Name: Paul Carroll
Type: User
Company: NHS England/ Department of Health and Social Care
Bio: Principal Data Scientist in the NHS England Digital Analytics and Research Team, also DHSC. Two areas of Data Science I enjoy are Forecasting and Geospatial wk.
Location: London
Paul Carroll's Projects
This repository contains the raw data and a python notebook to ingest historical A&E attendance data and then use a simple Prophet model to predict the number of A&E attendances in England if the COVID-19 pandemic had not happened. The predicted A&E attendance values from (2020-01 to 2021-12) are then compared to the actual data to quantify the impact of the pandemic on A&E attendances.
This project is a tool built in Python to assist Integrated Care Boards (ICBs) to perform need based allocation based on defined place. It uses the most recently produced GP Registered Practice Populations as well as the weighted populations calculated from the Allocation model for each of its components.
Template for analytical and intern open projects
Plotly chart and folium map visualizing the prescribing cost of the antibiotics Amoxicillin, Doxycycline Hyclate and Caefalexin for Clinical Commissioning Groups (CCGs).
R model of Adult social care outcomes framework
Investigation of the value of commercial sales data on respiratory death predictions using Model Class Reliance
[Pre-Alpha] Web-based version of the NHS England & Improvement Demand and Capacity team's emergency department model. WEBSITE CURRENTLY INACTIVE!
NHS organisation shapefile boundary fetching script for the DataLab OpenPrescribing platform
Udacity Cloud DevOps using Microsoft Azure Nanodegree Program - Exercise: Set Up Azure Pipelines for Continuous Delivery
A repo of different forecasting methods appropriate for different situations
Plotly chart and folium map visualizing the number of patients registered at individual GP practices in the London Commissioning Region (Y56).
MLOps examples
Manage a simulated hospital to understand patient flow bottlenecks
Sample Java application referred to by Azure Pipelines documentation
A repo on Process Mining with EMAS
Cookiecutter template for basic Python package.
A multi-page streamlit app for geospatial
Streamlit - Geospatial Template
Synthetic data generation by a Variational AutoEncoder with Differential Privacy assessed using Synthetic Data Vault metrics
A CSV database of UK postal out codes relating them to general co-ordinates, towns, counties and countries.