diff --git a/.nojekyll b/.nojekyll
index 372280cc..39cc37f0 100644
--- a/.nojekyll
+++ b/.nojekyll
@@ -1 +1 @@
-0c613109
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+969b51eb
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diff --git a/previous_projects/hsma_3/h3_ai_sentiment_tweet/index.html b/previous_projects/hsma_3/h3_ai_sentiment_tweet/index.html
index 2d09ed32..16889aa6 100644
--- a/previous_projects/hsma_3/h3_ai_sentiment_tweet/index.html
+++ b/previous_projects/hsma_3/h3_ai_sentiment_tweet/index.html
@@ -159,12 +159,14 @@ <h1 class="title">What are they saying about us? An AI tool to determine the sen
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Sentiment Analysis</div>
                                 <div class="quarto-category">Natural Language Processing (NLP)</div>
                                 <div class="quarto-category">Police</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_3/h3_crime_data_safeguarding_network/index.html b/previous_projects/hsma_3/h3_crime_data_safeguarding_network/index.html
index e6d3f0dd..11be87a1 100644
--- a/previous_projects/hsma_3/h3_crime_data_safeguarding_network/index.html
+++ b/previous_projects/hsma_3/h3_crime_data_safeguarding_network/index.html
@@ -161,11 +161,13 @@ <h1 class="title">Generating a richer understanding of relationships in crime da
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Network Analysis</div>
                                 <div class="quarto-category">Police</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_3/h3_elective_backlog_hip/index.html b/previous_projects/hsma_3/h3_elective_backlog_hip/index.html
index b6ef455e..c804aad5 100644
--- a/previous_projects/hsma_3/h3_elective_backlog_hip/index.html
+++ b/previous_projects/hsma_3/h3_elective_backlog_hip/index.html
@@ -162,6 +162,7 @@ <h1 class="title">Modelling strategies to reduce the elective backlog in hip sur
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Discrete Event Simulation</div>
                                 <div class="quarto-category">Elective Surgery</div>
@@ -169,6 +170,7 @@ <h1 class="title">Modelling strategies to reduce the elective backlog in hip sur
                                 <div class="quarto-category">NHS</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_3/h3_generic_vaccination/index.html b/previous_projects/hsma_3/h3_generic_vaccination/index.html
index d0b7e846..05d4dc90 100644
--- a/previous_projects/hsma_3/h3_generic_vaccination/index.html
+++ b/previous_projects/hsma_3/h3_generic_vaccination/index.html
@@ -159,6 +159,7 @@ <h1 class="title">Developing a generic vaccination service model for the COVID-1
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Discrete Event Simulation</div>
                                 <div class="quarto-category">Vaccination</div>
@@ -166,6 +167,7 @@ <h1 class="title">Developing a generic vaccination service model for the COVID-1
                                 <div class="quarto-category">NHS</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_3/h3_ml_nlp/index.html b/previous_projects/hsma_3/h3_ml_nlp/index.html
index 25c723ac..0caf3419 100644
--- a/previous_projects/hsma_3/h3_ml_nlp/index.html
+++ b/previous_projects/hsma_3/h3_ml_nlp/index.html
@@ -161,6 +161,7 @@ <h1 class="title">Exploring the use of Machine Learning and Natural Language Pro
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Natural Language Processing (NLP)</div>
                                 <div class="quarto-category">Primary Care</div>
@@ -169,6 +170,7 @@ <h1 class="title">Exploring the use of Machine Learning and Natural Language Pro
                                 <div class="quarto-category">NHS</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_3/h3_simulation_paediatric_critical_care/index.html b/previous_projects/hsma_3/h3_simulation_paediatric_critical_care/index.html
index 48738d14..72eaded8 100644
--- a/previous_projects/hsma_3/h3_simulation_paediatric_critical_care/index.html
+++ b/previous_projects/hsma_3/h3_simulation_paediatric_critical_care/index.html
@@ -159,6 +159,7 @@ <h1 class="title">Simulation modelling to test proposed models of pediatric crit
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Discrete Event Simulation</div>
                                 <div class="quarto-category">Paediatric</div>
@@ -167,6 +168,7 @@ <h1 class="title">Simulation modelling to test proposed models of pediatric crit
                                 <div class="quarto-category">NHS</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_4/h4_booked_appointments_utc/index.html b/previous_projects/hsma_4/h4_booked_appointments_utc/index.html
index 9c8d2324..26cb0dea 100644
--- a/previous_projects/hsma_4/h4_booked_appointments_utc/index.html
+++ b/previous_projects/hsma_4/h4_booked_appointments_utc/index.html
@@ -159,6 +159,7 @@ <h1 class="title">The Effect of Booked Appointments on Waiting Times at Urgent T
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Discrete Event Simulation</div>
                                 <div class="quarto-category">Urgent Treatment Centres (UTC)</div>
@@ -168,6 +169,7 @@ <h1 class="title">The Effect of Booked Appointments on Waiting Times at Urgent T
                                 <div class="quarto-category">NHS</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_4/h4_covid_19_vaccination_demand_capacity/index.html b/previous_projects/hsma_4/h4_covid_19_vaccination_demand_capacity/index.html
index 06a8ac71..16cfaf92 100644
--- a/previous_projects/hsma_4/h4_covid_19_vaccination_demand_capacity/index.html
+++ b/previous_projects/hsma_4/h4_covid_19_vaccination_demand_capacity/index.html
@@ -162,6 +162,7 @@ <h1 class="title">South East Regional Covid 19 Vaccination Demand &amp; Capacity
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Forecasting</div>
                                 <div class="quarto-category">Vaccination</div>
@@ -171,6 +172,7 @@ <h1 class="title">South East Regional Covid 19 Vaccination Demand &amp; Capacity
                                 <div class="quarto-category">NHS</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_4/h4_des_adhd_autism_pathway/index.html b/previous_projects/hsma_4/h4_des_adhd_autism_pathway/index.html
index f8d602df..86ffca24 100644
--- a/previous_projects/hsma_4/h4_des_adhd_autism_pathway/index.html
+++ b/previous_projects/hsma_4/h4_des_adhd_autism_pathway/index.html
@@ -159,6 +159,7 @@ <h1 class="title">Use of Discrete Event Simulation to Tackle Long Waits and a Gr
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Discrete Event Simulation</div>
                                 <div class="quarto-category">Neurodiversity</div>
@@ -169,6 +170,7 @@ <h1 class="title">Use of Discrete Event Simulation to Tackle Long Waits and a Gr
                                 <div class="quarto-category">NHS</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_4/h4_des_amu_flow/index.html b/previous_projects/hsma_4/h4_des_amu_flow/index.html
index bfc4aa1a..9096f74e 100644
--- a/previous_projects/hsma_4/h4_des_amu_flow/index.html
+++ b/previous_projects/hsma_4/h4_des_amu_flow/index.html
@@ -160,6 +160,7 @@ <h1 class="title">Using DES to Improve Flow through an Acute Medicine Assessment
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Discrete Event Simulation</div>
                                 <div class="quarto-category">Emergency Departments</div>
@@ -168,6 +169,7 @@ <h1 class="title">Using DES to Improve Flow through an Acute Medicine Assessment
                                 <div class="quarto-category">NHS</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_4/h4_des_cbt_iapt/index.html b/previous_projects/hsma_4/h4_des_cbt_iapt/index.html
index d02a042b..f020a783 100644
--- a/previous_projects/hsma_4/h4_des_cbt_iapt/index.html
+++ b/previous_projects/hsma_4/h4_des_cbt_iapt/index.html
@@ -162,6 +162,7 @@ <h1 class="title">Discrete Event Simulation of Cognitive Behavioural Therapy Pat
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Discrete Event Simulation</div>
                                 <div class="quarto-category">Mental Health</div>
@@ -170,6 +171,7 @@ <h1 class="title">Discrete Event Simulation of Cognitive Behavioural Therapy Pat
                                 <div class="quarto-category">NHS</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_4/h4_des_delays_cancer_diagnosis_treatment/index.html b/previous_projects/hsma_4/h4_des_delays_cancer_diagnosis_treatment/index.html
index 97cf242d..573793f9 100644
--- a/previous_projects/hsma_4/h4_des_delays_cancer_diagnosis_treatment/index.html
+++ b/previous_projects/hsma_4/h4_des_delays_cancer_diagnosis_treatment/index.html
@@ -161,6 +161,7 @@ <h1 class="title">Use Of Discrete Event Simulation (DES) to reduce delays in Can
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Discrete Event Simulation</div>
                                 <div class="quarto-category">Cancer</div>
@@ -169,6 +170,7 @@ <h1 class="title">Use Of Discrete Event Simulation (DES) to reduce delays in Can
                                 <div class="quarto-category">NHS</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_4/h4_des_flow_performance_utc/index.html b/previous_projects/hsma_4/h4_des_flow_performance_utc/index.html
index 7c3d3e4d..eca3a73f 100644
--- a/previous_projects/hsma_4/h4_des_flow_performance_utc/index.html
+++ b/previous_projects/hsma_4/h4_des_flow_performance_utc/index.html
@@ -159,6 +159,7 @@ <h1 class="title">Discrete Event Simulation to Improve Flow and Performance in t
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Discrete Event Simulation</div>
                                 <div class="quarto-category">Urgent Treatment Centres (UTC)</div>
@@ -167,6 +168,7 @@ <h1 class="title">Discrete Event Simulation to Improve Flow and Performance in t
                                 <div class="quarto-category">NHS</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_4/h4_forecasting_los_ed/index.html b/previous_projects/hsma_4/h4_forecasting_los_ed/index.html
index 9ca326dc..faedf515 100644
--- a/previous_projects/hsma_4/h4_forecasting_los_ed/index.html
+++ b/previous_projects/hsma_4/h4_forecasting_los_ed/index.html
@@ -159,6 +159,7 @@ <h1 class="title">Forecasting Demand and Length of Stay in the Emergency Departm
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Machine Learning</div>
                                 <div class="quarto-category">Forecasting</div>
@@ -171,6 +172,7 @@ <h1 class="title">Forecasting Demand and Length of Stay in the Emergency Departm
                                 <div class="quarto-category">NHS</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_4/h4_meeting_demand_111/index.html b/previous_projects/hsma_4/h4_meeting_demand_111/index.html
index 98be73c3..774ac07c 100644
--- a/previous_projects/hsma_4/h4_meeting_demand_111/index.html
+++ b/previous_projects/hsma_4/h4_meeting_demand_111/index.html
@@ -161,6 +161,7 @@ <h1 class="title">Meeting the demand of 111 for primary care services</h1>
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Discrete Event Simulation</div>
                                 <div class="quarto-category">Plotly Dash</div>
@@ -171,6 +172,7 @@ <h1 class="title">Meeting the demand of 111 for primary care services</h1>
                                 <div class="quarto-category">NHS</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_4/h4_ml_admissions_los_respiratory/index.html b/previous_projects/hsma_4/h4_ml_admissions_los_respiratory/index.html
index 87cadff5..be0b36a9 100644
--- a/previous_projects/hsma_4/h4_ml_admissions_los_respiratory/index.html
+++ b/previous_projects/hsma_4/h4_ml_admissions_los_respiratory/index.html
@@ -159,6 +159,7 @@ <h1 class="title">Using Machine Learning to Predict Hospital Admissions and Leng
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Machine Learning</div>
                                 <div class="quarto-category">Respiratory</div>
@@ -166,6 +167,7 @@ <h1 class="title">Using Machine Learning to Predict Hospital Admissions and Leng
                                 <div class="quarto-category">Inpatient Admissions</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_4/h4_pifu_digital_outpatients_elective_recovery/index.html b/previous_projects/hsma_4/h4_pifu_digital_outpatients_elective_recovery/index.html
index e0e6d29a..e61381e7 100644
--- a/previous_projects/hsma_4/h4_pifu_digital_outpatients_elective_recovery/index.html
+++ b/previous_projects/hsma_4/h4_pifu_digital_outpatients_elective_recovery/index.html
@@ -160,6 +160,7 @@ <h1 class="title">The role of Patient Initiated Follow-up (PIFU) and ‘Digital
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Discrete Event Simulation</div>
                                 <div class="quarto-category">Patient Initiated Follow-Up (PIFU)</div>
@@ -169,6 +170,7 @@ <h1 class="title">The role of Patient Initiated Follow-up (PIFU) and ‘Digital
                                 <div class="quarto-category">NHS</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_4/h4_predicting_non_elective_admissions/index.html b/previous_projects/hsma_4/h4_predicting_non_elective_admissions/index.html
index 39b69f66..98a07184 100644
--- a/previous_projects/hsma_4/h4_predicting_non_elective_admissions/index.html
+++ b/previous_projects/hsma_4/h4_predicting_non_elective_admissions/index.html
@@ -161,6 +161,7 @@ <h1 class="title">Predicting Non-Elective Admissions</h1>
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Machine Learning</div>
                                 <div class="quarto-category">Non-elective Admissions</div>
@@ -169,6 +170,7 @@ <h1 class="title">Predicting Non-Elective Admissions</h1>
                                 <div class="quarto-category">NHS</div>
                             </div>
                                 </div>
+
     </div>
 
     
diff --git a/previous_projects/hsma_4/h4_predicting_violent_incidents_mh_inpatients/index.html b/previous_projects/hsma_4/h4_predicting_violent_incidents_mh_inpatients/index.html
index 7cabf3c6..eb283948 100644
--- a/previous_projects/hsma_4/h4_predicting_violent_incidents_mh_inpatients/index.html
+++ b/previous_projects/hsma_4/h4_predicting_violent_incidents_mh_inpatients/index.html
@@ -159,6 +159,7 @@ <h1 class="title">Predicting Violent Incidents on Mental Health Inpatient Units<
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Machine Learning</div>
                                 <div class="quarto-category">Mental Health</div>
@@ -166,6 +167,7 @@ <h1 class="title">Predicting Violent Incidents on Mental Health Inpatient Units<
                                 <div class="quarto-category">NHS</div>
                             </div>
                                 </div>
+
     </div>
 
     
diff --git a/previous_projects/hsma_4/h4_reducing_travel_times_cardiac_patients/index.html b/previous_projects/hsma_4/h4_reducing_travel_times_cardiac_patients/index.html
index 2cbb444d..62419d8e 100644
--- a/previous_projects/hsma_4/h4_reducing_travel_times_cardiac_patients/index.html
+++ b/previous_projects/hsma_4/h4_reducing_travel_times_cardiac_patients/index.html
@@ -162,6 +162,7 @@ <h1 class="title">Reducing Travel Times to Treatment for Cardiac Patients in the
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Mapping</div>
                                 <div class="quarto-category">Travel Times</div>
@@ -171,6 +172,7 @@ <h1 class="title">Reducing Travel Times to Treatment for Cardiac Patients in the
                                 <div class="quarto-category">NHS</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_4/h4_service_planning_inequalities_carbon_output/index.html b/previous_projects/hsma_4/h4_service_planning_inequalities_carbon_output/index.html
index 23ce6932..bf7a64b3 100644
--- a/previous_projects/hsma_4/h4_service_planning_inequalities_carbon_output/index.html
+++ b/previous_projects/hsma_4/h4_service_planning_inequalities_carbon_output/index.html
@@ -161,6 +161,7 @@ <h1 class="title">Developing a Service Planning Decision Support Tool to Tackle
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Non-attendance Prediction</div>
                                 <div class="quarto-category">Machine Learning</div>
@@ -171,6 +172,7 @@ <h1 class="title">Developing a Service Planning Decision Support Tool to Tackle
                                 <div class="quarto-category">NHS</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_4/h4_spatial_modelling_crime/index.html b/previous_projects/hsma_4/h4_spatial_modelling_crime/index.html
index 864abb21..06e38885 100644
--- a/previous_projects/hsma_4/h4_spatial_modelling_crime/index.html
+++ b/previous_projects/hsma_4/h4_spatial_modelling_crime/index.html
@@ -163,6 +163,7 @@ <h1 class="title">Spatial Modelling of Violent Crime to Support Strategic Analys
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Mapping</div>
                                 <div class="quarto-category">Geostatistics</div>
@@ -170,6 +171,7 @@ <h1 class="title">Spatial Modelling of Violent Crime to Support Strategic Analys
                                 <div class="quarto-category">Police</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_5/h5_des_bottlenecks_amu/index.html b/previous_projects/hsma_5/h5_des_bottlenecks_amu/index.html
index 2e42fc1b..aab16ca1 100644
--- a/previous_projects/hsma_5/h5_des_bottlenecks_amu/index.html
+++ b/previous_projects/hsma_5/h5_des_bottlenecks_amu/index.html
@@ -160,6 +160,12 @@ <h1 class="title">Using Discrete Event Simulation to model the bottlenecks in th
 
             
             
+                        <br>
+            <div class="abstract">
+                <b>30 Second Summary</b>
+                <p>In this project, a computer simulation of the acute medical pathway in a Devon trust was created, along with an interactive tool allowing parameters such as the staffing levels to be changed. This allowed staff to explore the optimum levels of resourcing, enabling risk-free testing of staffing and resource changes before committing to these changes in the real-world.</p>
+            </div>
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Discrete Event Simulation</div>
                                 <div class="quarto-category">Streamlit</div>
@@ -170,6 +176,7 @@ <h1 class="title">Using Discrete Event Simulation to model the bottlenecks in th
                                 <div class="quarto-category">NHS</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_5/h5_des_dorset/index.html b/previous_projects/hsma_5/h5_des_dorset/index.html
index 206f8e34..a376dc3c 100644
--- a/previous_projects/hsma_5/h5_des_dorset/index.html
+++ b/previous_projects/hsma_5/h5_des_dorset/index.html
@@ -161,6 +161,7 @@ <h1 class="title">A Discrete Event Simulation Model to reduce Rheumatology waiti
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Discrete Event Simulation</div>
                                 <div class="quarto-category">NHS</div>
@@ -168,6 +169,7 @@ <h1 class="title">A Discrete Event Simulation Model to reduce Rheumatology waiti
                                 <div class="quarto-category">Waiting Lists</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_5/h5_des_elective_surgery_pathways/index.html b/previous_projects/hsma_5/h5_des_elective_surgery_pathways/index.html
index 82e75928..0b7282bc 100644
--- a/previous_projects/hsma_5/h5_des_elective_surgery_pathways/index.html
+++ b/previous_projects/hsma_5/h5_des_elective_surgery_pathways/index.html
@@ -159,6 +159,7 @@ <h1 class="title">Discrete Event Simulation to model elective surgery pathways</
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Discrete Event Simulation</div>
                                 <div class="quarto-category">Streamlit</div>
@@ -169,6 +170,7 @@ <h1 class="title">Discrete Event Simulation to model elective surgery pathways</
                                 <div class="quarto-category">NHS</div>
                             </div>
                                 </div>
+
     </div>
 
         <div class="project-details">
diff --git a/previous_projects/hsma_5/h5_effect_complex_discharge_delays_acute_perform/index.html b/previous_projects/hsma_5/h5_effect_complex_discharge_delays_acute_perform/index.html
index abcededb..b6503086 100644
--- a/previous_projects/hsma_5/h5_effect_complex_discharge_delays_acute_perform/index.html
+++ b/previous_projects/hsma_5/h5_effect_complex_discharge_delays_acute_perform/index.html
@@ -159,6 +159,7 @@ <h1 class="title">Modelling the effect of complex discharge delays on acute perf
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Discrete Event Simulation</div>
                                 <div class="quarto-category">Discharge</div>
@@ -169,6 +170,7 @@ <h1 class="title">Modelling the effect of complex discharge delays on acute perf
                                 <div class="quarto-category">NHS</div>
                             </div>
                                 </div>
+
     </div>
 
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                                 <div class="quarto-category">Inequalities</div>
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                                 <div class="quarto-category">NHS</div>
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@@ -159,6 +159,7 @@ <h1 class="title">Modelling the location of neonatal critical care units in Nort
 
             
             
+            
                                     <div class="quarto-categories">
                                 <div class="quarto-category">Mapping</div>
                                 <div class="quarto-category">Location Optimization</div>
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                                 <div class="quarto-category">Named Entity Recognition</div>
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                                 <div class="quarto-category">Streamlit</div>
                                 <div class="quarto-category">PCMD Dataset</div>
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                                 <div class="quarto-category">Public Health</div>
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diff --git a/previous_projects/projects_by_methods.html b/previous_projects/projects_by_methods.html
index 9f4a0019..92cf835e 100644
--- a/previous_projects/projects_by_methods.html
+++ b/previous_projects/projects_by_methods.html
@@ -414,7 +414,9 @@ <h1 class="title">Projects by Methods</h1>
 
             
             
+            
                     </div>
+
     </div>
 
     
@@ -457,7 +459,7 @@ <h2 id="toc-title">Contents</h2>
 <h2 class="anchored" data-anchor-id="discrete-event-simulation">Discrete Event Simulation</h2>
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+<div class="g-col-1" data-index="3" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,ECDS Dataset,Booked Appointments in Walk-in Services,NHS" data-listing-file-modified-sort="1729551831261" data-listing-reading-time-sort="2" data-listing-word-count-sort="267">
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+<div class="g-col-1" data-index="4" data-categories="Discrete Event Simulation,Neurodiversity,Mental Health,Demand &amp; Capacity,Identifying Bottlenecks in Pathways,Reducing Backlogs,NHS" data-listing-file-modified-sort="1729551831281" data-listing-reading-time-sort="2" data-listing-word-count-sort="231">
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 <a href="../previous_projects/hsma_5/h5_forecasting_demand_clock_starts/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1311,7 +1313,7 @@ <h5 class="no-anchor card-title listing-title">
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 </a>
 </div>
-<div class="g-col-1" data-index="3" data-categories="Streamlit,PCMD Dataset,Forecasting,Public Health" data-listing-file-modified-sort="1729550024743" data-listing-reading-time-sort="2" data-listing-word-count-sort="250">
+<div class="g-col-1" data-index="3" data-categories="Streamlit,PCMD Dataset,Forecasting,Public Health" data-listing-file-modified-sort="1729551831473" data-listing-reading-time-sort="2" data-listing-word-count-sort="250">
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 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1343,7 +1345,7 @@ <h5 class="no-anchor card-title listing-title">
 <h2 class="anchored" data-anchor-id="reporting-automation-projects">Reporting Automation Projects</h2>
 <div id="listing-reporting_automation_projects" class="quarto-listing quarto-listing-container-grid">
 <div class="list grid quarto-listing-cols-2">
-<div class="g-col-1" data-index="0" data-categories="Non-attendance Prediction,Machine Learning,Automation,Inequalities,Carbon Emissions,Health Equity Audits,NHS" data-listing-file-modified-sort="1729550024651" data-listing-reading-time-sort="1" data-listing-word-count-sort="199">
+<div class="g-col-1" data-index="0" data-categories="Non-attendance Prediction,Machine Learning,Automation,Inequalities,Carbon Emissions,Health Equity Audits,NHS" data-listing-file-modified-sort="1729551831377" data-listing-reading-time-sort="1" data-listing-word-count-sort="199">
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 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1365,7 +1367,7 @@ <h5 class="no-anchor card-title listing-title">
 </div>
 </a>
 </div>
-<div class="g-col-1" data-index="1" data-categories="Community Diagnostic Centres (CDCs),Inequalities,Streamlit,Automation,Health Equity Audits,NHS" data-listing-file-modified-sort="1729550024703" data-listing-reading-time-sort="2" data-listing-word-count-sort="341">
+<div class="g-col-1" data-index="1" data-categories="Community Diagnostic Centres (CDCs),Inequalities,Streamlit,Automation,Health Equity Audits,NHS" data-listing-file-modified-sort="1729551831429" data-listing-reading-time-sort="2" data-listing-word-count-sort="341">
 <a href="../previous_projects/hsma_5/h5_health_equity_audits_cdc/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1397,7 +1399,7 @@ <h5 class="no-anchor card-title listing-title">
 <h2 class="anchored" data-anchor-id="network-analysis">Network Analysis</h2>
 <div id="listing-network_analysis_projects" class="quarto-listing quarto-listing-container-grid">
 <div class="list grid quarto-listing-cols-2">
-<div class="g-col-1" data-index="0" data-categories="Network Analysis,Police" data-listing-file-modified-sort="1729550024515" data-listing-reading-time-sort="2" data-listing-word-count-sort="246">
+<div class="g-col-1" data-index="0" data-categories="Network Analysis,Police" data-listing-file-modified-sort="1729551831241" data-listing-reading-time-sort="2" data-listing-word-count-sort="246">
 <a href="../previous_projects/hsma_3/h3_crime_data_safeguarding_network/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1419,7 +1421,7 @@ <h5 class="no-anchor card-title listing-title">
 </div>
 </a>
 </div>
-<div class="g-col-1" data-index="1" data-categories="Discrete Event Simulation,Plotly Dash,Network Analysis,111 Service,Primary Care,Emergency Departments,NHS" data-listing-file-modified-sort="1729550024603" data-listing-reading-time-sort="1" data-listing-word-count-sort="25">
+<div class="g-col-1" data-index="1" data-categories="Discrete Event Simulation,Plotly Dash,Network Analysis,111 Service,Primary Care,Emergency Departments,NHS" data-listing-file-modified-sort="1729551831329" data-listing-reading-time-sort="1" data-listing-word-count-sort="25">
 <a href="../previous_projects/hsma_4/h4_meeting_demand_111/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1441,7 +1443,7 @@ <h5 class="no-anchor card-title listing-title">
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 </a>
 </div>
-<div class="g-col-1" data-index="2" data-categories="Network Analysis,Plotly Dash,Accident &amp; Emergency,Diagnostic Procedures,ECDS Dataset,NHS" data-listing-file-modified-sort="1729550024735" data-listing-reading-time-sort="1" data-listing-word-count-sort="129">
+<div class="g-col-1" data-index="2" data-categories="Network Analysis,Plotly Dash,Accident &amp; Emergency,Diagnostic Procedures,ECDS Dataset,NHS" data-listing-file-modified-sort="1729551831465" data-listing-reading-time-sort="1" data-listing-word-count-sort="129">
 <a href="../previous_projects/hsma_5/h5_network_analysis_diagnostics_ae/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1474,7 +1476,7 @@ <h5 class="no-anchor card-title listing-title">
 <h2 class="anchored" data-anchor-id="projects-with-a-streamlit-interface">Projects with a Streamlit Interface</h2>
 <div id="listing-streamlit_projects" class="quarto-listing quarto-listing-container-grid">
 <div class="list grid quarto-listing-cols-2">
-<div class="g-col-1" data-index="0" data-categories="Machine Learning,Forecasting,Streamlit,Paediatric,Length of Stay,Emergency Departments,Inpatients,Staffing Level Optimisation,NHS" data-listing-file-modified-sort="1729550024603" data-listing-reading-time-sort="1" data-listing-word-count-sort="177">
+<div class="g-col-1" data-index="0" data-categories="Machine Learning,Forecasting,Streamlit,Paediatric,Length of Stay,Emergency Departments,Inpatients,Staffing Level Optimisation,NHS" data-listing-file-modified-sort="1729551831329" data-listing-reading-time-sort="1" data-listing-word-count-sort="177">
 <a href="../previous_projects/hsma_4/h4_forecasting_los_ed/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1496,7 +1498,7 @@ <h5 class="no-anchor card-title listing-title">
 </div>
 </a>
 </div>
-<div class="g-col-1" data-index="1" data-categories="Mapping,Travel Times,Streamlit,Cardiology,Location Optimisation,NHS" data-listing-file-modified-sort="1729550024643" data-listing-reading-time-sort="2" data-listing-word-count-sort="230">
+<div class="g-col-1" data-index="1" data-categories="Mapping,Travel Times,Streamlit,Cardiology,Location Optimisation,NHS" data-listing-file-modified-sort="1729551831373" data-listing-reading-time-sort="2" data-listing-word-count-sort="230">
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 <p class="card-img-top">
@@ -1518,7 +1520,7 @@ <h5 class="no-anchor card-title listing-title">
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+<div class="g-col-1" data-index="2" data-categories="Discrete Event Simulation,Streamlit,Acute Medical Unit (AMU),Emergency Departments,Acute Care,Hospitals,NHS" data-listing-file-modified-sort="1729551831397" data-listing-reading-time-sort="2" data-listing-word-count-sort="228">
 <a href="../previous_projects/hsma_5/h5_des_bottlenecks_amu/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
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@@ -1540,7 +1542,7 @@ <h5 class="no-anchor card-title listing-title">
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 </a>
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+<div class="g-col-1" data-index="3" data-categories="Discrete Event Simulation,Streamlit,Elective Surgery,Waiting Times,Surgical,Hospitals,NHS" data-listing-file-modified-sort="1729551831405" data-listing-reading-time-sort="1" data-listing-word-count-sort="134">
 <a href="../previous_projects/hsma_5/h5_des_elective_surgery_pathways/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1562,7 +1564,7 @@ <h5 class="no-anchor card-title listing-title">
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 </a>
 </div>
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+<div class="g-col-1" data-index="4" data-categories="Community Diagnostic Centres (CDCs),Inequalities,Streamlit,Automation,Health Equity Audits,NHS" data-listing-file-modified-sort="1729551831429" data-listing-reading-time-sort="2" data-listing-word-count-sort="341">
 <a href="../previous_projects/hsma_5/h5_health_equity_audits_cdc/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1584,7 +1586,7 @@ <h5 class="no-anchor card-title listing-title">
 </div>
 </a>
 </div>
-<div class="g-col-1" data-index="5" data-categories="Inequalities,Streamlit,Mapping,Travel Times,NHS" data-listing-file-modified-sort="1729550024711" data-listing-reading-time-sort="2" data-listing-word-count-sort="209">
+<div class="g-col-1" data-index="5" data-categories="Inequalities,Streamlit,Mapping,Travel Times,NHS" data-listing-file-modified-sort="1729551831437" data-listing-reading-time-sort="2" data-listing-word-count-sort="209">
 <a href="../previous_projects/hsma_5/h5_inequalities_demographic/index.html" class="quarto-grid-link">
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@@ -1606,7 +1608,7 @@ <h5 class="no-anchor card-title listing-title">
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+<div class="g-col-1" data-index="6" data-categories="Mapping,Location Optimization,Discrete Event Simulation,Streamlit,Neonatal" data-listing-file-modified-sort="1729551831449" data-listing-reading-time-sort="1" data-listing-word-count-sort="4">
 <a href="../previous_projects/hsma_5/h5_multiobjective_neonatal_optimisation/index.html" class="quarto-grid-link">
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@@ -1628,7 +1630,7 @@ <h5 class="no-anchor card-title listing-title">
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 </a>
 </div>
-<div class="g-col-1" data-index="7" data-categories="Streamlit,PCMD Dataset,Forecasting,Public Health" data-listing-file-modified-sort="1729550024743" data-listing-reading-time-sort="2" data-listing-word-count-sort="250">
+<div class="g-col-1" data-index="7" data-categories="Streamlit,PCMD Dataset,Forecasting,Public Health" data-listing-file-modified-sort="1729551831473" data-listing-reading-time-sort="2" data-listing-word-count-sort="250">
 <a href="../previous_projects/hsma_5/h5_understanding_excess_mortality/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
diff --git a/previous_projects/projects_by_organisation.html b/previous_projects/projects_by_organisation.html
index 00f6d67f..18fc84b7 100644
--- a/previous_projects/projects_by_organisation.html
+++ b/previous_projects/projects_by_organisation.html
@@ -275,7 +275,9 @@ <h1 class="title">Projects by Organisation Type</h1>
 
             
             
+            
                     </div>
+
     </div>
 
     
@@ -313,7 +315,7 @@ <h2 id="toc-title">Contents</h2>
 <h2 class="anchored" data-anchor-id="nhs">NHS</h2>
 <div id="listing-nhs_projects" class="quarto-listing quarto-listing-container-grid">
 <div class="list grid quarto-listing-cols-2">
-<div class="g-col-1" data-index="0" data-categories="Discrete Event Simulation,Elective Surgery,Orthopaedics,NHS" data-listing-file-modified-sort="1729550024519" data-listing-reading-time-sort="1" data-listing-word-count-sort="54">
+<div class="g-col-1" data-index="0" data-categories="Discrete Event Simulation,Elective Surgery,Orthopaedics,NHS" data-listing-file-modified-sort="1729551831245" data-listing-reading-time-sort="1" data-listing-word-count-sort="54">
 <a href="../previous_projects/hsma_3/h3_elective_backlog_hip/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -335,7 +337,7 @@ <h5 class="no-anchor card-title listing-title">
 </div>
 </a>
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-<div class="g-col-1" data-index="1" data-categories="Discrete Event Simulation,Vaccination,COVID-19,NHS" data-listing-file-modified-sort="1729550024519" data-listing-reading-time-sort="2" data-listing-word-count-sort="317">
+<div class="g-col-1" data-index="1" data-categories="Discrete Event Simulation,Vaccination,COVID-19,NHS" data-listing-file-modified-sort="1729551831245" data-listing-reading-time-sort="2" data-listing-word-count-sort="317">
 <a href="../previous_projects/hsma_3/h3_generic_vaccination/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
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@@ -357,7 +359,7 @@ <h5 class="no-anchor card-title listing-title">
 </div>
 </a>
 </div>
-<div class="g-col-1" data-index="2" data-categories="Natural Language Processing (NLP),Primary Care,Hospital Admissions,Machine Learning,NHS" data-listing-file-modified-sort="1729550024523" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
+<div class="g-col-1" data-index="2" data-categories="Natural Language Processing (NLP),Primary Care,Hospital Admissions,Machine Learning,NHS" data-listing-file-modified-sort="1729551831253" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
 <a href="../previous_projects/hsma_3/h3_ml_nlp/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -379,7 +381,7 @@ <h5 class="no-anchor card-title listing-title">
 </div>
 </a>
 </div>
-<div class="g-col-1" data-index="3" data-categories="Discrete Event Simulation,Paediatric,Mapping,Location Optimization,NHS" data-listing-file-modified-sort="1729550024531" data-listing-reading-time-sort="1" data-listing-word-count-sort="98">
+<div class="g-col-1" data-index="3" data-categories="Discrete Event Simulation,Paediatric,Mapping,Location Optimization,NHS" data-listing-file-modified-sort="1729551831257" data-listing-reading-time-sort="1" data-listing-word-count-sort="98">
 <a href="../previous_projects/hsma_3/h3_simulation_paediatric_critical_care/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -401,7 +403,7 @@ <h5 class="no-anchor card-title listing-title">
 </div>
 </a>
 </div>
-<div class="g-col-1" data-index="4" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,ECDS Dataset,Booked Appointments in Walk-in Services,NHS" data-listing-file-modified-sort="1729550024535" data-listing-reading-time-sort="2" data-listing-word-count-sort="267">
+<div class="g-col-1" data-index="4" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,ECDS Dataset,Booked Appointments in Walk-in Services,NHS" data-listing-file-modified-sort="1729551831261" data-listing-reading-time-sort="2" data-listing-word-count-sort="267">
 <a href="../previous_projects/hsma_4/h4_booked_appointments_utc/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -423,7 +425,7 @@ <h5 class="no-anchor card-title listing-title">
 </div>
 </a>
 </div>
-<div class="g-col-1" data-index="5" data-categories="Forecasting,Vaccination,Prophet,COVID-19,Plotly Dash,NHS" data-listing-file-modified-sort="1729550024551" data-listing-reading-time-sort="1" data-listing-word-count-sort="172">
+<div class="g-col-1" data-index="5" data-categories="Forecasting,Vaccination,Prophet,COVID-19,Plotly Dash,NHS" data-listing-file-modified-sort="1729551831281" data-listing-reading-time-sort="1" data-listing-word-count-sort="172">
 <a href="../previous_projects/hsma_4/h4_covid_19_vaccination_demand_capacity/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -445,7 +447,7 @@ <h5 class="no-anchor card-title listing-title">
 </div>
 </a>
 </div>
-<div class="g-col-1" data-index="6" data-categories="Discrete Event Simulation,Neurodiversity,Mental Health,Demand &amp; Capacity,Identifying Bottlenecks in Pathways,Reducing Backlogs,NHS" data-listing-file-modified-sort="1729550024551" data-listing-reading-time-sort="2" data-listing-word-count-sort="231">
+<div class="g-col-1" data-index="6" data-categories="Discrete Event Simulation,Neurodiversity,Mental Health,Demand &amp; Capacity,Identifying Bottlenecks in Pathways,Reducing Backlogs,NHS" data-listing-file-modified-sort="1729551831281" data-listing-reading-time-sort="2" data-listing-word-count-sort="231">
 <a href="../previous_projects/hsma_4/h4_des_adhd_autism_pathway/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -467,7 +469,7 @@ <h5 class="no-anchor card-title listing-title">
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+<div class="g-col-1" data-index="7" data-categories="Discrete Event Simulation,Emergency Departments,Patient Flow,Inpatients,NHS" data-listing-file-modified-sort="1729551831297" data-listing-reading-time-sort="2" data-listing-word-count-sort="278">
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 <div class="quarto-grid-item card h-100 card-left">
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@@ -489,7 +491,7 @@ <h5 class="no-anchor card-title listing-title">
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+<div class="g-col-1" data-index="8" data-categories="Discrete Event Simulation,Mental Health,Improving Access to Psychological Therapies (IAPT),Community Mental Health,NHS" data-listing-file-modified-sort="1729551831305" data-listing-reading-time-sort="2" data-listing-word-count-sort="203">
 <a href="../previous_projects/hsma_4/h4_des_cbt_iapt/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -511,7 +513,7 @@ <h5 class="no-anchor card-title listing-title">
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 </a>
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+<div class="g-col-1" data-index="9" data-categories="Discrete Event Simulation,Cancer,Colorectal,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1729551831313" data-listing-reading-time-sort="1" data-listing-word-count-sort="191">
 <a href="../previous_projects/hsma_4/h4_des_delays_cancer_diagnosis_treatment/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -533,7 +535,7 @@ <h5 class="no-anchor card-title listing-title">
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 </a>
 </div>
-<div class="g-col-1" data-index="10" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1729550024587" data-listing-reading-time-sort="2" data-listing-word-count-sort="212">
+<div class="g-col-1" data-index="10" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1729551831313" data-listing-reading-time-sort="2" data-listing-word-count-sort="212">
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@@ -555,7 +557,7 @@ <h5 class="no-anchor card-title listing-title">
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 </a>
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+<div class="g-col-1" data-index="11" data-categories="Machine Learning,Forecasting,Streamlit,Paediatric,Length of Stay,Emergency Departments,Inpatients,Staffing Level Optimisation,NHS" data-listing-file-modified-sort="1729551831329" data-listing-reading-time-sort="1" data-listing-word-count-sort="177">
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@@ -599,7 +601,7 @@ <h5 class="no-anchor card-title listing-title">
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+<div class="g-col-1" data-index="14" data-categories="Discrete Event Simulation,Patient Initiated Follow-Up (PIFU),Digital Outpatients,Rheumatology,Reducing Backlogs,NHS" data-listing-file-modified-sort="1729551831337" data-listing-reading-time-sort="2" data-listing-word-count-sort="242">
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+<div class="g-col-1" data-index="16" data-categories="Machine Learning,Mental Health,Mental Health Inpatients,NHS" data-listing-file-modified-sort="1729551831365" data-listing-reading-time-sort="1" data-listing-word-count-sort="178">
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+<div class="g-col-1" data-index="18" data-categories="Non-attendance Prediction,Machine Learning,Automation,Inequalities,Carbon Emissions,Health Equity Audits,NHS" data-listing-file-modified-sort="1729551831377" data-listing-reading-time-sort="1" data-listing-word-count-sort="199">
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@@ -731,7 +733,7 @@ <h5 class="no-anchor card-title listing-title">
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+<div class="g-col-1" data-index="19" data-categories="Discrete Event Simulation,Streamlit,Acute Medical Unit (AMU),Emergency Departments,Acute Care,Hospitals,NHS" data-listing-file-modified-sort="1729551831397" data-listing-reading-time-sort="2" data-listing-word-count-sort="228">
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+<div class="g-col-1" data-index="20" data-categories="Discrete Event Simulation,NHS,Rheumatology,Waiting Lists" data-listing-file-modified-sort="1729551831397" data-listing-reading-time-sort="1" data-listing-word-count-sort="160">
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@@ -775,7 +777,7 @@ <h5 class="no-anchor card-title listing-title">
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+<div class="g-col-1" data-index="21" data-categories="Discrete Event Simulation,Streamlit,Elective Surgery,Waiting Times,Surgical,Hospitals,NHS" data-listing-file-modified-sort="1729551831405" data-listing-reading-time-sort="1" data-listing-word-count-sort="134">
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+<div class="g-col-1" data-index="22" data-categories="Discrete Event Simulation,Discharge,Hospitals,Patient Flow,Acute Care,Inter-service Interactions,NHS" data-listing-file-modified-sort="1729551831413" data-listing-reading-time-sort="2" data-listing-word-count-sort="224">
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+<div class="g-col-1" data-index="23" data-categories="Forecasting,Clock Starts,Demand,Prophet,ARIMA,Machine Learning,Waiting Lists,NHS" data-listing-file-modified-sort="1729551831421" data-listing-reading-time-sort="2" data-listing-word-count-sort="276">
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@@ -885,7 +887,7 @@ <h5 class="no-anchor card-title listing-title">
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+<div class="g-col-1" data-index="26" data-categories="Inequalities,Planned Admissions,Machine Learning,APC Dataset,NHS" data-listing-file-modified-sort="1729551831437" data-listing-reading-time-sort="1" data-listing-word-count-sort="190">
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+<div class="g-col-1" data-index="27" data-categories="Network Analysis,Plotly Dash,Accident &amp; Emergency,Diagnostic Procedures,ECDS Dataset,NHS" data-listing-file-modified-sort="1729551831465" data-listing-reading-time-sort="1" data-listing-word-count-sort="129">
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@@ -964,7 +966,7 @@ <h5 class="no-anchor card-title listing-title">
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+<div class="g-col-1" data-index="0" data-categories="Sentiment Analysis,Natural Language Processing (NLP),Police" data-listing-file-modified-sort="1729551831237" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
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@@ -986,7 +988,7 @@ <h5 class="no-anchor card-title listing-title">
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+<div class="g-col-1" data-index="1" data-categories="Network Analysis,Police" data-listing-file-modified-sort="1729551831241" data-listing-reading-time-sort="2" data-listing-word-count-sort="246">
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+<div class="g-col-1" data-index="2" data-categories="Mapping,Geostatistics,QGIS,Police" data-listing-file-modified-sort="1729551831377" data-listing-reading-time-sort="2" data-listing-word-count-sort="225">
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@@ -1030,7 +1032,7 @@ <h5 class="no-anchor card-title listing-title">
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 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
diff --git a/previous_projects/projects_by_service_area.html b/previous_projects/projects_by_service_area.html
index b9262636..215ec6f7 100644
--- a/previous_projects/projects_by_service_area.html
+++ b/previous_projects/projects_by_service_area.html
@@ -638,7 +638,9 @@ <h1 class="title">Projects by Service Area</h1>
 
             
             
+            
                     </div>
+
     </div>
 
     
@@ -692,7 +694,7 @@ <h2 id="toc-title">Contents</h2>
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+<div class="g-col-1" data-index="0" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,ECDS Dataset,Booked Appointments in Walk-in Services,NHS" data-listing-file-modified-sort="1729551831261" data-listing-reading-time-sort="2" data-listing-word-count-sort="267">
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@@ -714,7 +716,7 @@ <h5 class="no-anchor card-title listing-title">
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+<div class="g-col-1" data-index="1" data-categories="Discrete Event Simulation,Emergency Departments,Patient Flow,Inpatients,NHS" data-listing-file-modified-sort="1729551831297" data-listing-reading-time-sort="2" data-listing-word-count-sort="278">
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@@ -736,7 +738,7 @@ <h5 class="no-anchor card-title listing-title">
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+<div class="g-col-1" data-index="2" data-categories="Discrete Event Simulation,Urgent Treatment Centres (UTC),Emergency Departments,Identifying Bottlenecks in Pathways,NHS" data-listing-file-modified-sort="1729551831313" data-listing-reading-time-sort="2" data-listing-word-count-sort="212">
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@@ -758,7 +760,7 @@ <h5 class="no-anchor card-title listing-title">
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+<div class="g-col-1" data-index="3" data-categories="Machine Learning,Forecasting,Streamlit,Paediatric,Length of Stay,Emergency Departments,Inpatients,Staffing Level Optimisation,NHS" data-listing-file-modified-sort="1729551831329" data-listing-reading-time-sort="1" data-listing-word-count-sort="177">
 <a href="../previous_projects/hsma_4/h4_forecasting_los_ed/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -780,7 +782,7 @@ <h5 class="no-anchor card-title listing-title">
 </div>
 </a>
 </div>
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+<div class="g-col-1" data-index="4" data-categories="Discrete Event Simulation,Plotly Dash,Network Analysis,111 Service,Primary Care,Emergency Departments,NHS" data-listing-file-modified-sort="1729551831329" data-listing-reading-time-sort="1" data-listing-word-count-sort="25">
 <a href="../previous_projects/hsma_4/h4_meeting_demand_111/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -802,7 +804,7 @@ <h5 class="no-anchor card-title listing-title">
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+<div class="g-col-1" data-index="5" data-categories="Discrete Event Simulation,Streamlit,Acute Medical Unit (AMU),Emergency Departments,Acute Care,Hospitals,NHS" data-listing-file-modified-sort="1729551831397" data-listing-reading-time-sort="2" data-listing-word-count-sort="228">
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 <div class="quarto-grid-item card h-100 card-left">
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@@ -824,7 +826,7 @@ <h5 class="no-anchor card-title listing-title">
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+<div class="g-col-1" data-index="6" data-categories="Network Analysis,Plotly Dash,Accident &amp; Emergency,Diagnostic Procedures,ECDS Dataset,NHS" data-listing-file-modified-sort="1729551831465" data-listing-reading-time-sort="1" data-listing-word-count-sort="129">
 <a href="../previous_projects/hsma_5/h5_network_analysis_diagnostics_ae/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
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@@ -856,7 +858,7 @@ <h5 class="no-anchor card-title listing-title">
 <h2 class="anchored" data-anchor-id="mental-health">Mental Health</h2>
 <div id="listing-mental_health_projects" class="quarto-listing quarto-listing-container-grid">
 <div class="list grid quarto-listing-cols-2">
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+<div class="g-col-1" data-index="0" data-categories="Discrete Event Simulation,Neurodiversity,Mental Health,Demand &amp; Capacity,Identifying Bottlenecks in Pathways,Reducing Backlogs,NHS" data-listing-file-modified-sort="1729551831281" data-listing-reading-time-sort="2" data-listing-word-count-sort="231">
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 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -878,7 +880,7 @@ <h5 class="no-anchor card-title listing-title">
 </div>
 </a>
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-<div class="g-col-1" data-index="1" data-categories="Discrete Event Simulation,Mental Health,Improving Access to Psychological Therapies (IAPT),Community Mental Health,NHS" data-listing-file-modified-sort="1729550024575" data-listing-reading-time-sort="2" data-listing-word-count-sort="203">
+<div class="g-col-1" data-index="1" data-categories="Discrete Event Simulation,Mental Health,Improving Access to Psychological Therapies (IAPT),Community Mental Health,NHS" data-listing-file-modified-sort="1729551831305" data-listing-reading-time-sort="2" data-listing-word-count-sort="203">
 <a href="../previous_projects/hsma_4/h4_des_cbt_iapt/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -900,7 +902,7 @@ <h5 class="no-anchor card-title listing-title">
 </div>
 </a>
 </div>
-<div class="g-col-1" data-index="2" data-categories="Machine Learning,Mental Health,Mental Health Inpatients,NHS" data-listing-file-modified-sort="1729550024635" data-listing-reading-time-sort="1" data-listing-word-count-sort="178">
+<div class="g-col-1" data-index="2" data-categories="Machine Learning,Mental Health,Mental Health Inpatients,NHS" data-listing-file-modified-sort="1729551831365" data-listing-reading-time-sort="1" data-listing-word-count-sort="178">
 <a href="../previous_projects/hsma_4/h4_predicting_violent_incidents_mh_inpatients/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -932,7 +934,7 @@ <h5 class="no-anchor card-title listing-title">
 <h2 class="anchored" data-anchor-id="elective-surgery">Elective Surgery</h2>
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 <div class="list grid quarto-listing-cols-2">
-<div class="g-col-1" data-index="0" data-categories="Discrete Event Simulation,Elective Surgery,Orthopaedics,NHS" data-listing-file-modified-sort="1729550024519" data-listing-reading-time-sort="1" data-listing-word-count-sort="54">
+<div class="g-col-1" data-index="0" data-categories="Discrete Event Simulation,Elective Surgery,Orthopaedics,NHS" data-listing-file-modified-sort="1729551831245" data-listing-reading-time-sort="1" data-listing-word-count-sort="54">
 <a href="../previous_projects/hsma_3/h3_elective_backlog_hip/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -954,7 +956,7 @@ <h5 class="no-anchor card-title listing-title">
 </div>
 </a>
 </div>
-<div class="g-col-1" data-index="1" data-categories="Discrete Event Simulation,Streamlit,Elective Surgery,Waiting Times,Surgical,Hospitals,NHS" data-listing-file-modified-sort="1729550024679" data-listing-reading-time-sort="1" data-listing-word-count-sort="134">
+<div class="g-col-1" data-index="1" data-categories="Discrete Event Simulation,Streamlit,Elective Surgery,Waiting Times,Surgical,Hospitals,NHS" data-listing-file-modified-sort="1729551831405" data-listing-reading-time-sort="1" data-listing-word-count-sort="134">
 <a href="../previous_projects/hsma_5/h5_des_elective_surgery_pathways/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -986,7 +988,7 @@ <h5 class="no-anchor card-title listing-title">
 <h2 class="anchored" data-anchor-id="primary-care-and-111">Primary Care and 111</h2>
 <div id="listing-primary_care_projects" class="quarto-listing quarto-listing-container-grid">
 <div class="list grid quarto-listing-cols-2">
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+<div class="g-col-1" data-index="0" data-categories="Natural Language Processing (NLP),Primary Care,Hospital Admissions,Machine Learning,NHS" data-listing-file-modified-sort="1729551831253" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
 <a href="../previous_projects/hsma_3/h3_ml_nlp/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1008,7 +1010,7 @@ <h5 class="no-anchor card-title listing-title">
 </div>
 </a>
 </div>
-<div class="g-col-1" data-index="1" data-categories="Discrete Event Simulation,Plotly Dash,Network Analysis,111 Service,Primary Care,Emergency Departments,NHS" data-listing-file-modified-sort="1729550024603" data-listing-reading-time-sort="1" data-listing-word-count-sort="25">
+<div class="g-col-1" data-index="1" data-categories="Discrete Event Simulation,Plotly Dash,Network Analysis,111 Service,Primary Care,Emergency Departments,NHS" data-listing-file-modified-sort="1729551831329" data-listing-reading-time-sort="1" data-listing-word-count-sort="25">
 <a href="../previous_projects/hsma_4/h4_meeting_demand_111/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1040,7 +1042,7 @@ <h5 class="no-anchor card-title listing-title">
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 <div class="list grid quarto-listing-cols-2">
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+<div class="g-col-1" data-index="0" data-categories="Plotly Dash,Staff Turnover,Workforce,Regression,Machine Learning,NHS" data-listing-file-modified-sort="1729551831489" data-listing-reading-time-sort="1" data-listing-word-count-sort="4">
 <a href="../previous_projects/hsma_5/h5_workforce_turnover_drivers/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1072,7 +1074,7 @@ <h5 class="no-anchor card-title listing-title">
 <h2 class="anchored" data-anchor-id="vaccination">Vaccination</h2>
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 <div class="list grid quarto-listing-cols-2">
-<div class="g-col-1" data-index="0" data-categories="Discrete Event Simulation,Vaccination,COVID-19,NHS" data-listing-file-modified-sort="1729550024519" data-listing-reading-time-sort="2" data-listing-word-count-sort="317">
+<div class="g-col-1" data-index="0" data-categories="Discrete Event Simulation,Vaccination,COVID-19,NHS" data-listing-file-modified-sort="1729551831245" data-listing-reading-time-sort="2" data-listing-word-count-sort="317">
 <a href="../previous_projects/hsma_3/h3_generic_vaccination/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1094,7 +1096,7 @@ <h5 class="no-anchor card-title listing-title">
 </div>
 </a>
 </div>
-<div class="g-col-1" data-index="1" data-categories="Forecasting,Vaccination,Prophet,COVID-19,Plotly Dash,NHS" data-listing-file-modified-sort="1729550024551" data-listing-reading-time-sort="1" data-listing-word-count-sort="172">
+<div class="g-col-1" data-index="1" data-categories="Forecasting,Vaccination,Prophet,COVID-19,Plotly Dash,NHS" data-listing-file-modified-sort="1729551831281" data-listing-reading-time-sort="1" data-listing-word-count-sort="172">
 <a href="../previous_projects/hsma_4/h4_covid_19_vaccination_demand_capacity/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1126,7 +1128,7 @@ <h5 class="no-anchor card-title listing-title">
 <h2 class="anchored" data-anchor-id="inequalities">Inequalities</h2>
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 <div class="list grid quarto-listing-cols-2">
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+<div class="g-col-1" data-index="0" data-categories="Non-attendance Prediction,Machine Learning,Automation,Inequalities,Carbon Emissions,Health Equity Audits,NHS" data-listing-file-modified-sort="1729551831377" data-listing-reading-time-sort="1" data-listing-word-count-sort="199">
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 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1148,7 +1150,7 @@ <h5 class="no-anchor card-title listing-title">
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 </a>
 </div>
-<div class="g-col-1" data-index="1" data-categories="Community Diagnostic Centres (CDCs),Inequalities,Streamlit,Automation,Health Equity Audits,NHS" data-listing-file-modified-sort="1729550024703" data-listing-reading-time-sort="2" data-listing-word-count-sort="341">
+<div class="g-col-1" data-index="1" data-categories="Community Diagnostic Centres (CDCs),Inequalities,Streamlit,Automation,Health Equity Audits,NHS" data-listing-file-modified-sort="1729551831429" data-listing-reading-time-sort="2" data-listing-word-count-sort="341">
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 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1170,7 +1172,7 @@ <h5 class="no-anchor card-title listing-title">
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 </a>
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-<div class="g-col-1" data-index="2" data-categories="Inequalities,Streamlit,Mapping,Travel Times,NHS" data-listing-file-modified-sort="1729550024711" data-listing-reading-time-sort="2" data-listing-word-count-sort="209">
+<div class="g-col-1" data-index="2" data-categories="Inequalities,Streamlit,Mapping,Travel Times,NHS" data-listing-file-modified-sort="1729551831437" data-listing-reading-time-sort="2" data-listing-word-count-sort="209">
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 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1192,7 +1194,7 @@ <h5 class="no-anchor card-title listing-title">
 </div>
 </a>
 </div>
-<div class="g-col-1" data-index="3" data-categories="Inequalities,Planned Admissions,Machine Learning,APC Dataset,NHS" data-listing-file-modified-sort="1729550024711" data-listing-reading-time-sort="1" data-listing-word-count-sort="190">
+<div class="g-col-1" data-index="3" data-categories="Inequalities,Planned Admissions,Machine Learning,APC Dataset,NHS" data-listing-file-modified-sort="1729551831437" data-listing-reading-time-sort="1" data-listing-word-count-sort="190">
 <a href="../previous_projects/hsma_5/h5_ml_inequities_hospital_procedure_access/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1224,7 +1226,7 @@ <h5 class="no-anchor card-title listing-title">
 <h2 class="anchored" data-anchor-id="public-health">Public Health</h2>
 <div id="listing-public_health_projects" class="quarto-listing quarto-listing-container-grid">
 <div class="list grid quarto-listing-cols-2">
-<div class="g-col-1" data-index="0" data-categories="Streamlit,PCMD Dataset,Forecasting,Public Health" data-listing-file-modified-sort="1729550024743" data-listing-reading-time-sort="2" data-listing-word-count-sort="250">
+<div class="g-col-1" data-index="0" data-categories="Streamlit,PCMD Dataset,Forecasting,Public Health" data-listing-file-modified-sort="1729551831473" data-listing-reading-time-sort="2" data-listing-word-count-sort="250">
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 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1256,7 +1258,7 @@ <h5 class="no-anchor card-title listing-title">
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 <div class="list grid quarto-listing-cols-2">
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+<div class="g-col-1" data-index="0" data-categories="Sentiment Analysis,Natural Language Processing (NLP),Police" data-listing-file-modified-sort="1729551831237" data-listing-reading-time-sort="1" data-listing-word-count-sort="100">
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 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1278,7 +1280,7 @@ <h5 class="no-anchor card-title listing-title">
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+<div class="g-col-1" data-index="1" data-categories="Network Analysis,Police" data-listing-file-modified-sort="1729551831241" data-listing-reading-time-sort="2" data-listing-word-count-sort="246">
 <a href="../previous_projects/hsma_3/h3_crime_data_safeguarding_network/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1300,7 +1302,7 @@ <h5 class="no-anchor card-title listing-title">
 </div>
 </a>
 </div>
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+<div class="g-col-1" data-index="2" data-categories="Mapping,Geostatistics,QGIS,Police" data-listing-file-modified-sort="1729551831377" data-listing-reading-time-sort="2" data-listing-word-count-sort="225">
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 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1322,7 +1324,7 @@ <h5 class="no-anchor card-title listing-title">
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+<div class="g-col-1" data-index="3" data-categories="Natural Language Processing,Named Entity Recognition,Police" data-listing-file-modified-sort="1729551831473" data-listing-reading-time-sort="2" data-listing-word-count-sort="207">
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 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1356,7 +1358,7 @@ <h2 class="anchored" data-anchor-id="service-areas">Service Areas</h2>
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 <div class="list grid quarto-listing-cols-2">
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+<div class="g-col-1" data-index="0" data-categories="Discrete Event Simulation,Patient Initiated Follow-Up (PIFU),Digital Outpatients,Rheumatology,Reducing Backlogs,NHS" data-listing-file-modified-sort="1729551831337" data-listing-reading-time-sort="2" data-listing-word-count-sort="242">
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 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1378,7 +1380,7 @@ <h5 class="no-anchor card-title listing-title">
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-<div class="g-col-1" data-index="1" data-categories="Discrete Event Simulation,NHS,Rheumatology,Waiting Lists" data-listing-file-modified-sort="1729550024667" data-listing-reading-time-sort="1" data-listing-word-count-sort="160">
+<div class="g-col-1" data-index="1" data-categories="Discrete Event Simulation,NHS,Rheumatology,Waiting Lists" data-listing-file-modified-sort="1729551831397" data-listing-reading-time-sort="1" data-listing-word-count-sort="160">
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 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1410,7 +1412,7 @@ <h5 class="no-anchor card-title listing-title">
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 <div class="list grid quarto-listing-cols-2">
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+<div class="g-col-1" data-index="0" data-categories="Mapping,Location Optimization,Discrete Event Simulation,Streamlit,Neonatal" data-listing-file-modified-sort="1729551831449" data-listing-reading-time-sort="1" data-listing-word-count-sort="4">
 <a href="../previous_projects/hsma_5/h5_multiobjective_neonatal_optimisation/index.html" class="quarto-grid-link">
 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1442,7 +1444,7 @@ <h5 class="no-anchor card-title listing-title">
 <h3 class="anchored" data-anchor-id="respiratory">Respiratory</h3>
 <div id="listing-respiratory_projects" class="quarto-listing quarto-listing-container-grid">
 <div class="list grid quarto-listing-cols-2">
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+<div class="g-col-1" data-index="0" data-categories="Machine Learning,Respiratory,NHS,Inpatient Admissions" data-listing-file-modified-sort="1729551831329" data-listing-reading-time-sort="1" data-listing-word-count-sort="133">
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 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1474,7 +1476,7 @@ <h5 class="no-anchor card-title listing-title">
 <h3 class="anchored" data-anchor-id="paediatric">Paediatric</h3>
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 <div class="list grid quarto-listing-cols-2">
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 <div class="quarto-grid-item card h-100 card-left">
 <p class="card-img-top">
@@ -1496,7 +1498,7 @@ <h5 class="no-anchor card-title listing-title">
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index faf6d193..f5b14469 100644
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index 0ee37c59..a63e0682 100644
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+.abstract {
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