====================================================================== GLP-1 RECEPTOR AGONISTS ADVERSE EVENTS - EDA SUMMARY REPORT ====================================================================== Generated: 2026-02-03 17:33:34 DATA OVERVIEW ---------------------------------------- Total unique adverse event reports: 20,307 Total reaction-level observations: 87,154 Date range: 2004-02-13 to 2025-12-31 Years covered: 2004 - 2025 REPORTS BY DRUG ---------------------------------------- Semaglutide 6,027 ( 29.7%) Liraglutide 5,082 ( 25.0%) Exenatide 4,913 ( 24.2%) Dulaglutide 2,181 ( 10.7%) Tirzepatide 2,104 ( 10.4%) SERIOUSNESS DISTRIBUTION ---------------------------------------- Serious events: 12,233 (60.2%) Non-serious: 8,074 (39.8%) Breakdown by outcome: Deaths: 660 Life-threatening: 1,365 Hospitalizations: 6,670 Disabling: 393 TOP 20 MOST FREQUENT ADVERSE EVENTS ---------------------------------------- 1. Nausea 2,131 2. Vomiting 1,530 3. Diarrhoea 1,257 4. NAUSEA 1,183 5. WEIGHT DECREASED 997 6. Dyspnoea 853 7. Weight decreased 780 8. Off label use 776 9. Blood glucose increased 774 10. BLOOD GLUCOSE INCREASED 773 11. Drug ineffective 741 12. Fatigue 732 13. Acute kidney injury 694 14. Headache 654 15. DECREASED APPETITE 613 16. Decreased appetite 600 17. Dizziness 589 18. Constipation 543 19. Malaise 534 20. Abdominal pain 512 SIGNALS OF INTEREST ---------------------------------------- GASTROPARESIS/DELAYED GASTRIC EMPTYING: PRESENT - 3 unique reports Tirzepatide: 1 Liraglutide: 1 Exenatide: 1 THYROID NEOPLASM/DISORDERS: PRESENT - 380 unique reports Liraglutide: 219 Semaglutide: 68 Exenatide: 41 Tirzepatide: 27 Dulaglutide: 25 PATIENT DEMOGRAPHICS ---------------------------------------- Female: 10,854 (53.4%) Male: 7,848 (38.6%) Unknown: 1,605 (7.9%) Age statistics (n=15,686): Mean: 58.5 years Median: 61.0 years Range: 0 - 104 years OUTPUT FILES ---------------------------------------- Cleaned data: workflow/data/glp1_cleaned.parquet Reports over time: figures/reports_over_time.png Top adverse events: figures/top_adverse_events.png This summary: results/eda_summary.txt ====================================================================== END OF REPORT ======================================================================