pauldcarroll
Lead Data Scientist at Sytner Group. Two areas of Data Science I enjoy are Forecasting and Geospatial work.
NHS England/ Department of Health and Social CareLondon
Pinned Repositories
nhs_time_of_travel
a collaborative open source project between NHS Python Community and Google Health, building on github.com/nhsx/nhs_time_of_travel
diabetes-inequalities
ESNEFT Analysis - Diabetes Inequalities, part of a DART PhD Internship Project on Inequalities in Population Health Data with a focus on Diabetes
nhs_time_of_travel
This GitHub repository and accompanying webpage contain the initial proof of concept and exploratory analysis for the design of a holistic and interactive mapping tool to support decision-making in health and social care.
synthetic-data-toolkit
stm-survey-text
Structural Topic modelling Code to gain insights from free text responses to NHS surveys and their associated metadata
Forecasting
A repo of different forecasting methods appropriate for different situations
streamlit-geotemplate
Streamlit - Geospatial Template
ae_attendances_modelling
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.
AIF_Allocation_Tool
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.
analyticsunit-template
Template for analytical and intern open projects
pauldcarroll's Repositories
pauldcarroll/ProcessMining
A repo on Process Mining with EMAS
pauldcarroll/OpenSafelyGP
pauldcarroll/SynthVAE
Synthetic data generation by a Variational AutoEncoder with Differential Privacy assessed using Synthetic Data Vault metrics
pauldcarroll/analyticsunit-template
Template for analytical and intern open projects
pauldcarroll/Forecasting
A repo of different forecasting methods appropriate for different situations
pauldcarroll/BrazilNuts
pauldcarroll/python-cookie
Cookiecutter template for basic Python package.
pauldcarroll/streamlit-geotemplate
Streamlit - Geospatial Template
pauldcarroll/streamlit-geospatial
A multi-page streamlit app for geospatial
pauldcarroll/AIF_Allocation_Tool
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.
pauldcarroll/ed-demand-capacity-web
[Pre-Alpha] Web-based version of the NHS England & Improvement Demand and Capacity team's emergency department model. WEBSITE CURRENTLY INACTIVE!
pauldcarroll/gp_mapping
Plotly chart and folium map visualizing the number of patients registered at individual GP practices in the London Commissioning Region (Y56).
pauldcarroll/multiplier
pauldcarroll/SimpleFlaskUI
pauldcarroll/ae_attendances_modelling
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.
pauldcarroll/antibiotic_cost
Plotly chart and folium map visualizing the prescribing cost of the antibiotics Amoxicillin, Doxycycline Hyclate and Caefalexin for Clinical Commissioning Groups (CCGs).
pauldcarroll/fetch-boundaries
NHS organisation shapefile boundary fetching script for the DataLab OpenPrescribing platform
pauldcarroll/pipelines-java
Sample Java application referred to by Azure Pipelines documentation
pauldcarroll/commercial-data-healthcare-predictions
Investigation of the value of commercial sales data on respiratory death predictions using Model Class Reliance
pauldcarroll/ascof-r-model
R model of Adult social care outcomes framework
pauldcarroll/ML-Ops
MLOps examples
pauldcarroll/flask-ml-azure-serverless-1
Udacity Cloud DevOps using Microsoft Azure Nanodegree Program - Exercise: Set Up Azure Pipelines for Continuous Delivery
pauldcarroll/nature-of-crime-python
pauldcarroll/patient-flow-simulator
Manage a simulated hospital to understand patient flow bottlenecks
pauldcarroll/UK-Postcodes
A CSV database of UK postal out codes relating them to general co-ordinates, towns, counties and countries.