Context According to the 2018 U.S. Renal Data System (USRDS) Annual Data Report, in 2016 more than 700,000 Americans suffered from the End-Stage Renal Disease (ESRD), an irreversible kidney failure which requires either kidney transplant or renal replacement therapy also known as dialysis. The USRDS reported that "hospital admissions, subsequent readmissions, and emergency department visits are a major burden for patients with ESRD. On average, patients with ESRD are admitted to the hospital more than once a year, and more than one in three hospital discharges are followed by a readmission within 30 days. Furthermore, inpatient treatment represents a significant societal and financial burden, accounting for approximately 33% of total Medicare expenditures for patients with ESRD". This research aims to uncover insights from publically available data about dialysis facilities and the quality of dialysis care they provided to help inform ESRD patients and their advocates, dialysis facilities, and healthcare policymakers in their effort to improve quality of care and quality of life of all ESRD patients. Content This dataset contains data on quality measures of about 6,500 dialysis facilities in the United States that provide dialysis care for more than half a million ESRD patients. This research is focused on one critical outcome measure - the Standardized Readmission Ratio (SRR) which measures a facility's actual over expected hospitial readmission within 30-day of discharge. A list of demographic, socioeconomic, and clinical factors about a facility, the community where a facility is located, and the patient population of the facility are identified and data are acquired from the Center for Medicare and Medicaid Services (CMS) and the Census Bureau. Acknowledgements Thanks Kaggle for this powerful platform and wonderful community. Inspiration Apply Data Analytics to Improve Healthcare and Human lives.