Dr Ian Jarman

School of Computer Science and Mathematics

Journal article

McCloskey AP, Malabar L, McCabe PG, Gitsham A, Jarman I. 2023. Antibiotic prescribing trends in primary care 2014–2022 Research in Social and Administrative Pharmacy, DOI Author Url Publisher Url Public Url

Llanera DK, Wilmington R, Shoo H, Lisboa P, Jarman I, Wong S, Nizza J, Sharma D, Kalathil D, Rajeev S, Williams S, Yadav R, Qureshi Z, Narayanan RP, Furlong N, Westall S, Nair S. 2022. Clinical Characteristics of COVID-19 Patients in a Regional Population With Diabetes Mellitus: The ACCREDIT Study Frontiers in Endocrinology, 12 DOI Author Url Publisher Url Public Url

Casaña-Eslava RV, Jarman IH, Ortega Martorell S, Lisboa PJG, Martín-Guerrero JD. 2020. Music genre profiling based on Fisher manifolds and Probabilistic Quantum Clustering Neural Computing and Applications, DOI Author Url Publisher Url Public Url

Casaña-Eslava RV, Ortega-Martorell S, Lisboa PJ, Candiota AP, Julià-Sapé M, Martín-Guerrero JD, Jarman IH. 2020. Robust Conditional Independence maps of single-voxel Magnetic Resonance Spectra to elucidate associations between brain tumours and metabolites. PLoS One, 15 :e0235057-e0235057 DOI Author Url Publisher Url Public Url

Casaña-Eslava RV, Lisboa P, Ortega-Martorell S, Jarman I, Martin-Guerrera J. 2020. Probabilistic quantum clustering Knowledge-Based Systems, DOI Author Url Publisher Url Public Url

Mason CL, Leedale J, Tasoulis S, Jarman I, Webb SD. 2019. A systems toxicology paracetamol overdose framework: accounting for high-risk individuals Computational Toxicology, 12 DOI Publisher Url Public Url

Craske J, Carter B, Jarman I, Tume L. 2018. Parent's experiences of their child's withdrawal syndrome: A driver for reciprocal nurse-parent partnership in withdrawal syndrome. Intensive and Critical Care Nursing, DOI Author Url Publisher Url Public Url

Mason C, Leedale J, Tasoulis S, Jarman IH, Antione D, Webb SD. 2018. Systems Toxicology Approach to Identifying Paracetamol Overdose CPT: Pharmacometrics & Systems Pharmacology, DOI Author Url Publisher Url Public Url

Craske J, Carter B, Jarman IH, Tume LN. 2017. Nursing judgement and decision-making using the Sedation Withdrawal Score (SWS) in children. Journal of Advanced Nursing, DOI Author Url Publisher Url Public Url

Casaña-Eslava RV, Jarman IH, Lisboa PJ, Martín-Guerrero JD. 2017. Quantum clustering in non-spherical data distributions: Finding a suitable number of clusters Neurocomputing, DOI Author Url Publisher Url Public Url

Datson N, Drust B, Weston M, Jarman I, Lisboa P, Gregson W. 2016. Match physical performance of elite female soccer players during international competition. Journal of Strength and Conditioning Research, DOI Author Url Publisher Url Public Url

Lowsby R, Gomes C, Jarman I, Lisboa P, Nee PA, Vardhan M, Eckersley T, Saleh R, Mills H. 2015. Neutrophil to lymphocyte count ratio as an early indicator of blood stream infection in the emergency department EMERGENCY MEDICINE JOURNAL, 32 DOI Author Url Publisher Url Public Url

Lowsby R, Gomes C, Jarman I, Lisboa P, Nee PA, Vardhan M, Eckersley T, Saleh R, Mills H. 2015. Neutrophil to lymphocyte count ratio as an early indicator of blood stream infection in the emergency department Emergency Medicine Journal, 32 :531-534 DOI

Kinderman P, Tai S, Pontin E, Schwannauer M, Jarman I, Lisboa P. 2015. Causal and mediating factors for anxiety, depression and well-being BRITISH JOURNAL OF PSYCHIATRY, 206 :456-460 DOI Author Url Publisher Url Public Url

Taylor MJ, Higgins E, Lisboa P, Jarman I, Hussain A. 2015. Community fire prevention via population segmentation modelling Community Development Journal, DOI Author Url Publisher Url Public Url

Chambers SJ, Jarman I, Lisboa P. 2015. A framework for initialising a dynamic clustering algorithm: ART2-A Computational Intelligence and Data Mining (CIDM), 2014 IEEE Symposium on, :273-280 DOI Author Url Publisher Url Public Url

Burniston JG, Kenyani J, Gray D, Guadagnin E, Jarman IH, Cobley JN, Cuthbertson DJ, Chen Y-W, Wastling JM, Lisboa PJ, Koch LG, Britton SL. 2014. Conditional independence mapping of DIGE data reveals PDIA3 protein species as key nodes associated with muscle aerobic capacity Journal of Proteomics, 106 :230-245 DOI Author Url Publisher Url Public Url

Ortega-Martorell S, Ruiz H, Vellido A, Olier I, Romero E, Julia-Sape M, Martin JD, Jarman I, Arus C, Lisboa P. 2013. A Novel Semi-Supervised Methodology for Extracting Tumor Type-Specific MRS Sources in Human Brain Data PLOS ONE, 8 :1-14 DOI Author Url Publisher Url Public Url

Ruiz H, Etchells TA, Jarman IH, Martín JD, Lisboa PJG. 2013. A principled approach to network-based classification and data representation Neurocomputing, 112 :79-91 DOI

Zhang X, Cook PA, Lisboa PJ, Jarman IH, Bellis MA. 2013. The effects of deprivation and relative deprivation on self-reported morbidity in England: an area-level ecological study. Int J Health Geogr, 12 :5 DOI Author Url Publisher Url

Lisboa PJG, Etchells TA, Jarman IH, Chambers SJ. 2013. Finding reproducible cluster partitions for the k-means algorithm BMC Bioinformatics, 14 DOI Author Url Publisher Url

Ruiz H, Etchells TA, Jarman IH, Martín JD, Lisboa PJG. 2013. A principled approach to network-based classification and data representation Neurocomputing, DOI Author Url Publisher Url

Chambers SJ, Jarman IH, Etchells TA, Lisboa PJG. 2013. Inference of number of prototypes with a framework approach to K-means clustering International Journal of Biomedical Engineering and Technology, 13 :323-340 DOI Publisher Url

Chambers SJ, Jarman IH, Etchells TA, Lisboa PJG. 2013. Inference of number of prototypes with a framework approach to K-means clustering International Journal of Biomedical Engineering and Technology, 13 :323-340 DOI

Bellis MA, Jarman I, Downing J, Perkins C, Beynon C, Hughes K, Lisboa P. 2012. Using clustering techniques to identify localities with multiple health and social needs Health and Place, 18 :138-143 DOI

Jarman IH, Etchells TA, Perkins C, Bellis MA, Lisboa PJG. 2011. Scenario analysis for local area life expectancy using conditional independence maps Proceedings - 4th International Conference on Developments in eSystems Engineering, DeSE 2011, :92-97 DOI Publisher Url

Zhang X, Cook PA, Jarman I, Lisboa P. 2011. Area effects on health inequalities: The impact of neighbouring deprivation on mortality HEALTH & PLACE, 17 :1266-1273 DOI Author Url Publisher Url

Jarman IH, Etchells TA, Lisboa PJG, Beynon CM, Martín-Guerrero JD. 2011. Clustering categorical data: A stability analysis framework IEEE SSCI 2011: Symposium Series on Computational Intelligence - CIDM 2011: 2011 IEEE Symposium on Computational Intelligence and Data Mining, :58-65 DOI Publisher Url

Jarman IH, Etchells TA, Bacciu D, Garibaldi JM, Ellis IO, Lisboa PJG. 2011. Clustering of protein expression data: a benchmark of statistical and neural approaches SOFT COMPUTING, 15 :1459-1469 DOI Author Url Publisher Url

Beynon C, Wyke S, Jarman I, Robinson M, Mason J, Murphy K, Bellis MA, Perkins C. 2011. The cost of emergency hospital admissions for falls on snow and ice in England during winter 2009/10: a cross sectional analysis ENVIRONMENTAL HEALTH, 10 DOI Author Url Publisher Url

Beynon CM, Wyke S, Robinson M, Mason J, Murphy K, Jarman I, Bellis MA, Perkins C. 2011. The cost of emergency hospital admissions for falls on snow and ice in England during winter 2009/10: a cross sectional analysis Environmental Health, 10 :60

Zhang X, Cook PA, Jarman I, Lisboa P. 2011. Area effects on health inequalities: The impact of neighbouring deprivation on mortality Health and Place,

Ruiz H, Jarman IH, Martín JD, Lisboa PJ. 2010. The role of Fisher information in primary data space for neighbourhood mapping ESANN 2011 proceedings, 19th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, :381-386

Bellis MA, Hughes K, Quigg Z, Morleo M, Jarman I, Lisboa P. 2010. Cross-sectional measures and modelled estimates of blood alcohol levels in UK nightlife and their relationships with drinking behaviours and observed signs of inebriation Substance Abuse: Treatment, Prevention, and Policy, 5 DOI

Bellis MA, Hughes KE, Quigg ZA, Morleo M, Jarman I, Lisboa P. 2010. Cross-sectional measures and modelled estimates of blood alcohol levels in UK nightlife and their relationships with drinking behaviours and observed signs of inebriation Substance Abuse Treatment, Prevention, and Policy, DOI

Bacciu D, Jarman IH, Etchells TA, Lisboa PJG. 2009. Patient stratification with competing risks by multivariate Fisher distance Proceedings of the International Joint Conference on Neural Networks, :213-220 DOI Publisher Url

Lisboa PJG, Etchells TA, Jarman IH, Arsene CTC, Aung MSH, Eleuteri A, Taktak AFG, Ambrogi F, Boracchi P, Biganzoli E. 2009. Partial logistic artificial neural network for competing risks regularized with automatic relevance determination. IEEE Trans Neural Netw, 20 :1403-1416 DOI Author Url Publisher Url

Lisboa PJG, Etchells TA, Jarman IH, Arsene CTC, Aung MSH, Eleuteri A, Taktak AFG, Ambrogi F, Boracchi P, Biganzoli E. 2009. Partial Logistic Artificial Neural Network for Competing Risks Regularized With Automatic Relevance Determination IEEE TRANSACTIONS ON NEURAL NETWORKS, 20 :1403-1416 DOI Author Url

Rognvaldsson T, Etchells TA, You L, Garwicz D, Jarman I, Lisboa PJG. 2009. How to find simple and accurate rules for viral protease cleavage specificities BMC BIOINFORMATICS, 10 DOI Author Url

Rögnvaldsson T, Etchells TA, You L, Garwicz D, Jarman I, Lisboa PJG. 2009. How to find simple and accurate rules for viral protease cleavage specificities BMC Bioinformatics, 10 DOI Author Url Publisher Url

Lisboa PJG, Jarman IH, Etchells TA, Ambrogi F, Ardoino I, Vignetti M, Biganzoli E. 2009. Short-term time-to-event model of response to treatment following the GIMEMA protocol for Acute Myeloid Leukaemia Frontiers in Artificial Intelligence and Applications, 196 :81-93 DOI

Jarman IH, Etchells TA, Martín JD, Lisboa PJG. 2008. An integrated framework for risk profiling of breast cancer patients following surgery. Artif Intell Med, 42 :165-188 DOI Author Url Publisher Url

Jarman IH, Etchells TA, Martin JD, Lisboa PJG. 2008. An integrated framework for risk profiling of breast cancer patients following surgery ARTIFICIAL INTELLIGENCE IN MEDICINE, 42 :165-188 DOI Author Url

Lisboa PJG, Etchells TA, Jarman IH, Hane Aung MS, Chabaud S, Bachelot T, Perol D, Gargi T, Bourdès V, Bonnevay S, Négrier S. 2008. Time-to-event analysis with artificial neural networks: an integrated analytical and rule-based study for breast cancer. Neural Netw, 21 :414-426 DOI Author Url Publisher Url

Lisboa PJG, Etchells TA, Jarman IH, Aung MSH, Chabaud S, Bachelot T, Perol D, Gargi T, Bourdès V, Bonnevay S, Négrier S. 2007. Time-to-event analysis with artificial neural networks: An integrated analytical and rule-based study for breast cancer IEEE International Conference on Neural Networks - Conference Proceedings, :2533-2538 DOI Publisher Url

Lisboa PJG, Etchells TA, Jarman IH, Aung MSH, Chabaud S, Bachelot T, Perol D, Gargi T, Bourdès V, Bonnevay S, Négrier S. 2007. Development of a rule based prognostic tool for HER 2 positive breast cancer patients Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings, :5416-5419 DOI

Lisboa PJG, Etchells TA, Jarman IH, Aung MSH, Chabaud S, Bachelot T, Perol D, Gargi T, Bourdès V, Bonnevay S, Négrier S. 2007. Development of a rule based prognostic tool for HER 2 positive breast cancer patients. Annu Int Conf IEEE Eng Med Biol Soc, 2007 :5416-5419 DOI Author Url Publisher Url

Lisboa PJG, Jarman IH, Etchells TA, Ramsey P. 2007. A prototype integrated decision support system for breast cancer oncology Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 4507 LNCS :999-1003 DOI Publisher Url

Jarman IH, Fernandes AS, Fonseca JM, Etchells TA, Lisboa P, Biganzoli E, Bajdik C. Evaluation of missing data imputation in longitudinal cohort studies in breast cancer survival International Journal of Knowledge Engineering and Soft Data Paradigms, 1 :257-276 DOI Publisher Url

Casaña-Eslava RV, Lisboa PJG, Ortega-Martorell S, Jarman IH, Martín-Guerrero JD. A Probabilistic framework for Quantum Clustering arXiv, Author Url

Jarman I, Ashworth E, McCabe P, McCarthy M, Provazza S, crosbie V, Quigg Z, Saini P. Suicidal Crisis among Children and Young People: Associations with Adverse Childhood Experiences and Socio-Demographic Factors International Journal of Environmental Research and Public Health, DOI Author Url Publisher Url Public Url

Chapters

McCabe PG, Olier I, Ortega-Martorell S, Jarman I, Baltzopoulos V, Lisboa P. 2019. Comparative Analysis for Computer-Based Decision Support: Case Study of Knee Osteoarthritis Yin H, Camacho D, Tino P, TallonBallesteros AJ, Menezes R, Allmendinger R. 11872 :114-122 SPRINGER INTERNATIONAL PUBLISHING AG 978-3-030-33616-5 DOI Author Url Publisher Url

Jarman IH, Lisboa PJG, Etchells TA, Chambers SJ, Bacciu D, Whittaker J, Garibaldi J, Ortega-Martorell S, Vellido A, Ellis IO. 2012. Discovering Hidden Pathways in Bioinformatics Biganzoli , Vellido A, Ambrogi F, Tagliaferri R. Computational Intelligence Methods for Bioinformatics and Biostatistics 7548 :49-60 Springer Berlin Heidelberg 978-3-642-35685-8 DOI

Jarman IH. Discovering hidden pathways in bioinformatics LISBOA PJG, eTCHELLS TA, bACCIU D, Whittaker J.

Conference publication

Casaña-Eslava RV, Martín-Guerrero JD, Jarman IH, Lisboa PJG. 2016. Performance assessment of quantum clustering in non-spherical data distributions ESANN 2016 - 24th European Symposium on Artificial Neural Networks, :339-344

Urda D, Chambers SJ, Jarman I, Lisboa P, Franco L, Jerez JM. 2015. Use of q-values to Improve a Genetic Algorithm to Identify Robust Gene Signatures Lecture Notes in Computer Science, 11th International Meeting, CIBB 2014 8623 :199-206 DOI Author Url Publisher Url Public Url

Lowsby R, Gomes C, Jarman IH, Nee PA. 2014. Lymphopenia as a predictor of bacteremia in the emergency department 34th International Symposium on Intensive Care and Emergency Medicine 18 :220-220 DOI Publisher Url

Lisboa PJG, Jarman IH, Etchells TA, Chambers SJ, Bacciu D, Whittaker J, Garibaldi JM, Ortega-Martorell S, Vellido A, Ellis IO. 2012. Discovering hidden pathways in bioinformatics Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 7548 LNBI :49-60 DOI Publisher Url

Ruiz H, Ortega-Martorell S, Jarman IH, Vellido A, Martin JD, Romero E, Lisboa PJG. 2012. Towards interpretable classifiers with blind signal separation Proceedings of the International Joint Conference on Neural Networks, DOI Author Url Publisher Url

Ruiz H, Ortega-Martorell S, Jarman IH, Martín JD, Lisboa P. 2012. Constructing similarity networks using the Fisher information metric Publisher Url

Ruiz H, Jarman IH, Martín JD, Lisboa PJ. 2011. The role of Fisher information in primary data space for neighbourhood mapping ESANN 2011 - 19th European Symposium on Artificial Neural Networks, :381-386

Fernandes AS, Alves P, Jarman IH, Etchells TA, Fonseca JM, Lisboa PJG. 2010. A Clinical Decision Support System for Breast Cancer Patients CamarinhaMatos LM, Pereira P, Ribeiro L. EMERGING TRENDS IN TECHNOLOGICAL INNOVATION, 1st IFIP Doctoral Conference on Computing, Electrical and Industrial Systems 314 :122-+ DOI Author Url Publisher Url

Fernandes AS, Bacciu D, Jarman IH, Etchells TA, Fonseca JM, Lisboa PJG. 2010. Different Methodologies for Patient Stratification Using Survival Data Masulli F, Peterson LE, Tagliaferri R. COMPUTATIONAL INTELLIGENCE METHODS FOR BIOINFORMATICS AND BIOSTATISTICS, 6th International Meeting on Computational Intelligence Methods for Bioinformatics and Biostatistics 6160 :276-+ DOI Author Url Publisher Url

Li M, Dias B, Jarman I, El-Deredy W, Lisboa PJG. 2009. Grocery Shopping Recommendations Based on Basket-Sensitive Random Walk KDD-09: 15TH ACM SIGKDD CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING, 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining :1215-1223 DOI Author Url Publisher Url

Fernandes AS, Jarman IH, Etchells TA, Fonseca JM, Biganzoli E, Bajdik C, Lisboa PJG. 2009. Stratification Methodologies for Neural Networks Models of Survival Cabestany J, Prieto A, Sandoval F, Corchado JM. BIO-INSPIRED SYSTEMS: COMPUTATIONAL AND AMBIENT INTELLIGENCE, PT 1, 10th International Work-Conference on Artificial Neural Networks (IWANN 2009) 5517 :989-+ DOI Author Url Publisher Url

Fernandes AS, Bacciu D, Jarman IH, Etchells TA, Fonseca JM, Lisboa PJG. 2009. p-Health in breast oncology: a framework for predictive and participatory e-systems AlJumeily D, Nagar AK, Tawfik H, Hussain A, Lisboa P. 2009 SECOND INTERNATIONAL CONFERENCE ON DEVELOPMENTS IN ESYSTEMS ENGINEERING (DESE 2009), 2nd International Conference on Developments in eSystems Engineering :123-129 DOI Author Url Publisher Url

Bacciu D, Jarman IH, Etchells TA, Lisboa PJG. 2009. Patient Stratification with Competing Risks by Multivariate Fisher Distance IJCNN: 2009 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1- 6, International Joint Conference on Neural Networks :3453-+ Author Url

Lisboa PJG, Etchells TA, Jarman IH, Aung MSH, Chabaud S, Bachelot T, Perol D, Gargi T, Bourdes V, Bonnevay S, Negrier S. 2008. Time-to-event analysis with artificial neural networks: An integrated analytical and rule-based study for breast cancer NEURAL NETWORKS, International Joint Conference on Neural Networks 21 :414-426 DOI Author Url

Etchells TA, Fernandes AS, Jarman IH, Fonseca JM, Lisboa PJG. 2008. Stratification of severity of illness indices: A case study for breast cancer prognosis Lovrek I, Howlett RJ, Jain LC. KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 2, PROCEEDINGS, 12th International Conference on Knowledge-Based Intelligent Information and Engineering Systems 5178 :214-+ DOI Author Url Publisher Url

Fernandes AS, Jarman IH, Etchells TA, Fonseca JM, Biganzoli E, Bajdik C, Lisboa PJG. 2008. Missing data imputation in longitudinal cohort studies - application of PLANN-ARD in breast cancer survival Wani MA, Chen X, Casasent D, Kurgan L, Hu T, Hafeez K. SEVENTH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS, PROCEEDINGS, 7th International Conference on Machine Learning and Applications :644-+ DOI Author Url Publisher Url

Lisboa PJG, Biganzoli EM, Taktak AF, Etchells TA, Jarman IH, Aung MSH, Ambrogi F. 2007. Assessing flexible models and rule extraction from censored survival data 2007 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-6, International Joint Conference on Neural Networks :1663-+ DOI Author Url Publisher Url

Lisboa PJG, Etchells TA, Jarman IH, Aung MSH, Chabaud S, Bachelot T, Pero D, Gargi T, Bourdes V, Bonnevay S, Negrier S. 2007. Time-to-event analysis with artificial neural networks: An integrated analytical and rule-based study for breast cancer 2007 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-6, International Joint Conference on Neural Networks :2532-+ Author Url

Lisboa PJG, Etchells TA, Jarman IH, Aung MSH, Chabaud S, Bachelot T, Perol D, Gargi T, Bourdes V, Bonnevay S, Negrier S. 2007. Development of a rule based prognostic tool for HER 2 positive breast cancer patients 2007 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-16, 29th Annual International Conference of the IEEE-Engineering-in-Medicine-and-Biology-Society :5416-+ DOI Author Url

Lisboa PJG, Jarman IH, Etchells TA, Ramsey P. 2007. A prototype integrated decision support system for breast cancer oncology Sandoval F, Prieto A, Cabestany J, Grana M. COMPUTATIONAL AND AMBIENT INTELLIGENCE, 9th International Work-Conference on Artificial Neural Networks 4507 :996-+ Author Url

Casana Eslava R, Martin-Guerrero JD, Ortega Martorell S, Lisboa P, Jarman I. Scalable implementation of measuring distances in a Riemannian manifold based on the Fisher Information metric International Joint Conference on Neural Networks (IJCNN) DOI Author Url Publisher Url

Report

Giles S, Jarman I, Reilly D, Etchells T, Walters L, Smith A, O'Brien F, Wren C. 2014. ‘Proof of Feasibility’ studies to develop an interactive geo-spatial decision support system for police forces (CASPER)

Perkins C, Beynon C, Jarman I, Lisboa P, Bellis MA. 2011. Topography of Drinking Behaviours in England: Synthetic estimates of numbers and proportions of abstainers, lower risk, increasing risk and higher risk drinkers in local authorities in England

Perkins C, Carlin H, Jarman I, Chambers S, Lisboa P, Knuckey S, Bellis MA. 2011. North West Mental Wellbeing Survey - Profiles of wellbeing

Perkins C, Carlin H, Jarman I, Chambers S, Lisboa P, Knuckey S, Bellis MA. 2011. North West Mental Wellbeing Survey - What influences wellbeing

Cook PA, Harkins C, Morleo M, Jarman I, Tiffany C, Bellis MA, Zhang X, Perkins C, Phillips-Howard PA. 2011. Contributions of alcohol use to teenage pregnancy and sexually transmitted infection rates

Quigg ZA, Hughes K, Hungerford D, Jarman I, Bellis M. 2010. The impact of the 2006 World Cup on Emergency Department assault attendances in Cumbria, Lancashire and Merseyside

Quigg ZA, Hughes K, Bellis M, Morleo M, Jarman I, Lisboa P. 2009. Blood alcohol levels and drunkenness amongst people visiting nightlife in the North West

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