielding (aged 16-69) population by imd categories_tpp.csv
index de99c4a..ca859c0 100644
--- a/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among shielding (aged 16-69) population by imd categories_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/figure_csvs/Cumulative vaccination percent among shielding (aged 16-69) population by imd categories_tpp.csv	
@@ -1,118 +1,124 @@
 covid_vacc_date,1 Most deprived,2,3,4,5 Least deprived,Unknown,1 Most deprived_total,2_total,3_total,4_total,5 Least deprived_total,Unknown_total
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+2021-03-11,179375.0,147336.0,130669.0,106148.0,85190.0,15862.0,243761,186487,156240,122486,95158,19796
+2021-03-12,180978.0,148239.0,131285.0,106547.0,85449.0,15953.0,243761,186487,156240,122486,95158,19796
+2021-03-13,182980.0,149387.0,132013.0,107051.0,85764.0,16100.0,243761,186487,156240,122486,95158,19796
+2021-03-14,183666.0,149975.0,132342.0,107296.0,85904.0,16149.0,243761,186487,156240,122486,95158,19796
+2021-03-15,184765.0,150738.0,132783.0,107576.0,86107.0,16212.0,243761,186487,156240,122486,95158,19796
+2021-03-16,185822.0,151326.0,133140.0,107856.0,86261.0,16268.0,243761,186487,156240,122486,95158,19796
+2021-03-17,186935.0,151935.0,133497.0,108087.0,86443.0,16324.0,243761,186487,156240,122486,95158,19796
+2021-03-18,187838.0,152537.0,133875.0,108353.0,86611.0,16373.0,243761,186487,156240,122486,95158,19796
+2021-03-19,188776.0,153174.0,134295.0,108633.0,86786.0,16450.0,243761,186487,156240,122486,95158,19796
+2021-03-20,189931.0,153832.0,134820.0,108976.0,87052.0,16534.0,243761,186487,156240,122486,95158,19796
+2021-03-21,190316.0,154119.0,135002.0,109102.0,87157.0,16576.0,243761,186487,156240,122486,95158,19796
+2021-03-22,190876.0,154490.0,135226.0,109242.0,87262.0,16611.0,243761,186487,156240,122486,95158,19796
+2021-03-23,191520.0,154875.0,135478.0,109410.0,87374.0,16646.0,243761,186487,156240,122486,95158,19796
+2021-03-24,192311.0,155372.0,135765.0,109613.0,87486.0,16695.0,243761,186487,156240,122486,95158,19796
+2021-03-25,193032.0,155848.0,136066.0,109823.0,87619.0,16723.0,243761,186487,156240,122486,95158,19796
+2021-03-26,193879.0,156359.0,136444.0,110068.0,87745.0,16779.0,243761,186487,156240,122486,95158,19796
+2021-03-27,194789.0,156870.0,136808.0,110341.0,87969.0,16849.0,243761,186487,156240,122486,95158,19796
+2021-03-28,195202.0,157157.0,136976.0,110460.0,88046.0,16884.0,243761,186487,156240,122486,95158,19796
+2021-03-29,195692.0,157437.0,137130.0,110600.0,88130.0,16912.0,243761,186487,156240,122486,95158,19796
+2021-03-30,196133.0,157738.0,137319.0,110712.0,88200.0,16940.0,243761,186487,156240,122486,95158,19796
+2021-03-31,196672.0,158081.0,137592.0,110873.0,88284.0,16975.0,243761,186487,156240,122486,95158,19796
+2021-04-01,197127.0,158326.0,137739.0,110957.0,88347.0,17003.0,243761,186487,156240,122486,95158,19796
+2021-04-02,197302.0,158431.0,137802.0,111006.0,88375.0,17010.0,243761,186487,156240,122486,95158,19796
+2021-04-03,197449.0,158564.0,137886.0,111055.0,88410.0,17017.0,243761,186487,156240,122486,95158,19796
+2021-04-04,197540.0,158606.0,137907.0,111076.0,88424.0,17024.0,243761,186487,156240,122486,95158,19796
+2021-04-05,197617.0,158634.0,137935.0,111090.0,88431.0,17031.0,243761,186487,156240,122486,95158,19796
+2021-04-06,197785.0,158725.0,137991.0,111139.0,88452.0,17045.0,243761,186487,156240,122486,95158,19796
+2021-04-07,198065.0,158872.0,138082.0,111195.0,88480.0,17073.0,243761,186487,156240,122486,95158,19796
diff --git a/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 16-49, not in other eligible groups shown population_tpp.csv b/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 16-49, not in other eligible groups shown population_tpp.csv
new file mode 100644
index 0000000..a0f41e7
--- /dev/null
+++ b/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 16-49, not in other eligible groups shown population_tpp.csv	
@@ -0,0 +1,46 @@
+Category,Group,Vaccinated at 07 Apr (n),Previous week's vaccination figure (n),Vaccinated over last 7d (n),Increase in coverage over last 7d (%)
+overall,overall,2394367,2283336.0,111031.0,4.9
+Sex,F,1461145,1405159.0,55986.0,4.0
+Sex,M,933142,878101.0,55041.0,6.3
+Age band,16-29,572502,549612.0,22890.0,4.2
+Age band,30-39,712726,684397.0,28329.0,4.1
+Age band,40-49,1109059,1049251.0,59808.0,5.7
+Ethnicity (broad categories),Black,50526,48419.0,2107.0,4.4
+Ethnicity (broad categories),Mixed,33145,31752.0,1393.0,4.4
+Ethnicity (broad categories),Other,47565,45094.0,2471.0,5.5
+Ethnicity (broad categories),South Asian,203252,193151.0,10101.0,5.2
+Ethnicity (broad categories),Unknown,209853,197554.0,12299.0,6.2
+Ethnicity (broad categories),White,1849953,1767290.0,82663.0,4.7
+ethnicity 16 groups, African,33936,32487.0,1449.0,4.5
+ethnicity 16 groups, Bangladeshi or British Bangladeshi,16205,15498.0,707.0,4.6
+ethnicity 16 groups, Caribbean,6566,6293.0,273.0,4.3
+ethnicity 16 groups, Chinese,9674,9177.0,497.0,5.4
+ethnicity 16 groups, Other,37877,35910.0,1967.0,5.5
+ethnicity 16 groups, Other Asian,45290,43414.0,1876.0,4.3
+ethnicity 16 groups,British or Mixed British,1685257,1610490.0,74767.0,4.6
+ethnicity 16 groups,Indian or British Indian,88508,84329.0,4179.0,5.0
+ethnicity 16 groups,Irish,10381,9975.0,406.0,4.1
+ethnicity 16 groups,Other Black,10017,9625.0,392.0,4.1
+ethnicity 16 groups,Other White,154301,146818.0,7483.0,5.1
+ethnicity 16 groups,Other mixed,11914,11438.0,476.0,4.2
+ethnicity 16 groups,Pakistani or British Pakistani,53249,49910.0,3339.0,6.7
+ethnicity 16 groups,Unknown,209853,197547.0,12306.0,6.2
+ethnicity 16 groups,White + Asian,7889,7539.0,350.0,4.6
+ethnicity 16 groups,White + Black African,6454,6188.0,266.0,4.3
+ethnicity 16 groups,White + Black Caribbean,6923,6622.0,301.0,4.5
+Index of Multiple Deprivation (quintiles),1 Most deprived,461692,440048.0,21644.0,4.9
+Index of Multiple Deprivation (quintiles),2,472332,451024.0,21308.0,4.7
+Index of Multiple Deprivation (quintiles),3,490560,469413.0,21147.0,4.5
+Index of Multiple Deprivation (quintiles),4,467047,445319.0,21728.0,4.9
+Index of Multiple Deprivation (quintiles),5 Least deprived,430647,408919.0,21728.0,5.3
+Index of Multiple Deprivation (quintiles),Unknown,72009,68537.0,3472.0,5.1
+BMI,30+,551978,532462.0,19516.0,3.7
+BMI,under 30,1842309,1750791.0,91518.0,5.2
+Chronic cardiac disease,no,2337888,2228079.0,109809.0,4.9
+Chronic cardiac disease,yes,56399,55181.0,1218.0,2.2
+Current COPD,no,2380630,2269897.0,110733.0,4.9
+Current COPD,yes,13657,13363.0,294.0,2.2
+DMARDs,no,2359623,2249380.0,110243.0,4.9
+DMARDs,yes,34664,33880.0,784.0,2.3
+SSRI (last 12 months),no,2027914,1930334.0,97580.0,5.1
+SSRI (last 12 months),yes,366373,352926.0,13447.0,3.8
diff --git a/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 50-54 population_tpp.csv b/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 50-54 population_tpp.csv
new file mode 100644
index 0000000..edc1bbe
--- /dev/null
+++ b/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 50-54 population_tpp.csv	
@@ -0,0 +1,45 @@
+Category,Group,Vaccinated at 07 Apr (n),Vaccinated at 07 Apr (%),Total eligible,Previous week's vaccination coverage (%),Vaccinated over last 7d (%)
+overall,overall,1287418,82.6,1558144,81.0,1.6
+Sex,F,652631,85.9,759808,84.5,1.4
+Sex,M,634781,79.5,798322,77.7,1.8
+Ethnicity (broad categories),Black,21329,57.0,37436,54.9,2.1
+Ethnicity (broad categories),Mixed,10164,66.8,15218,65.2,1.6
+Ethnicity (broad categories),Other,17920,63.3,28294,61.5,1.8
+Ethnicity (broad categories),South Asian,62286,73.1,85176,71.0,2.1
+Ethnicity (broad categories),Unknown,140679,74.1,189952,72.3,1.8
+Ethnicity (broad categories),White,1035027,86.1,1202054,84.6,1.5
+ethnicity 16 groups, African,11557,58.5,19754,56.2,2.3
+ethnicity 16 groups, Bangladeshi or British Bangladeshi,3878,79.1,4900,77.1,2.0
+ethnicity 16 groups, Caribbean,4921,52.4,9387,50.9,1.5
+ethnicity 16 groups, Chinese,4746,70.0,6783,67.6,2.4
+ethnicity 16 groups, Other,13181,61.3,21504,59.7,1.6
+ethnicity 16 groups, Other Asian,15190,73.2,20748,71.4,1.8
+ethnicity 16 groups,British or Mixed British,958482,88.7,1080275,87.2,1.5
+ethnicity 16 groups,Indian or British Indian,27692,78.4,35336,76.6,1.8
+ethnicity 16 groups,Irish,6160,79.6,7742,78.4,1.2
+ethnicity 16 groups,Other Black,4844,58.4,8295,56.4,2.0
+ethnicity 16 groups,Other White,70378,61.7,114044,60.4,1.3
+ethnicity 16 groups,Other mixed,3633,65.6,5537,64.1,1.5
+ethnicity 16 groups,Pakistani or British Pakistani,15526,64.2,24185,61.1,3.1
+ethnicity 16 groups,Unknown,140679,74.1,189959,72.2,1.9
+ethnicity 16 groups,White + Asian,2261,76.7,2947,75.1,1.6
+ethnicity 16 groups,White + Black African,2065,62.5,3304,60.8,1.7
+ethnicity 16 groups,White + Black Caribbean,2212,64.2,3444,62.8,1.4
+Index of Multiple Deprivation (quintiles),1 Most deprived,198821,73.0,272230,71.0,2.0
+Index of Multiple Deprivation (quintiles),2,230755,79.1,291816,77.3,1.8
+Index of Multiple Deprivation (quintiles),3,273371,83.7,326585,82.3,1.4
+Index of Multiple Deprivation (quintiles),4,280322,86.4,324597,85.0,1.4
+Index of Multiple Deprivation (quintiles),5 Least deprived,278215,89.2,311731,87.8,1.4
+Index of Multiple Deprivation (quintiles),Unknown,25921,83.1,31178,81.5,1.6
+BMI,30+,298690,88.4,337855,87.1,1.3
+BMI,under 30,988722,81.0,1220282,79.4,1.6
+Chronic cardiac disease,no,1246581,82.5,1510985,80.9,1.6
+Chronic cardiac disease,yes,40831,86.6,47145,85.7,0.9
+Current COPD,no,1271557,82.6,1539482,81.0,1.6
+Current COPD,yes,15855,85.0,18655,84.1,0.9
+DMARDs,no,1270717,82.5,1539636,80.9,1.6
+DMARDs,yes,16695,90.3,18494,89.4,0.9
+"Psychosis, schizophrenia, or bipolar",no,1272761,82.7,1538425,81.1,1.6
+"Psychosis, schizophrenia, or bipolar",yes,14651,74.3,19712,73.2,1.1
+SSRI (last 12 months),no,1122695,81.7,1373365,80.1,1.6
+SSRI (last 12 months),yes,164710,89.1,184765,87.7,1.4
diff --git a/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 55-59 population_tpp.csv b/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 55-59 population_tpp.csv
index dbb44ed..54338d0 100644
--- a/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 55-59 population_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 55-59 population_tpp.csv	
@@ -1,45 +1,45 @@
-Category,Group,Vaccinated at 01 Apr (n),Vaccinated at 01 Apr (%),Total eligible,Previous week's vaccination coverage (%),Vaccinated over last 7d (%)
-overall,overall,1280135,84.9,1508087,79.2,5.7
-Sex,F,646142,87.2,740901,82.2,5.0
-Sex,M,633990,82.6,767172,76.3,6.3
-Ethnicity (broad categories),Black,18207,59.0,30877,53.6,5.4
-Ethnicity (broad categories),Mixed,8456,69.3,12208,63.8,5.5
-Ethnicity (broad categories),Other,14448,65.8,21959,60.2,5.6
-Ethnicity (broad categories),South Asian,45752,76.6,59710,72.0,4.6
-Ethnicity (broad categories),Unknown,130613,75.4,173194,68.4,7.0
-Ethnicity (broad categories),White,1062656,87.8,1210132,82.2,5.6
-ethnicity 16 groups, African,7651,60.2,12719,55.0,5.2
-ethnicity 16 groups, Bangladeshi or British Bangladeshi,2394,80.5,2975,76.2,4.3
-ethnicity 16 groups, Caribbean,6216,56.8,10948,51.5,5.3
-ethnicity 16 groups, Chinese,4298,70.3,6118,62.5,7.8
-ethnicity 16 groups, Other,10150,64.1,15834,59.3,4.8
-ethnicity 16 groups, Other Asian,11172,75.6,14784,70.5,5.1
-ethnicity 16 groups,British or Mixed British,996814,89.7,1111635,84.0,5.7
-ethnicity 16 groups,Indian or British Indian,23100,81.6,28294,77.5,4.1
-ethnicity 16 groups,Irish,6258,81.8,7651,77.5,4.3
-ethnicity 16 groups,Other Black,4326,60.1,7203,54.4,5.7
-ethnicity 16 groups,Other White,59591,65.6,90853,60.4,5.2
-ethnicity 16 groups,Other mixed,2996,69.3,4326,63.9,5.4
-ethnicity 16 groups,Pakistani or British Pakistani,9100,66.6,13664,61.5,5.1
-ethnicity 16 groups,Unknown,130599,75.4,173180,68.4,7.0
-ethnicity 16 groups,White + Asian,1743,77.3,2254,72.0,5.3
-ethnicity 16 groups,White + Black African,1519,65.4,2324,59.3,6.1
-ethnicity 16 groups,White + Black Caribbean,2198,66.4,3311,61.1,5.3
-Index of Multiple Deprivation (quintiles),1 Most deprived,188433,76.8,245350,70.8,6.0
-Index of Multiple Deprivation (quintiles),2,225589,81.8,275667,76.0,5.8
-Index of Multiple Deprivation (quintiles),3,277193,85.8,322945,80.2,5.6
-Index of Multiple Deprivation (quintiles),4,284410,87.7,324128,82.1,5.6
-Index of Multiple Deprivation (quintiles),5 Least deprived,279027,90.0,310079,84.4,5.6
-Index of Multiple Deprivation (quintiles),Unknown,25480,85.2,29897,79.7,5.5
-BMI,30+,312613,89.7,348656,85.1,4.6
-BMI,under 30,967519,83.4,1159424,77.4,6.0
-Chronic cardiac disease,no,1216138,84.7,1436246,78.8,5.9
-Chronic cardiac disease,yes,63987,89.1,71834,86.6,2.5
-Current COPD,no,1255919,84.8,1480472,79.0,5.8
-Current COPD,yes,24213,87.7,27601,85.2,2.5
-DMARDs,no,1260980,84.8,1487052,79.0,5.8
-DMARDs,yes,19152,91.1,21028,87.8,3.3
-"Psychosis, schizophrenia, or bipolar",no,1265747,85.0,1489327,79.2,5.8
-"Psychosis, schizophrenia, or bipolar",yes,14385,76.7,18746,73.5,3.2
-SSRI (last 12 months),no,1130759,84.3,1341830,78.4,5.9
-SSRI (last 12 months),yes,149373,89.9,166243,84.9,5.0
+Category,Group,Vaccinated at 07 Apr (n),Vaccinated at 07 Apr (%),Total eligible,Previous week's vaccination coverage (%),Vaccinated over last 7d (%)
+overall,overall,1304372,86.5,1508269,85.0,1.5
+Sex,F,656453,88.6,741006,87.3,1.3
+Sex,M,647913,84.4,767256,82.8,1.6
+Ethnicity (broad categories),Black,18753,60.7,30877,59.1,1.6
+Ethnicity (broad categories),Mixed,8652,70.7,12236,69.5,1.2
+Ethnicity (broad categories),Other,14882,67.6,22022,65.8,1.8
+Ethnicity (broad categories),South Asian,46739,78.2,59759,76.7,1.5
+Ethnicity (broad categories),Unknown,132216,77.1,171458,75.4,1.7
+Ethnicity (broad categories),White,1083124,89.4,1211903,87.9,1.5
+ethnicity 16 groups, African,7917,62.2,12719,60.4,1.8
+ethnicity 16 groups, Bangladeshi or British Bangladeshi,2436,81.9,2975,80.7,1.2
+ethnicity 16 groups, Caribbean,6384,58.2,10969,56.9,1.3
+ethnicity 16 groups, Chinese,4438,72.4,6132,70.2,2.2
+ethnicity 16 groups, Other,10437,65.7,15890,64.1,1.6
+ethnicity 16 groups, Other Asian,11445,77.0,14854,75.4,1.6
+ethnicity 16 groups,British or Mixed British,1015994,91.3,1113350,89.8,1.5
+ethnicity 16 groups,Indian or British Indian,23450,83.0,28252,81.9,1.1
+ethnicity 16 groups,Irish,6349,83.0,7651,81.9,1.1
+ethnicity 16 groups,Other Black,4459,62.0,7196,60.2,1.8
+ethnicity 16 groups,Other White,60802,66.9,90923,65.7,1.2
+ethnicity 16 groups,Other mixed,3052,70.4,4333,69.3,1.1
+ethnicity 16 groups,Pakistani or British Pakistani,9408,68.8,13678,66.6,2.2
+ethnicity 16 groups,Unknown,132195,77.1,171430,75.4,1.7
+ethnicity 16 groups,White + Asian,1778,78.6,2261,77.7,0.9
+ethnicity 16 groups,White + Black African,1575,67.8,2324,66.0,1.8
+ethnicity 16 groups,White + Black Caribbean,2247,67.7,3318,66.5,1.2
+Index of Multiple Deprivation (quintiles),1 Most deprived,193403,78.8,245343,76.9,1.9
+Index of Multiple Deprivation (quintiles),2,230419,83.6,275730,81.9,1.7
+Index of Multiple Deprivation (quintiles),3,281967,87.3,323015,85.9,1.4
+Index of Multiple Deprivation (quintiles),4,289191,89.2,324184,87.9,1.3
+Index of Multiple Deprivation (quintiles),5 Least deprived,283353,91.4,310065,90.1,1.3
+Index of Multiple Deprivation (quintiles),Unknown,26026,87.0,29918,85.4,1.6
+BMI,30+,317114,91.0,348502,89.8,1.2
+BMI,under 30,987252,85.1,1159753,83.6,1.5
+Chronic cardiac disease,no,1239777,86.3,1436358,84.8,1.5
+Chronic cardiac disease,yes,64589,89.8,71904,89.1,0.7
+Current COPD,no,1279929,86.4,1480619,84.9,1.5
+Current COPD,yes,24437,88.4,27636,87.8,0.6
+DMARDs,no,1284997,86.4,1487220,84.9,1.5
+DMARDs,yes,19362,92.0,21042,91.2,0.8
+"Psychosis, schizophrenia, or bipolar",no,1289771,86.6,1489509,85.1,1.5
+"Psychosis, schizophrenia, or bipolar",yes,14595,77.8,18753,76.8,1.0
+SSRI (last 12 months),no,1152711,85.9,1341998,84.4,1.5
+SSRI (last 12 months),yes,151655,91.2,166264,90.0,1.2
diff --git a/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 60-64 population_tpp.csv b/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 60-64 population_tpp.csv
index 7a54bbb..0a67154 100644
--- a/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 60-64 population_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 60-64 population_tpp.csv	
@@ -1,55 +1,55 @@
-Category,Group,Vaccinated at 01 Apr (n),Vaccinated at 01 Apr (%),Total eligible,Previous week's vaccination coverage (%),Vaccinated over last 7d (%)
-overall,overall,1135077,88.9,1276625,87.0,1.9
-Sex,F,573104,90.3,634725,88.6,1.7
-Sex,M,561967,87.5,641886,85.5,2.0
-Ethnicity (broad categories),Black,12257,62.9,19495,59.7,3.2
-Ethnicity (broad categories),Mixed,5845,73.7,7931,71.2,2.5
-Ethnicity (broad categories),Other,11284,69.8,16156,67.2,2.6
-Ethnicity (broad categories),South Asian,42224,80.7,52297,78.5,2.2
-Ethnicity (broad categories),Unknown,114765,80.2,143108,77.9,2.3
-Ethnicity (broad categories),White,948703,91.4,1037617,89.7,1.7
-ethnicity 16 groups, African,4823,62.8,7679,60.1,2.7
-ethnicity 16 groups, Bangladeshi or British Bangladeshi,1876,83.8,2240,80.9,2.9
-ethnicity 16 groups, Caribbean,4830,61.6,7840,58.3,3.3
-ethnicity 16 groups, Chinese,3500,73.5,4760,70.3,3.2
-ethnicity 16 groups, Other,7777,68.2,11396,65.8,2.4
-ethnicity 16 groups, Other Asian,8743,78.9,11088,76.8,2.1
-ethnicity 16 groups,British or Mixed British,893914,93.0,960799,91.3,1.7
-ethnicity 16 groups,Indian or British Indian,22344,85.2,26229,83.3,1.9
-ethnicity 16 groups,Irish,5586,85.5,6531,83.8,1.7
-ethnicity 16 groups,Other Black,2611,65.6,3983,61.9,3.7
-ethnicity 16 groups,Other White,49210,70.0,70294,67.7,2.3
-ethnicity 16 groups,Other mixed,2219,73.4,3024,71.3,2.1
-ethnicity 16 groups,Pakistani or British Pakistani,9254,72.6,12747,69.6,3.0
-ethnicity 16 groups,Unknown,114758,80.2,143108,77.9,2.3
-ethnicity 16 groups,White + Asian,1218,83.3,1463,81.3,2.0
-ethnicity 16 groups,White + Black African,1043,70.3,1484,66.5,3.8
-ethnicity 16 groups,White + Black Caribbean,1372,70.0,1960,67.5,2.5
-Index of Multiple Deprivation (quintiles),1 Most deprived,163135,82.3,198324,79.5,2.8
-Index of Multiple Deprivation (quintiles),2,200172,86.5,231364,84.3,2.2
-Index of Multiple Deprivation (quintiles),3,248444,89.6,277165,87.8,1.8
-Index of Multiple Deprivation (quintiles),4,253897,91.1,278663,89.6,1.5
-Index of Multiple Deprivation (quintiles),5 Least deprived,246610,93.0,265230,91.6,1.4
-Index of Multiple Deprivation (quintiles),Unknown,22806,88.1,25872,86.2,1.9
-BMI,30+,286762,92.6,309813,91.0,1.6
-BMI,under 30,848309,87.7,966798,85.8,1.9
-Chronic cardiac disease,no,1049461,88.7,1183371,86.7,2.0
-Chronic cardiac disease,yes,85603,91.8,93240,90.7,1.1
-Current COPD,no,1103648,88.9,1242136,86.9,2.0
-Current COPD,yes,31423,91.1,34475,90.0,1.1
-DMARDs,no,1115702,88.8,1255905,86.9,1.9
-DMARDs,yes,19369,93.5,20706,92.5,1.0
-Dementia,no,1131760,88.9,1272950,87.0,1.9
-Dementia,yes,3311,90.4,3661,88.9,1.5
-"Psychosis, schizophrenia, or bipolar",no,1123031,89.0,1261911,87.1,1.9
-"Psychosis, schizophrenia, or bipolar",yes,12040,81.9,14707,79.8,2.1
-SSRI (last 12 months),no,1016148,88.5,1148385,86.6,1.9
-SSRI (last 12 months),yes,118923,92.7,128233,90.8,1.9
-Chemo or radiotherapy,no,1118208,88.8,1258635,87.0,1.8
-Chemo or radiotherapy,yes,16856,93.7,17983,92.4,1.3
-Cancer (lung),no,1134035,88.9,1275442,87.0,1.9
-Cancer (lung),yes,1036,88.1,1176,86.9,1.2
-Cancer (excluding lung/haem),no,1068074,88.7,1204735,86.7,2.0
-Cancer (excluding lung/haem),yes,66997,93.2,71883,91.8,1.4
-Cancer (haematological),no,1131991,88.9,1273293,87.0,1.9
-Cancer (haematological),yes,3080,92.6,3325,91.8,0.8
+Category,Group,Vaccinated at 07 Apr (n),Vaccinated at 07 Apr (%),Total eligible,Previous week's vaccination coverage (%),Vaccinated over last 7d (%)
+overall,overall,1141289,89.4,1276562,89.0,0.4
+Sex,F,576009,90.7,634725,90.3,0.4
+Sex,M,565271,88.1,641823,87.6,0.5
+Ethnicity (broad categories),Black,12474,63.9,19530,62.9,1.0
+Ethnicity (broad categories),Mixed,5901,74.3,7938,73.8,0.5
+Ethnicity (broad categories),Other,11417,70.6,16177,69.9,0.7
+Ethnicity (broad categories),South Asian,42714,81.6,52346,80.8,0.8
+Ethnicity (broad categories),Unknown,113974,80.6,141351,80.1,0.5
+Ethnicity (broad categories),White,954793,91.9,1039206,91.5,0.4
+ethnicity 16 groups, African,4935,64.1,7700,62.9,1.2
+ethnicity 16 groups, Bangladeshi or British Bangladeshi,1904,84.7,2247,83.8,0.9
+ethnicity 16 groups, Caribbean,4900,62.4,7847,61.6,0.8
+ethnicity 16 groups, Chinese,3535,74.3,4760,73.5,0.8
+ethnicity 16 groups, Other,7875,69.0,11410,68.3,0.7
+ethnicity 16 groups, Other Asian,8841,79.6,11102,78.9,0.7
+ethnicity 16 groups,British or Mixed British,899486,93.5,962290,93.1,0.4
+ethnicity 16 groups,Indian or British Indian,22512,85.8,26229,85.3,0.5
+ethnicity 16 groups,Irish,5628,86.0,6545,85.6,0.4
+ethnicity 16 groups,Other Black,2646,66.3,3990,65.6,0.7
+ethnicity 16 groups,Other White,49672,70.6,70371,70.1,0.5
+ethnicity 16 groups,Other mixed,2233,73.7,3031,73.2,0.5
+ethnicity 16 groups,Pakistani or British Pakistani,9464,74.1,12768,72.7,1.4
+ethnicity 16 groups,Unknown,113981,80.6,141358,80.1,0.5
+ethnicity 16 groups,White + Asian,1232,84.2,1463,83.3,0.9
+ethnicity 16 groups,White + Black African,1057,71.2,1484,70.3,0.9
+ethnicity 16 groups,White + Black Caribbean,1379,70.4,1960,70.0,0.4
+Index of Multiple Deprivation (quintiles),1 Most deprived,164668,83.0,198303,82.3,0.7
+Index of Multiple Deprivation (quintiles),2,201579,87.1,231392,86.6,0.5
+Index of Multiple Deprivation (quintiles),3,249634,90.1,277137,89.7,0.4
+Index of Multiple Deprivation (quintiles),4,254926,91.5,278649,91.2,0.3
+Index of Multiple Deprivation (quintiles),5 Least deprived,247429,93.3,265188,93.0,0.3
+Index of Multiple Deprivation (quintiles),Unknown,23044,89.0,25886,88.2,0.8
+BMI,30+,287938,93.0,309708,92.6,0.4
+BMI,under 30,853342,88.3,966840,87.8,0.5
+Chronic cardiac disease,no,1055334,89.2,1183252,88.7,0.5
+Chronic cardiac disease,yes,85953,92.1,93296,91.9,0.2
+Current COPD,no,1109724,89.3,1242045,88.9,0.4
+Current COPD,yes,31556,91.5,34503,91.2,0.3
+DMARDs,no,1121827,89.3,1255821,88.9,0.4
+DMARDs,yes,19453,93.9,20727,93.6,0.3
+Dementia,no,1137941,89.4,1272873,89.0,0.4
+Dementia,yes,3339,90.9,3675,90.3,0.6
+"Psychosis, schizophrenia, or bipolar",no,1129149,89.5,1261848,89.0,0.5
+"Psychosis, schizophrenia, or bipolar",yes,12131,82.5,14700,82.0,0.5
+SSRI (last 12 months),no,1021727,89.0,1148315,88.5,0.5
+SSRI (last 12 months),yes,119553,93.2,128240,92.8,0.4
+Chemo or radiotherapy,no,1124333,89.3,1258544,88.9,0.4
+Chemo or radiotherapy,yes,16954,94.2,18004,93.8,0.4
+Cancer (lung),no,1140237,89.4,1275379,89.0,0.4
+Cancer (lung),yes,1043,88.7,1176,88.1,0.6
+Cancer (excluding lung/haem),no,1073947,89.2,1204574,88.7,0.5
+Cancer (excluding lung/haem),yes,67333,93.6,71974,93.2,0.4
+Cancer (haematological),no,1138193,89.4,1273223,89.0,0.4
+Cancer (haematological),yes,3087,92.8,3325,92.8,0.0
diff --git a/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 65-69 population_tpp.csv b/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 65-69 population_tpp.csv
index 2ff4f02..efe0a2c 100644
--- a/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 65-69 population_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 65-69 population_tpp.csv	
@@ -1,57 +1,57 @@
-Category,Group,Vaccinated at 01 Apr (n),Vaccinated at 01 Apr (%),Total eligible,Previous week's vaccination coverage (%),Vaccinated over last 7d (%)
-overall,overall,983250,91.8,1071581,91.2,0.6
-Sex,F,505925,92.4,547463,92.0,0.4
-Sex,M,477316,91.1,524104,90.5,0.6
-Ethnicity (broad categories),Black,7231,67.1,10780,65.6,1.5
-Ethnicity (broad categories),Mixed,3745,76.4,4900,75.6,0.8
-Ethnicity (broad categories),Other,8708,73.5,11851,72.5,1.0
-Ethnicity (broad categories),South Asian,36190,83.5,43323,82.6,0.9
-Ethnicity (broad categories),Unknown,85659,83.5,102641,82.7,0.8
-Ethnicity (broad categories),White,841715,93.7,898079,93.3,0.4
-ethnicity 16 groups, African,2758,64.4,4284,62.9,1.5
-ethnicity 16 groups, Bangladeshi or British Bangladeshi,1470,85.7,1715,84.9,0.8
-ethnicity 16 groups, Caribbean,3038,67.7,4487,66.0,1.7
-ethnicity 16 groups, Chinese,2828,74.7,3787,73.8,0.9
-ethnicity 16 groups, Other,5887,72.9,8071,71.9,1.0
-ethnicity 16 groups, Other Asian,6664,82.3,8099,81.4,0.9
-ethnicity 16 groups,British or Mixed British,797034,94.8,840721,94.4,0.4
-ethnicity 16 groups,Indian or British Indian,19978,87.7,22771,87.2,0.5
-ethnicity 16 groups,Irish,5838,89.5,6524,89.1,0.4
-ethnicity 16 groups,Other Black,1442,71.8,2009,70.7,1.1
-ethnicity 16 groups,Other White,38822,76.4,50799,75.7,0.7
-ethnicity 16 groups,Other mixed,1449,76.7,1890,75.9,0.8
-ethnicity 16 groups,Pakistani or British Pakistani,8078,75.1,10752,73.6,1.5
-ethnicity 16 groups,Unknown,85666,83.5,102648,82.7,0.8
-ethnicity 16 groups,White + Asian,861,84.8,1015,84.1,0.7
-ethnicity 16 groups,White + Black African,616,69.8,882,69.0,0.8
-ethnicity 16 groups,White + Black Caribbean,819,73.1,1120,72.5,0.6
-Index of Multiple Deprivation (quintiles),1 Most deprived,132545,86.6,153111,85.7,0.9
-Index of Multiple Deprivation (quintiles),2,169547,90.0,188482,89.3,0.7
-Index of Multiple Deprivation (quintiles),3,218302,92.2,236740,91.7,0.5
-Index of Multiple Deprivation (quintiles),4,223496,93.3,239449,92.9,0.4
-Index of Multiple Deprivation (quintiles),5 Least deprived,219548,94.6,232071,94.3,0.3
-Index of Multiple Deprivation (quintiles),Unknown,19810,91.2,21721,90.7,0.5
-BMI,30+,252483,94.3,267771,93.8,0.5
-BMI,under 30,730765,90.9,803796,90.4,0.5
-Chronic cardiac disease,no,879340,91.5,960561,91.0,0.5
-Chronic cardiac disease,yes,103908,93.6,111013,93.1,0.5
-Current COPD,no,945343,91.7,1030953,91.2,0.5
-Current COPD,yes,37905,93.3,40621,92.8,0.5
-DMARDs,no,964425,91.7,1051792,91.2,0.5
-DMARDs,yes,18823,95.2,19782,94.8,0.4
-Dementia,no,978082,91.8,1065946,91.2,0.6
-Dementia,yes,5166,91.8,5628,91.3,0.5
-"Psychosis, schizophrenia, or bipolar",no,973350,91.8,1059919,91.3,0.5
-"Psychosis, schizophrenia, or bipolar",yes,9898,85.0,11648,84.0,1.0
-Learning disability,no,981001,91.8,1069047,91.3,0.5
-Learning disability,yes,2247,89.2,2520,87.8,1.4
-SSRI (last 12 months),no,897085,91.5,980644,91.0,0.5
-SSRI (last 12 months),yes,86163,94.8,90923,94.2,0.6
-Chemo or radiotherapy,no,964530,91.7,1051890,91.2,0.5
-Chemo or radiotherapy,yes,18711,95.1,19684,94.7,0.4
-Cancer (lung),no,981610,91.8,1069796,91.2,0.6
-Cancer (lung),yes,1638,92.1,1778,90.9,1.2
-Cancer (excluding lung/haem),no,900249,91.5,984060,91.0,0.5
-Cancer (excluding lung/haem),yes,82992,94.8,87507,94.4,0.4
-Cancer (haematological),no,979825,91.8,1067920,91.2,0.6
-Cancer (haematological),yes,3416,93.5,3654,92.9,0.6
+Category,Group,Vaccinated at 07 Apr (n),Vaccinated at 07 Apr (%),Total eligible,Previous week's vaccination coverage (%),Vaccinated over last 7d (%)
+overall,overall,985358,91.9,1071630,91.8,0.1
+Sex,F,506926,92.6,547519,92.4,0.2
+Sex,M,478429,91.3,524104,91.1,0.2
+Ethnicity (broad categories),Black,7301,67.7,10787,67.2,0.5
+Ethnicity (broad categories),Mixed,3787,77.0,4921,76.4,0.6
+Ethnicity (broad categories),Other,8771,73.9,11872,73.6,0.3
+Ethnicity (broad categories),South Asian,36421,84.0,43351,83.6,0.4
+Ethnicity (broad categories),Unknown,84644,83.6,101290,83.4,0.2
+Ethnicity (broad categories),White,844431,93.9,899402,93.7,0.2
+ethnicity 16 groups, African,2779,65.0,4277,64.5,0.5
+ethnicity 16 groups, Bangladeshi or British Bangladeshi,1477,85.8,1722,85.4,0.4
+ethnicity 16 groups, Caribbean,3066,68.3,4487,67.7,0.6
+ethnicity 16 groups, Chinese,2835,74.9,3787,74.5,0.4
+ethnicity 16 groups, Other,5936,73.4,8085,73.1,0.3
+ethnicity 16 groups, Other Asian,6692,82.7,8092,82.4,0.3
+ethnicity 16 groups,British or Mixed British,799540,95.0,841981,94.8,0.2
+ethnicity 16 groups,Indian or British Indian,20062,88.1,22778,87.8,0.3
+ethnicity 16 groups,Irish,5859,89.6,6538,89.4,0.2
+ethnicity 16 groups,Other Black,1456,72.2,2016,71.9,0.3
+ethnicity 16 groups,Other White,39004,76.7,50855,76.5,0.2
+ethnicity 16 groups,Other mixed,1463,77.1,1897,76.8,0.3
+ethnicity 16 groups,Pakistani or British Pakistani,8190,76.1,10759,75.3,0.8
+ethnicity 16 groups,Unknown,84679,83.6,101318,83.4,0.2
+ethnicity 16 groups,White + Asian,868,85.5,1015,84.8,0.7
+ethnicity 16 groups,White + Black African,630,71.4,882,69.8,1.6
+ethnicity 16 groups,White + Black Caribbean,826,73.8,1120,73.8,0.0
+Index of Multiple Deprivation (quintiles),1 Most deprived,133119,86.9,153111,86.6,0.3
+Index of Multiple Deprivation (quintiles),2,169953,90.2,188461,90.0,0.2
+Index of Multiple Deprivation (quintiles),3,218792,92.4,236838,92.2,0.2
+Index of Multiple Deprivation (quintiles),4,223797,93.5,239421,93.4,0.1
+Index of Multiple Deprivation (quintiles),5 Least deprived,219807,94.7,232064,94.6,0.1
+Index of Multiple Deprivation (quintiles),Unknown,19887,91.5,21728,91.3,0.2
+BMI,30+,252931,94.5,267708,94.3,0.2
+BMI,under 30,732417,91.1,803915,90.9,0.2
+Chronic cardiac disease,no,881125,91.7,960505,91.6,0.1
+Chronic cardiac disease,yes,104230,93.8,111111,93.6,0.2
+Current COPD,no,947338,91.9,1030974,91.7,0.2
+Current COPD,yes,38017,93.5,40649,93.4,0.1
+DMARDs,no,966497,91.9,1051827,91.7,0.2
+DMARDs,yes,18858,95.3,19796,95.2,0.1
+Dementia,no,980147,91.9,1065981,91.8,0.1
+Dementia,yes,5208,92.3,5642,91.9,0.4
+"Psychosis, schizophrenia, or bipolar",no,975408,92.0,1059975,91.9,0.1
+"Psychosis, schizophrenia, or bipolar",yes,9940,85.3,11648,85.0,0.3
+Learning disability,no,983087,92.0,1069096,91.8,0.2
+Learning disability,yes,2261,89.5,2527,88.9,0.6
+SSRI (last 12 months),no,898989,91.7,980693,91.5,0.2
+SSRI (last 12 months),yes,86366,95.0,90930,94.8,0.2
+Chemo or radiotherapy,no,966602,91.9,1051918,91.7,0.2
+Chemo or radiotherapy,yes,18753,95.2,19698,95.1,0.1
+Cancer (lung),no,983710,91.9,1069838,91.8,0.1
+Cancer (lung),yes,1645,92.2,1785,92.2,0.0
+Cancer (excluding lung/haem),no,902132,91.7,984011,91.5,0.2
+Cancer (excluding lung/haem),yes,83223,95.0,87612,94.9,0.1
+Cancer (haematological),no,981918,91.9,1067955,91.8,0.1
+Cancer (haematological),yes,3437,93.9,3661,93.7,0.2
diff --git a/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 70-79 population_tpp.csv b/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 70-79 population_tpp.csv
index f81d4a9..d081397 100644
--- a/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 70-79 population_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 70-79 population_tpp.csv	
@@ -1,61 +1,61 @@
-Category,Group,Vaccinated at 01 Apr (n),Vaccinated at 01 Apr (%),Total eligible,Previous week's vaccination coverage (%),Vaccinated over last 7d (%)
-overall,overall,1961767,94.9,2067072,94.8,0.1
-Sex,F,1030218,95.1,1083635,94.9,0.2
-Sex,M,931539,94.7,983430,94.6,0.1
-Age band,70-74,1134028,94.5,1200136,94.3,0.2
-Age band,75-79,827729,95.5,866929,95.3,0.2
-Ethnicity (broad categories),Black,10388,70.8,14679,70.1,0.7
-Ethnicity (broad categories),Mixed,5236,81.3,6440,81.0,0.3
-Ethnicity (broad categories),Other,12096,79.0,15316,78.7,0.3
-Ethnicity (broad categories),South Asian,47201,85.9,54936,85.5,0.4
-Ethnicity (broad categories),Unknown,129857,88.0,147483,87.9,0.1
-Ethnicity (broad categories),White,1756979,96.1,1828211,96.0,0.1
-ethnicity 16 groups, African,3409,64.9,5250,64.1,0.8
-ethnicity 16 groups, Bangladeshi or British Bangladeshi,1533,84.9,1806,84.1,0.8
-ethnicity 16 groups, Caribbean,5187,74.5,6965,73.8,0.7
-ethnicity 16 groups, Chinese,3178,78.3,4060,77.9,0.4
-ethnicity 16 groups, Other,8918,79.2,11256,78.9,0.3
-ethnicity 16 groups, Other Asian,9261,83.0,11158,82.6,0.4
-ethnicity 16 groups,British or Mixed British,1670606,96.6,1729966,96.4,0.2
-ethnicity 16 groups,Indian or British Indian,27251,89.8,30331,89.5,0.3
-ethnicity 16 groups,Irish,14112,93.0,15176,92.8,0.2
-ethnicity 16 groups,Other Black,1799,73.0,2464,72.4,0.6
-ethnicity 16 groups,Other White,72282,87.0,83083,86.8,0.2
-ethnicity 16 groups,Other mixed,2079,82.7,2513,82.5,0.2
-ethnicity 16 groups,Pakistani or British Pakistani,9163,78.7,11641,78.1,0.6
-ethnicity 16 groups,Unknown,129843,88.0,147469,87.9,0.1
-ethnicity 16 groups,White + Asian,1183,86.7,1365,86.7,0.0
-ethnicity 16 groups,White + Black African,805,75.2,1071,74.5,0.7
-ethnicity 16 groups,White + Black Caribbean,1155,77.8,1484,77.4,0.4
-Index of Multiple Deprivation (quintiles),1 Most deprived,250719,91.8,273140,91.5,0.3
-Index of Multiple Deprivation (quintiles),2,328860,93.7,351071,93.5,0.2
-Index of Multiple Deprivation (quintiles),3,437850,95.2,460033,95.0,0.2
-Index of Multiple Deprivation (quintiles),4,455728,95.8,475720,95.7,0.1
-Index of Multiple Deprivation (quintiles),5 Least deprived,452662,96.5,468839,96.4,0.1
-Index of Multiple Deprivation (quintiles),Unknown,35938,93.9,38255,93.8,0.1
-BMI,30+,492471,96.3,511273,96.2,0.1
-BMI,under 30,1469286,94.4,1555792,94.3,0.1
-Chronic cardiac disease,no,1605926,94.7,1696646,94.5,0.2
-Chronic cardiac disease,yes,355831,96.1,370419,95.9,0.2
-Current COPD,no,1772932,94.8,1870631,94.6,0.2
-Current COPD,yes,188825,96.1,196434,96.0,0.1
-Dialysis,no,1957865,94.9,2062984,94.8,0.1
-Dialysis,yes,3892,95.4,4081,95.0,0.4
-DMARDs,no,1891841,94.8,1995000,94.7,0.1
-DMARDs,yes,69923,97.0,72065,96.9,0.1
-Dementia,no,1920303,94.9,2023490,94.7,0.2
-Dementia,yes,41461,95.1,43575,94.9,0.2
-"Psychosis, schizophrenia, or bipolar",no,1943270,95.0,2046534,94.8,0.2
-"Psychosis, schizophrenia, or bipolar",yes,18494,90.1,20531,89.7,0.4
-Learning disability,no,1958950,94.9,2064013,94.8,0.1
-Learning disability,yes,2807,92.0,3052,91.5,0.5
-SSRI (last 12 months),no,1811775,94.7,1912274,94.6,0.1
-SSRI (last 12 months),yes,149989,96.9,154791,96.7,0.2
-Chemo or radiotherapy,no,1894592,94.8,1997702,94.7,0.1
-Chemo or radiotherapy,yes,67165,96.8,69363,96.7,0.1
-Cancer (lung),no,1949619,94.9,2054395,94.7,0.2
-Cancer (lung),yes,12138,95.8,12670,95.6,0.2
-Cancer (excluding lung/haem),no,1685040,94.6,1781052,94.5,0.1
-Cancer (excluding lung/haem),yes,276717,96.7,286013,96.6,0.1
-Cancer (haematological),no,1932420,94.9,2036671,94.7,0.2
-Cancer (haematological),yes,29344,96.5,30394,96.4,0.1
+Category,Group,Vaccinated at 07 Apr (n),Vaccinated at 07 Apr (%),Total eligible,Previous week's vaccination coverage (%),Vaccinated over last 7d (%)
+overall,overall,1963490,95.0,2066323,94.9,0.1
+Sex,F,1031163,95.2,1083320,95.1,0.1
+Sex,M,932323,94.8,982996,94.8,0.0
+Age band,70-74,1134938,94.6,1199786,94.5,0.1
+Age band,75-79,828548,95.6,866530,95.5,0.1
+Ethnicity (broad categories),Black,10444,71.0,14700,70.8,0.2
+Ethnicity (broad categories),Mixed,5250,81.5,6440,81.3,0.2
+Ethnicity (broad categories),Other,12159,79.3,15337,79.1,0.2
+Ethnicity (broad categories),South Asian,47383,86.2,54950,85.9,0.3
+Ethnicity (broad categories),Unknown,127932,88.1,145257,88.0,0.1
+Ethnicity (broad categories),White,1760318,96.2,1829632,96.1,0.1
+ethnicity 16 groups, African,3430,65.2,5257,64.8,0.4
+ethnicity 16 groups, Bangladeshi or British Bangladeshi,1540,85.3,1806,84.9,0.4
+ethnicity 16 groups, Caribbean,5201,74.7,6958,74.4,0.3
+ethnicity 16 groups, Chinese,3185,78.4,4060,78.3,0.1
+ethnicity 16 groups, Other,8974,79.6,11277,79.3,0.3
+ethnicity 16 groups, Other Asian,9303,83.2,11179,83.0,0.2
+ethnicity 16 groups,British or Mixed British,1673756,96.7,1731366,96.6,0.1
+ethnicity 16 groups,Indian or British Indian,27321,90.1,30324,89.9,0.2
+ethnicity 16 groups,Irish,14133,93.1,15176,93.0,0.1
+ethnicity 16 groups,Other Black,1813,73.2,2478,72.9,0.3
+ethnicity 16 groups,Other White,72422,87.2,83097,87.0,0.2
+ethnicity 16 groups,Other mixed,2086,82.8,2520,82.8,0.0
+ethnicity 16 groups,Pakistani or British Pakistani,9226,79.2,11648,78.7,0.5
+ethnicity 16 groups,Unknown,127918,88.1,145243,88.0,0.1
+ethnicity 16 groups,White + Asian,1190,87.2,1365,87.2,0.0
+ethnicity 16 groups,White + Black African,812,75.8,1071,75.2,0.6
+ethnicity 16 groups,White + Black Caribbean,1162,77.9,1491,77.9,0.0
+Index of Multiple Deprivation (quintiles),1 Most deprived,251069,92.0,272972,91.8,0.2
+Index of Multiple Deprivation (quintiles),2,329217,93.8,350917,93.7,0.1
+Index of Multiple Deprivation (quintiles),3,438158,95.3,459844,95.2,0.1
+Index of Multiple Deprivation (quintiles),4,456029,95.9,475573,95.8,0.1
+Index of Multiple Deprivation (quintiles),5 Least deprived,452984,96.6,468713,96.6,0.0
+Index of Multiple Deprivation (quintiles),Unknown,36036,94.1,38290,93.9,0.2
+BMI,30+,492856,96.4,511021,96.4,0.0
+BMI,under 30,1470630,94.6,1555295,94.5,0.1
+Chronic cardiac disease,no,1607116,94.8,1695855,94.7,0.1
+Chronic cardiac disease,yes,356370,96.2,370461,96.1,0.1
+Current COPD,no,1774444,94.9,1869952,94.8,0.1
+Current COPD,yes,189042,96.3,196364,96.2,0.1
+Dialysis,no,1959573,95.0,2062235,94.9,0.1
+Dialysis,yes,3906,95.7,4081,95.5,0.2
+DMARDs,no,1893465,94.9,1994244,94.9,0.0
+DMARDs,yes,70021,97.2,72072,97.0,0.2
+Dementia,no,1921906,95.0,2022706,94.9,0.1
+Dementia,yes,41580,95.3,43610,95.2,0.1
+"Psychosis, schizophrenia, or bipolar",no,1944957,95.1,2045792,95.0,0.1
+"Psychosis, schizophrenia, or bipolar",yes,18522,90.2,20524,90.1,0.1
+Learning disability,no,1960672,95.0,2063271,94.9,0.1
+Learning disability,yes,2807,92.2,3045,92.2,0.0
+SSRI (last 12 months),no,1813336,94.9,1911581,94.8,0.1
+SSRI (last 12 months),yes,150150,97.0,154735,96.9,0.1
+Chemo or radiotherapy,no,1896216,95.0,1996946,94.9,0.1
+Chemo or radiotherapy,yes,67263,97.0,69370,96.9,0.1
+Cancer (lung),no,1951313,95.0,2053639,94.9,0.1
+Cancer (lung),yes,12173,96.0,12677,95.9,0.1
+Cancer (excluding lung/haem),no,1686391,94.7,1780261,94.6,0.1
+Cancer (excluding lung/haem),yes,277095,96.9,286055,96.8,0.1
+Cancer (haematological),no,1934100,95.0,2035922,94.9,0.1
+Cancer (haematological),yes,29386,96.7,30394,96.6,0.1
diff --git a/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 80+ population_tpp.csv b/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 80+ population_tpp.csv
index 89f0411..a0711db 100644
--- a/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 80+ population_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among 80+ population_tpp.csv	
@@ -1,62 +1,62 @@
-Category,Group,Vaccinated at 01 Apr (n),Vaccinated at 01 Apr (%),Total eligible,Previous week's vaccination coverage (%),Vaccinated over last 7d (%)
-overall,overall,1075478,95.5,1125803,95.4,0.1
-Sex,F,622916,95.5,652596,95.3,0.2
-Sex,M,452557,95.6,473200,95.5,0.1
-Age band,80-84,565299,95.8,589953,95.7,0.1
-Age band,85-89,336427,95.7,351715,95.5,0.2
-Age band,90+,173747,94.4,184128,94.2,0.2
-Ethnicity (broad categories),Black,8204,73.9,11102,73.3,0.6
-Ethnicity (broad categories),Mixed,2667,81.9,3255,81.7,0.2
-Ethnicity (broad categories),Other,5558,82.1,6769,81.8,0.3
-Ethnicity (broad categories),South Asian,24493,85.8,28539,85.4,0.4
-Ethnicity (broad categories),Unknown,55594,86.2,64463,86.1,0.1
-Ethnicity (broad categories),White,978964,96.8,1011675,96.6,0.2
-ethnicity 16 groups, African,1358,64.7,2100,64.0,0.7
-ethnicity 16 groups, Bangladeshi or British Bangladeshi,1064,80.9,1316,79.8,1.1
-ethnicity 16 groups, Caribbean,5873,76.8,7651,76.3,0.5
-ethnicity 16 groups, Chinese,1344,79.0,1701,79.0,0.0
-ethnicity 16 groups, Other,4207,83.0,5068,82.6,0.4
-ethnicity 16 groups, Other Asian,3647,82.7,4410,82.4,0.3
-ethnicity 16 groups,British or Mixed British,929978,97.0,958363,96.9,0.1
-ethnicity 16 groups,Indian or British Indian,13636,90.7,15036,90.5,0.2
-ethnicity 16 groups,Irish,9198,94.5,9730,94.3,0.2
-ethnicity 16 groups,Other Black,966,71.5,1351,71.0,0.5
-ethnicity 16 groups,Other White,39760,91.3,43554,91.1,0.2
-ethnicity 16 groups,Other mixed,987,86.0,1148,86.0,0.0
-ethnicity 16 groups,Pakistani or British Pakistani,6146,79.2,7763,78.5,0.7
-ethnicity 16 groups,Unknown,55622,86.2,64491,86.1,0.1
+Category,Group,Vaccinated at 07 Apr (n),Vaccinated at 07 Apr (%),Total eligible,Previous week's vaccination coverage (%),Vaccinated over last 7d (%)
+overall,overall,1076001,95.7,1124221,95.6,0.1
+Sex,F,623224,95.6,651700,95.5,0.1
+Sex,M,452774,95.8,472514,95.7,0.1
+Age band,80-84,565845,96.0,589470,95.9,0.1
+Age band,85-89,336497,95.8,351155,95.7,0.1
+Age band,90+,173656,94.6,183589,94.4,0.2
+Ethnicity (broad categories),Black,8232,74.2,11088,73.9,0.3
+Ethnicity (broad categories),Mixed,2688,82.4,3262,82.2,0.2
+Ethnicity (broad categories),Other,5579,82.2,6783,82.0,0.2
+Ethnicity (broad categories),South Asian,24563,86.1,28525,85.9,0.2
+Ethnicity (broad categories),Unknown,54600,86.3,63280,86.2,0.1
+Ethnicity (broad categories),White,980336,96.9,1011276,96.8,0.1
+ethnicity 16 groups, African,1365,65.0,2100,64.7,0.3
+ethnicity 16 groups, Bangladeshi or British Bangladeshi,1064,80.9,1316,80.3,0.6
+ethnicity 16 groups, Caribbean,5901,77.1,7651,76.8,0.3
+ethnicity 16 groups, Chinese,1351,79.1,1708,79.1,0.0
+ethnicity 16 groups, Other,4228,83.3,5075,83.0,0.3
+ethnicity 16 groups, Other Asian,3654,82.9,4410,82.7,0.2
+ethnicity 16 groups,British or Mixed British,931336,97.2,958062,97.1,0.1
+ethnicity 16 groups,Indian or British Indian,13657,90.9,15022,90.7,0.2
+ethnicity 16 groups,Irish,9198,94.6,9723,94.5,0.1
+ethnicity 16 groups,Other Black,966,71.9,1344,71.4,0.5
+ethnicity 16 groups,Other White,39802,91.5,43498,91.3,0.2
+ethnicity 16 groups,Other mixed,1001,86.1,1162,85.5,0.6
+ethnicity 16 groups,Pakistani or British Pakistani,6188,79.6,7770,79.3,0.3
+ethnicity 16 groups,Unknown,54593,86.3,63273,86.2,0.1
 ethnicity 16 groups,White + Asian,469,87.0,539,87.0,0.0
 ethnicity 16 groups,White + Black African,266,71.7,371,69.8,1.9
-ethnicity 16 groups,White + Black Caribbean,959,79.7,1204,79.1,0.6
-Index of Multiple Deprivation (quintiles),1 Most deprived,134603,92.1,146083,91.9,0.2
-Index of Multiple Deprivation (quintiles),2,177814,94.3,188636,94.1,0.2
-Index of Multiple Deprivation (quintiles),3,240765,95.9,251083,95.7,0.2
-Index of Multiple Deprivation (quintiles),4,250369,96.5,259504,96.3,0.2
-Index of Multiple Deprivation (quintiles),5 Least deprived,252952,97.1,260519,96.9,0.2
-Index of Multiple Deprivation (quintiles),Unknown,18977,95.0,19978,94.8,0.2
-BMI,30+,189518,96.7,195895,96.6,0.1
-BMI,under 30,885955,95.3,929901,95.1,0.2
-Chronic cardiac disease,no,750050,95.0,789124,94.9,0.1
-Chronic cardiac disease,yes,325423,96.7,336672,96.5,0.2
-Current COPD,no,961667,95.4,1008035,95.2,0.2
-Current COPD,yes,113806,96.6,117761,96.4,0.2
-Dialysis,no,1073478,95.5,1123724,95.4,0.1
-Dialysis,yes,1995,96.3,2072,95.9,0.4
-DMARDs,no,1041649,95.5,1091069,95.3,0.2
-DMARDs,yes,33824,97.4,34727,97.3,0.1
-Dementia,no,985593,95.5,1031597,95.4,0.1
-Dementia,yes,89880,95.4,94199,95.2,0.2
-"Psychosis, schizophrenia, or bipolar",no,1067479,95.6,1117088,95.4,0.2
-"Psychosis, schizophrenia, or bipolar",yes,7994,91.8,8708,91.5,0.3
-Learning disability,no,1074962,95.5,1125250,95.4,0.1
-Learning disability,yes,511,93.6,546,92.3,1.3
-SSRI (last 12 months),no,1008378,95.4,1056797,95.2,0.2
-SSRI (last 12 months),yes,67095,97.2,68999,97.1,0.1
-Chemo or radiotherapy,no,1038674,95.5,1087905,95.3,0.2
-Chemo or radiotherapy,yes,36799,97.1,37891,97.0,0.1
-Cancer (lung),no,1068144,95.5,1118187,95.4,0.1
-Cancer (lung),yes,7329,96.3,7609,96.2,0.1
-Cancer (excluding lung/haem),no,879942,95.2,924427,95.0,0.2
-Cancer (excluding lung/haem),yes,195531,97.1,201369,97.0,0.1
-Cancer (haematological),no,1055418,95.5,1105139,95.3,0.2
-Cancer (haematological),yes,20055,97.1,20657,96.9,0.2
+ethnicity 16 groups,White + Black Caribbean,966,80.2,1204,79.7,0.5
+Index of Multiple Deprivation (quintiles),1 Most deprived,134764,92.4,145845,92.2,0.2
+Index of Multiple Deprivation (quintiles),2,178024,94.5,188342,94.3,0.2
+Index of Multiple Deprivation (quintiles),3,240835,96.0,250740,95.9,0.1
+Index of Multiple Deprivation (quintiles),4,250390,96.6,259175,96.5,0.1
+Index of Multiple Deprivation (quintiles),5 Least deprived,252987,97.2,260155,97.1,0.1
+Index of Multiple Deprivation (quintiles),Unknown,18991,95.1,19964,95.0,0.1
+BMI,30+,189588,96.9,195615,96.8,0.1
+BMI,under 30,886403,95.5,928599,95.3,0.2
+Chronic cardiac disease,no,750337,95.2,787899,95.1,0.1
+Chronic cardiac disease,yes,325661,96.8,336315,96.7,0.1
+Current COPD,no,962150,95.6,1006642,95.5,0.1
+Current COPD,yes,113848,96.8,117572,96.7,0.1
+Dialysis,no,1074003,95.7,1122142,95.6,0.1
+Dialysis,yes,1995,96.6,2065,96.6,0.0
+DMARDs,no,1042167,95.7,1089529,95.5,0.2
+DMARDs,yes,33831,97.6,34678,97.4,0.2
+Dementia,no,985971,95.7,1030113,95.6,0.1
+Dementia,yes,90020,95.7,94101,95.5,0.2
+"Psychosis, schizophrenia, or bipolar",no,1067983,95.7,1115513,95.6,0.1
+"Psychosis, schizophrenia, or bipolar",yes,8008,92.0,8701,91.9,0.1
+Learning disability,no,1075487,95.7,1123668,95.6,0.1
+Learning disability,yes,511,93.6,546,93.6,0.0
+SSRI (last 12 months),no,1008854,95.6,1055313,95.5,0.1
+SSRI (last 12 months),yes,67137,97.4,68901,97.3,0.1
+Chemo or radiotherapy,no,1039178,95.7,1086379,95.5,0.2
+Chemo or radiotherapy,yes,36813,97.3,37835,97.2,0.1
+Cancer (lung),no,1068655,95.7,1116605,95.6,0.1
+Cancer (lung),yes,7343,96.5,7609,96.3,0.2
+Cancer (excluding lung/haem),no,880313,95.4,923041,95.2,0.2
+Cancer (excluding lung/haem),yes,195678,97.3,201166,97.2,0.1
+Cancer (haematological),no,1055950,95.7,1103592,95.6,0.1
+Cancer (haematological),yes,20048,97.2,20622,97.1,0.1
diff --git a/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among LD (aged 16-64) population_tpp.csv b/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among LD (aged 16-64) population_tpp.csv
index 1062f81..6842531 100644
--- a/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among LD (aged 16-64) population_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among LD (aged 16-64) population_tpp.csv	
@@ -1,18 +1,18 @@
-Category,Group,Vaccinated at 01 Apr (n),Vaccinated at 01 Apr (%),Total eligible,Previous week's vaccination coverage (%),Vaccinated over last 7d (%)
-overall,overall,63524,78.4,81004,75.3,3.1
-Sex,F,24822,81.1,30597,78.3,2.8
-Sex,M,38696,76.8,50400,73.4,3.4
-Age band,16-29,23660,71.1,33285,67.4,3.7
-Age band,30-34,8148,77.3,10535,74.1,3.2
-Age band,35-39,6174,81.1,7609,78.2,2.9
-Age band,40-44,5033,84.3,5971,81.0,3.3
-Age band,45-49,5159,85.0,6069,81.9,3.1
-Age band,50-54,5572,86.7,6426,84.2,2.5
-Age band,55-59,5586,87.6,6377,85.5,2.1
-Age band,60-64,4193,88.7,4725,86.8,1.9
-Ethnicity (broad categories),Black,686,51.6,1330,48.9,2.7
-Ethnicity (broad categories),Mixed,637,59.5,1071,55.6,3.9
-Ethnicity (broad categories),Other,427,64.2,665,58.9,5.3
-Ethnicity (broad categories),South Asian,2835,61.4,4620,57.6,3.8
-Ethnicity (broad categories),Unknown,5019,75.8,6622,71.7,4.1
-Ethnicity (broad categories),White,53914,80.8,66689,77.9,2.9
+Category,Group,Vaccinated at 07 Apr (n),Vaccinated at 07 Apr (%),Total eligible,Previous week's vaccination coverage (%),Vaccinated over last 7d (%)
+overall,overall,64507,79.5,81102,78.5,1.0
+Sex,F,25172,82.2,30632,81.2,1.0
+Sex,M,39333,77.9,50470,76.8,1.1
+Age band,16-29,24164,72.4,33355,71.1,1.3
+Age band,30-34,8274,78.5,10535,77.5,1.0
+Age band,35-39,6258,82.2,7609,81.2,1.0
+Age band,40-44,5082,85.0,5978,84.3,0.7
+Age band,45-49,5208,85.6,6083,84.9,0.7
+Age band,50-54,5642,87.7,6433,86.8,0.9
+Age band,55-59,5642,88.4,6384,87.6,0.8
+Age band,60-64,4235,89.6,4725,88.9,0.7
+Ethnicity (broad categories),Black,707,53.2,1330,51.6,1.6
+Ethnicity (broad categories),Mixed,651,60.4,1078,59.7,0.7
+Ethnicity (broad categories),Other,434,64.6,672,63.5,1.1
+Ethnicity (broad categories),South Asian,2919,63.0,4634,61.5,1.5
+Ethnicity (broad categories),Unknown,5054,77.1,6559,75.9,1.2
+Ethnicity (broad categories),White,54740,81.9,66836,80.9,1.0
diff --git a/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among care home population_tpp.csv b/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among care home population_tpp.csv
index 2eccd2e..f3c0185 100644
--- a/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among care home population_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among care home population_tpp.csv	
@@ -1,18 +1,18 @@
-Category,Group,Vaccinated at 01 Apr (n),Vaccinated at 01 Apr (%),Total eligible,Previous week's vaccination coverage (%),Vaccinated over last 7d (%)
-overall,overall,79702,95.3,83615,94.9,0.4
-Sex,F,56749,95.6,59332,95.3,0.3
-Sex,M,22953,94.5,24283,94.0,0.5
-Age band,65-69,4312,91.5,4711,90.9,0.6
-Age band,70-74,6671,93.1,7168,92.5,0.6
-Age band,75-79,9240,94.6,9772,94.1,0.5
-Age band,80-84,13860,95.7,14490,95.2,0.5
-Age band,85-89,18641,96.1,19404,95.7,0.4
-Age band,90+,26978,96.1,28063,95.8,0.3
-Ethnicity (broad categories),Black,392,84.8,462,83.3,1.5
-Ethnicity (broad categories),Mixed,203,90.6,224,90.6,0.0
+Category,Group,Vaccinated at 07 Apr (n),Vaccinated at 07 Apr (%),Total eligible,Previous week's vaccination coverage (%),Vaccinated over last 7d (%)
+overall,overall,80022,95.6,83727,95.4,0.2
+Sex,F,56966,95.9,59402,95.7,0.2
+Sex,M,23051,94.8,24325,94.5,0.3
+Age band,65-69,4347,91.9,4732,91.4,0.5
+Age band,70-74,6706,93.4,7182,93.1,0.3
+Age band,75-79,9289,94.9,9793,94.6,0.3
+Age band,80-84,13944,95.8,14553,95.6,0.2
+Age band,85-89,18732,96.3,19453,96.1,0.2
+Age band,90+,26999,96.4,28021,96.2,0.2
+Ethnicity (broad categories),Black,392,86.2,455,86.2,0.0
+Ethnicity (broad categories),Mixed,210,90.9,231,90.9,0.0
 Ethnicity (broad categories),Other,343,92.5,371,92.5,0.0
-Ethnicity (broad categories),South Asian,616,91.7,672,90.6,1.1
-Ethnicity (broad categories),Unknown,2030,93.2,2177,92.9,0.3
-Ethnicity (broad categories),White,76111,95.5,79709,95.1,0.4
-Dementia,no,36036,94.1,38290,93.5,0.6
-Dementia,yes,43666,96.3,45332,96.0,0.3
+Ethnicity (broad categories),South Asian,623,92.7,672,92.7,0.0
+Ethnicity (broad categories),Unknown,2030,93.9,2163,93.5,0.4
+Ethnicity (broad categories),White,76419,95.7,79835,95.5,0.2
+Dementia,no,36197,94.4,38332,94.2,0.2
+Dementia,yes,43827,96.5,45395,96.4,0.1
diff --git a/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among shielding (aged 16-69) population_tpp.csv b/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among shielding (aged 16-69) population_tpp.csv
index b305a8e..a524d21 100644
--- a/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among shielding (aged 16-69) population_tpp.csv	
+++ b/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among shielding (aged 16-69) population_tpp.csv	
@@ -1,25 +1,25 @@
-Category,Group,Vaccinated at 01 Apr (n),Vaccinated at 01 Apr (%),Total eligible,Previous week's vaccination coverage (%),Vaccinated over last 7d (%)
-overall,overall,708558,85.9,824432,84.8,1.1
-newly shielded since feb 15,no,452249,89.9,502831,89.4,0.5
-newly shielded since feb 15,yes,256305,79.7,321601,77.7,2.0
-Sex,F,393687,85.1,462644,83.9,1.2
-Sex,M,314860,87.0,361774,86.0,1.0
-Age band,16-29,50974,74.1,68810,72.4,1.7
-Age band,30-39,96369,76.2,126413,74.5,1.7
-Age band,40-49,138593,83.9,165200,82.4,1.5
-Age band,50-59,202643,89.2,227164,88.3,0.9
-Age band,60-69,219961,92.9,236831,92.4,0.5
-Ethnicity (broad categories),Black,29106,65.4,44478,63.2,2.2
-Ethnicity (broad categories),Mixed,10276,72.2,14238,70.4,1.8
-Ethnicity (broad categories),Other,13111,72.3,18130,70.7,1.6
-Ethnicity (broad categories),South Asian,84483,78.1,108227,75.9,2.2
-Ethnicity (broad categories),Unknown,27636,84.0,32886,82.7,1.3
-Ethnicity (broad categories),White,543935,89.7,606459,88.9,0.8
-Index of Multiple Deprivation (quintiles),1 Most deprived,196616,80.6,243915,79.2,1.4
-Index of Multiple Deprivation (quintiles),2,158109,84.7,186613,83.6,1.1
-Index of Multiple Deprivation (quintiles),3,137718,88.0,156422,87.1,0.9
-Index of Multiple Deprivation (quintiles),4,110859,90.5,122521,89.6,0.9
-Index of Multiple Deprivation (quintiles),5 Least deprived,88298,92.8,95186,92.1,0.7
-Index of Multiple Deprivation (quintiles),Unknown,16947,85.8,19761,84.5,1.3
-Learning disability,no,684621,85.8,797629,84.7,1.1
-Learning disability,yes,23926,89.3,26789,88.2,1.1
+Category,Group,Vaccinated at 07 Apr (n),Vaccinated at 07 Apr (%),Total eligible,Previous week's vaccination coverage (%),Vaccinated over last 7d (%)
+overall,overall,711770,86.4,823949,86.0,0.4
+newly shielded since feb 15,no,453194,90.2,502355,90.0,0.2
+newly shielded since feb 15,yes,258573,80.4,321594,79.7,0.7
+Sex,F,395619,85.5,462448,85.1,0.4
+Sex,M,316141,87.5,361494,87.1,0.4
+Age band,16-29,51429,74.7,68831,74.1,0.6
+Age band,30-39,97153,76.9,126392,76.3,0.6
+Age band,40-49,139454,84.4,165151,83.9,0.5
+Age band,50-59,203455,89.6,227052,89.3,0.3
+Age band,60-69,220269,93.1,236509,92.9,0.2
+Ethnicity (broad categories),Black,29533,66.4,44485,65.5,0.9
+Ethnicity (broad categories),Mixed,10388,72.9,14252,72.2,0.7
+Ethnicity (broad categories),Other,13237,73.0,18123,72.4,0.6
+Ethnicity (broad categories),South Asian,85456,78.9,108255,78.1,0.8
+Ethnicity (broad categories),Unknown,27349,84.4,32389,84.0,0.4
+Ethnicity (broad categories),White,545797,90.0,606431,89.7,0.3
+Index of Multiple Deprivation (quintiles),1 Most deprived,198065,81.3,243761,80.7,0.6
+Index of Multiple Deprivation (quintiles),2,158872,85.2,186487,84.8,0.4
+Index of Multiple Deprivation (quintiles),3,138082,88.4,156240,88.1,0.3
+Index of Multiple Deprivation (quintiles),4,111195,90.8,122486,90.5,0.3
+Index of Multiple Deprivation (quintiles),5 Least deprived,88480,93.0,95158,92.8,0.2
+Index of Multiple Deprivation (quintiles),Unknown,17073,86.2,19796,85.7,0.5
+Learning disability,no,687701,86.3,797146,85.9,0.4
+Learning disability,yes,24059,89.8,26796,89.4,0.4
diff --git a/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among under 55s, not in other eligible groups shown population_tpp.csv b/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among under 55s, not in other eligible groups shown population_tpp.csv
deleted file mode 100644
index 729db77..0000000
--- a/released-outputs/machine_readable_outputs/table_csvs/Cumulative vaccination figures among under 55s, not in other eligible groups shown population_tpp.csv	
+++ /dev/null
@@ -1,47 +0,0 @@
-Category,Group,Vaccinated at 01 Apr (n),Previous week's vaccination figure (n),Vaccinated over last 7d (n),Increase in coverage over last 7d (%)
-overall,overall,3534037,3053245.0,480792.0,15.7
-Sex,F,2041235,1807673.0,233562.0,12.9
-Sex,M,1492722,1245503.0,247219.0,19.8
-Age band,16-29,547708,490686.0,57022.0,11.6
-Age band,30-39,682199,612948.0,69251.0,11.3
-Age band,40-49,1044547,858158.0,186389.0,21.7
-Age band,50-59,1259496,1091384.0,168112.0,15.4
-Ethnicity (broad categories),Black,68642,60193.0,8449.0,14.0
-Ethnicity (broad categories),Mixed,41517,36484.0,5033.0,13.8
-Ethnicity (broad categories),Other,62146,53221.0,8925.0,16.8
-Ethnicity (broad categories),South Asian,252182,217350.0,34832.0,16.0
-Ethnicity (broad categories),Unknown,338513,279363.0,59150.0,21.2
-Ethnicity (broad categories),White,2770957,2406572.0,364385.0,15.1
-ethnicity 16 groups, African,43407,38311.0,5096.0,13.3
-ethnicity 16 groups, Bangladeshi or British Bangladeshi,19180,15827.0,3353.0,21.2
-ethnicity 16 groups, Caribbean,11011,9548.0,1463.0,15.3
-ethnicity 16 groups, Chinese,13685,11382.0,2303.0,20.2
-ethnicity 16 groups, Other,48461,41846.0,6615.0,15.8
-ethnicity 16 groups, Other Asian,57897,50939.0,6958.0,13.7
-ethnicity 16 groups,British or Mixed British,2540083,2208773.0,331310.0,15.0
-ethnicity 16 groups,Indian or British Indian,110726,95515.0,15211.0,15.9
-ethnicity 16 groups,Irish,15967,14014.0,1953.0,13.9
-ethnicity 16 groups,Other Black,14231,12341.0,1890.0,15.3
-ethnicity 16 groups,Other White,214788,183687.0,31101.0,16.9
-ethnicity 16 groups,Other mixed,14917,13034.0,1883.0,14.4
-ethnicity 16 groups,Pakistani or British Pakistani,64386,55076.0,9310.0,16.9
-ethnicity 16 groups,Unknown,338632,279447.0,59185.0,21.2
-ethnicity 16 groups,White + Asian,9702,8554.0,1148.0,13.4
-ethnicity 16 groups,White + Black African,8155,7224.0,931.0,12.9
-ethnicity 16 groups,White + Black Caribbean,8729,7658.0,1071.0,14.0
-Index of Multiple Deprivation (quintiles),1 Most deprived,631414,545510.0,85904.0,15.7
-Index of Multiple Deprivation (quintiles),2,674142,582729.0,91413.0,15.7
-Index of Multiple Deprivation (quintiles),3,736099,640241.0,95858.0,15.0
-Index of Multiple Deprivation (quintiles),4,718529,619871.0,98658.0,15.9
-Index of Multiple Deprivation (quintiles),5 Least deprived,680365,583149.0,97216.0,16.7
-Index of Multiple Deprivation (quintiles),Unknown,93408,81669.0,11739.0,14.4
-BMI,30+,824698,741104.0,83594.0,11.3
-BMI,under 30,2709259,2312072.0,397187.0,17.2
-Chronic cardiac disease,no,3438540,2963247.0,475293.0,16.0
-Chronic cardiac disease,yes,95417,89922.0,5495.0,6.1
-Current COPD,no,3504991,3025855.0,479136.0,15.8
-Current COPD,yes,28966,27321.0,1645.0,6.0
-DMARDs,no,3483669,3006381.0,477288.0,15.9
-DMARDs,yes,50281,46788.0,3493.0,7.5
-SSRI (last 12 months),no,3020395,2594998.0,425397.0,16.4
-SSRI (last 12 months),yes,513562,458178.0,55384.0,12.1
diff --git a/released-outputs/opensafely_vaccine_report_overall.html b/released-outputs/opensafely_vaccine_report_overall.html
index 1f3a68f..6374ad2 100644
--- a/released-outputs/opensafely_vaccine_report_overall.html
+++ b/released-outputs/opensafely_vaccine_report_overall.html
@@ -13100,7 +13100,7 @@ <h1 id="OpenSAFELY-COVID-Vaccine-coverage-report">OpenSAFELY COVID Vaccine cover
 
 
 <div class="output_markdown rendered_html output_subarea ">
-<h3 id="Report-last-updated-06-Apr-2021">Report last updated <strong>06 Apr 2021</strong><a class="anchor-link" href="#Report-last-updated-06-Apr-2021">&#182;</a></h3>
+<h3 id="Report-last-updated-12-Apr-2021">Report last updated <strong>12 Apr 2021</strong><a class="anchor-link" href="#Report-last-updated-12-Apr-2021">&#182;</a></h3>
 </div>
 
 </div>
@@ -13109,7 +13109,7 @@ <h3 id="Report-last-updated-06-Apr-2021">Report last updated <strong>06 Apr 2021
 
 
 <div class="output_markdown rendered_html output_subarea ">
-<h3 id="Vaccinations-included-up-to-01-Apr-2021-inclusive">Vaccinations included up to <strong>01 Apr 2021</strong> inclusive<a class="anchor-link" href="#Vaccinations-included-up-to-01-Apr-2021-inclusive">&#182;</a></h3>
+<h3 id="Vaccinations-included-up-to-07-Apr-2021-inclusive">Vaccinations included up to <strong>07 Apr 2021</strong> inclusive<a class="anchor-link" href="#Vaccinations-included-up-to-07-Apr-2021-inclusive">&#182;</a></h3>
 </div>
 
 </div>
@@ -13131,6 +13131,7 @@ <h4 id="-"> <a class="anchor-link" href="#-">&#182;</a></h4><h2 id="Contents:">C
 <li><a href=#charts65>65-69 population</a></li>
 <li><a href=#charts60>60-64 population</a></li>
 <li><a href=#charts55>55-59 population</a></li>
+<li><a href=#charts50>50-54 population</a></li>
 </ul>
 </li>
 <li><strong><a href=#tables>Current vaccination coverage of each eligible population group, according to demographic/clinical features</a></strong><br /><ul>
@@ -13158,98 +13159,93 @@ <h1 id="-"> <a class="anchor-link" href="#-">&#182;</a></h1><h2 id="Overview-of-
 <div class="output_area">
 
 
-<div class="output_markdown rendered_html output_subarea ">
-<h3 id="As-at-01-Apr-2021:">As at 01 Apr 2021:<a class="anchor-link" href="#As-at-01-Apr-2021:">&#182;</a></h3>
-</div>
-
-</div>
-
-<div class="output_area">
-
-
-<div class="output_markdown rendered_html output_subarea ">
-<p><strong>Total</strong> population receiving first dose in TPP: 10,821,531; second dose: 1,366,631</p>
-
-</div>
-
-</div>
-
-<div class="output_area">
-
-
-<div class="output_markdown rendered_html output_subarea ">
-<p><strong>80+</strong> population receiving first dose: 1,075,480 (<strong>95.5%</strong> of 1,125,803); second dose: 522,760 (<strong>46.4%</strong> of 1,125,803)</p>
-
-</div>
-
-</div>
-
-<div class="output_area">
-
-
-<div class="output_markdown rendered_html output_subarea ">
-<p><strong>70-79</strong> population receiving first dose: 1,961,764 (<strong>94.9%</strong> of 2,067,072); second dose: 188,818 (<strong>9.1%</strong> of 2,067,072)</p>
-
-</div>
-
-</div>
-
-<div class="output_area">
-
-
-<div class="output_markdown rendered_html output_subarea ">
-<p><strong>care home</strong> population receiving first dose: 79,702 (<strong>95.3%</strong> of 83,615); second dose: 40,579 (<strong>48.5%</strong> of 83,615)</p>
-
-</div>
-
-</div>
-
-<div class="output_area">
-
-
-<div class="output_markdown rendered_html output_subarea ">
-<p><strong>shielding (aged 16-69)</strong> population receiving first dose: 708,561 (<strong>85.9%</strong> of 824,432); second dose: 54,005 (<strong>6.6%</strong> of 824,432)</p>
-
-</div>
-
-</div>
-
-<div class="output_area">
-
-
-<div class="output_markdown rendered_html output_subarea ">
-<p><strong>65-69</strong> population receiving first dose: 983,248 (<strong>91.8%</strong> of 1,071,581); second dose: 33,243 (<strong>3.1%</strong> of 1,071,581)</p>
-
-</div>
-
-</div>
-
-<div class="output_area">
-
-
-<div class="output_markdown rendered_html output_subarea ">
-<p><strong>LD (aged 16-64)</strong> population receiving first dose: 63,525 (<strong>78.4%</strong> of 81,004); second dose: 2,471 (<strong>3.1%</strong> of 81,004)</p>
-
-</div>
-
-</div>
-
-<div class="output_area">
-
-
-<div class="output_markdown rendered_html output_subarea ">
-<p><strong>60-64</strong> population receiving first dose: 1,135,078 (<strong>88.9%</strong> of 1,276,625); second dose: 60,095 (<strong>4.7%</strong> of 1,276,625)</p>
+<div class="output_html rendered_html output_subarea ">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
 
-</div>
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
 
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>first dose as at 07 Apr 2021</th>
+      <th>second dose as at 07 Apr 2021</th>
+    </tr>
+    <tr>
+      <th>Group</th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>Total vaccinated in TPP</th>
+      <td>11,008,592</td>
+      <td>1,956,815</td>
+    </tr>
+    <tr>
+      <th>80+</th>
+      <td>95.7% (1,075,998 of 1,124,221)</td>
+      <td>62.7% (705,124 of 1,124,221)</td>
+    </tr>
+    <tr>
+      <th>70-79</th>
+      <td>95.0% (1,963,493 of 2,066,323)</td>
+      <td>16.8% (346,479 of 2,066,323)</td>
+    </tr>
+    <tr>
+      <th>care home</th>
+      <td>95.6% (80,024 of 83,727)</td>
+      <td>59.9% (50,169 of 83,727)</td>
+    </tr>
+    <tr>
+      <th>shielding (aged 16-69)</th>
+      <td>86.4% (711,767 of 823,949)</td>
+      <td>9.5% (77,994 of 823,949)</td>
+    </tr>
+    <tr>
+      <th>65-69</th>
+      <td>91.9% (985,355 of 1,071,630)</td>
+      <td>4.6% (49,175 of 1,071,630)</td>
+    </tr>
+    <tr>
+      <th>LD (aged 16-64)</th>
+      <td>79.5% (64,505 of 81,102)</td>
+      <td>4.4% (3,556 of 81,102)</td>
+    </tr>
+    <tr>
+      <th>60-64</th>
+      <td>89.4% (1,141,287 of 1,276,562)</td>
+      <td>6.5% (83,391 of 1,276,562)</td>
+    </tr>
+    <tr>
+      <th>55-59</th>
+      <td>86.5% (1,304,373 of 1,508,269)</td>
+      <td>7.3% (109,809 of 1,508,269)</td>
+    </tr>
+    <tr>
+      <th>50-54</th>
+      <td>82.6% (1,287,419 of 1,558,144)</td>
+      <td>6.9% (107,303 of 1,558,144)</td>
+    </tr>
+    <tr>
+      <th>16-49, not in other eligible groups shown</th>
+      <td>2,394,364</td>
+      <td>423,815</td>
+    </tr>
+  </tbody>
+</table>
 </div>
-
-<div class="output_area">
-
-
-<div class="output_markdown rendered_html output_subarea ">
-<p><strong>55-59</strong> population receiving first dose: 1,280,132 (<strong>84.9%</strong> of 1,508,087); second dose: 79,933 (<strong>5.3%</strong> of 1,508,087)</p>
-
 </div>
 
 </div>
@@ -13258,8 +13254,8 @@ <h3 id="As-at-01-Apr-2021:">As at 01 Apr 2021:<a class="anchor-link" href="#As-a
 
 
 <div class="output_markdown rendered_html output_subarea ">
-<p><strong>under 55s, not in other eligible groups shown</strong> population receiving first dose: 3,534,034; second dose: 384,720</p>
-
+<h5 id="-"> <a class="anchor-link" href="#-">&#182;</a></h5><p><strong>NB</strong> Patient counts are rounded to nearest 7</p>
+<h5 id="-"> <a class="anchor-link" href="#-">&#182;</a></h5>
 </div>
 
 </div>
@@ -13268,7 +13264,7 @@ <h3 id="As-at-01-Apr-2021:">As at 01 Apr 2021:<a class="anchor-link" href="#As-a
 
 
 <div class="output_markdown rendered_html output_subarea ">
-<h4 id="Vaccine-types-and-second-doses:">Vaccine types and second doses:<a class="anchor-link" href="#Vaccine-types-and-second-doses:">&#182;</a></h4>
+<h3 id="Vaccine-types-and-second-doses">Vaccine types and second doses<a class="anchor-link" href="#Vaccine-types-and-second-doses">&#182;</a></h3>
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 </div>
@@ -13277,7 +13273,7 @@ <h4 id="Vaccine-types-and-second-doses:">Vaccine types and second doses:<a class
 
 
 <div class="output_markdown rendered_html output_subarea ">
-<p>Second doses (% of all vaccinated): 1,366,631 (12.6%)</p>
+<p>Second doses (% of all vaccinated): <strong>17.8%</strong> (1,956,815)</p>
 
 </div>
 
@@ -13287,18 +13283,8 @@ <h4 id="Vaccine-types-and-second-doses:">Vaccine types and second doses:<a class
 
 
 <div class="output_markdown rendered_html output_subarea ">
-<p>Oxford-AZ vaccines (% of all first doses): 7,037,884 (65.0%)</p>
-
-</div>
-
-</div>
+<p>Oxford-AZ vaccines (% of all first doses): <strong>65.5%</strong> (7,208,474)</p>
 
-<div class="output_area">
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-
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-<h5 id="-"> <a class="anchor-link" href="#-">&#182;</a></h5>
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@@ -13307,8 +13293,8 @@ <h5 id="-"> <a class="anchor-link" href="#-">&#182;</a></h5>
 
 
 <div class="output_markdown rendered_html output_subarea ">
-<h3 id="Group-definitions">Group definitions<a class="anchor-link" href="#Group-definitions">&#182;</a></h3><ul>
-<li>The <strong>care home</strong> group is defined based on patients having one of <a href="https://codelists.opensafely.org/codelist/primis-covid19-vacc-uptake/longres/v1/">these codes</a>.</li>
+<h5 id="-"> <a class="anchor-link" href="#-">&#182;</a></h5><h3 id="Group-definitions">Group definitions<a class="anchor-link" href="#Group-definitions">&#182;</a></h3><ul>
+<li>The <strong>care home</strong> group is defined based on patients (aged 65+) having one of <a href="https://codelists.opensafely.org/codelist/primis-covid19-vacc-uptake/longres/v1/">these codes</a>.</li>
 </ul>
 <ul>
 <li><p>The <strong>shielding</strong> group is defined based on patients having one of <a href="https://codelists.opensafely.org/codelist/primis-covid19-vacc-uptake/shield/v1/">these codes</a>                  provided it was not superceded by one of <a href="https://codelists.opensafely.org/codelist/primis-covid19-vacc-uptake/nonshield/v1/">these codes</a>.</p>
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+      <!-- 06 Apr -->
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@@ -14689,13 +14732,13 @@ <h3 id="COVID-vaccinations-among-80+-population">COVID vaccinations among 80+ po
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@@ -14705,12 +14748,12 @@ <h3 id="COVID-vaccinations-among-80+-population">COVID vaccinations among 80+ po
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@@ -17241,14 +17355,14 @@ <h3 id="COVID-vaccinations-among-80+-population">COVID vaccinations among 80+ po
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@@ -18841,13 +19015,13 @@ <h3 id="COVID-vaccinations-among-80+-population">COVID vaccinations among 80+ po
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@@ -18857,12 +19031,12 @@ <h3 id="COVID-vaccinations-among-80+-population">COVID vaccinations among 80+ po
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@@ -23039,13 +23344,13 @@ <h3 id="COVID-vaccinations-among-70-79-population">COVID vaccinations among 70-7
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@@ -23086,12 +23391,12 @@ <h3 id="COVID-vaccinations-among-70-79-population">COVID vaccinations among 70-7
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+      <!-- 06 Apr -->
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+      <!-- 05 Apr -->
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@@ -32651,7 +33248,29 @@ <h3 id="COVID-vaccinations-among-60-64-population">COVID vaccinations among 60-6
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+     <g id="text_7">
+      <!-- 07 Apr -->
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@@ -32659,7 +33278,7 @@ <h3 id="COVID-vaccinations-among-60-64-population">COVID vaccinations among 60-6
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@@ -32680,81 +33299,81 @@ <h3 id="COVID-vaccinations-among-60-64-population">COVID vaccinations among 60-6
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@@ -32799,14 +33418,14 @@ <h3 id="COVID-vaccinations-among-60-64-population">COVID vaccinations among 60-6
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@@ -33177,7 +33818,7 @@ <h3 id="COVID-vaccinations-among-60-64-population">COVID vaccinations among 60-6
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@@ -33616,15 +34278,15 @@ <h3 id="COVID-vaccinations-among-60-64-population">COVID vaccinations among 60-6
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@@ -33632,80 +34294,80 @@ <h3 id="COVID-vaccinations-among-60-64-population">COVID vaccinations among 60-6
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@@ -34120,7 +34801,7 @@ <h3 id="COVID-vaccinations-among-60-64-population">COVID vaccinations among 60-6
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@@ -34529,7 +35210,7 @@ <h3 id="COVID-vaccinations-among-60-64-population">COVID vaccinations among 60-6
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+     <g id="text_7">
+      <!-- 07 Apr -->
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@@ -34556,7 +35259,7 @@ <h3 id="COVID-vaccinations-among-60-64-population">COVID vaccinations among 60-6
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@@ -34577,87 +35280,87 @@ <h3 id="COVID-vaccinations-among-60-64-population">COVID vaccinations among 60-6
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@@ -34666,7 +35369,7 @@ <h3 id="COVID-vaccinations-among-60-64-population">COVID vaccinations among 60-6
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@@ -34977,7 +35680,29 @@ <h3 id="COVID-vaccinations-among-60-64-population">COVID vaccinations among 60-6
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+      <!-- 07 Apr -->
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@@ -34985,7 +35710,7 @@ <h3 id="COVID-vaccinations-among-60-64-population">COVID vaccinations among 60-6
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@@ -35006,87 +35731,87 @@ <h3 id="COVID-vaccinations-among-60-64-population">COVID vaccinations among 60-6
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@@ -35095,7 +35820,7 @@ <h3 id="COVID-vaccinations-among-60-64-population">COVID vaccinations among 60-6
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@@ -35414,7 +36161,7 @@ <h3 id="COVID-vaccinations-among-60-64-population">COVID vaccinations among 60-6
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@@ -35435,15 +36182,15 @@ <h3 id="COVID-vaccinations-among-60-64-population">COVID vaccinations among 60-6
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@@ -35451,65 +36198,65 @@ <h3 id="COVID-vaccinations-among-60-64-population">COVID vaccinations among 60-6
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@@ -35849,15 +36618,15 @@ <h3 id="COVID-vaccinations-among-60-64-population">COVID vaccinations among 60-6
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@@ -37142,13 +37963,13 @@ <h3 id="COVID-vaccinations-among-55-59-population">COVID vaccinations among 55-5
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@@ -37158,12 +37979,12 @@ <h3 id="COVID-vaccinations-among-55-59-population">COVID vaccinations among 55-5
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@@ -37639,7 +38474,7 @@ <h3 id="COVID-vaccinations-among-55-59-population">COVID vaccinations among 55-5
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@@ -38724,13 +39616,13 @@ <h3 id="COVID-vaccinations-among-55-59-population">COVID vaccinations among 55-5
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-      <th>Total eligible</th>
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+       <use x="63.623047" xlink:href="#DejaVuSans-49"/>
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+       <use x="297.558594" xlink:href="#DejaVuSans-99"/>
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+     </g>
+     <g id="text_2">
+      <!-- 27 Dec -->
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+      <g transform="translate(88.502002 239.238437)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-50"/>
+       <use x="63.623047" xlink:href="#DejaVuSans-55"/>
+       <use x="127.246094" xlink:href="#DejaVuSans-32"/>
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+     <g id="text_3">
+      <!-- 16 Jan -->
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+       <path d="M 54.890625 33.015625  L 54.890625 0  L 45.90625 0  L 45.90625 32.71875  Q 45.90625 40.484375 42.875 44.328125  Q 39.84375 48.1875 33.796875 48.1875  Q 26.515625 48.1875 22.3125 43.546875  Q 18.109375 38.921875 18.109375 30.90625  L 18.109375 0  L 9.078125 0  L 9.078125 54.6875  L 18.109375 54.6875  L 18.109375 46.1875  Q 21.34375 51.125 25.703125 53.5625  Q 30.078125 56 35.796875 56  Q 45.21875 56 50.046875 50.171875  Q 54.890625 44.34375 54.890625 33.015625  z " id="DejaVuSans-110"/>
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+      <g transform="translate(140.77801 239.238437)scale(0.1 -0.1)">
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+       <use x="63.623047" xlink:href="#DejaVuSans-54"/>
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+     </g>
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+    <g id="xtick_4">
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+     </g>
+     <g id="text_4">
+      <!-- 05 Feb -->
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+       <path d="M 9.8125 72.90625  L 51.703125 72.90625  L 51.703125 64.59375  L 19.671875 64.59375  L 19.671875 43.109375  L 48.578125 43.109375  L 48.578125 34.8125  L 19.671875 34.8125  L 19.671875 0  L 9.8125 0  z " id="DejaVuSans-70"/>
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+      <!-- 25 Feb -->
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+       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
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+      <!-- 17 Mar -->
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+      <!-- 16 Jan -->
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+       <path d="M 54.890625 33.015625  L 54.890625 0  L 45.90625 0  L 45.90625 32.71875  Q 45.90625 40.484375 42.875 44.328125  Q 39.84375 48.1875 33.796875 48.1875  Q 26.515625 48.1875 22.3125 43.546875  Q 18.109375 38.921875 18.109375 30.90625  L 18.109375 0  L 9.078125 0  L 9.078125 54.6875  L 18.109375 54.6875  L 18.109375 46.1875  Q 21.34375 51.125 25.703125 53.5625  Q 30.078125 56 35.796875 56  Q 45.21875 56 50.046875 50.171875  Q 54.890625 44.34375 54.890625 33.015625  z " id="DejaVuSans-110"/>
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+       <use x="63.623047" xlink:href="#DejaVuSans-54"/>
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+    <g id="xtick_4">
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+     </g>
+     <g id="text_4">
+      <!-- 05 Feb -->
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+       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
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+       <use x="277.998047" xlink:href="#DejaVuSans-98"/>
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+    <g id="xtick_5">
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+     </g>
+     <g id="text_5">
+      <!-- 25 Feb -->
+      <g transform="translate(239.979244 239.238437)scale(0.1 -0.1)">
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+       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
+       <use x="127.246094" xlink:href="#DejaVuSans-32"/>
+       <use x="159.033203" xlink:href="#DejaVuSans-70"/>
+       <use x="216.474609" xlink:href="#DejaVuSans-101"/>
+       <use x="277.998047" xlink:href="#DejaVuSans-98"/>
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+     </g>
+    </g>
+    <g id="xtick_6">
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+      <g>
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+     </g>
+     <g id="text_6">
+      <!-- 17 Mar -->
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+       <path d="M 9.8125 72.90625  L 24.515625 72.90625  L 43.109375 23.296875  L 61.8125 72.90625  L 76.515625 72.90625  L 76.515625 0  L 66.890625 0  L 66.890625 64.015625  L 48.09375 14.015625  L 38.1875 14.015625  L 19.390625 64.015625  L 19.390625 0  L 9.8125 0  z " id="DejaVuSans-77"/>
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+      <g transform="translate(289.976346 239.238437)scale(0.1 -0.1)">
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+       <use x="63.623047" xlink:href="#DejaVuSans-55"/>
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+    <g id="xtick_7">
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+     </g>
+     <g id="text_7">
+      <!-- 06 Apr -->
+      <defs>
+       <path d="M 34.1875 63.1875  L 20.796875 26.90625  L 47.609375 26.90625  z M 28.609375 72.90625  L 39.796875 72.90625  L 67.578125 0  L 57.328125 0  L 50.6875 18.703125  L 17.828125 18.703125  L 11.1875 0  L 0.78125 0  z " id="DejaVuSans-65"/>
+       <path d="M 18.109375 8.203125  L 18.109375 -20.796875  L 9.078125 -20.796875  L 9.078125 54.6875  L 18.109375 54.6875  L 18.109375 46.390625  Q 20.953125 51.265625 25.265625 53.625  Q 29.59375 56 35.59375 56  Q 45.5625 56 51.78125 48.09375  Q 58.015625 40.1875 58.015625 27.296875  Q 58.015625 14.40625 51.78125 6.484375  Q 45.5625 -1.421875 35.59375 -1.421875  Q 29.59375 -1.421875 25.265625 0.953125  Q 20.953125 3.328125 18.109375 8.203125  z M 48.6875 27.296875  Q 48.6875 37.203125 44.609375 42.84375  Q 40.53125 48.484375 33.40625 48.484375  Q 26.265625 48.484375 22.1875 42.84375  Q 18.109375 37.203125 18.109375 27.296875  Q 18.109375 17.390625 22.1875 11.75  Q 26.265625 6.109375 33.40625 6.109375  Q 40.53125 6.109375 44.609375 11.75  Q 48.6875 17.390625 48.6875 27.296875  z " id="DejaVuSans-112"/>
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+     </g>
+    </g>
+    <g id="text_8">
+     <!-- Date vaccinated -->
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+     <g id="text_9">
+      <!-- 0 -->
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+      <!-- 20 -->
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+      <!-- 40 -->
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+      <!-- 60 -->
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+<div class="output_area">
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+
+<div class="output_markdown rendered_html output_subarea ">
+<h3 id="COVID-vaccinations-among-50-54-population">COVID vaccinations among 50-54 population<a class="anchor-link" href="#COVID-vaccinations-among-50-54-population">&#182;</a></h3><h3 id="by-BMI">by BMI<a class="anchor-link" href="#by-BMI">&#182;</a></h3>
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+      <!-- 16 Jan -->
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+       <path d="M 54.890625 33.015625  L 54.890625 0  L 45.90625 0  L 45.90625 32.71875  Q 45.90625 40.484375 42.875 44.328125  Q 39.84375 48.1875 33.796875 48.1875  Q 26.515625 48.1875 22.3125 43.546875  Q 18.109375 38.921875 18.109375 30.90625  L 18.109375 0  L 9.078125 0  L 9.078125 54.6875  L 18.109375 54.6875  L 18.109375 46.1875  Q 21.34375 51.125 25.703125 53.5625  Q 30.078125 56 35.796875 56  Q 45.21875 56 50.046875 50.171875  Q 54.890625 44.34375 54.890625 33.015625  z " id="DejaVuSans-110"/>
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+      <g transform="translate(140.77801 239.238437)scale(0.1 -0.1)">
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+     </g>
+     <g id="text_4">
+      <!-- 05 Feb -->
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+       <path d="M 9.8125 72.90625  L 51.703125 72.90625  L 51.703125 64.59375  L 19.671875 64.59375  L 19.671875 43.109375  L 48.578125 43.109375  L 48.578125 34.8125  L 19.671875 34.8125  L 19.671875 0  L 9.8125 0  z " id="DejaVuSans-70"/>
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+       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
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+    <g id="xtick_5">
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+     </g>
+     <g id="text_5">
+      <!-- 25 Feb -->
+      <g transform="translate(239.979244 239.238437)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-50"/>
+       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
+       <use x="127.246094" xlink:href="#DejaVuSans-32"/>
+       <use x="159.033203" xlink:href="#DejaVuSans-70"/>
+       <use x="216.474609" xlink:href="#DejaVuSans-101"/>
+       <use x="277.998047" xlink:href="#DejaVuSans-98"/>
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+     </g>
+    </g>
+    <g id="xtick_6">
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+     </g>
+     <g id="text_6">
+      <!-- 17 Mar -->
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+       <path d="M 9.8125 72.90625  L 24.515625 72.90625  L 43.109375 23.296875  L 61.8125 72.90625  L 76.515625 72.90625  L 76.515625 0  L 66.890625 0  L 66.890625 64.015625  L 48.09375 14.015625  L 38.1875 14.015625  L 19.390625 64.015625  L 19.390625 0  L 9.8125 0  z " id="DejaVuSans-77"/>
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+      <g transform="translate(289.976346 239.238437)scale(0.1 -0.1)">
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+       <use x="63.623047" xlink:href="#DejaVuSans-55"/>
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+    <g id="xtick_7">
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+     </g>
+     <g id="text_7">
+      <!-- 06 Apr -->
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+       <path d="M 34.1875 63.1875  L 20.796875 26.90625  L 47.609375 26.90625  z M 28.609375 72.90625  L 39.796875 72.90625  L 67.578125 0  L 57.328125 0  L 50.6875 18.703125  L 17.828125 18.703125  L 11.1875 0  L 0.78125 0  z " id="DejaVuSans-65"/>
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+    </g>
+    <g id="text_8">
+     <!-- Date vaccinated -->
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+     <g id="text_9">
+      <!-- 0 -->
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+      <!-- 20 -->
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+      <!-- 60 -->
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+       <path d="M 54.890625 33.015625  L 54.890625 0  L 45.90625 0  L 45.90625 32.71875  Q 45.90625 40.484375 42.875 44.328125  Q 39.84375 48.1875 33.796875 48.1875  Q 26.515625 48.1875 22.3125 43.546875  Q 18.109375 38.921875 18.109375 30.90625  L 18.109375 0  L 9.078125 0  L 9.078125 54.6875  L 18.109375 54.6875  L 18.109375 46.1875  Q 21.34375 51.125 25.703125 53.5625  Q 30.078125 56 35.796875 56  Q 45.21875 56 50.046875 50.171875  Q 54.890625 44.34375 54.890625 33.015625  z " id="DejaVuSans-110"/>
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+      <g transform="translate(140.77801 239.238438)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-49"/>
+       <use x="63.623047" xlink:href="#DejaVuSans-54"/>
+       <use x="127.246094" xlink:href="#DejaVuSans-32"/>
+       <use x="159.033203" xlink:href="#DejaVuSans-74"/>
+       <use x="188.525391" xlink:href="#DejaVuSans-97"/>
+       <use x="249.804688" xlink:href="#DejaVuSans-110"/>
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+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
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+       <use style="stroke:#000000;stroke-width:0.8;" x="206.745424" xlink:href="#mc95259c46a" y="224.64"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 05 Feb -->
+      <defs>
+       <path d="M 10.796875 72.90625  L 49.515625 72.90625  L 49.515625 64.59375  L 19.828125 64.59375  L 19.828125 46.734375  Q 21.96875 47.46875 24.109375 47.828125  Q 26.265625 48.1875 28.421875 48.1875  Q 40.625 48.1875 47.75 41.5  Q 54.890625 34.8125 54.890625 23.390625  Q 54.890625 11.625 47.5625 5.09375  Q 40.234375 -1.421875 26.90625 -1.421875  Q 22.3125 -1.421875 17.546875 -0.640625  Q 12.796875 0.140625 7.71875 1.703125  L 7.71875 11.625  Q 12.109375 9.234375 16.796875 8.0625  Q 21.484375 6.890625 26.703125 6.890625  Q 35.15625 6.890625 40.078125 11.328125  Q 45.015625 15.765625 45.015625 23.390625  Q 45.015625 31 40.078125 35.4375  Q 35.15625 39.890625 26.703125 39.890625  Q 22.75 39.890625 18.8125 39.015625  Q 14.890625 38.140625 10.796875 36.28125  z " id="DejaVuSans-53"/>
+       <path d="M 9.8125 72.90625  L 51.703125 72.90625  L 51.703125 64.59375  L 19.671875 64.59375  L 19.671875 43.109375  L 48.578125 43.109375  L 48.578125 34.8125  L 19.671875 34.8125  L 19.671875 0  L 9.8125 0  z " id="DejaVuSans-70"/>
+       <path d="M 48.6875 27.296875  Q 48.6875 37.203125 44.609375 42.84375  Q 40.53125 48.484375 33.40625 48.484375  Q 26.265625 48.484375 22.1875 42.84375  Q 18.109375 37.203125 18.109375 27.296875  Q 18.109375 17.390625 22.1875 11.75  Q 26.265625 6.109375 33.40625 6.109375  Q 40.53125 6.109375 44.609375 11.75  Q 48.6875 17.390625 48.6875 27.296875  z M 18.109375 46.390625  Q 20.953125 51.265625 25.265625 53.625  Q 29.59375 56 35.59375 56  Q 45.5625 56 51.78125 48.09375  Q 58.015625 40.1875 58.015625 27.296875  Q 58.015625 14.40625 51.78125 6.484375  Q 45.5625 -1.421875 35.59375 -1.421875  Q 29.59375 -1.421875 25.265625 0.953125  Q 20.953125 3.328125 18.109375 8.203125  L 18.109375 0  L 9.078125 0  L 9.078125 75.984375  L 18.109375 75.984375  z " id="DejaVuSans-98"/>
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+      <g transform="translate(189.671205 239.238438)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-48"/>
+       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
+       <use x="127.246094" xlink:href="#DejaVuSans-32"/>
+       <use x="159.033203" xlink:href="#DejaVuSans-70"/>
+       <use x="216.474609" xlink:href="#DejaVuSans-101"/>
+       <use x="277.998047" xlink:href="#DejaVuSans-98"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use style="stroke:#000000;stroke-width:0.8;" x="257.053463" xlink:href="#mc95259c46a" y="224.64"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 25 Feb -->
+      <g transform="translate(239.979244 239.238438)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-50"/>
+       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
+       <use x="127.246094" xlink:href="#DejaVuSans-32"/>
+       <use x="159.033203" xlink:href="#DejaVuSans-70"/>
+       <use x="216.474609" xlink:href="#DejaVuSans-101"/>
+       <use x="277.998047" xlink:href="#DejaVuSans-98"/>
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+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
+      <g>
+       <use style="stroke:#000000;stroke-width:0.8;" x="307.361502" xlink:href="#mc95259c46a" y="224.64"/>
+      </g>
+     </g>
+     <g id="text_6">
+      <!-- 17 Mar -->
+      <defs>
+       <path d="M 9.8125 72.90625  L 24.515625 72.90625  L 43.109375 23.296875  L 61.8125 72.90625  L 76.515625 72.90625  L 76.515625 0  L 66.890625 0  L 66.890625 64.015625  L 48.09375 14.015625  L 38.1875 14.015625  L 19.390625 64.015625  L 19.390625 0  L 9.8125 0  z " id="DejaVuSans-77"/>
+       <path d="M 41.109375 46.296875  Q 39.59375 47.171875 37.8125 47.578125  Q 36.03125 48 33.890625 48  Q 26.265625 48 22.1875 43.046875  Q 18.109375 38.09375 18.109375 28.8125  L 18.109375 0  L 9.078125 0  L 9.078125 54.6875  L 18.109375 54.6875  L 18.109375 46.1875  Q 20.953125 51.171875 25.484375 53.578125  Q 30.03125 56 36.53125 56  Q 37.453125 56 38.578125 55.875  Q 39.703125 55.765625 41.0625 55.515625  z " id="DejaVuSans-114"/>
+      </defs>
+      <g transform="translate(289.976346 239.238438)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-49"/>
+       <use x="63.623047" xlink:href="#DejaVuSans-55"/>
+       <use x="127.246094" xlink:href="#DejaVuSans-32"/>
+       <use x="159.033203" xlink:href="#DejaVuSans-77"/>
+       <use x="245.3125" xlink:href="#DejaVuSans-97"/>
+       <use x="306.591797" xlink:href="#DejaVuSans-114"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_7">
+      <g>
+       <use style="stroke:#000000;stroke-width:0.8;" x="357.669541" xlink:href="#mc95259c46a" y="224.64"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 06 Apr -->
+      <defs>
+       <path d="M 34.1875 63.1875  L 20.796875 26.90625  L 47.609375 26.90625  z M 28.609375 72.90625  L 39.796875 72.90625  L 67.578125 0  L 57.328125 0  L 50.6875 18.703125  L 17.828125 18.703125  L 11.1875 0  L 0.78125 0  z " id="DejaVuSans-65"/>
+       <path d="M 18.109375 8.203125  L 18.109375 -20.796875  L 9.078125 -20.796875  L 9.078125 54.6875  L 18.109375 54.6875  L 18.109375 46.390625  Q 20.953125 51.265625 25.265625 53.625  Q 29.59375 56 35.59375 56  Q 45.5625 56 51.78125 48.09375  Q 58.015625 40.1875 58.015625 27.296875  Q 58.015625 14.40625 51.78125 6.484375  Q 45.5625 -1.421875 35.59375 -1.421875  Q 29.59375 -1.421875 25.265625 0.953125  Q 20.953125 3.328125 18.109375 8.203125  z M 48.6875 27.296875  Q 48.6875 37.203125 44.609375 42.84375  Q 40.53125 48.484375 33.40625 48.484375  Q 26.265625 48.484375 22.1875 42.84375  Q 18.109375 37.203125 18.109375 27.296875  Q 18.109375 17.390625 22.1875 11.75  Q 26.265625 6.109375 33.40625 6.109375  Q 40.53125 6.109375 44.609375 11.75  Q 48.6875 17.390625 48.6875 27.296875  z " id="DejaVuSans-112"/>
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+      <g transform="translate(341.067979 239.238438)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-48"/>
+       <use x="63.623047" xlink:href="#DejaVuSans-54"/>
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+       <use x="159.033203" xlink:href="#DejaVuSans-65"/>
+       <use x="227.441406" xlink:href="#DejaVuSans-112"/>
+       <use x="290.917969" xlink:href="#DejaVuSans-114"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_8">
+     <!-- Date vaccinated -->
+     <defs>
+      <path d="M 18.3125 70.21875  L 18.3125 54.6875  L 36.8125 54.6875  L 36.8125 47.703125  L 18.3125 47.703125  L 18.3125 18.015625  Q 18.3125 11.328125 20.140625 9.421875  Q 21.96875 7.515625 27.59375 7.515625  L 36.8125 7.515625  L 36.8125 0  L 27.59375 0  Q 17.1875 0 13.234375 3.875  Q 9.28125 7.765625 9.28125 18.015625  L 9.28125 47.703125  L 2.6875 47.703125  L 2.6875 54.6875  L 9.28125 54.6875  L 9.28125 70.21875  z " id="DejaVuSans-116"/>
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+      <path d="M 45.40625 46.390625  L 45.40625 75.984375  L 54.390625 75.984375  L 54.390625 0  L 45.40625 0  L 45.40625 8.203125  Q 42.578125 3.328125 38.25 0.953125  Q 33.9375 -1.421875 27.875 -1.421875  Q 17.96875 -1.421875 11.734375 6.484375  Q 5.515625 14.40625 5.515625 27.296875  Q 5.515625 40.1875 11.734375 48.09375  Q 17.96875 56 27.875 56  Q 33.9375 56 38.25 53.625  Q 42.578125 51.265625 45.40625 46.390625  z M 14.796875 27.296875  Q 14.796875 17.390625 18.875 11.75  Q 22.953125 6.109375 30.078125 6.109375  Q 37.203125 6.109375 41.296875 11.75  Q 45.40625 17.390625 45.40625 27.296875  Q 45.40625 37.203125 41.296875 42.84375  Q 37.203125 48.484375 30.078125 48.484375  Q 22.953125 48.484375 18.875 42.84375  Q 14.796875 37.203125 14.796875 27.296875  z " id="DejaVuSans-100"/>
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+      <use x="653.662109" xlink:href="#DejaVuSans-116"/>
+      <use x="692.871094" xlink:href="#DejaVuSans-101"/>
+      <use x="754.394531" xlink:href="#DejaVuSans-100"/>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_8">
+      <defs>
+       <path d="M 0 0  L -3.5 0  " id="m3fe261c05c" style="stroke:#000000;stroke-width:0.8;"/>
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+      <g>
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+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 0 -->
+      <g transform="translate(27.240625 218.985306)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-48"/>
+      </g>
+     </g>
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+    <g id="ytick_2">
+     <g id="line2d_9">
+      <g>
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+     </g>
+     <g id="text_10">
+      <!-- 20 -->
+      <g transform="translate(20.878125 175.321939)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-50"/>
+       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
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+     </g>
+    </g>
+    <g id="ytick_3">
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+      <g>
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+     </g>
+     <g id="text_11">
+      <!-- 40 -->
+      <defs>
+       <path d="M 37.796875 64.3125  L 12.890625 25.390625  L 37.796875 25.390625  z M 35.203125 72.90625  L 47.609375 72.90625  L 47.609375 25.390625  L 58.015625 25.390625  L 58.015625 17.1875  L 47.609375 17.1875  L 47.609375 0  L 37.796875 0  L 37.796875 17.1875  L 4.890625 17.1875  L 4.890625 26.703125  z " id="DejaVuSans-52"/>
+      </defs>
+      <g transform="translate(20.878125 131.658573)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-52"/>
+       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_11">
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+     </g>
+     <g id="text_12">
+      <!-- 60 -->
+      <g transform="translate(20.878125 87.995206)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-54"/>
+       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_12">
+      <g>
+       <use style="stroke:#000000;stroke-width:0.8;" x="40.603125" xlink:href="#m3fe261c05c" y="40.532621"/>
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+     </g>
+     <g id="text_13">
+      <!-- 80 -->
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+      <g transform="translate(20.878125 44.331839)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-56"/>
+       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
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+     </g>
+    </g>
+    <g id="text_14">
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+      <g transform="translate(189.671205 239.238437)scale(0.1 -0.1)">
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+       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
+       <use x="127.246094" xlink:href="#DejaVuSans-32"/>
+       <use x="159.033203" xlink:href="#DejaVuSans-70"/>
+       <use x="216.474609" xlink:href="#DejaVuSans-101"/>
+       <use x="277.998047" xlink:href="#DejaVuSans-98"/>
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+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_5">
+      <g>
+       <use style="stroke:#000000;stroke-width:0.8;" x="257.053463" xlink:href="#m38cf05eeae" y="224.64"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- 25 Feb -->
+      <g transform="translate(239.979244 239.238437)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-50"/>
+       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
+       <use x="127.246094" xlink:href="#DejaVuSans-32"/>
+       <use x="159.033203" xlink:href="#DejaVuSans-70"/>
+       <use x="216.474609" xlink:href="#DejaVuSans-101"/>
+       <use x="277.998047" xlink:href="#DejaVuSans-98"/>
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+     </g>
+    </g>
+    <g id="xtick_6">
+     <g id="line2d_6">
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+     </g>
+     <g id="text_6">
+      <!-- 17 Mar -->
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+       <path d="M 9.8125 72.90625  L 24.515625 72.90625  L 43.109375 23.296875  L 61.8125 72.90625  L 76.515625 72.90625  L 76.515625 0  L 66.890625 0  L 66.890625 64.015625  L 48.09375 14.015625  L 38.1875 14.015625  L 19.390625 64.015625  L 19.390625 0  L 9.8125 0  z " id="DejaVuSans-77"/>
+       <path d="M 41.109375 46.296875  Q 39.59375 47.171875 37.8125 47.578125  Q 36.03125 48 33.890625 48  Q 26.265625 48 22.1875 43.046875  Q 18.109375 38.09375 18.109375 28.8125  L 18.109375 0  L 9.078125 0  L 9.078125 54.6875  L 18.109375 54.6875  L 18.109375 46.1875  Q 20.953125 51.171875 25.484375 53.578125  Q 30.03125 56 36.53125 56  Q 37.453125 56 38.578125 55.875  Q 39.703125 55.765625 41.0625 55.515625  z " id="DejaVuSans-114"/>
+      </defs>
+      <g transform="translate(289.976346 239.238437)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-49"/>
+       <use x="63.623047" xlink:href="#DejaVuSans-55"/>
+       <use x="127.246094" xlink:href="#DejaVuSans-32"/>
+       <use x="159.033203" xlink:href="#DejaVuSans-77"/>
+       <use x="245.3125" xlink:href="#DejaVuSans-97"/>
+       <use x="306.591797" xlink:href="#DejaVuSans-114"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_7">
+     <g id="line2d_7">
+      <g>
+       <use style="stroke:#000000;stroke-width:0.8;" x="357.669541" xlink:href="#m38cf05eeae" y="224.64"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 06 Apr -->
+      <defs>
+       <path d="M 34.1875 63.1875  L 20.796875 26.90625  L 47.609375 26.90625  z M 28.609375 72.90625  L 39.796875 72.90625  L 67.578125 0  L 57.328125 0  L 50.6875 18.703125  L 17.828125 18.703125  L 11.1875 0  L 0.78125 0  z " id="DejaVuSans-65"/>
+       <path d="M 18.109375 8.203125  L 18.109375 -20.796875  L 9.078125 -20.796875  L 9.078125 54.6875  L 18.109375 54.6875  L 18.109375 46.390625  Q 20.953125 51.265625 25.265625 53.625  Q 29.59375 56 35.59375 56  Q 45.5625 56 51.78125 48.09375  Q 58.015625 40.1875 58.015625 27.296875  Q 58.015625 14.40625 51.78125 6.484375  Q 45.5625 -1.421875 35.59375 -1.421875  Q 29.59375 -1.421875 25.265625 0.953125  Q 20.953125 3.328125 18.109375 8.203125  z M 48.6875 27.296875  Q 48.6875 37.203125 44.609375 42.84375  Q 40.53125 48.484375 33.40625 48.484375  Q 26.265625 48.484375 22.1875 42.84375  Q 18.109375 37.203125 18.109375 27.296875  Q 18.109375 17.390625 22.1875 11.75  Q 26.265625 6.109375 33.40625 6.109375  Q 40.53125 6.109375 44.609375 11.75  Q 48.6875 17.390625 48.6875 27.296875  z " id="DejaVuSans-112"/>
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+      <g transform="translate(341.067979 239.238437)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-48"/>
+       <use x="63.623047" xlink:href="#DejaVuSans-54"/>
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+       <use x="159.033203" xlink:href="#DejaVuSans-65"/>
+       <use x="227.441406" xlink:href="#DejaVuSans-112"/>
+       <use x="290.917969" xlink:href="#DejaVuSans-114"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_8">
+     <!-- Date vaccinated -->
+     <defs>
+      <path d="M 18.3125 70.21875  L 18.3125 54.6875  L 36.8125 54.6875  L 36.8125 47.703125  L 18.3125 47.703125  L 18.3125 18.015625  Q 18.3125 11.328125 20.140625 9.421875  Q 21.96875 7.515625 27.59375 7.515625  L 36.8125 7.515625  L 36.8125 0  L 27.59375 0  Q 17.1875 0 13.234375 3.875  Q 9.28125 7.765625 9.28125 18.015625  L 9.28125 47.703125  L 2.6875 47.703125  L 2.6875 54.6875  L 9.28125 54.6875  L 9.28125 70.21875  z " id="DejaVuSans-116"/>
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+      <path d="M 45.40625 46.390625  L 45.40625 75.984375  L 54.390625 75.984375  L 54.390625 0  L 45.40625 0  L 45.40625 8.203125  Q 42.578125 3.328125 38.25 0.953125  Q 33.9375 -1.421875 27.875 -1.421875  Q 17.96875 -1.421875 11.734375 6.484375  Q 5.515625 14.40625 5.515625 27.296875  Q 5.515625 40.1875 11.734375 48.09375  Q 17.96875 56 27.875 56  Q 33.9375 56 38.25 53.625  Q 42.578125 51.265625 45.40625 46.390625  z M 14.796875 27.296875  Q 14.796875 17.390625 18.875 11.75  Q 22.953125 6.109375 30.078125 6.109375  Q 37.203125 6.109375 41.296875 11.75  Q 45.40625 17.390625 45.40625 27.296875  Q 45.40625 37.203125 41.296875 42.84375  Q 37.203125 48.484375 30.078125 48.484375  Q 22.953125 48.484375 18.875 42.84375  Q 14.796875 37.203125 14.796875 27.296875  z " id="DejaVuSans-100"/>
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+      <use x="692.871094" xlink:href="#DejaVuSans-101"/>
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+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_8">
+      <defs>
+       <path d="M 0 0  L -3.5 0  " id="m7e031afa4b" style="stroke:#000000;stroke-width:0.8;"/>
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+      <g>
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+     <g id="text_9">
+      <!-- 0 -->
+      <g transform="translate(27.240625 218.985306)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-48"/>
+      </g>
+     </g>
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+    <g id="ytick_2">
+     <g id="line2d_9">
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+     <g id="text_10">
+      <!-- 20 -->
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+      <g>
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+     </g>
+     <g id="text_11">
+      <!-- 40 -->
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+      </defs>
+      <g transform="translate(20.878125 129.99748)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-52"/>
+       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
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+    <g id="ytick_4">
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+     </g>
+     <g id="text_12">
+      <!-- 60 -->
+      <g transform="translate(20.878125 85.503567)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-54"/>
+       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
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+    </g>
+    <g id="ytick_5">
+     <g id="line2d_12">
+      <g>
+       <use style="stroke:#000000;stroke-width:0.8;" x="40.603125" xlink:href="#m7e031afa4b" y="37.210435"/>
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+     </g>
+     <g id="text_13">
+      <!-- 80 -->
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+       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
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+     </g>
+    </g>
+    <g id="text_14">
+     <!-- Percent vaccinated (cumulative) -->
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+      <g transform="translate(38.193963 239.238438)scale(0.1 -0.1)">
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+       <use x="63.623047" xlink:href="#DejaVuSans-49"/>
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+       <use x="297.558594" xlink:href="#DejaVuSans-99"/>
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+    <g id="xtick_2">
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+     </g>
+     <g id="text_2">
+      <!-- 27 Dec -->
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+       <path d="M 19.1875 8.296875  L 53.609375 8.296875  L 53.609375 0  L 7.328125 0  L 7.328125 8.296875  Q 12.9375 14.109375 22.625 23.890625  Q 32.328125 33.6875 34.8125 36.53125  Q 39.546875 41.84375 41.421875 45.53125  Q 43.3125 49.21875 43.3125 52.78125  Q 43.3125 58.59375 39.234375 62.25  Q 35.15625 65.921875 28.609375 65.921875  Q 23.96875 65.921875 18.8125 64.3125  Q 13.671875 62.703125 7.8125 59.421875  L 7.8125 69.390625  Q 13.765625 71.78125 18.9375 73  Q 24.125 74.21875 28.421875 74.21875  Q 39.75 74.21875 46.484375 68.546875  Q 53.21875 62.890625 53.21875 53.421875  Q 53.21875 48.921875 51.53125 44.890625  Q 49.859375 40.875 45.40625 35.40625  Q 44.1875 33.984375 37.640625 27.21875  Q 31.109375 20.453125 19.1875 8.296875  z " id="DejaVuSans-50"/>
+       <path d="M 8.203125 72.90625  L 55.078125 72.90625  L 55.078125 68.703125  L 28.609375 0  L 18.3125 0  L 43.21875 64.59375  L 8.203125 64.59375  z " id="DejaVuSans-55"/>
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+      <g transform="translate(88.502002 239.238438)scale(0.1 -0.1)">
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+       <use x="63.623047" xlink:href="#DejaVuSans-55"/>
+       <use x="127.246094" xlink:href="#DejaVuSans-32"/>
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+       <use x="236.035156" xlink:href="#DejaVuSans-101"/>
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+     </g>
+    </g>
+    <g id="xtick_3">
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+     <g id="text_3">
+      <!-- 16 Jan -->
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+       <path d="M 9.8125 72.90625  L 19.671875 72.90625  L 19.671875 5.078125  Q 19.671875 -8.109375 14.671875 -14.0625  Q 9.671875 -20.015625 -1.421875 -20.015625  L -5.171875 -20.015625  L -5.171875 -11.71875  L -2.09375 -11.71875  Q 4.4375 -11.71875 7.125 -8.046875  Q 9.8125 -4.390625 9.8125 5.078125  z " id="DejaVuSans-74"/>
+       <path d="M 34.28125 27.484375  Q 23.390625 27.484375 19.1875 25  Q 14.984375 22.515625 14.984375 16.5  Q 14.984375 11.71875 18.140625 8.90625  Q 21.296875 6.109375 26.703125 6.109375  Q 34.1875 6.109375 38.703125 11.40625  Q 43.21875 16.703125 43.21875 25.484375  L 43.21875 27.484375  z M 52.203125 31.203125  L 52.203125 0  L 43.21875 0  L 43.21875 8.296875  Q 40.140625 3.328125 35.546875 0.953125  Q 30.953125 -1.421875 24.3125 -1.421875  Q 15.921875 -1.421875 10.953125 3.296875  Q 6 8.015625 6 15.921875  Q 6 25.140625 12.171875 29.828125  Q 18.359375 34.515625 30.609375 34.515625  L 43.21875 34.515625  L 43.21875 35.40625  Q 43.21875 41.609375 39.140625 45  Q 35.0625 48.390625 27.6875 48.390625  Q 23 48.390625 18.546875 47.265625  Q 14.109375 46.140625 10.015625 43.890625  L 10.015625 52.203125  Q 14.9375 54.109375 19.578125 55.046875  Q 24.21875 56 28.609375 56  Q 40.484375 56 46.34375 49.84375  Q 52.203125 43.703125 52.203125 31.203125  z " id="DejaVuSans-97"/>
+       <path d="M 54.890625 33.015625  L 54.890625 0  L 45.90625 0  L 45.90625 32.71875  Q 45.90625 40.484375 42.875 44.328125  Q 39.84375 48.1875 33.796875 48.1875  Q 26.515625 48.1875 22.3125 43.546875  Q 18.109375 38.921875 18.109375 30.90625  L 18.109375 0  L 9.078125 0  L 9.078125 54.6875  L 18.109375 54.6875  L 18.109375 46.1875  Q 21.34375 51.125 25.703125 53.5625  Q 30.078125 56 35.796875 56  Q 45.21875 56 50.046875 50.171875  Q 54.890625 44.34375 54.890625 33.015625  z " id="DejaVuSans-110"/>
+      </defs>
+      <g transform="translate(140.77801 239.238438)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-49"/>
+       <use x="63.623047" xlink:href="#DejaVuSans-54"/>
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+       <use x="159.033203" xlink:href="#DejaVuSans-74"/>
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+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_4">
+      <g>
+       <use style="stroke:#000000;stroke-width:0.8;" x="206.745424" xlink:href="#m79266f7226" y="224.64"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- 05 Feb -->
+      <defs>
+       <path d="M 10.796875 72.90625  L 49.515625 72.90625  L 49.515625 64.59375  L 19.828125 64.59375  L 19.828125 46.734375  Q 21.96875 47.46875 24.109375 47.828125  Q 26.265625 48.1875 28.421875 48.1875  Q 40.625 48.1875 47.75 41.5  Q 54.890625 34.8125 54.890625 23.390625  Q 54.890625 11.625 47.5625 5.09375  Q 40.234375 -1.421875 26.90625 -1.421875  Q 22.3125 -1.421875 17.546875 -0.640625  Q 12.796875 0.140625 7.71875 1.703125  L 7.71875 11.625  Q 12.109375 9.234375 16.796875 8.0625  Q 21.484375 6.890625 26.703125 6.890625  Q 35.15625 6.890625 40.078125 11.328125  Q 45.015625 15.765625 45.015625 23.390625  Q 45.015625 31 40.078125 35.4375  Q 35.15625 39.890625 26.703125 39.890625  Q 22.75 39.890625 18.8125 39.015625  Q 14.890625 38.140625 10.796875 36.28125  z " id="DejaVuSans-53"/>
+       <path d="M 9.8125 72.90625  L 51.703125 72.90625  L 51.703125 64.59375  L 19.671875 64.59375  L 19.671875 43.109375  L 48.578125 43.109375  L 48.578125 34.8125  L 19.671875 34.8125  L 19.671875 0  L 9.8125 0  z " id="DejaVuSans-70"/>
+       <path d="M 48.6875 27.296875  Q 48.6875 37.203125 44.609375 42.84375  Q 40.53125 48.484375 33.40625 48.484375  Q 26.265625 48.484375 22.1875 42.84375  Q 18.109375 37.203125 18.109375 27.296875  Q 18.109375 17.390625 22.1875 11.75  Q 26.265625 6.109375 33.40625 6.109375  Q 40.53125 6.109375 44.609375 11.75  Q 48.6875 17.390625 48.6875 27.296875  z M 18.109375 46.390625  Q 20.953125 51.265625 25.265625 53.625  Q 29.59375 56 35.59375 56  Q 45.5625 56 51.78125 48.09375  Q 58.015625 40.1875 58.015625 27.296875  Q 58.015625 14.40625 51.78125 6.484375  Q 45.5625 -1.421875 35.59375 -1.421875  Q 29.59375 -1.421875 25.265625 0.953125  Q 20.953125 3.328125 18.109375 8.203125  L 18.109375 0  L 9.078125 0  L 9.078125 75.984375  L 18.109375 75.984375  z " id="DejaVuSans-98"/>
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+    <g id="xtick_5">
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+     </g>
+     <g id="text_5">
+      <!-- 25 Feb -->
+      <g transform="translate(239.979244 239.238438)scale(0.1 -0.1)">
+       <use xlink:href="#DejaVuSans-50"/>
+       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
+       <use x="127.246094" xlink:href="#DejaVuSans-32"/>
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+     </g>
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+    <g id="xtick_6">
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+     <g id="text_6">
+      <!-- 17 Mar -->
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+    <g id="xtick_7">
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+     </g>
+     <g id="text_7">
+      <!-- 06 Apr -->
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+    <g id="text_8">
+     <!-- Date vaccinated -->
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+<h1 id="-"> <a class="anchor-link" href="#-">&#182;</a></h1><h2 id="Vaccination-rates-of-each-eligible-population-group,-according-to-demographic/clinical-features--">Vaccination rates of each eligible population group, according to demographic/clinical features  <a name="tables" /><a class="anchor-link" href="#Vaccination-rates-of-each-eligible-population-group,-according-to-demographic/clinical-features--">&#182;</a></h2>
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+<h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-vaccination-figures-among-80+-population">Cumulative vaccination figures among 80+ population<a class="anchor-link" href="#Cumulative-vaccination-figures-among-80+-population">&#182;</a></h2><p>Please refer to footnotes below table for information.</p>
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+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th></th>
+      <th>Vaccinated at 07 Apr (n)</th>
+      <th>Vaccinated at 07 Apr (%)</th>
+      <th>Total eligible</th>
+      <th>Previous week's vaccination coverage (%)</th>
+      <th>Vaccinated over last 7d (%)</th>
+    </tr>
+    <tr>
+      <th>Category</th>
+      <th>Group</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>overall</th>
+      <th>overall</th>
+      <td>1076001</td>
+      <td>95.7</td>
+      <td>1124221</td>
+      <td>95.6</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Sex</th>
+      <th>F</th>
+      <td>623224</td>
+      <td>95.6</td>
+      <td>651700</td>
+      <td>95.5</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>M</th>
+      <td>452774</td>
+      <td>95.8</td>
+      <td>472514</td>
+      <td>95.7</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="3" valign="top">Age band</th>
+      <th>80-84</th>
+      <td>565845</td>
+      <td>96.0</td>
+      <td>589470</td>
+      <td>95.9</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>85-89</th>
+      <td>336497</td>
+      <td>95.8</td>
+      <td>351155</td>
+      <td>95.7</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>90+</th>
+      <td>173656</td>
+      <td>94.6</td>
+      <td>183589</td>
+      <td>94.4</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th rowspan="6" valign="top">Ethnicity (broad categories)</th>
+      <th>Black</th>
+      <td>8232</td>
+      <td>74.2</td>
+      <td>11088</td>
+      <td>73.9</td>
+      <td>0.3</td>
+    </tr>
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+      <th>Mixed</th>
+      <td>2688</td>
+      <td>82.4</td>
+      <td>3262</td>
+      <td>82.2</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th>Other</th>
+      <td>5579</td>
+      <td>82.2</td>
+      <td>6783</td>
+      <td>82.0</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th>South Asian</th>
+      <td>24563</td>
+      <td>86.1</td>
+      <td>28525</td>
+      <td>85.9</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th>Unknown</th>
+      <td>54600</td>
+      <td>86.3</td>
+      <td>63280</td>
+      <td>86.2</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>White</th>
+      <td>980336</td>
+      <td>96.9</td>
+      <td>1011276</td>
+      <td>96.8</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="17" valign="top">ethnicity 16 groups</th>
+      <th>African</th>
+      <td>1365</td>
+      <td>65.0</td>
+      <td>2100</td>
+      <td>64.7</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <th>Bangladeshi or British Bangladeshi</th>
+      <td>1064</td>
+      <td>80.9</td>
+      <td>1316</td>
+      <td>80.3</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <th>Caribbean</th>
+      <td>5901</td>
+      <td>77.1</td>
+      <td>7651</td>
+      <td>76.8</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <th>Chinese</th>
+      <td>1351</td>
+      <td>79.1</td>
+      <td>1708</td>
+      <td>79.1</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th>Other</th>
+      <td>4228</td>
+      <td>83.3</td>
+      <td>5075</td>
+      <td>83.0</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <th>Other Asian</th>
+      <td>3654</td>
+      <td>82.9</td>
+      <td>4410</td>
+      <td>82.7</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th>British or Mixed British</th>
+      <td>931336</td>
+      <td>97.2</td>
+      <td>958062</td>
+      <td>97.1</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>Indian or British Indian</th>
+      <td>13657</td>
+      <td>90.9</td>
+      <td>15022</td>
+      <td>90.7</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th>Irish</th>
+      <td>9198</td>
+      <td>94.6</td>
+      <td>9723</td>
+      <td>94.5</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>Other Black</th>
+      <td>966</td>
+      <td>71.9</td>
+      <td>1344</td>
+      <td>71.4</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <th>Other White</th>
+      <td>39802</td>
+      <td>91.5</td>
+      <td>43498</td>
+      <td>91.3</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th>Other mixed</th>
+      <td>1001</td>
+      <td>86.1</td>
+      <td>1162</td>
+      <td>85.5</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <th>Pakistani or British Pakistani</th>
+      <td>6188</td>
+      <td>79.6</td>
+      <td>7770</td>
+      <td>79.3</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <th>Unknown</th>
+      <td>54593</td>
+      <td>86.3</td>
+      <td>63273</td>
+      <td>86.2</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>White + Asian</th>
+      <td>469</td>
+      <td>87.0</td>
+      <td>539</td>
+      <td>87.0</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th>White + Black African</th>
+      <td>266</td>
       <td>71.7</td>
       <td>371</td>
       <td>69.8</td>
       <td>1.9</td>
     </tr>
     <tr>
-      <th>White + Black Caribbean</th>
-      <td>959</td>
-      <td>79.7</td>
-      <td>1204</td>
-      <td>79.1</td>
-      <td>0.6</td>
+      <th>White + Black Caribbean</th>
+      <td>966</td>
+      <td>80.2</td>
+      <td>1204</td>
+      <td>79.7</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <th rowspan="6" valign="top">Index of Multiple Deprivation (quintiles)</th>
+      <th>1 Most deprived</th>
+      <td>134764</td>
+      <td>92.4</td>
+      <td>145845</td>
+      <td>92.2</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>178024</td>
+      <td>94.5</td>
+      <td>188342</td>
+      <td>94.3</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>240835</td>
+      <td>96.0</td>
+      <td>250740</td>
+      <td>95.9</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>250390</td>
+      <td>96.6</td>
+      <td>259175</td>
+      <td>96.5</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>5 Least deprived</th>
+      <td>252987</td>
+      <td>97.2</td>
+      <td>260155</td>
+      <td>97.1</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>Unknown</th>
+      <td>18991</td>
+      <td>95.1</td>
+      <td>19964</td>
+      <td>95.0</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">BMI</th>
+      <th>30+</th>
+      <td>189588</td>
+      <td>96.9</td>
+      <td>195615</td>
+      <td>96.8</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>under 30</th>
+      <td>886403</td>
+      <td>95.5</td>
+      <td>928599</td>
+      <td>95.3</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Chronic cardiac disease</th>
+      <th>no</th>
+      <td>750337</td>
+      <td>95.2</td>
+      <td>787899</td>
+      <td>95.1</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>325661</td>
+      <td>96.8</td>
+      <td>336315</td>
+      <td>96.7</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Current COPD</th>
+      <th>no</th>
+      <td>962150</td>
+      <td>95.6</td>
+      <td>1006642</td>
+      <td>95.5</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>113848</td>
+      <td>96.8</td>
+      <td>117572</td>
+      <td>96.7</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Dialysis</th>
+      <th>no</th>
+      <td>1074003</td>
+      <td>95.7</td>
+      <td>1122142</td>
+      <td>95.6</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>1995</td>
+      <td>96.6</td>
+      <td>2065</td>
+      <td>96.6</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">DMARDs</th>
+      <th>no</th>
+      <td>1042167</td>
+      <td>95.7</td>
+      <td>1089529</td>
+      <td>95.5</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>33831</td>
+      <td>97.6</td>
+      <td>34678</td>
+      <td>97.4</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Dementia</th>
+      <th>no</th>
+      <td>985971</td>
+      <td>95.7</td>
+      <td>1030113</td>
+      <td>95.6</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>90020</td>
+      <td>95.7</td>
+      <td>94101</td>
+      <td>95.5</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Psychosis, schizophrenia, or bipolar</th>
+      <th>no</th>
+      <td>1067983</td>
+      <td>95.7</td>
+      <td>1115513</td>
+      <td>95.6</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>8008</td>
+      <td>92.0</td>
+      <td>8701</td>
+      <td>91.9</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Learning disability</th>
+      <th>no</th>
+      <td>1075487</td>
+      <td>95.7</td>
+      <td>1123668</td>
+      <td>95.6</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>511</td>
+      <td>93.6</td>
+      <td>546</td>
+      <td>93.6</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">SSRI (last 12 months)</th>
+      <th>no</th>
+      <td>1008854</td>
+      <td>95.6</td>
+      <td>1055313</td>
+      <td>95.5</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>67137</td>
+      <td>97.4</td>
+      <td>68901</td>
+      <td>97.3</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Chemo or radiotherapy</th>
+      <th>no</th>
+      <td>1039178</td>
+      <td>95.7</td>
+      <td>1086379</td>
+      <td>95.5</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>36813</td>
+      <td>97.3</td>
+      <td>37835</td>
+      <td>97.2</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Cancer (lung)</th>
+      <th>no</th>
+      <td>1068655</td>
+      <td>95.7</td>
+      <td>1116605</td>
+      <td>95.6</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>7343</td>
+      <td>96.5</td>
+      <td>7609</td>
+      <td>96.3</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Cancer (excluding lung/haem)</th>
+      <th>no</th>
+      <td>880313</td>
+      <td>95.4</td>
+      <td>923041</td>
+      <td>95.2</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>195678</td>
+      <td>97.3</td>
+      <td>201166</td>
+      <td>97.2</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Cancer (haematological)</th>
+      <th>no</th>
+      <td>1055950</td>
+      <td>95.7</td>
+      <td>1103592</td>
+      <td>95.6</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>20048</td>
+      <td>97.2</td>
+      <td>20622</td>
+      <td>97.1</td>
+      <td>0.1</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+<div class="output_area">
+
+
+<div class="output_markdown rendered_html output_subarea ">
+<p><strong>Footnotes:</strong></p>
+<ul>
+<li>Patient counts rounded to the nearest 7</li>
+</ul>
+
+</div>
+
+</div>
+
+<div class="output_area">
+
+
+<div class="output_markdown rendered_html output_subarea ">
+<ul>
+<li>Population excludes those known to live in an elderly care home, based upon clinical coding.</li>
+</ul>
+
+</div>
+
+</div>
+
+<div class="output_area">
+
+
+<div class="output_markdown rendered_html output_subarea ">
+<ul>
+<li>SSRIs group excludes individuals with Psychosis/ schizophrenia/bipolar, LD, or Dementia.</li>
+</ul>
+
+</div>
+
+</div>
+
+<div class="output_area">
+
+
+<div class="output_markdown rendered_html output_subarea ">
+<h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-vaccination-figures-among-70-79-population">Cumulative vaccination figures among 70-79 population<a class="anchor-link" href="#Cumulative-vaccination-figures-among-70-79-population">&#182;</a></h2><p>Please refer to footnotes below table for information.</p>
+
+</div>
+
+</div>
+
+<div class="output_area">
+
+
+<div class="output_html rendered_html output_subarea ">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th></th>
+      <th>Vaccinated at 07 Apr (n)</th>
+      <th>Vaccinated at 07 Apr (%)</th>
+      <th>Total eligible</th>
+      <th>Previous week's vaccination coverage (%)</th>
+      <th>Vaccinated over last 7d (%)</th>
+    </tr>
+    <tr>
+      <th>Category</th>
+      <th>Group</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>overall</th>
+      <th>overall</th>
+      <td>1963490</td>
+      <td>95.0</td>
+      <td>2066323</td>
+      <td>94.9</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Sex</th>
+      <th>F</th>
+      <td>1031163</td>
+      <td>95.2</td>
+      <td>1083320</td>
+      <td>95.1</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>M</th>
+      <td>932323</td>
+      <td>94.8</td>
+      <td>982996</td>
+      <td>94.8</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Age band</th>
+      <th>70-74</th>
+      <td>1134938</td>
+      <td>94.6</td>
+      <td>1199786</td>
+      <td>94.5</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>75-79</th>
+      <td>828548</td>
+      <td>95.6</td>
+      <td>866530</td>
+      <td>95.5</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="6" valign="top">Ethnicity (broad categories)</th>
+      <th>Black</th>
+      <td>10444</td>
+      <td>71.0</td>
+      <td>14700</td>
+      <td>70.8</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th>Mixed</th>
+      <td>5250</td>
+      <td>81.5</td>
+      <td>6440</td>
+      <td>81.3</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th>Other</th>
+      <td>12159</td>
+      <td>79.3</td>
+      <td>15337</td>
+      <td>79.1</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th>South Asian</th>
+      <td>47383</td>
+      <td>86.2</td>
+      <td>54950</td>
+      <td>85.9</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <th>Unknown</th>
+      <td>127932</td>
+      <td>88.1</td>
+      <td>145257</td>
+      <td>88.0</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>White</th>
+      <td>1760318</td>
+      <td>96.2</td>
+      <td>1829632</td>
+      <td>96.1</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="17" valign="top">ethnicity 16 groups</th>
+      <th>African</th>
+      <td>3430</td>
+      <td>65.2</td>
+      <td>5257</td>
+      <td>64.8</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <th>Bangladeshi or British Bangladeshi</th>
+      <td>1540</td>
+      <td>85.3</td>
+      <td>1806</td>
+      <td>84.9</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <th>Caribbean</th>
+      <td>5201</td>
+      <td>74.7</td>
+      <td>6958</td>
+      <td>74.4</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <th>Chinese</th>
+      <td>3185</td>
+      <td>78.4</td>
+      <td>4060</td>
+      <td>78.3</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>Other</th>
+      <td>8974</td>
+      <td>79.6</td>
+      <td>11277</td>
+      <td>79.3</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <th>Other Asian</th>
+      <td>9303</td>
+      <td>83.2</td>
+      <td>11179</td>
+      <td>83.0</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th>British or Mixed British</th>
+      <td>1673756</td>
+      <td>96.7</td>
+      <td>1731366</td>
+      <td>96.6</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>Indian or British Indian</th>
+      <td>27321</td>
+      <td>90.1</td>
+      <td>30324</td>
+      <td>89.9</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th>Irish</th>
+      <td>14133</td>
+      <td>93.1</td>
+      <td>15176</td>
+      <td>93.0</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>Other Black</th>
+      <td>1813</td>
+      <td>73.2</td>
+      <td>2478</td>
+      <td>72.9</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <th>Other White</th>
+      <td>72422</td>
+      <td>87.2</td>
+      <td>83097</td>
+      <td>87.0</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th>Other mixed</th>
+      <td>2086</td>
+      <td>82.8</td>
+      <td>2520</td>
+      <td>82.8</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th>Pakistani or British Pakistani</th>
+      <td>9226</td>
+      <td>79.2</td>
+      <td>11648</td>
+      <td>78.7</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <th>Unknown</th>
+      <td>127918</td>
+      <td>88.1</td>
+      <td>145243</td>
+      <td>88.0</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>White + Asian</th>
+      <td>1190</td>
+      <td>87.2</td>
+      <td>1365</td>
+      <td>87.2</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th>White + Black African</th>
+      <td>812</td>
+      <td>75.8</td>
+      <td>1071</td>
+      <td>75.2</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <th>White + Black Caribbean</th>
+      <td>1162</td>
+      <td>77.9</td>
+      <td>1491</td>
+      <td>77.9</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th rowspan="6" valign="top">Index of Multiple Deprivation (quintiles)</th>
+      <th>1 Most deprived</th>
+      <td>251069</td>
+      <td>92.0</td>
+      <td>272972</td>
+      <td>91.8</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>329217</td>
+      <td>93.8</td>
+      <td>350917</td>
+      <td>93.7</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>438158</td>
+      <td>95.3</td>
+      <td>459844</td>
+      <td>95.2</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>456029</td>
+      <td>95.9</td>
+      <td>475573</td>
+      <td>95.8</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>5 Least deprived</th>
+      <td>452984</td>
+      <td>96.6</td>
+      <td>468713</td>
+      <td>96.6</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th>Unknown</th>
+      <td>36036</td>
+      <td>94.1</td>
+      <td>38290</td>
+      <td>93.9</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">BMI</th>
+      <th>30+</th>
+      <td>492856</td>
+      <td>96.4</td>
+      <td>511021</td>
+      <td>96.4</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th>under 30</th>
+      <td>1470630</td>
+      <td>94.6</td>
+      <td>1555295</td>
+      <td>94.5</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Chronic cardiac disease</th>
+      <th>no</th>
+      <td>1607116</td>
+      <td>94.8</td>
+      <td>1695855</td>
+      <td>94.7</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>356370</td>
+      <td>96.2</td>
+      <td>370461</td>
+      <td>96.1</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Current COPD</th>
+      <th>no</th>
+      <td>1774444</td>
+      <td>94.9</td>
+      <td>1869952</td>
+      <td>94.8</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>189042</td>
+      <td>96.3</td>
+      <td>196364</td>
+      <td>96.2</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Dialysis</th>
+      <th>no</th>
+      <td>1959573</td>
+      <td>95.0</td>
+      <td>2062235</td>
+      <td>94.9</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>3906</td>
+      <td>95.7</td>
+      <td>4081</td>
+      <td>95.5</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">DMARDs</th>
+      <th>no</th>
+      <td>1893465</td>
+      <td>94.9</td>
+      <td>1994244</td>
+      <td>94.9</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>70021</td>
+      <td>97.2</td>
+      <td>72072</td>
+      <td>97.0</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Dementia</th>
+      <th>no</th>
+      <td>1921906</td>
+      <td>95.0</td>
+      <td>2022706</td>
+      <td>94.9</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>41580</td>
+      <td>95.3</td>
+      <td>43610</td>
+      <td>95.2</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Psychosis, schizophrenia, or bipolar</th>
+      <th>no</th>
+      <td>1944957</td>
+      <td>95.1</td>
+      <td>2045792</td>
+      <td>95.0</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>18522</td>
+      <td>90.2</td>
+      <td>20524</td>
+      <td>90.1</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Learning disability</th>
+      <th>no</th>
+      <td>1960672</td>
+      <td>95.0</td>
+      <td>2063271</td>
+      <td>94.9</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>2807</td>
+      <td>92.2</td>
+      <td>3045</td>
+      <td>92.2</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">SSRI (last 12 months)</th>
+      <th>no</th>
+      <td>1813336</td>
+      <td>94.9</td>
+      <td>1911581</td>
+      <td>94.8</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>150150</td>
+      <td>97.0</td>
+      <td>154735</td>
+      <td>96.9</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Chemo or radiotherapy</th>
+      <th>no</th>
+      <td>1896216</td>
+      <td>95.0</td>
+      <td>1996946</td>
+      <td>94.9</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>67263</td>
+      <td>97.0</td>
+      <td>69370</td>
+      <td>96.9</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Cancer (lung)</th>
+      <th>no</th>
+      <td>1951313</td>
+      <td>95.0</td>
+      <td>2053639</td>
+      <td>94.9</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>12173</td>
+      <td>96.0</td>
+      <td>12677</td>
+      <td>95.9</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Cancer (excluding lung/haem)</th>
+      <th>no</th>
+      <td>1686391</td>
+      <td>94.7</td>
+      <td>1780261</td>
+      <td>94.6</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>277095</td>
+      <td>96.9</td>
+      <td>286055</td>
+      <td>96.8</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th rowspan="2" valign="top">Cancer (haematological)</th>
+      <th>no</th>
+      <td>1934100</td>
+      <td>95.0</td>
+      <td>2035922</td>
+      <td>94.9</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <th>yes</th>
+      <td>29386</td>
+      <td>96.7</td>
+      <td>30394</td>
+      <td>96.6</td>
+      <td>0.1</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+<div class="output_area">
+
+
+<div class="output_markdown rendered_html output_subarea ">
+<p><strong>Footnotes:</strong></p>
+<ul>
+<li>Patient counts rounded to the nearest 7</li>
+</ul>
+
+</div>
+
+</div>
+
+<div class="output_area">
+
+
+<div class="output_markdown rendered_html output_subarea ">
+<ul>
+<li>Population excludes those known to live in an elderly care home, based upon clinical coding.</li>
+</ul>
+
+</div>
+
+</div>
+
+<div class="output_area">
+
+
+<div class="output_markdown rendered_html output_subarea ">
+<ul>
+<li>SSRIs group excludes individuals with Psychosis/ schizophrenia/bipolar, LD, or Dementia.</li>
+</ul>
+
+</div>
+
+</div>
+
+<div class="output_area">
+
+
+<div class="output_markdown rendered_html output_subarea ">
+<h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-vaccination-figures-among-care-home-population">Cumulative vaccination figures among care home population<a class="anchor-link" href="#Cumulative-vaccination-figures-among-care-home-population">&#182;</a></h2><p>Please refer to footnotes below table for information.</p>
+
+</div>
+
+</div>
+
+<div class="output_area">
+
+
+<div class="output_html rendered_html output_subarea ">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th></th>
+      <th>Vaccinated at 07 Apr (n)</th>
+      <th>Vaccinated at 07 Apr (%)</th>
+      <th>Total eligible</th>
+      <th>Previous week's vaccination coverage (%)</th>
+      <th>Vaccinated over last 7d (%)</th>
+    </tr>
+    <tr>
+      <th>Category</th>
+      <th>Group</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
     </tr>
+  </thead>
+  <tbody>
     <tr>
-      <th rowspan="6" valign="top">Index of Multiple Deprivation (quintiles)</th>
-      <th>1 Most deprived</th>
-      <td>134603</td>
-      <td>92.1</td>
-      <td>146083</td>
-      <td>91.9</td>
+      <th>overall</th>
+      <th>overall</th>
+      <td>80022</td>
+      <td>95.6</td>
+      <td>83727</td>
+      <td>95.4</td>
       <td>0.2</td>
     </tr>
     <tr>
-      <th>2</th>
-      <td>177814</td>
-      <td>94.3</td>
-      <td>188636</td>
-      <td>94.1</td>
+      <th rowspan="2" valign="top">Sex</th>
+      <th>F</th>
+      <td>56966</td>
+      <td>95.9</td>
+      <td>59402</td>
+      <td>95.7</td>
       <td>0.2</td>
     </tr>
     <tr>
-      <th>3</th>
-      <td>240765</td>
-      <td>95.9</td>
-      <td>251083</td>
-      <td>95.7</td>
+      <th>M</th>
+      <td>23051</td>
+      <td>94.8</td>
+      <td>24325</td>
+      <td>94.5</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <th rowspan="6" valign="top">Age band</th>
+      <th>65-69</th>
+      <td>4347</td>
+      <td>91.9</td>
+      <td>4732</td>
+      <td>91.4</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <th>70-74</th>
+      <td>6706</td>
+      <td>93.4</td>
+      <td>7182</td>
+      <td>93.1</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <th>75-79</th>
+      <td>9289</td>
+      <td>94.9</td>
+      <td>9793</td>
+      <td>94.6</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <th>80-84</th>
+      <td>13944</td>
+      <td>95.8</td>
+      <td>14553</td>
+      <td>95.6</td>
       <td>0.2</td>
     </tr>
     <tr>
-      <th>4</th>
-      <td>250369</td>
-      <td>96.5</td>
-      <td>259504</td>
+      <th>85-89</th>
+      <td>18732</td>
       <td>96.3</td>
+      <td>19453</td>
+      <td>96.1</td>
       <td>0.2</td>
     </tr>
     <tr>
-      <th>5 Least deprived</th>
-      <td>252952</td>
-      <td>97.1</td>
-      <td>260519</td>
-      <td>96.9</td>
+      <th>90+</th>
+      <td>26999</td>
+      <td>96.4</td>
+      <td>28021</td>
+      <td>96.2</td>
       <td>0.2</td>
     </tr>
+    <tr>
+      <th rowspan="6" valign="top">Ethnicity (broad categories)</th>
+      <th>Black</th>
+      <td>392</td>
+      <td>86.2</td>
+      <td>455</td>
+      <td>86.2</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th>Mixed</th>
+      <td>210</td>
+      <td>90.9</td>
+      <td>231</td>
+      <td>90.9</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th>Other</th>
+      <td>343</td>
+      <td>92.5</td>
+      <td>371</td>
+      <td>92.5</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th>South Asian</th>
+      <td>623</td>
+      <td>92.7</td>
+      <td>672</td>
+      <td>92.7</td>
+      <td>0.0</td>
+    </tr>
     <tr>
       <th>Unknown</th>
-      <td>18977</td>
-      <td>95.0</td>
-      <td>19978</td>
-      <td>94.8</td>
-      <td>0.2</td>
+      <td>2030</td>
+      <td>93.9</td>
+      <td>2163</td>
+      <td>93.5</td>
+      <td>0.4</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">BMI</th>
-      <th>30+</th>
-      <td>189518</td>
-      <td>96.7</td>
-      <td>195895</td>
-      <td>96.6</td>
-      <td>0.1</td>
+      <th>White</th>
+      <td>76419</td>
+      <td>95.7</td>
+      <td>79835</td>
+      <td>95.5</td>
+      <td>0.2</td>
     </tr>
     <tr>
-      <th>under 30</th>
-      <td>885955</td>
-      <td>95.3</td>
-      <td>929901</td>
-      <td>95.1</td>
+      <th rowspan="2" valign="top">Dementia</th>
+      <th>no</th>
+      <td>36197</td>
+      <td>94.4</td>
+      <td>38332</td>
+      <td>94.2</td>
       <td>0.2</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">Chronic cardiac disease</th>
-      <th>no</th>
-      <td>750050</td>
-      <td>95.0</td>
-      <td>789124</td>
-      <td>94.9</td>
-      <td>0.1</td>
+      <th>yes</th>
+      <td>43827</td>
+      <td>96.5</td>
+      <td>45395</td>
+      <td>96.4</td>
+      <td>0.1</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+<div class="output_area">
+
+
+<div class="output_markdown rendered_html output_subarea ">
+<p><strong>Footnotes:</strong></p>
+<ul>
+<li>Patient counts rounded to the nearest 7</li>
+</ul>
+
+</div>
+
+</div>
+
+<div class="output_area">
+
+
+<div class="output_markdown rendered_html output_subarea ">
+<ul>
+<li>Population includes those known to live in an elderly care home, based upon clinical coding.</li>
+</ul>
+
+</div>
+
+</div>
+
+<div class="output_area">
+
+
+<div class="output_markdown rendered_html output_subarea ">
+<h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-vaccination-figures-among-shielding-(aged-16-69)-population">Cumulative vaccination figures among shielding (aged 16-69) population<a class="anchor-link" href="#Cumulative-vaccination-figures-among-shielding-(aged-16-69)-population">&#182;</a></h2><p>Please refer to footnotes below table for information.</p>
+
+</div>
+
+</div>
+
+<div class="output_area">
+
+
+<div class="output_html rendered_html output_subarea ">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th></th>
+      <th>Vaccinated at 07 Apr (n)</th>
+      <th>Vaccinated at 07 Apr (%)</th>
+      <th>Total eligible</th>
+      <th>Previous week's vaccination coverage (%)</th>
+      <th>Vaccinated over last 7d (%)</th>
+    </tr>
+    <tr>
+      <th>Category</th>
+      <th>Group</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
     </tr>
+  </thead>
+  <tbody>
     <tr>
-      <th>yes</th>
-      <td>325423</td>
-      <td>96.7</td>
-      <td>336672</td>
-      <td>96.5</td>
-      <td>0.2</td>
+      <th>overall</th>
+      <th>overall</th>
+      <td>711770</td>
+      <td>86.4</td>
+      <td>823949</td>
+      <td>86.0</td>
+      <td>0.4</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">Current COPD</th>
+      <th rowspan="2" valign="top">newly shielded since feb 15</th>
       <th>no</th>
-      <td>961667</td>
-      <td>95.4</td>
-      <td>1008035</td>
-      <td>95.2</td>
+      <td>453194</td>
+      <td>90.2</td>
+      <td>502355</td>
+      <td>90.0</td>
       <td>0.2</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>113806</td>
-      <td>96.6</td>
-      <td>117761</td>
-      <td>96.4</td>
-      <td>0.2</td>
+      <td>258573</td>
+      <td>80.4</td>
+      <td>321594</td>
+      <td>79.7</td>
+      <td>0.7</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">Dialysis</th>
-      <th>no</th>
-      <td>1073478</td>
-      <td>95.5</td>
-      <td>1123724</td>
-      <td>95.4</td>
-      <td>0.1</td>
+      <th rowspan="2" valign="top">Sex</th>
+      <th>F</th>
+      <td>395619</td>
+      <td>85.5</td>
+      <td>462448</td>
+      <td>85.1</td>
+      <td>0.4</td>
     </tr>
     <tr>
-      <th>yes</th>
-      <td>1995</td>
-      <td>96.3</td>
-      <td>2072</td>
-      <td>95.9</td>
+      <th>M</th>
+      <td>316141</td>
+      <td>87.5</td>
+      <td>361494</td>
+      <td>87.1</td>
       <td>0.4</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">DMARDs</th>
-      <th>no</th>
-      <td>1041649</td>
-      <td>95.5</td>
-      <td>1091069</td>
-      <td>95.3</td>
-      <td>0.2</td>
+      <th rowspan="5" valign="top">Age band</th>
+      <th>16-29</th>
+      <td>51429</td>
+      <td>74.7</td>
+      <td>68831</td>
+      <td>74.1</td>
+      <td>0.6</td>
     </tr>
     <tr>
-      <th>yes</th>
-      <td>33824</td>
-      <td>97.4</td>
-      <td>34727</td>
-      <td>97.3</td>
-      <td>0.1</td>
+      <th>30-39</th>
+      <td>97153</td>
+      <td>76.9</td>
+      <td>126392</td>
+      <td>76.3</td>
+      <td>0.6</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">Dementia</th>
-      <th>no</th>
-      <td>985593</td>
-      <td>95.5</td>
-      <td>1031597</td>
-      <td>95.4</td>
-      <td>0.1</td>
+      <th>40-49</th>
+      <td>139454</td>
+      <td>84.4</td>
+      <td>165151</td>
+      <td>83.9</td>
+      <td>0.5</td>
     </tr>
     <tr>
-      <th>yes</th>
-      <td>89880</td>
-      <td>95.4</td>
-      <td>94199</td>
-      <td>95.2</td>
-      <td>0.2</td>
+      <th>50-59</th>
+      <td>203455</td>
+      <td>89.6</td>
+      <td>227052</td>
+      <td>89.3</td>
+      <td>0.3</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">Psychosis, schizophrenia, or bipolar</th>
-      <th>no</th>
-      <td>1067479</td>
-      <td>95.6</td>
-      <td>1117088</td>
-      <td>95.4</td>
+      <th>60-69</th>
+      <td>220269</td>
+      <td>93.1</td>
+      <td>236509</td>
+      <td>92.9</td>
       <td>0.2</td>
     </tr>
     <tr>
-      <th>yes</th>
-      <td>7994</td>
-      <td>91.8</td>
-      <td>8708</td>
-      <td>91.5</td>
-      <td>0.3</td>
+      <th rowspan="6" valign="top">Ethnicity (broad categories)</th>
+      <th>Black</th>
+      <td>29533</td>
+      <td>66.4</td>
+      <td>44485</td>
+      <td>65.5</td>
+      <td>0.9</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">Learning disability</th>
-      <th>no</th>
-      <td>1074962</td>
-      <td>95.5</td>
-      <td>1125250</td>
-      <td>95.4</td>
-      <td>0.1</td>
+      <th>Mixed</th>
+      <td>10388</td>
+      <td>72.9</td>
+      <td>14252</td>
+      <td>72.2</td>
+      <td>0.7</td>
     </tr>
     <tr>
-      <th>yes</th>
-      <td>511</td>
-      <td>93.6</td>
-      <td>546</td>
-      <td>92.3</td>
-      <td>1.3</td>
+      <th>Other</th>
+      <td>13237</td>
+      <td>73.0</td>
+      <td>18123</td>
+      <td>72.4</td>
+      <td>0.6</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">SSRI (last 12 months)</th>
-      <th>no</th>
-      <td>1008378</td>
-      <td>95.4</td>
-      <td>1056797</td>
-      <td>95.2</td>
-      <td>0.2</td>
+      <th>South Asian</th>
+      <td>85456</td>
+      <td>78.9</td>
+      <td>108255</td>
+      <td>78.1</td>
+      <td>0.8</td>
     </tr>
     <tr>
-      <th>yes</th>
-      <td>67095</td>
-      <td>97.2</td>
-      <td>68999</td>
-      <td>97.1</td>
-      <td>0.1</td>
+      <th>Unknown</th>
+      <td>27349</td>
+      <td>84.4</td>
+      <td>32389</td>
+      <td>84.0</td>
+      <td>0.4</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">Chemo or radiotherapy</th>
-      <th>no</th>
-      <td>1038674</td>
-      <td>95.5</td>
-      <td>1087905</td>
-      <td>95.3</td>
-      <td>0.2</td>
+      <th>White</th>
+      <td>545797</td>
+      <td>90.0</td>
+      <td>606431</td>
+      <td>89.7</td>
+      <td>0.3</td>
     </tr>
     <tr>
-      <th>yes</th>
-      <td>36799</td>
-      <td>97.1</td>
-      <td>37891</td>
-      <td>97.0</td>
-      <td>0.1</td>
+      <th rowspan="6" valign="top">Index of Multiple Deprivation (quintiles)</th>
+      <th>1 Most deprived</th>
+      <td>198065</td>
+      <td>81.3</td>
+      <td>243761</td>
+      <td>80.7</td>
+      <td>0.6</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">Cancer (lung)</th>
-      <th>no</th>
-      <td>1068144</td>
-      <td>95.5</td>
-      <td>1118187</td>
-      <td>95.4</td>
-      <td>0.1</td>
+      <th>2</th>
+      <td>158872</td>
+      <td>85.2</td>
+      <td>186487</td>
+      <td>84.8</td>
+      <td>0.4</td>
     </tr>
     <tr>
-      <th>yes</th>
-      <td>7329</td>
-      <td>96.3</td>
-      <td>7609</td>
-      <td>96.2</td>
-      <td>0.1</td>
+      <th>3</th>
+      <td>138082</td>
+      <td>88.4</td>
+      <td>156240</td>
+      <td>88.1</td>
+      <td>0.3</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">Cancer (excluding lung/haem)</th>
-      <th>no</th>
-      <td>879942</td>
-      <td>95.2</td>
-      <td>924427</td>
-      <td>95.0</td>
+      <th>4</th>
+      <td>111195</td>
+      <td>90.8</td>
+      <td>122486</td>
+      <td>90.5</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <th>5 Least deprived</th>
+      <td>88480</td>
+      <td>93.0</td>
+      <td>95158</td>
+      <td>92.8</td>
       <td>0.2</td>
     </tr>
     <tr>
-      <th>yes</th>
-      <td>195531</td>
-      <td>97.1</td>
-      <td>201369</td>
-      <td>97.0</td>
-      <td>0.1</td>
+      <th>Unknown</th>
+      <td>17073</td>
+      <td>86.2</td>
+      <td>19796</td>
+      <td>85.7</td>
+      <td>0.5</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">Cancer (haematological)</th>
+      <th rowspan="2" valign="top">Learning disability</th>
       <th>no</th>
-      <td>1055418</td>
-      <td>95.5</td>
-      <td>1105139</td>
-      <td>95.3</td>
-      <td>0.2</td>
+      <td>687701</td>
+      <td>86.3</td>
+      <td>797146</td>
+      <td>85.9</td>
+      <td>0.4</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>20055</td>
-      <td>97.1</td>
-      <td>20657</td>
-      <td>96.9</td>
-      <td>0.2</td>
+      <td>24059</td>
+      <td>89.8</td>
+      <td>26796</td>
+      <td>89.4</td>
+      <td>0.4</td>
     </tr>
   </tbody>
 </table>
@@ -40684,19 +46474,7 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
 
 <div class="output_markdown rendered_html output_subarea ">
 <ul>
-<li>Population excludes those known to live in an elderly care home, based upon clinical coding.</li>
-</ul>
-
-</div>
-
-</div>
-
-<div class="output_area">
-
-
-<div class="output_markdown rendered_html output_subarea ">
-<ul>
-<li>SSRIs group excludes individuals with Psychosis/ schizophrenia/bipolar, LD, or Dementia.</li>
+<li>Population excludes those over 65 known to live in an elderly care home, based upon clinical coding.</li>
 </ul>
 
 </div>
@@ -40707,7 +46485,7 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
 
 
 <div class="output_markdown rendered_html output_subarea ">
-<h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-vaccination-figures-among-70-79-population">Cumulative vaccination figures among 70-79 population<a class="anchor-link" href="#Cumulative-vaccination-figures-among-70-79-population">&#182;</a></h2><p>Please refer to footnotes below table for information.</p>
+<h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-vaccination-figures-among-65-69-population">Cumulative vaccination figures among 65-69 population<a class="anchor-link" href="#Cumulative-vaccination-figures-among-65-69-population">&#182;</a></h2><p>Please refer to footnotes below table for information.</p>
 
 </div>
 
@@ -40736,8 +46514,8 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
     <tr style="text-align: right;">
       <th></th>
       <th></th>
-      <th>Vaccinated at 01 Apr (n)</th>
-      <th>Vaccinated at 01 Apr (%)</th>
+      <th>Vaccinated at 07 Apr (n)</th>
+      <th>Vaccinated at 07 Apr (%)</th>
       <th>Total eligible</th>
       <th>Previous week's vaccination coverage (%)</th>
       <th>Vaccinated over last 7d (%)</th>
@@ -40756,736 +46534,467 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
     <tr>
       <th>overall</th>
       <th>overall</th>
-      <td>1961767</td>
-      <td>94.9</td>
-      <td>2067072</td>
-      <td>94.8</td>
+      <td>985358</td>
+      <td>91.9</td>
+      <td>1071630</td>
+      <td>91.8</td>
       <td>0.1</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">Sex</th>
       <th>F</th>
-      <td>1030218</td>
-      <td>95.1</td>
-      <td>1083635</td>
-      <td>94.9</td>
+      <td>506926</td>
+      <td>92.6</td>
+      <td>547519</td>
+      <td>92.4</td>
       <td>0.2</td>
     </tr>
     <tr>
       <th>M</th>
-      <td>931539</td>
-      <td>94.7</td>
-      <td>983430</td>
-      <td>94.6</td>
-      <td>0.1</td>
-    </tr>
-    <tr>
-      <th rowspan="2" valign="top">Age band</th>
-      <th>70-74</th>
-      <td>1134028</td>
-      <td>94.5</td>
-      <td>1200136</td>
-      <td>94.3</td>
-      <td>0.2</td>
-    </tr>
-    <tr>
-      <th>75-79</th>
-      <td>827729</td>
-      <td>95.5</td>
-      <td>866929</td>
-      <td>95.3</td>
+      <td>478429</td>
+      <td>91.3</td>
+      <td>524104</td>
+      <td>91.1</td>
       <td>0.2</td>
     </tr>
     <tr>
       <th rowspan="6" valign="top">Ethnicity (broad categories)</th>
       <th>Black</th>
-      <td>10388</td>
-      <td>70.8</td>
-      <td>14679</td>
-      <td>70.1</td>
-      <td>0.7</td>
+      <td>7301</td>
+      <td>67.7</td>
+      <td>10787</td>
+      <td>67.2</td>
+      <td>0.5</td>
     </tr>
     <tr>
       <th>Mixed</th>
-      <td>5236</td>
-      <td>81.3</td>
-      <td>6440</td>
-      <td>81.0</td>
-      <td>0.3</td>
+      <td>3787</td>
+      <td>77.0</td>
+      <td>4921</td>
+      <td>76.4</td>
+      <td>0.6</td>
     </tr>
     <tr>
       <th>Other</th>
-      <td>12096</td>
-      <td>79.0</td>
-      <td>15316</td>
-      <td>78.7</td>
+      <td>8771</td>
+      <td>73.9</td>
+      <td>11872</td>
+      <td>73.6</td>
       <td>0.3</td>
     </tr>
     <tr>
       <th>South Asian</th>
-      <td>47201</td>
-      <td>85.9</td>
-      <td>54936</td>
-      <td>85.5</td>
+      <td>36421</td>
+      <td>84.0</td>
+      <td>43351</td>
+      <td>83.6</td>
       <td>0.4</td>
     </tr>
     <tr>
       <th>Unknown</th>
-      <td>129857</td>
-      <td>88.0</td>
-      <td>147483</td>
-      <td>87.9</td>
-      <td>0.1</td>
+      <td>84644</td>
+      <td>83.6</td>
+      <td>101290</td>
+      <td>83.4</td>
+      <td>0.2</td>
     </tr>
     <tr>
       <th>White</th>
-      <td>1756979</td>
-      <td>96.1</td>
-      <td>1828211</td>
-      <td>96.0</td>
-      <td>0.1</td>
+      <td>844431</td>
+      <td>93.9</td>
+      <td>899402</td>
+      <td>93.7</td>
+      <td>0.2</td>
     </tr>
     <tr>
       <th rowspan="17" valign="top">ethnicity 16 groups</th>
       <th>African</th>
-      <td>3409</td>
-      <td>64.9</td>
-      <td>5250</td>
-      <td>64.1</td>
-      <td>0.8</td>
+      <td>2779</td>
+      <td>65.0</td>
+      <td>4277</td>
+      <td>64.5</td>
+      <td>0.5</td>
     </tr>
     <tr>
       <th>Bangladeshi or British Bangladeshi</th>
-      <td>1533</td>
-      <td>84.9</td>
-      <td>1806</td>
-      <td>84.1</td>
-      <td>0.8</td>
+      <td>1477</td>
+      <td>85.8</td>
+      <td>1722</td>
+      <td>85.4</td>
+      <td>0.4</td>
     </tr>
     <tr>
       <th>Caribbean</th>
-      <td>5187</td>
-      <td>74.5</td>
-      <td>6965</td>
-      <td>73.8</td>
-      <td>0.7</td>
+      <td>3066</td>
+      <td>68.3</td>
+      <td>4487</td>
+      <td>67.7</td>
+      <td>0.6</td>
     </tr>
     <tr>
       <th>Chinese</th>
-      <td>3178</td>
-      <td>78.3</td>
-      <td>4060</td>
-      <td>77.9</td>
+      <td>2835</td>
+      <td>74.9</td>
+      <td>3787</td>
+      <td>74.5</td>
       <td>0.4</td>
     </tr>
     <tr>
       <th>Other</th>
-      <td>8918</td>
-      <td>79.2</td>
-      <td>11256</td>
-      <td>78.9</td>
+      <td>5936</td>
+      <td>73.4</td>
+      <td>8085</td>
+      <td>73.1</td>
       <td>0.3</td>
     </tr>
     <tr>
       <th>Other Asian</th>
-      <td>9261</td>
-      <td>83.0</td>
-      <td>11158</td>
-      <td>82.6</td>
-      <td>0.4</td>
+      <td>6692</td>
+      <td>82.7</td>
+      <td>8092</td>
+      <td>82.4</td>
+      <td>0.3</td>
     </tr>
     <tr>
       <th>British or Mixed British</th>
-      <td>1670606</td>
-      <td>96.6</td>
-      <td>1729966</td>
-      <td>96.4</td>
+      <td>799540</td>
+      <td>95.0</td>
+      <td>841981</td>
+      <td>94.8</td>
       <td>0.2</td>
     </tr>
     <tr>
       <th>Indian or British Indian</th>
-      <td>27251</td>
-      <td>89.8</td>
-      <td>30331</td>
-      <td>89.5</td>
+      <td>20062</td>
+      <td>88.1</td>
+      <td>22778</td>
+      <td>87.8</td>
       <td>0.3</td>
     </tr>
     <tr>
       <th>Irish</th>
-      <td>14112</td>
-      <td>93.0</td>
-      <td>15176</td>
-      <td>92.8</td>
+      <td>5859</td>
+      <td>89.6</td>
+      <td>6538</td>
+      <td>89.4</td>
       <td>0.2</td>
     </tr>
     <tr>
       <th>Other Black</th>
-      <td>1799</td>
-      <td>73.0</td>
-      <td>2464</td>
-      <td>72.4</td>
-      <td>0.6</td>
+      <td>1456</td>
+      <td>72.2</td>
+      <td>2016</td>
+      <td>71.9</td>
+      <td>0.3</td>
     </tr>
     <tr>
       <th>Other White</th>
-      <td>72282</td>
-      <td>87.0</td>
-      <td>83083</td>
-      <td>86.8</td>
+      <td>39004</td>
+      <td>76.7</td>
+      <td>50855</td>
+      <td>76.5</td>
       <td>0.2</td>
     </tr>
     <tr>
       <th>Other mixed</th>
-      <td>2079</td>
-      <td>82.7</td>
-      <td>2513</td>
-      <td>82.5</td>
-      <td>0.2</td>
+      <td>1463</td>
+      <td>77.1</td>
+      <td>1897</td>
+      <td>76.8</td>
+      <td>0.3</td>
     </tr>
     <tr>
       <th>Pakistani or British Pakistani</th>
-      <td>9163</td>
-      <td>78.7</td>
-      <td>11641</td>
-      <td>78.1</td>
-      <td>0.6</td>
+      <td>8190</td>
+      <td>76.1</td>
+      <td>10759</td>
+      <td>75.3</td>
+      <td>0.8</td>
     </tr>
     <tr>
       <th>Unknown</th>
-      <td>129843</td>
-      <td>88.0</td>
-      <td>147469</td>
-      <td>87.9</td>
-      <td>0.1</td>
+      <td>84679</td>
+      <td>83.6</td>
+      <td>101318</td>
+      <td>83.4</td>
+      <td>0.2</td>
     </tr>
     <tr>
       <th>White + Asian</th>
-      <td>1183</td>
-      <td>86.7</td>
-      <td>1365</td>
-      <td>86.7</td>
-      <td>0.0</td>
+      <td>868</td>
+      <td>85.5</td>
+      <td>1015</td>
+      <td>84.8</td>
+      <td>0.7</td>
     </tr>
     <tr>
       <th>White + Black African</th>
-      <td>805</td>
-      <td>75.2</td>
-      <td>1071</td>
-      <td>74.5</td>
-      <td>0.7</td>
+      <td>630</td>
+      <td>71.4</td>
+      <td>882</td>
+      <td>69.8</td>
+      <td>1.6</td>
     </tr>
     <tr>
       <th>White + Black Caribbean</th>
-      <td>1155</td>
-      <td>77.8</td>
-      <td>1484</td>
-      <td>77.4</td>
-      <td>0.4</td>
+      <td>826</td>
+      <td>73.8</td>
+      <td>1120</td>
+      <td>73.8</td>
+      <td>0.0</td>
     </tr>
     <tr>
       <th rowspan="6" valign="top">Index of Multiple Deprivation (quintiles)</th>
       <th>1 Most deprived</th>
-      <td>250719</td>
-      <td>91.8</td>
-      <td>273140</td>
-      <td>91.5</td>
+      <td>133119</td>
+      <td>86.9</td>
+      <td>153111</td>
+      <td>86.6</td>
       <td>0.3</td>
     </tr>
     <tr>
       <th>2</th>
-      <td>328860</td>
-      <td>93.7</td>
-      <td>351071</td>
-      <td>93.5</td>
-      <td>0.2</td>
-    </tr>
-    <tr>
-      <th>3</th>
-      <td>437850</td>
-      <td>95.2</td>
-      <td>460033</td>
-      <td>95.0</td>
-      <td>0.2</td>
-    </tr>
-    <tr>
-      <th>4</th>
-      <td>455728</td>
-      <td>95.8</td>
-      <td>475720</td>
-      <td>95.7</td>
-      <td>0.1</td>
-    </tr>
-    <tr>
-      <th>5 Least deprived</th>
-      <td>452662</td>
-      <td>96.5</td>
-      <td>468839</td>
-      <td>96.4</td>
-      <td>0.1</td>
-    </tr>
-    <tr>
-      <th>Unknown</th>
-      <td>35938</td>
-      <td>93.9</td>
-      <td>38255</td>
-      <td>93.8</td>
-      <td>0.1</td>
-    </tr>
-    <tr>
-      <th rowspan="2" valign="top">BMI</th>
-      <th>30+</th>
-      <td>492471</td>
-      <td>96.3</td>
-      <td>511273</td>
-      <td>96.2</td>
-      <td>0.1</td>
-    </tr>
-    <tr>
-      <th>under 30</th>
-      <td>1469286</td>
-      <td>94.4</td>
-      <td>1555792</td>
-      <td>94.3</td>
-      <td>0.1</td>
-    </tr>
-    <tr>
-      <th rowspan="2" valign="top">Chronic cardiac disease</th>
-      <th>no</th>
-      <td>1605926</td>
-      <td>94.7</td>
-      <td>1696646</td>
-      <td>94.5</td>
-      <td>0.2</td>
-    </tr>
-    <tr>
-      <th>yes</th>
-      <td>355831</td>
-      <td>96.1</td>
-      <td>370419</td>
-      <td>95.9</td>
-      <td>0.2</td>
-    </tr>
-    <tr>
-      <th rowspan="2" valign="top">Current COPD</th>
-      <th>no</th>
-      <td>1772932</td>
-      <td>94.8</td>
-      <td>1870631</td>
-      <td>94.6</td>
-      <td>0.2</td>
-    </tr>
-    <tr>
-      <th>yes</th>
-      <td>188825</td>
-      <td>96.1</td>
-      <td>196434</td>
-      <td>96.0</td>
-      <td>0.1</td>
-    </tr>
-    <tr>
-      <th rowspan="2" valign="top">Dialysis</th>
-      <th>no</th>
-      <td>1957865</td>
-      <td>94.9</td>
-      <td>2062984</td>
-      <td>94.8</td>
-      <td>0.1</td>
-    </tr>
-    <tr>
-      <th>yes</th>
-      <td>3892</td>
-      <td>95.4</td>
-      <td>4081</td>
-      <td>95.0</td>
-      <td>0.4</td>
-    </tr>
-    <tr>
-      <th rowspan="2" valign="top">DMARDs</th>
-      <th>no</th>
-      <td>1891841</td>
-      <td>94.8</td>
-      <td>1995000</td>
-      <td>94.7</td>
-      <td>0.1</td>
-    </tr>
-    <tr>
-      <th>yes</th>
-      <td>69923</td>
-      <td>97.0</td>
-      <td>72065</td>
-      <td>96.9</td>
-      <td>0.1</td>
-    </tr>
-    <tr>
-      <th rowspan="2" valign="top">Dementia</th>
-      <th>no</th>
-      <td>1920303</td>
-      <td>94.9</td>
-      <td>2023490</td>
-      <td>94.7</td>
-      <td>0.2</td>
-    </tr>
-    <tr>
-      <th>yes</th>
-      <td>41461</td>
-      <td>95.1</td>
-      <td>43575</td>
-      <td>94.9</td>
-      <td>0.2</td>
-    </tr>
-    <tr>
-      <th rowspan="2" valign="top">Psychosis, schizophrenia, or bipolar</th>
-      <th>no</th>
-      <td>1943270</td>
-      <td>95.0</td>
-      <td>2046534</td>
-      <td>94.8</td>
+      <td>169953</td>
+      <td>90.2</td>
+      <td>188461</td>
+      <td>90.0</td>
       <td>0.2</td>
     </tr>
     <tr>
-      <th>yes</th>
-      <td>18494</td>
-      <td>90.1</td>
-      <td>20531</td>
-      <td>89.7</td>
-      <td>0.4</td>
-    </tr>
-    <tr>
-      <th rowspan="2" valign="top">Learning disability</th>
-      <th>no</th>
-      <td>1958950</td>
-      <td>94.9</td>
-      <td>2064013</td>
-      <td>94.8</td>
-      <td>0.1</td>
+      <th>3</th>
+      <td>218792</td>
+      <td>92.4</td>
+      <td>236838</td>
+      <td>92.2</td>
+      <td>0.2</td>
     </tr>
     <tr>
-      <th>yes</th>
-      <td>2807</td>
-      <td>92.0</td>
-      <td>3052</td>
-      <td>91.5</td>
-      <td>0.5</td>
+      <th>4</th>
+      <td>223797</td>
+      <td>93.5</td>
+      <td>239421</td>
+      <td>93.4</td>
+      <td>0.1</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">SSRI (last 12 months)</th>
-      <th>no</th>
-      <td>1811775</td>
+      <th>5 Least deprived</th>
+      <td>219807</td>
       <td>94.7</td>
-      <td>1912274</td>
+      <td>232064</td>
       <td>94.6</td>
       <td>0.1</td>
     </tr>
     <tr>
-      <th>yes</th>
-      <td>149989</td>
-      <td>96.9</td>
-      <td>154791</td>
-      <td>96.7</td>
+      <th>Unknown</th>
+      <td>19887</td>
+      <td>91.5</td>
+      <td>21728</td>
+      <td>91.3</td>
       <td>0.2</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">Chemo or radiotherapy</th>
-      <th>no</th>
-      <td>1894592</td>
-      <td>94.8</td>
-      <td>1997702</td>
-      <td>94.7</td>
-      <td>0.1</td>
+      <th rowspan="2" valign="top">BMI</th>
+      <th>30+</th>
+      <td>252931</td>
+      <td>94.5</td>
+      <td>267708</td>
+      <td>94.3</td>
+      <td>0.2</td>
     </tr>
     <tr>
-      <th>yes</th>
-      <td>67165</td>
-      <td>96.8</td>
-      <td>69363</td>
-      <td>96.7</td>
-      <td>0.1</td>
+      <th>under 30</th>
+      <td>732417</td>
+      <td>91.1</td>
+      <td>803915</td>
+      <td>90.9</td>
+      <td>0.2</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">Cancer (lung)</th>
+      <th rowspan="2" valign="top">Chronic cardiac disease</th>
       <th>no</th>
-      <td>1949619</td>
-      <td>94.9</td>
-      <td>2054395</td>
-      <td>94.7</td>
-      <td>0.2</td>
+      <td>881125</td>
+      <td>91.7</td>
+      <td>960505</td>
+      <td>91.6</td>
+      <td>0.1</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>12138</td>
-      <td>95.8</td>
-      <td>12670</td>
-      <td>95.6</td>
+      <td>104230</td>
+      <td>93.8</td>
+      <td>111111</td>
+      <td>93.6</td>
       <td>0.2</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">Cancer (excluding lung/haem)</th>
+      <th rowspan="2" valign="top">Current COPD</th>
       <th>no</th>
-      <td>1685040</td>
-      <td>94.6</td>
-      <td>1781052</td>
-      <td>94.5</td>
-      <td>0.1</td>
+      <td>947338</td>
+      <td>91.9</td>
+      <td>1030974</td>
+      <td>91.7</td>
+      <td>0.2</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>276717</td>
-      <td>96.7</td>
-      <td>286013</td>
-      <td>96.6</td>
+      <td>38017</td>
+      <td>93.5</td>
+      <td>40649</td>
+      <td>93.4</td>
       <td>0.1</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">Cancer (haematological)</th>
+      <th rowspan="2" valign="top">DMARDs</th>
       <th>no</th>
-      <td>1932420</td>
-      <td>94.9</td>
-      <td>2036671</td>
-      <td>94.7</td>
+      <td>966497</td>
+      <td>91.9</td>
+      <td>1051827</td>
+      <td>91.7</td>
       <td>0.2</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>29344</td>
-      <td>96.5</td>
-      <td>30394</td>
-      <td>96.4</td>
+      <td>18858</td>
+      <td>95.3</td>
+      <td>19796</td>
+      <td>95.2</td>
       <td>0.1</td>
     </tr>
-  </tbody>
-</table>
-</div>
-</div>
-
-</div>
-
-<div class="output_area">
-
-
-<div class="output_markdown rendered_html output_subarea ">
-<p><strong>Footnotes:</strong></p>
-<ul>
-<li>Patient counts rounded to the nearest 7</li>
-</ul>
-
-</div>
-
-</div>
-
-<div class="output_area">
-
-
-<div class="output_markdown rendered_html output_subarea ">
-<ul>
-<li>Population excludes those known to live in an elderly care home, based upon clinical coding.</li>
-</ul>
-
-</div>
-
-</div>
-
-<div class="output_area">
-
-
-<div class="output_markdown rendered_html output_subarea ">
-<ul>
-<li>SSRIs group excludes individuals with Psychosis/ schizophrenia/bipolar, LD, or Dementia.</li>
-</ul>
-
-</div>
-
-</div>
-
-<div class="output_area">
-
-
-<div class="output_markdown rendered_html output_subarea ">
-<h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-vaccination-figures-among-care-home-population">Cumulative vaccination figures among care home population<a class="anchor-link" href="#Cumulative-vaccination-figures-among-care-home-population">&#182;</a></h2><p>Please refer to footnotes below table for information.</p>
-
-</div>
-
-</div>
-
-<div class="output_area">
-
-
-<div class="output_html rendered_html output_subarea ">
-<div>
-<style scoped>
-    .dataframe tbody tr th:only-of-type {
-        vertical-align: middle;
-    }
-
-    .dataframe tbody tr th {
-        vertical-align: top;
-    }
-
-    .dataframe thead th {
-        text-align: right;
-    }
-</style>
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th></th>
-      <th>Vaccinated at 01 Apr (n)</th>
-      <th>Vaccinated at 01 Apr (%)</th>
-      <th>Total eligible</th>
-      <th>Previous week's vaccination coverage (%)</th>
-      <th>Vaccinated over last 7d (%)</th>
-    </tr>
     <tr>
-      <th>Category</th>
-      <th>Group</th>
-      <th></th>
-      <th></th>
-      <th></th>
-      <th></th>
-      <th></th>
+      <th rowspan="2" valign="top">Dementia</th>
+      <th>no</th>
+      <td>980147</td>
+      <td>91.9</td>
+      <td>1065981</td>
+      <td>91.8</td>
+      <td>0.1</td>
     </tr>
-  </thead>
-  <tbody>
     <tr>
-      <th>overall</th>
-      <th>overall</th>
-      <td>79702</td>
-      <td>95.3</td>
-      <td>83615</td>
-      <td>94.9</td>
+      <th>yes</th>
+      <td>5208</td>
+      <td>92.3</td>
+      <td>5642</td>
+      <td>91.9</td>
       <td>0.4</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">Sex</th>
-      <th>F</th>
-      <td>56749</td>
-      <td>95.6</td>
-      <td>59332</td>
-      <td>95.3</td>
-      <td>0.3</td>
+      <th rowspan="2" valign="top">Psychosis, schizophrenia, or bipolar</th>
+      <th>no</th>
+      <td>975408</td>
+      <td>92.0</td>
+      <td>1059975</td>
+      <td>91.9</td>
+      <td>0.1</td>
     </tr>
     <tr>
-      <th>M</th>
-      <td>22953</td>
-      <td>94.5</td>
-      <td>24283</td>
-      <td>94.0</td>
-      <td>0.5</td>
+      <th>yes</th>
+      <td>9940</td>
+      <td>85.3</td>
+      <td>11648</td>
+      <td>85.0</td>
+      <td>0.3</td>
     </tr>
     <tr>
-      <th rowspan="6" valign="top">Age band</th>
-      <th>65-69</th>
-      <td>4312</td>
-      <td>91.5</td>
-      <td>4711</td>
-      <td>90.9</td>
-      <td>0.6</td>
+      <th rowspan="2" valign="top">Learning disability</th>
+      <th>no</th>
+      <td>983087</td>
+      <td>92.0</td>
+      <td>1069096</td>
+      <td>91.8</td>
+      <td>0.2</td>
     </tr>
     <tr>
-      <th>70-74</th>
-      <td>6671</td>
-      <td>93.1</td>
-      <td>7168</td>
-      <td>92.5</td>
+      <th>yes</th>
+      <td>2261</td>
+      <td>89.5</td>
+      <td>2527</td>
+      <td>88.9</td>
       <td>0.6</td>
     </tr>
     <tr>
-      <th>75-79</th>
-      <td>9240</td>
-      <td>94.6</td>
-      <td>9772</td>
-      <td>94.1</td>
-      <td>0.5</td>
-    </tr>
-    <tr>
-      <th>80-84</th>
-      <td>13860</td>
-      <td>95.7</td>
-      <td>14490</td>
-      <td>95.2</td>
-      <td>0.5</td>
+      <th rowspan="2" valign="top">SSRI (last 12 months)</th>
+      <th>no</th>
+      <td>898989</td>
+      <td>91.7</td>
+      <td>980693</td>
+      <td>91.5</td>
+      <td>0.2</td>
     </tr>
     <tr>
-      <th>85-89</th>
-      <td>18641</td>
-      <td>96.1</td>
-      <td>19404</td>
-      <td>95.7</td>
-      <td>0.4</td>
+      <th>yes</th>
+      <td>86366</td>
+      <td>95.0</td>
+      <td>90930</td>
+      <td>94.8</td>
+      <td>0.2</td>
     </tr>
     <tr>
-      <th>90+</th>
-      <td>26978</td>
-      <td>96.1</td>
-      <td>28063</td>
-      <td>95.8</td>
-      <td>0.3</td>
+      <th rowspan="2" valign="top">Chemo or radiotherapy</th>
+      <th>no</th>
+      <td>966602</td>
+      <td>91.9</td>
+      <td>1051918</td>
+      <td>91.7</td>
+      <td>0.2</td>
     </tr>
     <tr>
-      <th rowspan="6" valign="top">Ethnicity (broad categories)</th>
-      <th>Black</th>
-      <td>392</td>
-      <td>84.8</td>
-      <td>462</td>
-      <td>83.3</td>
-      <td>1.5</td>
+      <th>yes</th>
+      <td>18753</td>
+      <td>95.2</td>
+      <td>19698</td>
+      <td>95.1</td>
+      <td>0.1</td>
     </tr>
     <tr>
-      <th>Mixed</th>
-      <td>203</td>
-      <td>90.6</td>
-      <td>224</td>
-      <td>90.6</td>
-      <td>0.0</td>
+      <th rowspan="2" valign="top">Cancer (lung)</th>
+      <th>no</th>
+      <td>983710</td>
+      <td>91.9</td>
+      <td>1069838</td>
+      <td>91.8</td>
+      <td>0.1</td>
     </tr>
     <tr>
-      <th>Other</th>
-      <td>343</td>
-      <td>92.5</td>
-      <td>371</td>
-      <td>92.5</td>
+      <th>yes</th>
+      <td>1645</td>
+      <td>92.2</td>
+      <td>1785</td>
+      <td>92.2</td>
       <td>0.0</td>
     </tr>
     <tr>
-      <th>South Asian</th>
-      <td>616</td>
+      <th rowspan="2" valign="top">Cancer (excluding lung/haem)</th>
+      <th>no</th>
+      <td>902132</td>
       <td>91.7</td>
-      <td>672</td>
-      <td>90.6</td>
-      <td>1.1</td>
-    </tr>
-    <tr>
-      <th>Unknown</th>
-      <td>2030</td>
-      <td>93.2</td>
-      <td>2177</td>
-      <td>92.9</td>
-      <td>0.3</td>
+      <td>984011</td>
+      <td>91.5</td>
+      <td>0.2</td>
     </tr>
     <tr>
-      <th>White</th>
-      <td>76111</td>
-      <td>95.5</td>
-      <td>79709</td>
-      <td>95.1</td>
-      <td>0.4</td>
+      <th>yes</th>
+      <td>83223</td>
+      <td>95.0</td>
+      <td>87612</td>
+      <td>94.9</td>
+      <td>0.1</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">Dementia</th>
+      <th rowspan="2" valign="top">Cancer (haematological)</th>
       <th>no</th>
-      <td>36036</td>
-      <td>94.1</td>
-      <td>38290</td>
-      <td>93.5</td>
-      <td>0.6</td>
+      <td>981918</td>
+      <td>91.9</td>
+      <td>1067955</td>
+      <td>91.8</td>
+      <td>0.1</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>43666</td>
-      <td>96.3</td>
-      <td>45332</td>
-      <td>96.0</td>
-      <td>0.3</td>
+      <td>3437</td>
+      <td>93.9</td>
+      <td>3661</td>
+      <td>93.7</td>
+      <td>0.2</td>
     </tr>
   </tbody>
 </table>
@@ -41512,7 +47021,7 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
 
 <div class="output_markdown rendered_html output_subarea ">
 <ul>
-<li>Population includes those known to live in an elderly care home, based upon clinical coding.</li>
+<li>Population excludes those known to live in an elderly care home, based upon clinical coding.</li>
 </ul>
 
 </div>
@@ -41523,7 +47032,31 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
 
 
 <div class="output_markdown rendered_html output_subarea ">
-<h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-vaccination-figures-among-shielding-(aged-16-69)-population">Cumulative vaccination figures among shielding (aged 16-69) population<a class="anchor-link" href="#Cumulative-vaccination-figures-among-shielding-(aged-16-69)-population">&#182;</a></h2><p>Please refer to footnotes below table for information.</p>
+<ul>
+<li>Population excludes those who are currently shielding.</li>
+</ul>
+
+</div>
+
+</div>
+
+<div class="output_area">
+
+
+<div class="output_markdown rendered_html output_subarea ">
+<ul>
+<li>SSRIs group excludes individuals with Psychosis/ schizophrenia/bipolar, LD, or Dementia.</li>
+</ul>
+
+</div>
+
+</div>
+
+<div class="output_area">
+
+
+<div class="output_markdown rendered_html output_subarea ">
+<h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-vaccination-figures-among-LD-(aged-16-64)-population">Cumulative vaccination figures among LD (aged 16-64) population<a class="anchor-link" href="#Cumulative-vaccination-figures-among-LD-(aged-16-64)-population">&#182;</a></h2><p>Please refer to footnotes below table for information.</p>
 
 </div>
 
@@ -41552,8 +47085,8 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
     <tr style="text-align: right;">
       <th></th>
       <th></th>
-      <th>Vaccinated at 01 Apr (n)</th>
-      <th>Vaccinated at 01 Apr (%)</th>
+      <th>Vaccinated at 07 Apr (n)</th>
+      <th>Vaccinated at 07 Apr (%)</th>
       <th>Total eligible</th>
       <th>Previous week's vaccination coverage (%)</th>
       <th>Vaccinated over last 7d (%)</th>
@@ -41572,201 +47105,142 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
     <tr>
       <th>overall</th>
       <th>overall</th>
-      <td>708558</td>
-      <td>85.9</td>
-      <td>824432</td>
-      <td>84.8</td>
-      <td>1.1</td>
-    </tr>
-    <tr>
-      <th rowspan="2" valign="top">newly shielded since feb 15</th>
-      <th>no</th>
-      <td>452249</td>
-      <td>89.9</td>
-      <td>502831</td>
-      <td>89.4</td>
-      <td>0.5</td>
-    </tr>
-    <tr>
-      <th>yes</th>
-      <td>256305</td>
-      <td>79.7</td>
-      <td>321601</td>
-      <td>77.7</td>
-      <td>2.0</td>
+      <td>64507</td>
+      <td>79.5</td>
+      <td>81102</td>
+      <td>78.5</td>
+      <td>1.0</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">Sex</th>
       <th>F</th>
-      <td>393687</td>
-      <td>85.1</td>
-      <td>462644</td>
-      <td>83.9</td>
-      <td>1.2</td>
+      <td>25172</td>
+      <td>82.2</td>
+      <td>30632</td>
+      <td>81.2</td>
+      <td>1.0</td>
     </tr>
     <tr>
       <th>M</th>
-      <td>314860</td>
-      <td>87.0</td>
-      <td>361774</td>
-      <td>86.0</td>
-      <td>1.0</td>
+      <td>39333</td>
+      <td>77.9</td>
+      <td>50470</td>
+      <td>76.8</td>
+      <td>1.1</td>
     </tr>
     <tr>
-      <th rowspan="5" valign="top">Age band</th>
+      <th rowspan="8" valign="top">Age band</th>
       <th>16-29</th>
-      <td>50974</td>
-      <td>74.1</td>
-      <td>68810</td>
+      <td>24164</td>
       <td>72.4</td>
-      <td>1.7</td>
-    </tr>
-    <tr>
-      <th>30-39</th>
-      <td>96369</td>
-      <td>76.2</td>
-      <td>126413</td>
-      <td>74.5</td>
-      <td>1.7</td>
-    </tr>
-    <tr>
-      <th>40-49</th>
-      <td>138593</td>
-      <td>83.9</td>
-      <td>165200</td>
-      <td>82.4</td>
-      <td>1.5</td>
-    </tr>
-    <tr>
-      <th>50-59</th>
-      <td>202643</td>
-      <td>89.2</td>
-      <td>227164</td>
-      <td>88.3</td>
-      <td>0.9</td>
-    </tr>
-    <tr>
-      <th>60-69</th>
-      <td>219961</td>
-      <td>92.9</td>
-      <td>236831</td>
-      <td>92.4</td>
-      <td>0.5</td>
+      <td>33355</td>
+      <td>71.1</td>
+      <td>1.3</td>
     </tr>
     <tr>
-      <th rowspan="6" valign="top">Ethnicity (broad categories)</th>
-      <th>Black</th>
-      <td>29106</td>
-      <td>65.4</td>
-      <td>44478</td>
-      <td>63.2</td>
-      <td>2.2</td>
+      <th>30-34</th>
+      <td>8274</td>
+      <td>78.5</td>
+      <td>10535</td>
+      <td>77.5</td>
+      <td>1.0</td>
     </tr>
     <tr>
-      <th>Mixed</th>
-      <td>10276</td>
-      <td>72.2</td>
-      <td>14238</td>
-      <td>70.4</td>
-      <td>1.8</td>
+      <th>35-39</th>
+      <td>6258</td>
+      <td>82.2</td>
+      <td>7609</td>
+      <td>81.2</td>
+      <td>1.0</td>
     </tr>
     <tr>
-      <th>Other</th>
-      <td>13111</td>
-      <td>72.3</td>
-      <td>18130</td>
-      <td>70.7</td>
-      <td>1.6</td>
+      <th>40-44</th>
+      <td>5082</td>
+      <td>85.0</td>
+      <td>5978</td>
+      <td>84.3</td>
+      <td>0.7</td>
     </tr>
     <tr>
-      <th>South Asian</th>
-      <td>84483</td>
-      <td>78.1</td>
-      <td>108227</td>
-      <td>75.9</td>
-      <td>2.2</td>
+      <th>45-49</th>
+      <td>5208</td>
+      <td>85.6</td>
+      <td>6083</td>
+      <td>84.9</td>
+      <td>0.7</td>
     </tr>
     <tr>
-      <th>Unknown</th>
-      <td>27636</td>
-      <td>84.0</td>
-      <td>32886</td>
-      <td>82.7</td>
-      <td>1.3</td>
+      <th>50-54</th>
+      <td>5642</td>
+      <td>87.7</td>
+      <td>6433</td>
+      <td>86.8</td>
+      <td>0.9</td>
     </tr>
     <tr>
-      <th>White</th>
-      <td>543935</td>
-      <td>89.7</td>
-      <td>606459</td>
-      <td>88.9</td>
+      <th>55-59</th>
+      <td>5642</td>
+      <td>88.4</td>
+      <td>6384</td>
+      <td>87.6</td>
       <td>0.8</td>
     </tr>
     <tr>
-      <th rowspan="6" valign="top">Index of Multiple Deprivation (quintiles)</th>
-      <th>1 Most deprived</th>
-      <td>196616</td>
-      <td>80.6</td>
-      <td>243915</td>
-      <td>79.2</td>
-      <td>1.4</td>
+      <th>60-64</th>
+      <td>4235</td>
+      <td>89.6</td>
+      <td>4725</td>
+      <td>88.9</td>
+      <td>0.7</td>
     </tr>
     <tr>
-      <th>2</th>
-      <td>158109</td>
-      <td>84.7</td>
-      <td>186613</td>
-      <td>83.6</td>
-      <td>1.1</td>
+      <th rowspan="6" valign="top">Ethnicity (broad categories)</th>
+      <th>Black</th>
+      <td>707</td>
+      <td>53.2</td>
+      <td>1330</td>
+      <td>51.6</td>
+      <td>1.6</td>
     </tr>
     <tr>
-      <th>3</th>
-      <td>137718</td>
-      <td>88.0</td>
-      <td>156422</td>
-      <td>87.1</td>
-      <td>0.9</td>
+      <th>Mixed</th>
+      <td>651</td>
+      <td>60.4</td>
+      <td>1078</td>
+      <td>59.7</td>
+      <td>0.7</td>
     </tr>
     <tr>
-      <th>4</th>
-      <td>110859</td>
-      <td>90.5</td>
-      <td>122521</td>
-      <td>89.6</td>
-      <td>0.9</td>
+      <th>Other</th>
+      <td>434</td>
+      <td>64.6</td>
+      <td>672</td>
+      <td>63.5</td>
+      <td>1.1</td>
     </tr>
     <tr>
-      <th>5 Least deprived</th>
-      <td>88298</td>
-      <td>92.8</td>
-      <td>95186</td>
-      <td>92.1</td>
-      <td>0.7</td>
+      <th>South Asian</th>
+      <td>2919</td>
+      <td>63.0</td>
+      <td>4634</td>
+      <td>61.5</td>
+      <td>1.5</td>
     </tr>
     <tr>
       <th>Unknown</th>
-      <td>16947</td>
-      <td>85.8</td>
-      <td>19761</td>
-      <td>84.5</td>
-      <td>1.3</td>
-    </tr>
-    <tr>
-      <th rowspan="2" valign="top">Learning disability</th>
-      <th>no</th>
-      <td>684621</td>
-      <td>85.8</td>
-      <td>797629</td>
-      <td>84.7</td>
-      <td>1.1</td>
+      <td>5054</td>
+      <td>77.1</td>
+      <td>6559</td>
+      <td>75.9</td>
+      <td>1.2</td>
     </tr>
     <tr>
-      <th>yes</th>
-      <td>23926</td>
-      <td>89.3</td>
-      <td>26789</td>
-      <td>88.2</td>
-      <td>1.1</td>
+      <th>White</th>
+      <td>54740</td>
+      <td>81.9</td>
+      <td>66836</td>
+      <td>80.9</td>
+      <td>1.0</td>
     </tr>
   </tbody>
 </table>
@@ -41793,7 +47267,7 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
 
 <div class="output_markdown rendered_html output_subarea ">
 <ul>
-<li>Population excludes those over 65 known to live in an elderly care home, based upon clinical coding.</li>
+<li>Population excludes those who are currently shielding.</li>
 </ul>
 
 </div>
@@ -41804,7 +47278,7 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
 
 
 <div class="output_markdown rendered_html output_subarea ">
-<h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-vaccination-figures-among-65-69-population">Cumulative vaccination figures among 65-69 population<a class="anchor-link" href="#Cumulative-vaccination-figures-among-65-69-population">&#182;</a></h2><p>Please refer to footnotes below table for information.</p>
+<h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-vaccination-figures-among-60-64-population">Cumulative vaccination figures among 60-64 population<a class="anchor-link" href="#Cumulative-vaccination-figures-among-60-64-population">&#182;</a></h2><p>Please refer to footnotes below table for information.</p>
 
 </div>
 
@@ -41833,8 +47307,8 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
     <tr style="text-align: right;">
       <th></th>
       <th></th>
-      <th>Vaccinated at 01 Apr (n)</th>
-      <th>Vaccinated at 01 Apr (%)</th>
+      <th>Vaccinated at 07 Apr (n)</th>
+      <th>Vaccinated at 07 Apr (%)</th>
       <th>Total eligible</th>
       <th>Previous week's vaccination coverage (%)</th>
       <th>Vaccinated over last 7d (%)</th>
@@ -41853,467 +47327,450 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
     <tr>
       <th>overall</th>
       <th>overall</th>
-      <td>983250</td>
-      <td>91.8</td>
-      <td>1071581</td>
-      <td>91.2</td>
-      <td>0.6</td>
+      <td>1141289</td>
+      <td>89.4</td>
+      <td>1276562</td>
+      <td>89.0</td>
+      <td>0.4</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">Sex</th>
       <th>F</th>
-      <td>505925</td>
-      <td>92.4</td>
-      <td>547463</td>
-      <td>92.0</td>
+      <td>576009</td>
+      <td>90.7</td>
+      <td>634725</td>
+      <td>90.3</td>
       <td>0.4</td>
     </tr>
     <tr>
       <th>M</th>
-      <td>477316</td>
-      <td>91.1</td>
-      <td>524104</td>
-      <td>90.5</td>
-      <td>0.6</td>
+      <td>565271</td>
+      <td>88.1</td>
+      <td>641823</td>
+      <td>87.6</td>
+      <td>0.5</td>
     </tr>
     <tr>
       <th rowspan="6" valign="top">Ethnicity (broad categories)</th>
       <th>Black</th>
-      <td>7231</td>
-      <td>67.1</td>
-      <td>10780</td>
-      <td>65.6</td>
-      <td>1.5</td>
+      <td>12474</td>
+      <td>63.9</td>
+      <td>19530</td>
+      <td>62.9</td>
+      <td>1.0</td>
     </tr>
     <tr>
       <th>Mixed</th>
-      <td>3745</td>
-      <td>76.4</td>
-      <td>4900</td>
-      <td>75.6</td>
-      <td>0.8</td>
+      <td>5901</td>
+      <td>74.3</td>
+      <td>7938</td>
+      <td>73.8</td>
+      <td>0.5</td>
     </tr>
     <tr>
       <th>Other</th>
-      <td>8708</td>
-      <td>73.5</td>
-      <td>11851</td>
-      <td>72.5</td>
-      <td>1.0</td>
+      <td>11417</td>
+      <td>70.6</td>
+      <td>16177</td>
+      <td>69.9</td>
+      <td>0.7</td>
     </tr>
     <tr>
       <th>South Asian</th>
-      <td>36190</td>
-      <td>83.5</td>
-      <td>43323</td>
-      <td>82.6</td>
-      <td>0.9</td>
+      <td>42714</td>
+      <td>81.6</td>
+      <td>52346</td>
+      <td>80.8</td>
+      <td>0.8</td>
     </tr>
     <tr>
       <th>Unknown</th>
-      <td>85659</td>
-      <td>83.5</td>
-      <td>102641</td>
-      <td>82.7</td>
-      <td>0.8</td>
+      <td>113974</td>
+      <td>80.6</td>
+      <td>141351</td>
+      <td>80.1</td>
+      <td>0.5</td>
     </tr>
     <tr>
       <th>White</th>
-      <td>841715</td>
-      <td>93.7</td>
-      <td>898079</td>
-      <td>93.3</td>
+      <td>954793</td>
+      <td>91.9</td>
+      <td>1039206</td>
+      <td>91.5</td>
       <td>0.4</td>
     </tr>
     <tr>
       <th rowspan="17" valign="top">ethnicity 16 groups</th>
       <th>African</th>
-      <td>2758</td>
-      <td>64.4</td>
-      <td>4284</td>
+      <td>4935</td>
+      <td>64.1</td>
+      <td>7700</td>
       <td>62.9</td>
-      <td>1.5</td>
+      <td>1.2</td>
     </tr>
     <tr>
       <th>Bangladeshi or British Bangladeshi</th>
-      <td>1470</td>
-      <td>85.7</td>
-      <td>1715</td>
-      <td>84.9</td>
-      <td>0.8</td>
+      <td>1904</td>
+      <td>84.7</td>
+      <td>2247</td>
+      <td>83.8</td>
+      <td>0.9</td>
     </tr>
     <tr>
       <th>Caribbean</th>
-      <td>3038</td>
-      <td>67.7</td>
-      <td>4487</td>
-      <td>66.0</td>
-      <td>1.7</td>
+      <td>4900</td>
+      <td>62.4</td>
+      <td>7847</td>
+      <td>61.6</td>
+      <td>0.8</td>
     </tr>
     <tr>
       <th>Chinese</th>
-      <td>2828</td>
-      <td>74.7</td>
-      <td>3787</td>
-      <td>73.8</td>
-      <td>0.9</td>
+      <td>3535</td>
+      <td>74.3</td>
+      <td>4760</td>
+      <td>73.5</td>
+      <td>0.8</td>
     </tr>
     <tr>
       <th>Other</th>
-      <td>5887</td>
-      <td>72.9</td>
-      <td>8071</td>
-      <td>71.9</td>
-      <td>1.0</td>
+      <td>7875</td>
+      <td>69.0</td>
+      <td>11410</td>
+      <td>68.3</td>
+      <td>0.7</td>
     </tr>
     <tr>
       <th>Other Asian</th>
-      <td>6664</td>
-      <td>82.3</td>
-      <td>8099</td>
-      <td>81.4</td>
-      <td>0.9</td>
+      <td>8841</td>
+      <td>79.6</td>
+      <td>11102</td>
+      <td>78.9</td>
+      <td>0.7</td>
     </tr>
     <tr>
       <th>British or Mixed British</th>
-      <td>797034</td>
-      <td>94.8</td>
-      <td>840721</td>
-      <td>94.4</td>
+      <td>899486</td>
+      <td>93.5</td>
+      <td>962290</td>
+      <td>93.1</td>
       <td>0.4</td>
     </tr>
     <tr>
       <th>Indian or British Indian</th>
-      <td>19978</td>
-      <td>87.7</td>
-      <td>22771</td>
-      <td>87.2</td>
+      <td>22512</td>
+      <td>85.8</td>
+      <td>26229</td>
+      <td>85.3</td>
       <td>0.5</td>
     </tr>
     <tr>
       <th>Irish</th>
-      <td>5838</td>
-      <td>89.5</td>
-      <td>6524</td>
-      <td>89.1</td>
+      <td>5628</td>
+      <td>86.0</td>
+      <td>6545</td>
+      <td>85.6</td>
       <td>0.4</td>
     </tr>
     <tr>
       <th>Other Black</th>
-      <td>1442</td>
-      <td>71.8</td>
-      <td>2009</td>
-      <td>70.7</td>
-      <td>1.1</td>
+      <td>2646</td>
+      <td>66.3</td>
+      <td>3990</td>
+      <td>65.6</td>
+      <td>0.7</td>
     </tr>
     <tr>
       <th>Other White</th>
-      <td>38822</td>
-      <td>76.4</td>
-      <td>50799</td>
-      <td>75.7</td>
-      <td>0.7</td>
+      <td>49672</td>
+      <td>70.6</td>
+      <td>70371</td>
+      <td>70.1</td>
+      <td>0.5</td>
     </tr>
     <tr>
       <th>Other mixed</th>
-      <td>1449</td>
-      <td>76.7</td>
-      <td>1890</td>
-      <td>75.9</td>
-      <td>0.8</td>
+      <td>2233</td>
+      <td>73.7</td>
+      <td>3031</td>
+      <td>73.2</td>
+      <td>0.5</td>
     </tr>
     <tr>
       <th>Pakistani or British Pakistani</th>
-      <td>8078</td>
-      <td>75.1</td>
-      <td>10752</td>
-      <td>73.6</td>
-      <td>1.5</td>
+      <td>9464</td>
+      <td>74.1</td>
+      <td>12768</td>
+      <td>72.7</td>
+      <td>1.4</td>
     </tr>
     <tr>
       <th>Unknown</th>
-      <td>85666</td>
-      <td>83.5</td>
-      <td>102648</td>
-      <td>82.7</td>
-      <td>0.8</td>
+      <td>113981</td>
+      <td>80.6</td>
+      <td>141358</td>
+      <td>80.1</td>
+      <td>0.5</td>
     </tr>
     <tr>
       <th>White + Asian</th>
-      <td>861</td>
-      <td>84.8</td>
-      <td>1015</td>
-      <td>84.1</td>
-      <td>0.7</td>
+      <td>1232</td>
+      <td>84.2</td>
+      <td>1463</td>
+      <td>83.3</td>
+      <td>0.9</td>
     </tr>
     <tr>
       <th>White + Black African</th>
-      <td>616</td>
-      <td>69.8</td>
-      <td>882</td>
-      <td>69.0</td>
-      <td>0.8</td>
+      <td>1057</td>
+      <td>71.2</td>
+      <td>1484</td>
+      <td>70.3</td>
+      <td>0.9</td>
     </tr>
     <tr>
       <th>White + Black Caribbean</th>
-      <td>819</td>
-      <td>73.1</td>
-      <td>1120</td>
-      <td>72.5</td>
-      <td>0.6</td>
+      <td>1379</td>
+      <td>70.4</td>
+      <td>1960</td>
+      <td>70.0</td>
+      <td>0.4</td>
     </tr>
     <tr>
       <th rowspan="6" valign="top">Index of Multiple Deprivation (quintiles)</th>
       <th>1 Most deprived</th>
-      <td>132545</td>
-      <td>86.6</td>
-      <td>153111</td>
-      <td>85.7</td>
-      <td>0.9</td>
+      <td>164668</td>
+      <td>83.0</td>
+      <td>198303</td>
+      <td>82.3</td>
+      <td>0.7</td>
     </tr>
     <tr>
       <th>2</th>
-      <td>169547</td>
-      <td>90.0</td>
-      <td>188482</td>
-      <td>89.3</td>
-      <td>0.7</td>
+      <td>201579</td>
+      <td>87.1</td>
+      <td>231392</td>
+      <td>86.6</td>
+      <td>0.5</td>
     </tr>
     <tr>
       <th>3</th>
-      <td>218302</td>
-      <td>92.2</td>
-      <td>236740</td>
-      <td>91.7</td>
-      <td>0.5</td>
+      <td>249634</td>
+      <td>90.1</td>
+      <td>277137</td>
+      <td>89.7</td>
+      <td>0.4</td>
     </tr>
     <tr>
       <th>4</th>
-      <td>223496</td>
-      <td>93.3</td>
-      <td>239449</td>
-      <td>92.9</td>
-      <td>0.4</td>
+      <td>254926</td>
+      <td>91.5</td>
+      <td>278649</td>
+      <td>91.2</td>
+      <td>0.3</td>
     </tr>
     <tr>
       <th>5 Least deprived</th>
-      <td>219548</td>
-      <td>94.6</td>
-      <td>232071</td>
-      <td>94.3</td>
+      <td>247429</td>
+      <td>93.3</td>
+      <td>265188</td>
+      <td>93.0</td>
       <td>0.3</td>
     </tr>
     <tr>
       <th>Unknown</th>
-      <td>19810</td>
-      <td>91.2</td>
-      <td>21721</td>
-      <td>90.7</td>
-      <td>0.5</td>
+      <td>23044</td>
+      <td>89.0</td>
+      <td>25886</td>
+      <td>88.2</td>
+      <td>0.8</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">BMI</th>
       <th>30+</th>
-      <td>252483</td>
-      <td>94.3</td>
-      <td>267771</td>
-      <td>93.8</td>
-      <td>0.5</td>
+      <td>287938</td>
+      <td>93.0</td>
+      <td>309708</td>
+      <td>92.6</td>
+      <td>0.4</td>
     </tr>
     <tr>
       <th>under 30</th>
-      <td>730765</td>
-      <td>90.9</td>
-      <td>803796</td>
-      <td>90.4</td>
+      <td>853342</td>
+      <td>88.3</td>
+      <td>966840</td>
+      <td>87.8</td>
       <td>0.5</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">Chronic cardiac disease</th>
       <th>no</th>
-      <td>879340</td>
-      <td>91.5</td>
-      <td>960561</td>
-      <td>91.0</td>
+      <td>1055334</td>
+      <td>89.2</td>
+      <td>1183252</td>
+      <td>88.7</td>
       <td>0.5</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>103908</td>
-      <td>93.6</td>
-      <td>111013</td>
-      <td>93.1</td>
-      <td>0.5</td>
+      <td>85953</td>
+      <td>92.1</td>
+      <td>93296</td>
+      <td>91.9</td>
+      <td>0.2</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">Current COPD</th>
       <th>no</th>
-      <td>945343</td>
-      <td>91.7</td>
-      <td>1030953</td>
-      <td>91.2</td>
-      <td>0.5</td>
+      <td>1109724</td>
+      <td>89.3</td>
+      <td>1242045</td>
+      <td>88.9</td>
+      <td>0.4</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>37905</td>
-      <td>93.3</td>
-      <td>40621</td>
-      <td>92.8</td>
-      <td>0.5</td>
+      <td>31556</td>
+      <td>91.5</td>
+      <td>34503</td>
+      <td>91.2</td>
+      <td>0.3</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">DMARDs</th>
       <th>no</th>
-      <td>964425</td>
-      <td>91.7</td>
-      <td>1051792</td>
-      <td>91.2</td>
-      <td>0.5</td>
+      <td>1121827</td>
+      <td>89.3</td>
+      <td>1255821</td>
+      <td>88.9</td>
+      <td>0.4</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>18823</td>
-      <td>95.2</td>
-      <td>19782</td>
-      <td>94.8</td>
-      <td>0.4</td>
+      <td>19453</td>
+      <td>93.9</td>
+      <td>20727</td>
+      <td>93.6</td>
+      <td>0.3</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">Dementia</th>
       <th>no</th>
-      <td>978082</td>
-      <td>91.8</td>
-      <td>1065946</td>
-      <td>91.2</td>
-      <td>0.6</td>
+      <td>1137941</td>
+      <td>89.4</td>
+      <td>1272873</td>
+      <td>89.0</td>
+      <td>0.4</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>5166</td>
-      <td>91.8</td>
-      <td>5628</td>
-      <td>91.3</td>
-      <td>0.5</td>
+      <td>3339</td>
+      <td>90.9</td>
+      <td>3675</td>
+      <td>90.3</td>
+      <td>0.6</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">Psychosis, schizophrenia, or bipolar</th>
       <th>no</th>
-      <td>973350</td>
-      <td>91.8</td>
-      <td>1059919</td>
-      <td>91.3</td>
+      <td>1129149</td>
+      <td>89.5</td>
+      <td>1261848</td>
+      <td>89.0</td>
       <td>0.5</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>9898</td>
-      <td>85.0</td>
-      <td>11648</td>
-      <td>84.0</td>
-      <td>1.0</td>
-    </tr>
-    <tr>
-      <th rowspan="2" valign="top">Learning disability</th>
-      <th>no</th>
-      <td>981001</td>
-      <td>91.8</td>
-      <td>1069047</td>
-      <td>91.3</td>
+      <td>12131</td>
+      <td>82.5</td>
+      <td>14700</td>
+      <td>82.0</td>
       <td>0.5</td>
     </tr>
-    <tr>
-      <th>yes</th>
-      <td>2247</td>
-      <td>89.2</td>
-      <td>2520</td>
-      <td>87.8</td>
-      <td>1.4</td>
-    </tr>
     <tr>
       <th rowspan="2" valign="top">SSRI (last 12 months)</th>
       <th>no</th>
-      <td>897085</td>
-      <td>91.5</td>
-      <td>980644</td>
-      <td>91.0</td>
+      <td>1021727</td>
+      <td>89.0</td>
+      <td>1148315</td>
+      <td>88.5</td>
       <td>0.5</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>86163</td>
-      <td>94.8</td>
-      <td>90923</td>
-      <td>94.2</td>
-      <td>0.6</td>
+      <td>119553</td>
+      <td>93.2</td>
+      <td>128240</td>
+      <td>92.8</td>
+      <td>0.4</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">Chemo or radiotherapy</th>
-      <th>no</th>
-      <td>964530</td>
-      <td>91.7</td>
-      <td>1051890</td>
-      <td>91.2</td>
-      <td>0.5</td>
+      <th rowspan="2" valign="top">Chemo or radiotherapy</th>
+      <th>no</th>
+      <td>1124333</td>
+      <td>89.3</td>
+      <td>1258544</td>
+      <td>88.9</td>
+      <td>0.4</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>18711</td>
-      <td>95.1</td>
-      <td>19684</td>
-      <td>94.7</td>
+      <td>16954</td>
+      <td>94.2</td>
+      <td>18004</td>
+      <td>93.8</td>
       <td>0.4</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">Cancer (lung)</th>
       <th>no</th>
-      <td>981610</td>
-      <td>91.8</td>
-      <td>1069796</td>
-      <td>91.2</td>
-      <td>0.6</td>
+      <td>1140237</td>
+      <td>89.4</td>
+      <td>1275379</td>
+      <td>89.0</td>
+      <td>0.4</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>1638</td>
-      <td>92.1</td>
-      <td>1778</td>
-      <td>90.9</td>
-      <td>1.2</td>
+      <td>1043</td>
+      <td>88.7</td>
+      <td>1176</td>
+      <td>88.1</td>
+      <td>0.6</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">Cancer (excluding lung/haem)</th>
       <th>no</th>
-      <td>900249</td>
-      <td>91.5</td>
-      <td>984060</td>
-      <td>91.0</td>
+      <td>1073947</td>
+      <td>89.2</td>
+      <td>1204574</td>
+      <td>88.7</td>
       <td>0.5</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>82992</td>
-      <td>94.8</td>
-      <td>87507</td>
-      <td>94.4</td>
+      <td>67333</td>
+      <td>93.6</td>
+      <td>71974</td>
+      <td>93.2</td>
       <td>0.4</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">Cancer (haematological)</th>
       <th>no</th>
-      <td>979825</td>
-      <td>91.8</td>
-      <td>1067920</td>
-      <td>91.2</td>
-      <td>0.6</td>
+      <td>1138193</td>
+      <td>89.4</td>
+      <td>1273223</td>
+      <td>89.0</td>
+      <td>0.4</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>3416</td>
-      <td>93.5</td>
-      <td>3654</td>
-      <td>92.9</td>
-      <td>0.6</td>
+      <td>3087</td>
+      <td>92.8</td>
+      <td>3325</td>
+      <td>92.8</td>
+      <td>0.0</td>
     </tr>
   </tbody>
 </table>
@@ -42338,18 +47795,6 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
 <div class="output_area">
 
 
-<div class="output_markdown rendered_html output_subarea ">
-<ul>
-<li>Population excludes those known to live in an elderly care home, based upon clinical coding.</li>
-</ul>
-
-</div>
-
-</div>
-
-<div class="output_area">
-
-
 <div class="output_markdown rendered_html output_subarea ">
 <ul>
 <li>Population excludes those who are currently shielding.</li>
@@ -42375,7 +47820,7 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
 
 
 <div class="output_markdown rendered_html output_subarea ">
-<h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-vaccination-figures-among-LD-(aged-16-64)-population">Cumulative vaccination figures among LD (aged 16-64) population<a class="anchor-link" href="#Cumulative-vaccination-figures-among-LD-(aged-16-64)-population">&#182;</a></h2><p>Please refer to footnotes below table for information.</p>
+<h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-vaccination-figures-among-55-59-population">Cumulative vaccination figures among 55-59 population<a class="anchor-link" href="#Cumulative-vaccination-figures-among-55-59-population">&#182;</a></h2><p>Please refer to footnotes below table for information.</p>
 
 </div>
 
@@ -42404,8 +47849,8 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
     <tr style="text-align: right;">
       <th></th>
       <th></th>
-      <th>Vaccinated at 01 Apr (n)</th>
-      <th>Vaccinated at 01 Apr (%)</th>
+      <th>Vaccinated at 07 Apr (n)</th>
+      <th>Vaccinated at 07 Apr (%)</th>
       <th>Total eligible</th>
       <th>Previous week's vaccination coverage (%)</th>
       <th>Vaccinated over last 7d (%)</th>
@@ -42424,672 +47869,365 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
     <tr>
       <th>overall</th>
       <th>overall</th>
-      <td>63524</td>
-      <td>78.4</td>
-      <td>81004</td>
-      <td>75.3</td>
-      <td>3.1</td>
-    </tr>
-    <tr>
-      <th rowspan="2" valign="top">Sex</th>
-      <th>F</th>
-      <td>24822</td>
-      <td>81.1</td>
-      <td>30597</td>
-      <td>78.3</td>
-      <td>2.8</td>
-    </tr>
-    <tr>
-      <th>M</th>
-      <td>38696</td>
-      <td>76.8</td>
-      <td>50400</td>
-      <td>73.4</td>
-      <td>3.4</td>
-    </tr>
-    <tr>
-      <th rowspan="8" valign="top">Age band</th>
-      <th>16-29</th>
-      <td>23660</td>
-      <td>71.1</td>
-      <td>33285</td>
-      <td>67.4</td>
-      <td>3.7</td>
-    </tr>
-    <tr>
-      <th>30-34</th>
-      <td>8148</td>
-      <td>77.3</td>
-      <td>10535</td>
-      <td>74.1</td>
-      <td>3.2</td>
-    </tr>
-    <tr>
-      <th>35-39</th>
-      <td>6174</td>
-      <td>81.1</td>
-      <td>7609</td>
-      <td>78.2</td>
-      <td>2.9</td>
-    </tr>
-    <tr>
-      <th>40-44</th>
-      <td>5033</td>
-      <td>84.3</td>
-      <td>5971</td>
-      <td>81.0</td>
-      <td>3.3</td>
-    </tr>
-    <tr>
-      <th>45-49</th>
-      <td>5159</td>
+      <td>1304372</td>
+      <td>86.5</td>
+      <td>1508269</td>
       <td>85.0</td>
-      <td>6069</td>
-      <td>81.9</td>
-      <td>3.1</td>
-    </tr>
-    <tr>
-      <th>50-54</th>
-      <td>5572</td>
-      <td>86.7</td>
-      <td>6426</td>
-      <td>84.2</td>
-      <td>2.5</td>
-    </tr>
-    <tr>
-      <th>55-59</th>
-      <td>5586</td>
-      <td>87.6</td>
-      <td>6377</td>
-      <td>85.5</td>
-      <td>2.1</td>
-    </tr>
-    <tr>
-      <th>60-64</th>
-      <td>4193</td>
-      <td>88.7</td>
-      <td>4725</td>
-      <td>86.8</td>
-      <td>1.9</td>
-    </tr>
-    <tr>
-      <th rowspan="6" valign="top">Ethnicity (broad categories)</th>
-      <th>Black</th>
-      <td>686</td>
-      <td>51.6</td>
-      <td>1330</td>
-      <td>48.9</td>
-      <td>2.7</td>
-    </tr>
-    <tr>
-      <th>Mixed</th>
-      <td>637</td>
-      <td>59.5</td>
-      <td>1071</td>
-      <td>55.6</td>
-      <td>3.9</td>
-    </tr>
-    <tr>
-      <th>Other</th>
-      <td>427</td>
-      <td>64.2</td>
-      <td>665</td>
-      <td>58.9</td>
-      <td>5.3</td>
-    </tr>
-    <tr>
-      <th>South Asian</th>
-      <td>2835</td>
-      <td>61.4</td>
-      <td>4620</td>
-      <td>57.6</td>
-      <td>3.8</td>
-    </tr>
-    <tr>
-      <th>Unknown</th>
-      <td>5019</td>
-      <td>75.8</td>
-      <td>6622</td>
-      <td>71.7</td>
-      <td>4.1</td>
-    </tr>
-    <tr>
-      <th>White</th>
-      <td>53914</td>
-      <td>80.8</td>
-      <td>66689</td>
-      <td>77.9</td>
-      <td>2.9</td>
-    </tr>
-  </tbody>
-</table>
-</div>
-</div>
-
-</div>
-
-<div class="output_area">
-
-
-<div class="output_markdown rendered_html output_subarea ">
-<p><strong>Footnotes:</strong></p>
-<ul>
-<li>Patient counts rounded to the nearest 7</li>
-</ul>
-
-</div>
-
-</div>
-
-<div class="output_area">
-
-
-<div class="output_markdown rendered_html output_subarea ">
-<ul>
-<li>Population excludes those who are currently shielding.</li>
-</ul>
-
-</div>
-
-</div>
-
-<div class="output_area">
-
-
-<div class="output_markdown rendered_html output_subarea ">
-<h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-vaccination-figures-among-60-64-population">Cumulative vaccination figures among 60-64 population<a class="anchor-link" href="#Cumulative-vaccination-figures-among-60-64-population">&#182;</a></h2><p>Please refer to footnotes below table for information.</p>
-
-</div>
-
-</div>
-
-<div class="output_area">
-
-
-<div class="output_html rendered_html output_subarea ">
-<div>
-<style scoped>
-    .dataframe tbody tr th:only-of-type {
-        vertical-align: middle;
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-
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-
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-</style>
-<table border="1" class="dataframe">
-  <thead>
-    <tr style="text-align: right;">
-      <th></th>
-      <th></th>
-      <th>Vaccinated at 01 Apr (n)</th>
-      <th>Vaccinated at 01 Apr (%)</th>
-      <th>Total eligible</th>
-      <th>Previous week's vaccination coverage (%)</th>
-      <th>Vaccinated over last 7d (%)</th>
-    </tr>
-    <tr>
-      <th>Category</th>
-      <th>Group</th>
-      <th></th>
-      <th></th>
-      <th></th>
-      <th></th>
-      <th></th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <th>overall</th>
-      <th>overall</th>
-      <td>1135077</td>
-      <td>88.9</td>
-      <td>1276625</td>
-      <td>87.0</td>
-      <td>1.9</td>
+      <td>1.5</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">Sex</th>
       <th>F</th>
-      <td>573104</td>
-      <td>90.3</td>
-      <td>634725</td>
+      <td>656453</td>
       <td>88.6</td>
-      <td>1.7</td>
+      <td>741006</td>
+      <td>87.3</td>
+      <td>1.3</td>
     </tr>
     <tr>
       <th>M</th>
-      <td>561967</td>
-      <td>87.5</td>
-      <td>641886</td>
-      <td>85.5</td>
-      <td>2.0</td>
+      <td>647913</td>
+      <td>84.4</td>
+      <td>767256</td>
+      <td>82.8</td>
+      <td>1.6</td>
     </tr>
     <tr>
       <th rowspan="6" valign="top">Ethnicity (broad categories)</th>
       <th>Black</th>
-      <td>12257</td>
-      <td>62.9</td>
-      <td>19495</td>
-      <td>59.7</td>
-      <td>3.2</td>
+      <td>18753</td>
+      <td>60.7</td>
+      <td>30877</td>
+      <td>59.1</td>
+      <td>1.6</td>
     </tr>
     <tr>
       <th>Mixed</th>
-      <td>5845</td>
-      <td>73.7</td>
-      <td>7931</td>
-      <td>71.2</td>
-      <td>2.5</td>
+      <td>8652</td>
+      <td>70.7</td>
+      <td>12236</td>
+      <td>69.5</td>
+      <td>1.2</td>
     </tr>
     <tr>
       <th>Other</th>
-      <td>11284</td>
-      <td>69.8</td>
-      <td>16156</td>
-      <td>67.2</td>
-      <td>2.6</td>
+      <td>14882</td>
+      <td>67.6</td>
+      <td>22022</td>
+      <td>65.8</td>
+      <td>1.8</td>
     </tr>
     <tr>
       <th>South Asian</th>
-      <td>42224</td>
-      <td>80.7</td>
-      <td>52297</td>
-      <td>78.5</td>
-      <td>2.2</td>
+      <td>46739</td>
+      <td>78.2</td>
+      <td>59759</td>
+      <td>76.7</td>
+      <td>1.5</td>
     </tr>
     <tr>
       <th>Unknown</th>
-      <td>114765</td>
-      <td>80.2</td>
-      <td>143108</td>
-      <td>77.9</td>
-      <td>2.3</td>
+      <td>132216</td>
+      <td>77.1</td>
+      <td>171458</td>
+      <td>75.4</td>
+      <td>1.7</td>
     </tr>
     <tr>
       <th>White</th>
-      <td>948703</td>
-      <td>91.4</td>
-      <td>1037617</td>
-      <td>89.7</td>
-      <td>1.7</td>
+      <td>1083124</td>
+      <td>89.4</td>
+      <td>1211903</td>
+      <td>87.9</td>
+      <td>1.5</td>
     </tr>
     <tr>
       <th rowspan="17" valign="top">ethnicity 16 groups</th>
       <th>African</th>
-      <td>4823</td>
-      <td>62.8</td>
-      <td>7679</td>
-      <td>60.1</td>
-      <td>2.7</td>
+      <td>7917</td>
+      <td>62.2</td>
+      <td>12719</td>
+      <td>60.4</td>
+      <td>1.8</td>
     </tr>
     <tr>
       <th>Bangladeshi or British Bangladeshi</th>
-      <td>1876</td>
-      <td>83.8</td>
-      <td>2240</td>
-      <td>80.9</td>
-      <td>2.9</td>
+      <td>2436</td>
+      <td>81.9</td>
+      <td>2975</td>
+      <td>80.7</td>
+      <td>1.2</td>
     </tr>
     <tr>
       <th>Caribbean</th>
-      <td>4830</td>
-      <td>61.6</td>
-      <td>7840</td>
-      <td>58.3</td>
-      <td>3.3</td>
+      <td>6384</td>
+      <td>58.2</td>
+      <td>10969</td>
+      <td>56.9</td>
+      <td>1.3</td>
     </tr>
     <tr>
       <th>Chinese</th>
-      <td>3500</td>
-      <td>73.5</td>
-      <td>4760</td>
-      <td>70.3</td>
-      <td>3.2</td>
+      <td>4438</td>
+      <td>72.4</td>
+      <td>6132</td>
+      <td>70.2</td>
+      <td>2.2</td>
     </tr>
     <tr>
       <th>Other</th>
-      <td>7777</td>
-      <td>68.2</td>
-      <td>11396</td>
-      <td>65.8</td>
-      <td>2.4</td>
+      <td>10437</td>
+      <td>65.7</td>
+      <td>15890</td>
+      <td>64.1</td>
+      <td>1.6</td>
     </tr>
     <tr>
       <th>Other Asian</th>
-      <td>8743</td>
-      <td>78.9</td>
-      <td>11088</td>
-      <td>76.8</td>
-      <td>2.1</td>
+      <td>11445</td>
+      <td>77.0</td>
+      <td>14854</td>
+      <td>75.4</td>
+      <td>1.6</td>
     </tr>
     <tr>
       <th>British or Mixed British</th>
-      <td>893914</td>
-      <td>93.0</td>
-      <td>960799</td>
+      <td>1015994</td>
       <td>91.3</td>
-      <td>1.7</td>
+      <td>1113350</td>
+      <td>89.8</td>
+      <td>1.5</td>
     </tr>
     <tr>
       <th>Indian or British Indian</th>
-      <td>22344</td>
-      <td>85.2</td>
-      <td>26229</td>
-      <td>83.3</td>
-      <td>1.9</td>
+      <td>23450</td>
+      <td>83.0</td>
+      <td>28252</td>
+      <td>81.9</td>
+      <td>1.1</td>
     </tr>
     <tr>
       <th>Irish</th>
-      <td>5586</td>
-      <td>85.5</td>
-      <td>6531</td>
-      <td>83.8</td>
-      <td>1.7</td>
+      <td>6349</td>
+      <td>83.0</td>
+      <td>7651</td>
+      <td>81.9</td>
+      <td>1.1</td>
     </tr>
     <tr>
       <th>Other Black</th>
-      <td>2611</td>
-      <td>65.6</td>
-      <td>3983</td>
-      <td>61.9</td>
-      <td>3.7</td>
+      <td>4459</td>
+      <td>62.0</td>
+      <td>7196</td>
+      <td>60.2</td>
+      <td>1.8</td>
     </tr>
     <tr>
       <th>Other White</th>
-      <td>49210</td>
-      <td>70.0</td>
-      <td>70294</td>
-      <td>67.7</td>
-      <td>2.3</td>
+      <td>60802</td>
+      <td>66.9</td>
+      <td>90923</td>
+      <td>65.7</td>
+      <td>1.2</td>
     </tr>
     <tr>
       <th>Other mixed</th>
-      <td>2219</td>
-      <td>73.4</td>
-      <td>3024</td>
-      <td>71.3</td>
-      <td>2.1</td>
+      <td>3052</td>
+      <td>70.4</td>
+      <td>4333</td>
+      <td>69.3</td>
+      <td>1.1</td>
     </tr>
     <tr>
       <th>Pakistani or British Pakistani</th>
-      <td>9254</td>
-      <td>72.6</td>
-      <td>12747</td>
-      <td>69.6</td>
-      <td>3.0</td>
+      <td>9408</td>
+      <td>68.8</td>
+      <td>13678</td>
+      <td>66.6</td>
+      <td>2.2</td>
     </tr>
     <tr>
       <th>Unknown</th>
-      <td>114758</td>
-      <td>80.2</td>
-      <td>143108</td>
-      <td>77.9</td>
-      <td>2.3</td>
+      <td>132195</td>
+      <td>77.1</td>
+      <td>171430</td>
+      <td>75.4</td>
+      <td>1.7</td>
     </tr>
     <tr>
       <th>White + Asian</th>
-      <td>1218</td>
-      <td>83.3</td>
-      <td>1463</td>
-      <td>81.3</td>
-      <td>2.0</td>
+      <td>1778</td>
+      <td>78.6</td>
+      <td>2261</td>
+      <td>77.7</td>
+      <td>0.9</td>
     </tr>
     <tr>
       <th>White + Black African</th>
-      <td>1043</td>
-      <td>70.3</td>
-      <td>1484</td>
-      <td>66.5</td>
-      <td>3.8</td>
+      <td>1575</td>
+      <td>67.8</td>
+      <td>2324</td>
+      <td>66.0</td>
+      <td>1.8</td>
     </tr>
     <tr>
       <th>White + Black Caribbean</th>
-      <td>1372</td>
-      <td>70.0</td>
-      <td>1960</td>
-      <td>67.5</td>
-      <td>2.5</td>
+      <td>2247</td>
+      <td>67.7</td>
+      <td>3318</td>
+      <td>66.5</td>
+      <td>1.2</td>
     </tr>
     <tr>
       <th rowspan="6" valign="top">Index of Multiple Deprivation (quintiles)</th>
       <th>1 Most deprived</th>
-      <td>163135</td>
-      <td>82.3</td>
-      <td>198324</td>
-      <td>79.5</td>
-      <td>2.8</td>
+      <td>193403</td>
+      <td>78.8</td>
+      <td>245343</td>
+      <td>76.9</td>
+      <td>1.9</td>
     </tr>
     <tr>
       <th>2</th>
-      <td>200172</td>
-      <td>86.5</td>
-      <td>231364</td>
-      <td>84.3</td>
-      <td>2.2</td>
+      <td>230419</td>
+      <td>83.6</td>
+      <td>275730</td>
+      <td>81.9</td>
+      <td>1.7</td>
     </tr>
     <tr>
       <th>3</th>
-      <td>248444</td>
-      <td>89.6</td>
-      <td>277165</td>
-      <td>87.8</td>
-      <td>1.8</td>
+      <td>281967</td>
+      <td>87.3</td>
+      <td>323015</td>
+      <td>85.9</td>
+      <td>1.4</td>
     </tr>
     <tr>
       <th>4</th>
-      <td>253897</td>
-      <td>91.1</td>
-      <td>278663</td>
-      <td>89.6</td>
-      <td>1.5</td>
+      <td>289191</td>
+      <td>89.2</td>
+      <td>324184</td>
+      <td>87.9</td>
+      <td>1.3</td>
     </tr>
     <tr>
       <th>5 Least deprived</th>
-      <td>246610</td>
-      <td>93.0</td>
-      <td>265230</td>
-      <td>91.6</td>
-      <td>1.4</td>
+      <td>283353</td>
+      <td>91.4</td>
+      <td>310065</td>
+      <td>90.1</td>
+      <td>1.3</td>
     </tr>
     <tr>
       <th>Unknown</th>
-      <td>22806</td>
-      <td>88.1</td>
-      <td>25872</td>
-      <td>86.2</td>
-      <td>1.9</td>
+      <td>26026</td>
+      <td>87.0</td>
+      <td>29918</td>
+      <td>85.4</td>
+      <td>1.6</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">BMI</th>
       <th>30+</th>
-      <td>286762</td>
-      <td>92.6</td>
-      <td>309813</td>
+      <td>317114</td>
       <td>91.0</td>
-      <td>1.6</td>
+      <td>348502</td>
+      <td>89.8</td>
+      <td>1.2</td>
     </tr>
     <tr>
       <th>under 30</th>
-      <td>848309</td>
-      <td>87.7</td>
-      <td>966798</td>
-      <td>85.8</td>
-      <td>1.9</td>
+      <td>987252</td>
+      <td>85.1</td>
+      <td>1159753</td>
+      <td>83.6</td>
+      <td>1.5</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">Chronic cardiac disease</th>
       <th>no</th>
-      <td>1049461</td>
-      <td>88.7</td>
-      <td>1183371</td>
-      <td>86.7</td>
-      <td>2.0</td>
+      <td>1239777</td>
+      <td>86.3</td>
+      <td>1436358</td>
+      <td>84.8</td>
+      <td>1.5</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>85603</td>
-      <td>91.8</td>
-      <td>93240</td>
-      <td>90.7</td>
-      <td>1.1</td>
+      <td>64589</td>
+      <td>89.8</td>
+      <td>71904</td>
+      <td>89.1</td>
+      <td>0.7</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">Current COPD</th>
       <th>no</th>
-      <td>1103648</td>
-      <td>88.9</td>
-      <td>1242136</td>
-      <td>86.9</td>
-      <td>2.0</td>
+      <td>1279929</td>
+      <td>86.4</td>
+      <td>1480619</td>
+      <td>84.9</td>
+      <td>1.5</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>31423</td>
-      <td>91.1</td>
-      <td>34475</td>
-      <td>90.0</td>
-      <td>1.1</td>
+      <td>24437</td>
+      <td>88.4</td>
+      <td>27636</td>
+      <td>87.8</td>
+      <td>0.6</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">DMARDs</th>
       <th>no</th>
-      <td>1115702</td>
-      <td>88.8</td>
-      <td>1255905</td>
-      <td>86.9</td>
-      <td>1.9</td>
-    </tr>
-    <tr>
-      <th>yes</th>
-      <td>19369</td>
-      <td>93.5</td>
-      <td>20706</td>
-      <td>92.5</td>
-      <td>1.0</td>
-    </tr>
-    <tr>
-      <th rowspan="2" valign="top">Dementia</th>
-      <th>no</th>
-      <td>1131760</td>
-      <td>88.9</td>
-      <td>1272950</td>
-      <td>87.0</td>
-      <td>1.9</td>
-    </tr>
-    <tr>
-      <th>yes</th>
-      <td>3311</td>
-      <td>90.4</td>
-      <td>3661</td>
-      <td>88.9</td>
+      <td>1284997</td>
+      <td>86.4</td>
+      <td>1487220</td>
+      <td>84.9</td>
       <td>1.5</td>
     </tr>
-    <tr>
-      <th rowspan="2" valign="top">Psychosis, schizophrenia, or bipolar</th>
-      <th>no</th>
-      <td>1123031</td>
-      <td>89.0</td>
-      <td>1261911</td>
-      <td>87.1</td>
-      <td>1.9</td>
-    </tr>
     <tr>
       <th>yes</th>
-      <td>12040</td>
-      <td>81.9</td>
-      <td>14707</td>
-      <td>79.8</td>
-      <td>2.1</td>
+      <td>19362</td>
+      <td>92.0</td>
+      <td>21042</td>
+      <td>91.2</td>
+      <td>0.8</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">SSRI (last 12 months)</th>
+      <th rowspan="2" valign="top">Psychosis, schizophrenia, or bipolar</th>
       <th>no</th>
-      <td>1016148</td>
-      <td>88.5</td>
-      <td>1148385</td>
+      <td>1289771</td>
       <td>86.6</td>
-      <td>1.9</td>
-    </tr>
-    <tr>
-      <th>yes</th>
-      <td>118923</td>
-      <td>92.7</td>
-      <td>128233</td>
-      <td>90.8</td>
-      <td>1.9</td>
-    </tr>
-    <tr>
-      <th rowspan="2" valign="top">Chemo or radiotherapy</th>
-      <th>no</th>
-      <td>1118208</td>
-      <td>88.8</td>
-      <td>1258635</td>
-      <td>87.0</td>
-      <td>1.8</td>
-    </tr>
-    <tr>
-      <th>yes</th>
-      <td>16856</td>
-      <td>93.7</td>
-      <td>17983</td>
-      <td>92.4</td>
-      <td>1.3</td>
-    </tr>
-    <tr>
-      <th rowspan="2" valign="top">Cancer (lung)</th>
-      <th>no</th>
-      <td>1134035</td>
-      <td>88.9</td>
-      <td>1275442</td>
-      <td>87.0</td>
-      <td>1.9</td>
-    </tr>
-    <tr>
-      <th>yes</th>
-      <td>1036</td>
-      <td>88.1</td>
-      <td>1176</td>
-      <td>86.9</td>
-      <td>1.2</td>
-    </tr>
-    <tr>
-      <th rowspan="2" valign="top">Cancer (excluding lung/haem)</th>
-      <th>no</th>
-      <td>1068074</td>
-      <td>88.7</td>
-      <td>1204735</td>
-      <td>86.7</td>
-      <td>2.0</td>
+      <td>1489509</td>
+      <td>85.1</td>
+      <td>1.5</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>66997</td>
-      <td>93.2</td>
-      <td>71883</td>
-      <td>91.8</td>
-      <td>1.4</td>
+      <td>14595</td>
+      <td>77.8</td>
+      <td>18753</td>
+      <td>76.8</td>
+      <td>1.0</td>
     </tr>
     <tr>
-      <th rowspan="2" valign="top">Cancer (haematological)</th>
+      <th rowspan="2" valign="top">SSRI (last 12 months)</th>
       <th>no</th>
-      <td>1131991</td>
-      <td>88.9</td>
-      <td>1273293</td>
-      <td>87.0</td>
-      <td>1.9</td>
+      <td>1152711</td>
+      <td>85.9</td>
+      <td>1341998</td>
+      <td>84.4</td>
+      <td>1.5</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>3080</td>
-      <td>92.6</td>
-      <td>3325</td>
-      <td>91.8</td>
-      <td>0.8</td>
+      <td>151655</td>
+      <td>91.2</td>
+      <td>166264</td>
+      <td>90.0</td>
+      <td>1.2</td>
     </tr>
   </tbody>
 </table>
@@ -43139,7 +48277,7 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
 
 
 <div class="output_markdown rendered_html output_subarea ">
-<h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-vaccination-figures-among-55-59-population">Cumulative vaccination figures among 55-59 population<a class="anchor-link" href="#Cumulative-vaccination-figures-among-55-59-population">&#182;</a></h2><p>Please refer to footnotes below table for information.</p>
+<h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-vaccination-figures-among-50-54-population">Cumulative vaccination figures among 50-54 population<a class="anchor-link" href="#Cumulative-vaccination-figures-among-50-54-population">&#182;</a></h2><p>Please refer to footnotes below table for information.</p>
 
 </div>
 
@@ -43168,8 +48306,8 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
     <tr style="text-align: right;">
       <th></th>
       <th></th>
-      <th>Vaccinated at 01 Apr (n)</th>
-      <th>Vaccinated at 01 Apr (%)</th>
+      <th>Vaccinated at 07 Apr (n)</th>
+      <th>Vaccinated at 07 Apr (%)</th>
       <th>Total eligible</th>
       <th>Previous week's vaccination coverage (%)</th>
       <th>Vaccinated over last 7d (%)</th>
@@ -43188,365 +48326,365 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
     <tr>
       <th>overall</th>
       <th>overall</th>
-      <td>1280135</td>
-      <td>84.9</td>
-      <td>1508087</td>
-      <td>79.2</td>
-      <td>5.7</td>
+      <td>1287418</td>
+      <td>82.6</td>
+      <td>1558144</td>
+      <td>81.0</td>
+      <td>1.6</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">Sex</th>
       <th>F</th>
-      <td>646142</td>
-      <td>87.2</td>
-      <td>740901</td>
-      <td>82.2</td>
-      <td>5.0</td>
+      <td>652631</td>
+      <td>85.9</td>
+      <td>759808</td>
+      <td>84.5</td>
+      <td>1.4</td>
     </tr>
     <tr>
       <th>M</th>
-      <td>633990</td>
-      <td>82.6</td>
-      <td>767172</td>
-      <td>76.3</td>
-      <td>6.3</td>
+      <td>634781</td>
+      <td>79.5</td>
+      <td>798322</td>
+      <td>77.7</td>
+      <td>1.8</td>
     </tr>
     <tr>
       <th rowspan="6" valign="top">Ethnicity (broad categories)</th>
       <th>Black</th>
-      <td>18207</td>
-      <td>59.0</td>
-      <td>30877</td>
-      <td>53.6</td>
-      <td>5.4</td>
+      <td>21329</td>
+      <td>57.0</td>
+      <td>37436</td>
+      <td>54.9</td>
+      <td>2.1</td>
     </tr>
     <tr>
       <th>Mixed</th>
-      <td>8456</td>
-      <td>69.3</td>
-      <td>12208</td>
-      <td>63.8</td>
-      <td>5.5</td>
+      <td>10164</td>
+      <td>66.8</td>
+      <td>15218</td>
+      <td>65.2</td>
+      <td>1.6</td>
     </tr>
     <tr>
       <th>Other</th>
-      <td>14448</td>
-      <td>65.8</td>
-      <td>21959</td>
-      <td>60.2</td>
-      <td>5.6</td>
+      <td>17920</td>
+      <td>63.3</td>
+      <td>28294</td>
+      <td>61.5</td>
+      <td>1.8</td>
     </tr>
     <tr>
       <th>South Asian</th>
-      <td>45752</td>
-      <td>76.6</td>
-      <td>59710</td>
-      <td>72.0</td>
-      <td>4.6</td>
+      <td>62286</td>
+      <td>73.1</td>
+      <td>85176</td>
+      <td>71.0</td>
+      <td>2.1</td>
     </tr>
     <tr>
       <th>Unknown</th>
-      <td>130613</td>
-      <td>75.4</td>
-      <td>173194</td>
-      <td>68.4</td>
-      <td>7.0</td>
+      <td>140679</td>
+      <td>74.1</td>
+      <td>189952</td>
+      <td>72.3</td>
+      <td>1.8</td>
     </tr>
     <tr>
       <th>White</th>
-      <td>1062656</td>
-      <td>87.8</td>
-      <td>1210132</td>
-      <td>82.2</td>
-      <td>5.6</td>
+      <td>1035027</td>
+      <td>86.1</td>
+      <td>1202054</td>
+      <td>84.6</td>
+      <td>1.5</td>
     </tr>
     <tr>
       <th rowspan="17" valign="top">ethnicity 16 groups</th>
       <th>African</th>
-      <td>7651</td>
-      <td>60.2</td>
-      <td>12719</td>
-      <td>55.0</td>
-      <td>5.2</td>
+      <td>11557</td>
+      <td>58.5</td>
+      <td>19754</td>
+      <td>56.2</td>
+      <td>2.3</td>
     </tr>
     <tr>
       <th>Bangladeshi or British Bangladeshi</th>
-      <td>2394</td>
-      <td>80.5</td>
-      <td>2975</td>
-      <td>76.2</td>
-      <td>4.3</td>
+      <td>3878</td>
+      <td>79.1</td>
+      <td>4900</td>
+      <td>77.1</td>
+      <td>2.0</td>
     </tr>
     <tr>
       <th>Caribbean</th>
-      <td>6216</td>
-      <td>56.8</td>
-      <td>10948</td>
-      <td>51.5</td>
-      <td>5.3</td>
+      <td>4921</td>
+      <td>52.4</td>
+      <td>9387</td>
+      <td>50.9</td>
+      <td>1.5</td>
     </tr>
     <tr>
       <th>Chinese</th>
-      <td>4298</td>
-      <td>70.3</td>
-      <td>6118</td>
-      <td>62.5</td>
-      <td>7.8</td>
+      <td>4746</td>
+      <td>70.0</td>
+      <td>6783</td>
+      <td>67.6</td>
+      <td>2.4</td>
     </tr>
     <tr>
       <th>Other</th>
-      <td>10150</td>
-      <td>64.1</td>
-      <td>15834</td>
-      <td>59.3</td>
-      <td>4.8</td>
+      <td>13181</td>
+      <td>61.3</td>
+      <td>21504</td>
+      <td>59.7</td>
+      <td>1.6</td>
     </tr>
     <tr>
       <th>Other Asian</th>
-      <td>11172</td>
-      <td>75.6</td>
-      <td>14784</td>
-      <td>70.5</td>
-      <td>5.1</td>
+      <td>15190</td>
+      <td>73.2</td>
+      <td>20748</td>
+      <td>71.4</td>
+      <td>1.8</td>
     </tr>
     <tr>
       <th>British or Mixed British</th>
-      <td>996814</td>
-      <td>89.7</td>
-      <td>1111635</td>
-      <td>84.0</td>
-      <td>5.7</td>
+      <td>958482</td>
+      <td>88.7</td>
+      <td>1080275</td>
+      <td>87.2</td>
+      <td>1.5</td>
     </tr>
     <tr>
       <th>Indian or British Indian</th>
-      <td>23100</td>
-      <td>81.6</td>
-      <td>28294</td>
-      <td>77.5</td>
-      <td>4.1</td>
+      <td>27692</td>
+      <td>78.4</td>
+      <td>35336</td>
+      <td>76.6</td>
+      <td>1.8</td>
     </tr>
     <tr>
       <th>Irish</th>
-      <td>6258</td>
-      <td>81.8</td>
-      <td>7651</td>
-      <td>77.5</td>
-      <td>4.3</td>
+      <td>6160</td>
+      <td>79.6</td>
+      <td>7742</td>
+      <td>78.4</td>
+      <td>1.2</td>
     </tr>
     <tr>
       <th>Other Black</th>
-      <td>4326</td>
-      <td>60.1</td>
-      <td>7203</td>
-      <td>54.4</td>
-      <td>5.7</td>
+      <td>4844</td>
+      <td>58.4</td>
+      <td>8295</td>
+      <td>56.4</td>
+      <td>2.0</td>
     </tr>
     <tr>
       <th>Other White</th>
-      <td>59591</td>
-      <td>65.6</td>
-      <td>90853</td>
+      <td>70378</td>
+      <td>61.7</td>
+      <td>114044</td>
       <td>60.4</td>
-      <td>5.2</td>
+      <td>1.3</td>
     </tr>
     <tr>
       <th>Other mixed</th>
-      <td>2996</td>
-      <td>69.3</td>
-      <td>4326</td>
-      <td>63.9</td>
-      <td>5.4</td>
+      <td>3633</td>
+      <td>65.6</td>
+      <td>5537</td>
+      <td>64.1</td>
+      <td>1.5</td>
     </tr>
     <tr>
       <th>Pakistani or British Pakistani</th>
-      <td>9100</td>
-      <td>66.6</td>
-      <td>13664</td>
-      <td>61.5</td>
-      <td>5.1</td>
+      <td>15526</td>
+      <td>64.2</td>
+      <td>24185</td>
+      <td>61.1</td>
+      <td>3.1</td>
     </tr>
     <tr>
       <th>Unknown</th>
-      <td>130599</td>
-      <td>75.4</td>
-      <td>173180</td>
-      <td>68.4</td>
-      <td>7.0</td>
+      <td>140679</td>
+      <td>74.1</td>
+      <td>189959</td>
+      <td>72.2</td>
+      <td>1.9</td>
     </tr>
     <tr>
       <th>White + Asian</th>
-      <td>1743</td>
-      <td>77.3</td>
-      <td>2254</td>
-      <td>72.0</td>
-      <td>5.3</td>
+      <td>2261</td>
+      <td>76.7</td>
+      <td>2947</td>
+      <td>75.1</td>
+      <td>1.6</td>
     </tr>
     <tr>
       <th>White + Black African</th>
-      <td>1519</td>
-      <td>65.4</td>
-      <td>2324</td>
-      <td>59.3</td>
-      <td>6.1</td>
+      <td>2065</td>
+      <td>62.5</td>
+      <td>3304</td>
+      <td>60.8</td>
+      <td>1.7</td>
     </tr>
     <tr>
       <th>White + Black Caribbean</th>
-      <td>2198</td>
-      <td>66.4</td>
-      <td>3311</td>
-      <td>61.1</td>
-      <td>5.3</td>
+      <td>2212</td>
+      <td>64.2</td>
+      <td>3444</td>
+      <td>62.8</td>
+      <td>1.4</td>
     </tr>
     <tr>
       <th rowspan="6" valign="top">Index of Multiple Deprivation (quintiles)</th>
       <th>1 Most deprived</th>
-      <td>188433</td>
-      <td>76.8</td>
-      <td>245350</td>
-      <td>70.8</td>
-      <td>6.0</td>
+      <td>198821</td>
+      <td>73.0</td>
+      <td>272230</td>
+      <td>71.0</td>
+      <td>2.0</td>
     </tr>
     <tr>
       <th>2</th>
-      <td>225589</td>
-      <td>81.8</td>
-      <td>275667</td>
-      <td>76.0</td>
-      <td>5.8</td>
+      <td>230755</td>
+      <td>79.1</td>
+      <td>291816</td>
+      <td>77.3</td>
+      <td>1.8</td>
     </tr>
     <tr>
       <th>3</th>
-      <td>277193</td>
-      <td>85.8</td>
-      <td>322945</td>
-      <td>80.2</td>
-      <td>5.6</td>
+      <td>273371</td>
+      <td>83.7</td>
+      <td>326585</td>
+      <td>82.3</td>
+      <td>1.4</td>
     </tr>
     <tr>
       <th>4</th>
-      <td>284410</td>
-      <td>87.7</td>
-      <td>324128</td>
-      <td>82.1</td>
-      <td>5.6</td>
+      <td>280322</td>
+      <td>86.4</td>
+      <td>324597</td>
+      <td>85.0</td>
+      <td>1.4</td>
     </tr>
     <tr>
       <th>5 Least deprived</th>
-      <td>279027</td>
-      <td>90.0</td>
-      <td>310079</td>
-      <td>84.4</td>
-      <td>5.6</td>
+      <td>278215</td>
+      <td>89.2</td>
+      <td>311731</td>
+      <td>87.8</td>
+      <td>1.4</td>
     </tr>
     <tr>
       <th>Unknown</th>
-      <td>25480</td>
-      <td>85.2</td>
-      <td>29897</td>
-      <td>79.7</td>
-      <td>5.5</td>
+      <td>25921</td>
+      <td>83.1</td>
+      <td>31178</td>
+      <td>81.5</td>
+      <td>1.6</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">BMI</th>
       <th>30+</th>
-      <td>312613</td>
-      <td>89.7</td>
-      <td>348656</td>
-      <td>85.1</td>
-      <td>4.6</td>
+      <td>298690</td>
+      <td>88.4</td>
+      <td>337855</td>
+      <td>87.1</td>
+      <td>1.3</td>
     </tr>
     <tr>
       <th>under 30</th>
-      <td>967519</td>
-      <td>83.4</td>
-      <td>1159424</td>
-      <td>77.4</td>
-      <td>6.0</td>
+      <td>988722</td>
+      <td>81.0</td>
+      <td>1220282</td>
+      <td>79.4</td>
+      <td>1.6</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">Chronic cardiac disease</th>
       <th>no</th>
-      <td>1216138</td>
-      <td>84.7</td>
-      <td>1436246</td>
-      <td>78.8</td>
-      <td>5.9</td>
+      <td>1246581</td>
+      <td>82.5</td>
+      <td>1510985</td>
+      <td>80.9</td>
+      <td>1.6</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>63987</td>
-      <td>89.1</td>
-      <td>71834</td>
+      <td>40831</td>
       <td>86.6</td>
-      <td>2.5</td>
+      <td>47145</td>
+      <td>85.7</td>
+      <td>0.9</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">Current COPD</th>
       <th>no</th>
-      <td>1255919</td>
-      <td>84.8</td>
-      <td>1480472</td>
-      <td>79.0</td>
-      <td>5.8</td>
+      <td>1271557</td>
+      <td>82.6</td>
+      <td>1539482</td>
+      <td>81.0</td>
+      <td>1.6</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>24213</td>
-      <td>87.7</td>
-      <td>27601</td>
-      <td>85.2</td>
-      <td>2.5</td>
+      <td>15855</td>
+      <td>85.0</td>
+      <td>18655</td>
+      <td>84.1</td>
+      <td>0.9</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">DMARDs</th>
       <th>no</th>
-      <td>1260980</td>
-      <td>84.8</td>
-      <td>1487052</td>
-      <td>79.0</td>
-      <td>5.8</td>
+      <td>1270717</td>
+      <td>82.5</td>
+      <td>1539636</td>
+      <td>80.9</td>
+      <td>1.6</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>19152</td>
-      <td>91.1</td>
-      <td>21028</td>
-      <td>87.8</td>
-      <td>3.3</td>
+      <td>16695</td>
+      <td>90.3</td>
+      <td>18494</td>
+      <td>89.4</td>
+      <td>0.9</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">Psychosis, schizophrenia, or bipolar</th>
       <th>no</th>
-      <td>1265747</td>
-      <td>85.0</td>
-      <td>1489327</td>
-      <td>79.2</td>
-      <td>5.8</td>
+      <td>1272761</td>
+      <td>82.7</td>
+      <td>1538425</td>
+      <td>81.1</td>
+      <td>1.6</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>14385</td>
-      <td>76.7</td>
-      <td>18746</td>
-      <td>73.5</td>
-      <td>3.2</td>
+      <td>14651</td>
+      <td>74.3</td>
+      <td>19712</td>
+      <td>73.2</td>
+      <td>1.1</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">SSRI (last 12 months)</th>
       <th>no</th>
-      <td>1130759</td>
-      <td>84.3</td>
-      <td>1341830</td>
-      <td>78.4</td>
-      <td>5.9</td>
+      <td>1122695</td>
+      <td>81.7</td>
+      <td>1373365</td>
+      <td>80.1</td>
+      <td>1.6</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>149373</td>
-      <td>89.9</td>
-      <td>166243</td>
-      <td>84.9</td>
-      <td>5.0</td>
+      <td>164710</td>
+      <td>89.1</td>
+      <td>184765</td>
+      <td>87.7</td>
+      <td>1.4</td>
     </tr>
   </tbody>
 </table>
@@ -43596,7 +48734,7 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
 
 
 <div class="output_markdown rendered_html output_subarea ">
-<h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-vaccination-figures-among-under-55s,-not-in-other-eligible-groups-shown-population">Cumulative vaccination figures among under 55s, not in other eligible groups shown population<a class="anchor-link" href="#Cumulative-vaccination-figures-among-under-55s,-not-in-other-eligible-groups-shown-population">&#182;</a></h2><p>Please refer to footnotes below table for information.</p>
+<h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-vaccination-figures-among-16-49,-not-in-other-eligible-groups-shown-population">Cumulative vaccination figures among 16-49, not in other eligible groups shown population<a class="anchor-link" href="#Cumulative-vaccination-figures-among-16-49,-not-in-other-eligible-groups-shown-population">&#182;</a></h2><p>Please refer to footnotes below table for information.</p>
 
 </div>
 
@@ -43625,7 +48763,7 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
     <tr style="text-align: right;">
       <th></th>
       <th></th>
-      <th>Vaccinated at 01 Apr (n)</th>
+      <th>Vaccinated at 07 Apr (n)</th>
       <th>Previous week's vaccination figure (n)</th>
       <th>Vaccinated over last 7d (n)</th>
       <th>Increase in coverage over last 7d (%)</th>
@@ -43643,335 +48781,328 @@ <h2 id="-"> <a class="anchor-link" href="#-">&#182;</a></h2><h2 id="Cumulative-v
     <tr>
       <th>overall</th>
       <th>overall</th>
-      <td>3534037</td>
-      <td>3053245.0</td>
-      <td>480792.0</td>
-      <td>15.7</td>
+      <td>2394367</td>
+      <td>2283336.0</td>
+      <td>111031.0</td>
+      <td>4.9</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">Sex</th>
       <th>F</th>
-      <td>2041235</td>
-      <td>1807673.0</td>
-      <td>233562.0</td>
-      <td>12.9</td>
+      <td>1461145</td>
+      <td>1405159.0</td>
+      <td>55986.0</td>
+      <td>4.0</td>
     </tr>
     <tr>
       <th>M</th>
-      <td>1492722</td>
-      <td>1245503.0</td>
-      <td>247219.0</td>
-      <td>19.8</td>
+      <td>933142</td>
+      <td>878101.0</td>
+      <td>55041.0</td>
+      <td>6.3</td>
     </tr>
     <tr>
-      <th rowspan="4" valign="top">Age band</th>
+      <th rowspan="3" valign="top">Age band</th>
       <th>16-29</th>
-      <td>547708</td>
-      <td>490686.0</td>
-      <td>57022.0</td>
-      <td>11.6</td>
+      <td>572502</td>
+      <td>549612.0</td>
+      <td>22890.0</td>
+      <td>4.2</td>
     </tr>
     <tr>
       <th>30-39</th>
-      <td>682199</td>
-      <td>612948.0</td>
-      <td>69251.0</td>
-      <td>11.3</td>
+      <td>712726</td>
+      <td>684397.0</td>
+      <td>28329.0</td>
+      <td>4.1</td>
     </tr>
     <tr>
       <th>40-49</th>
-      <td>1044547</td>
-      <td>858158.0</td>
-      <td>186389.0</td>
-      <td>21.7</td>
-    </tr>
-    <tr>
-      <th>50-59</th>
-      <td>1259496</td>
-      <td>1091384.0</td>
-      <td>168112.0</td>
-      <td>15.4</td>
+      <td>1109059</td>
+      <td>1049251.0</td>
+      <td>59808.0</td>
+      <td>5.7</td>
     </tr>
     <tr>
       <th rowspan="6" valign="top">Ethnicity (broad categories)</th>
       <th>Black</th>
-      <td>68642</td>
-      <td>60193.0</td>
-      <td>8449.0</td>
-      <td>14.0</td>
+      <td>50526</td>
+      <td>48419.0</td>
+      <td>2107.0</td>
+      <td>4.4</td>
     </tr>
     <tr>
       <th>Mixed</th>
-      <td>41517</td>
-      <td>36484.0</td>
-      <td>5033.0</td>
-      <td>13.8</td>
+      <td>33145</td>
+      <td>31752.0</td>
+      <td>1393.0</td>
+      <td>4.4</td>
     </tr>
     <tr>
       <th>Other</th>
-      <td>62146</td>
-      <td>53221.0</td>
-      <td>8925.0</td>
-      <td>16.8</td>
+      <td>47565</td>
+      <td>45094.0</td>
+      <td>2471.0</td>
+      <td>5.5</td>
     </tr>
     <tr>
       <th>South Asian</th>
-      <td>252182</td>
-      <td>217350.0</td>
-      <td>34832.0</td>
-      <td>16.0</td>
+      <td>203252</td>
+      <td>193151.0</td>
+      <td>10101.0</td>
+      <td>5.2</td>
     </tr>
     <tr>
       <th>Unknown</th>
-      <td>338513</td>
-      <td>279363.0</td>
-      <td>59150.0</td>
-      <td>21.2</td>
+      <td>209853</td>
+      <td>197554.0</td>
+      <td>12299.0</td>
+      <td>6.2</td>
     </tr>
     <tr>
       <th>White</th>
-      <td>2770957</td>
-      <td>2406572.0</td>
-      <td>364385.0</td>
-      <td>15.1</td>
+      <td>1849953</td>
+      <td>1767290.0</td>
+      <td>82663.0</td>
+      <td>4.7</td>
     </tr>
     <tr>
       <th rowspan="17" valign="top">ethnicity 16 groups</th>
       <th>African</th>
-      <td>43407</td>
-      <td>38311.0</td>
-      <td>5096.0</td>
-      <td>13.3</td>
+      <td>33936</td>
+      <td>32487.0</td>
+      <td>1449.0</td>
+      <td>4.5</td>
     </tr>
     <tr>
       <th>Bangladeshi or British Bangladeshi</th>
-      <td>19180</td>
-      <td>15827.0</td>
-      <td>3353.0</td>
-      <td>21.2</td>
+      <td>16205</td>
+      <td>15498.0</td>
+      <td>707.0</td>
+      <td>4.6</td>
     </tr>
     <tr>
       <th>Caribbean</th>
-      <td>11011</td>
-      <td>9548.0</td>
-      <td>1463.0</td>
-      <td>15.3</td>
+      <td>6566</td>
+      <td>6293.0</td>
+      <td>273.0</td>
+      <td>4.3</td>
     </tr>
     <tr>
       <th>Chinese</th>
-      <td>13685</td>
-      <td>11382.0</td>
-      <td>2303.0</td>
-      <td>20.2</td>
+      <td>9674</td>
+      <td>9177.0</td>
+      <td>497.0</td>
+      <td>5.4</td>
     </tr>
     <tr>
       <th>Other</th>
-      <td>48461</td>
-      <td>41846.0</td>
-      <td>6615.0</td>
-      <td>15.8</td>
+      <td>37877</td>
+      <td>35910.0</td>
+      <td>1967.0</td>
+      <td>5.5</td>
     </tr>
     <tr>
       <th>Other Asian</th>
-      <td>57897</td>
-      <td>50939.0</td>
-      <td>6958.0</td>
-      <td>13.7</td>
+      <td>45290</td>
+      <td>43414.0</td>
+      <td>1876.0</td>
+      <td>4.3</td>
     </tr>
     <tr>
       <th>British or Mixed British</th>
-      <td>2540083</td>
-      <td>2208773.0</td>
-      <td>331310.0</td>
-      <td>15.0</td>
+      <td>1685257</td>
+      <td>1610490.0</td>
+      <td>74767.0</td>
+      <td>4.6</td>
     </tr>
     <tr>
       <th>Indian or British Indian</th>
-      <td>110726</td>
-      <td>95515.0</td>
-      <td>15211.0</td>
-      <td>15.9</td>
+      <td>88508</td>
+      <td>84329.0</td>
+      <td>4179.0</td>
+      <td>5.0</td>
     </tr>
     <tr>
       <th>Irish</th>
-      <td>15967</td>
-      <td>14014.0</td>
-      <td>1953.0</td>
-      <td>13.9</td>
+      <td>10381</td>
+      <td>9975.0</td>
+      <td>406.0</td>
+      <td>4.1</td>
     </tr>
     <tr>
       <th>Other Black</th>
-      <td>14231</td>
-      <td>12341.0</td>
-      <td>1890.0</td>
-      <td>15.3</td>
+      <td>10017</td>
+      <td>9625.0</td>
+      <td>392.0</td>
+      <td>4.1</td>
     </tr>
     <tr>
       <th>Other White</th>
-      <td>214788</td>
-      <td>183687.0</td>
-      <td>31101.0</td>
-      <td>16.9</td>
+      <td>154301</td>
+      <td>146818.0</td>
+      <td>7483.0</td>
+      <td>5.1</td>
     </tr>
     <tr>
       <th>Other mixed</th>
-      <td>14917</td>
-      <td>13034.0</td>
-      <td>1883.0</td>
-      <td>14.4</td>
+      <td>11914</td>
+      <td>11438.0</td>
+      <td>476.0</td>
+      <td>4.2</td>
     </tr>
     <tr>
       <th>Pakistani or British Pakistani</th>
-      <td>64386</td>
-      <td>55076.0</td>
-      <td>9310.0</td>
-      <td>16.9</td>
+      <td>53249</td>
+      <td>49910.0</td>
+      <td>3339.0</td>
+      <td>6.7</td>
     </tr>
     <tr>
       <th>Unknown</th>
-      <td>338632</td>
-      <td>279447.0</td>
-      <td>59185.0</td>
-      <td>21.2</td>
+      <td>209853</td>
+      <td>197547.0</td>
+      <td>12306.0</td>
+      <td>6.2</td>
     </tr>
     <tr>
       <th>White + Asian</th>
-      <td>9702</td>
-      <td>8554.0</td>
-      <td>1148.0</td>
-      <td>13.4</td>
+      <td>7889</td>
+      <td>7539.0</td>
+      <td>350.0</td>
+      <td>4.6</td>
     </tr>
     <tr>
       <th>White + Black African</th>
-      <td>8155</td>
-      <td>7224.0</td>
-      <td>931.0</td>
-      <td>12.9</td>
+      <td>6454</td>
+      <td>6188.0</td>
+      <td>266.0</td>
+      <td>4.3</td>
     </tr>
     <tr>
       <th>White + Black Caribbean</th>
-      <td>8729</td>
-      <td>7658.0</td>
-      <td>1071.0</td>
-      <td>14.0</td>
+      <td>6923</td>
+      <td>6622.0</td>
+      <td>301.0</td>
+      <td>4.5</td>
     </tr>
     <tr>
       <th rowspan="6" valign="top">Index of Multiple Deprivation (quintiles)</th>
       <th>1 Most deprived</th>
-      <td>631414</td>
-      <td>545510.0</td>
-      <td>85904.0</td>
-      <td>15.7</td>
+      <td>461692</td>
+      <td>440048.0</td>
+      <td>21644.0</td>
+      <td>4.9</td>
     </tr>
     <tr>
       <th>2</th>
-      <td>674142</td>
-      <td>582729.0</td>
-      <td>91413.0</td>
-      <td>15.7</td>
+      <td>472332</td>
+      <td>451024.0</td>
+      <td>21308.0</td>
+      <td>4.7</td>
     </tr>
     <tr>
       <th>3</th>
-      <td>736099</td>
-      <td>640241.0</td>
-      <td>95858.0</td>
-      <td>15.0</td>
+      <td>490560</td>
+      <td>469413.0</td>
+      <td>21147.0</td>
+      <td>4.5</td>
     </tr>
     <tr>
       <th>4</th>
-      <td>718529</td>
-      <td>619871.0</td>
-      <td>98658.0</td>
-      <td>15.9</td>
+      <td>467047</td>
+      <td>445319.0</td>
+      <td>21728.0</td>
+      <td>4.9</td>
     </tr>
     <tr>
       <th>5 Least deprived</th>
-      <td>680365</td>
-      <td>583149.0</td>
-      <td>97216.0</td>
-      <td>16.7</td>
+      <td>430647</td>
+      <td>408919.0</td>
+      <td>21728.0</td>
+      <td>5.3</td>
     </tr>
     <tr>
       <th>Unknown</th>
-      <td>93408</td>
-      <td>81669.0</td>
-      <td>11739.0</td>
-      <td>14.4</td>
+      <td>72009</td>
+      <td>68537.0</td>
+      <td>3472.0</td>
+      <td>5.1</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">BMI</th>
       <th>30+</th>
-      <td>824698</td>
-      <td>741104.0</td>
-      <td>83594.0</td>
-      <td>11.3</td>
+      <td>551978</td>
+      <td>532462.0</td>
+      <td>19516.0</td>
+      <td>3.7</td>
     </tr>
     <tr>
       <th>under 30</th>
-      <td>2709259</td>
-      <td>2312072.0</td>
-      <td>397187.0</td>
-      <td>17.2</td>
+      <td>1842309</td>
+      <td>1750791.0</td>
+      <td>91518.0</td>
+      <td>5.2</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">Chronic cardiac disease</th>
       <th>no</th>
-      <td>3438540</td>
-      <td>2963247.0</td>
-      <td>475293.0</td>
-      <td>16.0</td>
+      <td>2337888</td>
+      <td>2228079.0</td>
+      <td>109809.0</td>
+      <td>4.9</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>95417</td>
-      <td>89922.0</td>
-      <td>5495.0</td>
-      <td>6.1</td>
+      <td>56399</td>
+      <td>55181.0</td>
+      <td>1218.0</td>
+      <td>2.2</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">Current COPD</th>
       <th>no</th>
-      <td>3504991</td>
-      <td>3025855.0</td>
-      <td>479136.0</td>
-      <td>15.8</td>
+      <td>2380630</td>
+      <td>2269897.0</td>
+      <td>110733.0</td>
+      <td>4.9</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>28966</td>
-      <td>27321.0</td>
-      <td>1645.0</td>
-      <td>6.0</td>
+      <td>13657</td>
+      <td>13363.0</td>
+      <td>294.0</td>
+      <td>2.2</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">DMARDs</th>
       <th>no</th>
-      <td>3483669</td>
-      <td>3006381.0</td>
-      <td>477288.0</td>
-      <td>15.9</td>
+      <td>2359623</td>
+      <td>2249380.0</td>
+      <td>110243.0</td>
+      <td>4.9</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>50281</td>
-      <td>46788.0</td>
-      <td>3493.0</td>
-      <td>7.5</td>
+      <td>34664</td>
+      <td>33880.0</td>
+      <td>784.0</td>
+      <td>2.3</td>
     </tr>
     <tr>
       <th rowspan="2" valign="top">SSRI (last 12 months)</th>
       <th>no</th>
-      <td>3020395</td>
-      <td>2594998.0</td>
-      <td>425397.0</td>
-      <td>16.4</td>
+      <td>2027914</td>
+      <td>1930334.0</td>
+      <td>97580.0</td>
+      <td>5.1</td>
     </tr>
     <tr>
       <th>yes</th>
-      <td>513562</td>
-      <td>458178.0</td>
-      <td>55384.0</td>
-      <td>12.1</td>
+      <td>366373</td>
+      <td>352926.0</td>
+      <td>13447.0</td>
+      <td>3.8</td>
     </tr>
   </tbody>
 </table>
@@ -44073,43 +49204,48 @@ <h3 id="-"> <a class="anchor-link" href="#-">&#182;</a></h3><h2 id="Appendix">Ap
   <tbody>
     <tr>
       <th>80+</th>
-      <td>1125803</td>
-      <td>94.3</td>
+      <td>1124221</td>
+      <td>94.4</td>
     </tr>
     <tr>
       <th>70-79</th>
-      <td>2067072</td>
-      <td>92.9</td>
+      <td>2066323</td>
+      <td>93.0</td>
     </tr>
     <tr>
       <th>care home</th>
-      <td>83615</td>
+      <td>83727</td>
       <td>97.4</td>
     </tr>
     <tr>
       <th>shielding (aged 16-69)</th>
-      <td>824432</td>
-      <td>96.0</td>
+      <td>823949</td>
+      <td>96.1</td>
     </tr>
     <tr>
       <th>65-69</th>
-      <td>1071581</td>
-      <td>90.4</td>
+      <td>1071630</td>
+      <td>90.5</td>
     </tr>
     <tr>
       <th>LD (aged 16-64)</th>
-      <td>81004</td>
-      <td>91.8</td>
+      <td>81102</td>
+      <td>91.9</td>
     </tr>
     <tr>
       <th>60-64</th>
-      <td>1276625</td>
-      <td>88.8</td>
+      <td>1276562</td>
+      <td>88.9</td>
     </tr>
     <tr>
       <th>55-59</th>
-      <td>1508087</td>
-      <td>88.5</td>
+      <td>1508269</td>
+      <td>88.6</td>
+    </tr>
+    <tr>
+      <th>50-54</th>
+      <td>1558144</td>
+      <td>87.8</td>
     </tr>
   </tbody>
 </table>
diff --git a/released-outputs/opensafely_vaccine_report_overall.pdf b/released-outputs/opensafely_vaccine_report_overall.pdf
index 3474ea3..9837651 100644
Binary files a/released-outputs/opensafely_vaccine_report_overall.pdf and b/released-outputs/opensafely_vaccine_report_overall.pdf differ