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Creating evidence from open source data: an in-depth analysis of health and social care in Scotland
Prof Bill Buchanan, The Cyber Academyhttp://asecuritysite.com/bigdata
Twitter: billatnapier
Objectives: - How to turn data into evidence. - Learn something new.
London
London DemographicsAge leave school - 16 or under v Greater than 24 [Link]
London Demographics5 Fruit and veg and health children (Aged 4-5) [Link]
London DemographicsFree school meals [Link]
London DemographicsOverweight to underweight … Bexley to Harrow [Link]
London DemographicsObese Children … Hexham to Richmond upon Thames [Link] % Obese Children (Year 6) = 1.509 * % Obese Children (Receiption) + 7.313
London DemographicsObese Children … Southwark to Richmond upon Thames [Link]
London DemographicsExcess weight … East Walworth to Hillside [Link] [Twitter]
London (A Lonely World)
London DemographicsLoneliness and Low-incomes … [Link] % of Children in low-income families = -0.583 * Loneliness Rank in London + 33.02
London DemographicsLoneliness and Labour … [Link]
Scotland
Education
[Link]
Scotland - Regional AnalysisMore than 5 Highers and Free School Meals [Link][Link]
Scotland - Regional AnalysisMore than 3 Highers and Free School Meals [Link][Link]
Scotland - Regional AnalysisMore than 1/5 Highers and Free School Meals [Link][Link]
Scotland - Regional AnalysisMore than 1 Highers and Free School Meals [Link][Link]
Scotland - Regional AnalysisMore than 5 Highers [Link][Link]
Alcohol
[Link]
Scotland - Regional AnalysisWeekly drinkers and common assult [Link][Link]
Scotland - Regional AnalysisBreach of peace, common assault and rowdy behave. [Link][Link]
Scotland - Regional AnalysisCOPD and Lung cancer deaths [Link][Link][Link]
Scotland - Regional AnalysisSmoking adults, 65+, 40-64 [Link][Link][Link]
Scotland - Regional AnalysisLung cancer, COPD, admissions [Link][Link][Link]
Scotland - Regional AnalysisTobacco retailers and smoking? [Link][Link][Link]
Scotland - Regional AnalysisMental Health [Link][Link]
Scotland - Regional AnalysisDrugs [Link][Link]
Scotland - Regional AnalysisDrugs [Link][Link]
SIDM 2016
Scotland - SIMD 2016Employment and SIMD rank [Link][Link]
Scotland - SIMD 2016Housing and Health [Link][Link]
Scotland - SIMD 2016Health and Income [Link][Link]
Scotland - SIMD 2016Employment and Crime [Link][Link]
Scotland - SIMD 2016Employment and Crime [Link][Link]
Scotland - SIMD 2016Health and Education [Link][Link]
Scotland - SIMD 2016Attainment and Attendance [Link][Link]
Scotland - SIMD 2016Income and Employment deprived [Link][Link]
Edinburgh - SIMD 2016No CH and Overcrowding [Link][Link]
Edinburgh
Edinburgh - SIMD 2016Income and Health [Link][Link]
Edinburgh - SIMD 2016Employment and Education [Link][Link]
Edinburgh - SIMD 2016Crime and Housing [Link][Link]
Edinburgh - SIMD 2016Working age and population [Link][Link]
Edinburgh - SIMD 2016Housing and Health [Link][Link]
Edinburgh - SIMD 2016Health and Education [Link][Link]
Edinburgh - SIMD 2016Pupil attendance and No qualifications [Link][Link]
Edinburgh - SIMD 2016Pupil attendance and No qualifications [Link][Link]
Edinburgh - SIMD 2016Attainment and Illness [Link][Link]
Edinburgh - SIMD 2016Hospital for drugs and alcohol [Link][Link]
Edinburgh - SIMD 2016Employment and Income Deprived [Link][Link]
Edinburgh - SIMD 2016Health and Education [Link][Link]
Edinburgh - SIMD 2016Health and Employment [Link][Link]
Glasgow
Glasgow - SIMD 2016Health and Employment [Link][Link]
Glasgow - SIMD 2016Health and Education [Link][Link]
Glasgow - SIMD 2016Health and Housing [Link][Link]
Glasgow - SIMD 2016Employment and Income Deprived [Link][Link]
Glasgow (Rebirth)
Glasgow (Rebirth)
[Link]
[Link]
Glasgow (Rebirth)
[Link]
[Link]
Glasgow (Rebirth)
[Link]
[Link]
Glasgow (Rebirth)
[Link]
[Link]
Machine Learning
Male Life Expectancy [Link]
• Deaths all ages, Deaths from alcohol conditions, Working age population employment deprived
• Deaths from alcohol conditions, Crime rate, Population within 500 metres of a derelict site
• 96.7% success
People claiming pension credits (aged 60+) 21 Deaths all ages 12 Female life expectancy 11 Working age population employment deprived 8 Crime rate 8
Machine Learning [Link]
• Deaths all ages, New cancer registrations, Patients hospitalised with asthma
• Deaths all ages, New cancer registrations, Patients with emergency hospitalisations
• Deaths all ages, New cancer registrations, Adults incapacity benefit/severe disability allow/employment allow
• Deaths all ages, New cancer registrations, Population within 500 metres of a derelict site
• Deaths all ages, Patients hospitalised with asthma, Average tariff score of all pupils on S4 roll
• Early deaths from cancer (<75), Smoking prevalence (adults 16+), Bowel screening uptake
• Smoking prevalence (adults 16+) Working age adults with low/no educational qual Bowel screening uptake
Deaths all ages 35 Male life expectancy 22 All mortality among 15-44 year olds 20 Patients hospitalised with coronary heart disease 6 Child obesity in primary 4
Deaths All Ages [Link]
Estimated smoking attributable deaths 17 Male life expectancy 16 Female life expectancy 16 Adults rating neighbourhood as a very good place to live 14 Child dental health in primary 1 11
All mortality among 15-44 year olds [Link]
Child obesity in primary 37 Early deaths from CHD (<75) 28 Male life expectancy 7 Working age population claiming Out of Work benefits 7 Adults incapacity benefit/severe disability allow/employment allow 6 Prisoner population 6
Early deaths from CHD (<75) [Link]
All mortality among 15-44 year olds 47 Female life expectancy 12 Estimated smoking attributable deaths 12 Deaths all ages 9 Population income deprived 8
Deaths all ages 44 Early deaths from CHD (<75) 16 New cancer registrations 15 Smoking prevalence (adults 16+) 7 Active travel to work 6
Estimated smoking attributable deaths
Smoking prevalence (adults 16+) [Link]
Estimated smoking attributable deaths 14 Child dental health in primary 1 13 Patients hospitalised with (COPD) 12 Child dental health in primary 7 11 Patients (65+) with multiple emergency hospitalisations 7
Male life expectancy 32 Patients (65+) with multiple emergency hospitalisations 7 19 Patients hospitalised with asthma 7 Drug crimes recorded 7 Low birth weight 5
Alcohol-related hospital stays
Factors [Link]• Deaths all ages 134 • Male life expectancy 94 • All mortality among 15-44 year olds 85 • Female life expectancy 62 • Estimated smoking attributable deaths 58 • Early deaths from CHD (<75) 53 • Alcohol-related hospital stays 51 • Child obesity in primary 48 • People claiming pension credits (aged 60+) 38 • New cancer registrations 35 • Child dental health in primary 1 34 • Patients (65+) with multiple emergency hospitalisations 32 • Adults incapacity benefit/severe disability allow/employment allow 31 • Working age population claiming Out of Work benefits 29 • Population income deprived 27 • Working age population employment deprived 27 • Patients hospitalised with asthma 24 • Child dental health in primary 23 • Secondary school attendance 22 • Drug crimes recorded 22
People who do not feel in control over their lives struggle because the system does things to them – it doesn't work with them and help them create 'wellness' for themselves … when things happen that alienate people, they lose that sense of control and a whole range of biological, as well as psychological, things occur.
Conclusions
Creating evidence from open source data: an in-depth analysis of health and social care in Scotland
Prof Bill Buchanan, The Cyber Academyhttp://asecuritysite.com/bigdata
Twitter: billatnapier
Objectives: - How to turn data into evidence. - Learn something new.
