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Outpatients (N = 36) with type 2 diabetes were referred back to the hospital because of the risk of developing chronic kidney disease (CKD) (possible kidney failure). During their follow-up, some patients were diagnosed with advanced (or end-stage) CKD, requiring an extension of their stay in the hospital, while others were readmitted for further medical assessment. Throughout the study, mortality and hospitalization rates, as well as bio- chemical lab test results, were reported. In addition, the attached data slice contains additional demographic data about the patient group. Question 1. Write demographic and lifestyle summary with appropriate statistical tools of descriptive statistics that include Age (years). Gender, Level of deprivation [Townsend or socio-economical status SES), and Marital status. (2 Points) Question 2. Write a statistical summary for patients' health status that include Smoking status, Glucose level (mmol/L), C-reactive protein (CRP) (mg/L), Blood urea (mmol/L), Serum creatinine (umol/L), and Albumin level (g/L). (2 Points) Question 3. Prepare a brief report for diabetes management, patient hospitalisation, and mortality using proper methods of descriptive statistics. (1 Point) 2 2 2 2 : i 100 10 8 999 2 2 2 992 PatientID Year Month Gender hoking stat Townsend Marital_statu.ength_of_st: Re-admissality_3Mortalit Management Age Jose_le eGFR 1 2017 Feb male current Most deprived Single 38 No No No Insulin 72 1.8 61 2 2017 Feb female ex-smoker Most deprived Not recorded 22 No No No Drugs 69 3.8 38 3 2017 Feb female non-smok: Third quintile Married 37 Yes No Yes Insulin 78 3.8 14 4 2017 Feb female current Fourth quintile Divorced 5 No No No Drugs 78 3.9 66 5 2017 Feb female ex-smoker Missing Married 7 No No No Insulin 77 2.8 37 6 2017 Feb male ex-smoker Third quintile Married 4 Yes No No Diet 54 3.9 10 7 2017 Feb female current Third quintile Married 2 Yes No No Insulin 53 3.9 4 8 2017 Feb female ex-smoker Second quintile Notrecorded 4 No No Insulin 58 3.7 15 9 2017 Feb female non-smoki Third quintile Married 11 No No Insulin 53 3.9 10 10 2017 Feb male non-smok: Second quintile Married 18 Yes No Yes Insulin 71 3.6 6 11 2017 Feb male ex-smoker Second quintile Notrecorded 72 No No Insulin 60 3.8 12 12 2017 Feb female non-smoks Third quintile Notrecorded 10 No No Yes Diet 92 3.9 39 13 2017 Feb female non-smoke Third quintile Notrecorded 8 Yes No No Drugs and in: 65 3.9 16 14 2017 Feb male non-smoke Second quintile Notrecorded 11 No Yes Yes Insulin 73 3.3 19 15 2017 Feb male non-smoki Least deprived Notrecorded 18 Yes No Drugs 78 3.5 25 16 2017 Feb female ex-smoker Fourth quintile Notrecorded 74 Yes No Yes Drugs and in: 72 3.9 53 17 2017 Feb male non-smoke Third quintile Notrecorded 9 Yes No No Insulin 56 3.8 8 18 2017 Feb male ex-smoker Missing Married 29 No No No Drugs 68 3.2 64 19 2017 Feb male non-smoki Third quintile Notrecorded 8 No No Drugs 76 3.8 64 20 2017 Feb male non-smok: Fourth quintile Married 15 No No No Drugs 72 3.5 66 21 2018 Feb ex-smoker Least deprived Not recorded 29 No No No Drugs and in: 77 3.7 53 22 2018 Feb female ex-smoker Fourth quintile Not recorded 8 Yes No No Drugs 84 3.2 65 23 2018 Feb female non-smok: Missing Married 2 No Yes Yes Insulin 79 22 24 2018 Feb male non-smoki Fourth quintile Notrecorded 6 Yes No No Insulin 75 3.8 8 25 2018 Feb female non-smoke Fourth quintile Notrecorded 54 No No Insulin 58 3 12 26 2018 Feb female non-smoki Least deprived Notrecorded 10 No No Drugs 75 3.7 57 27 2018 Feb male non-smoki Most deprived Notrecorded 60 No Yes Yes Insulin 53 1.9 11 28 2018 Feb male ex-smoker Fourth quintile Married 3 No No No Insulin 53 3.9 57 29 2018 Feb male ex-smoker Third quintile Not recorded 53 No Insulin 49 3.4 75 30 2017 Mar male ex-smoker Third quintile Notrecorded 27 No No No Insulin 62 3.3 50 31 2017 Mar female ex-smoker Most deprived Not recorded 3 No No Insulin 41 3.2 62 32 2017 Mar female non-smoki Third quintile Married 4 Yes Yes Insulin 78 3.4 28 33 2017 Mar male ex-smoker Third quintile Divorced 2 No Yes Yes Diet 88 2.7 7 34 2017 Mar female non-smoki Second quintile Not recorded 6 No No No Insulin 57 3.7 35 2017 Mar female current Most deprived Single 35 No No No Insulin 62 62 36 2017 Mar male non-smoki Least deprived Not recorded 6 No No Insulin 52 14 9 2 2 2 2 No male 39 : 3 3 2 2 2 2 2 2 2 2 2 9 9 9 DO 18 No 3.1 Mortality No No Yes Smoking_status Townsend current Most deprived ex-smoker Most deprived non-smoker Third quintile current Fourth quintile ex-smoker Missing ex-smoker Third quintile current Third quintile ex-smoker Second quintile non-smoker Third quintile non-smoker Second quintile ex-smoker Second quintile non-smoker Third quintile non-smoker Third quintile non-smoker Second quintile non-smoker Least deprived ex-smoker Fourth quintile non-smoker Third quintile ex-smoker Missing non-smoker Third quintile non-smoker Fourth quintile ex-smoker Least deprived ex-smoker Fourth quintile non-smoker Missing non-smoker Fourth quintile non-smoker Fourth quintile non-smoker Least deprived non-smoker Most deprived ex-smoker Fourth quintile ex-smoker Third quintile ex-smoker Third quintile ex-smoker Most deprived non-smoker Third quintile ex-smoker Third quintile non-smoker Second quintile current Most deprived non-smoker Least deprived Marital_status Length_of_stay Re-admission_30days Mortality_30days Single 38 No No Not recorded 22 No No Married 37 Yes No Divorced 5 No No Married 7 No No Married 4 Yes No Married 2 Yes No Not recorded 4 No No Married 11 No No Married 18 Yes No Not recorded 72 No No Not recorded 10 No No Not recorded 8 Yes No Not recorded 11 No Yes Not recorded 18 Yes No Not recorded 74 Yes No Not recorded 9 Yes No Married 29 No No Not recorded 8 No No Married 15 No No Not recorded 29 No No Not recorded 8 Yes No Married 2 No Yes Not recorded 6 Yes No Not recorded 54 No No Not recorded 10 No No Not recorded 60 No Yes Married 3 No No Not recorded 53 No No Not recorded 27 No No Not recorded 3 No No Married 4 Yes No Divorced 2 No Yes Not recorded 6 No No Single 35 No No Not recorded 6 No No No No No No No No Yes No Yes No Yes No Yes No No No No No No Yes No No No Yes No No No No Yes Management Insulin Drugs Insulin Drugs Insulin Diet Insulin Insulin Insulin Insulin Insulin Diet Drugs and insulin Insulin Drugs Drugs and insulin Insulin Drugs Drugs Drugs Drugs and insulin Drugs Insulin Insulin Insulin Drugs Insulin Insulin Insulin Insulin Insulin Insulin Diet Insulin Insulin Insulin Age Glucose_level 72 1.8 69 3.8 78 3.8 78 3.9 77 2.8 54 3.9 53 3.9 58 3.7 53 3.9 71 3.6 60 3.8 92 3.9 65 3.9 73 3.3 78 3.5 72 3.9 56 3.8 68 3.2 76 3.8 72 3.5 77 3.7 84 3.2 79 3.9 75 3.8 58 3 75 3.7 53 1.9 53 3.9 49 3.4 62 3.3 41 3.2 78 3.4 88 2.7 57 3.7 62 1.8 52 3.1 eGFR 61 38 14 66 37 10 4 15 10 6 12 39 16 19 25 53 8 8 64 64 66 53 65 22 8 8 12 57 11 57 75 50 62 28 7 7 8 62 14 CRP 6 17 13 375 35 37 23 46 41 6 10 28 31 67 90 19 9 3 23 83 97 12 6 2 30 4 22 25 4 39 0.5 2 2 71 146 18 13 Urea 4.9 8.5 22.4 7.1 8.8 8.2 43.8 19.3 14.2 15 7.9 5.9 9.3 6.6 22 10.1 19.7 5.6 3.3 4.5 16.1 3.1 3.7 15.5 29.1 7.1 33 24.5 5.6 15.3 3.8 12.3 47.5 17.5 3.8 3.5 Creatinine 58 123 370 86 126 546 1219 285 392 735 442 121 334 278 220 90 638 55 62 102 115 80 242 590 350 84 368 116 39 98 47 198 515 652 48 391 Albumin 23 23 26 27 25 37 40 31 21 20 27 27 29 18 28 25 21 22 27 26 23 33 30 30 20 33 22 30 28 25 23 32 32 30 24 25 Yes No No No
