Tavis Rudd avatar Tavis Rudd committed 833cc1c

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Isabella/Data Summarization.docx

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Isabella/Data Summarization.pdf

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Isabella/fish.csv

+"Weight","Length1","Length2","Length3","Height","Width","Species"
+242,23.2,25.4,30,38.4,13.4,1
+290,24,26.3,31.2,40,13.8,1
+340,23.9,26.5,31.1,39.8,15.1,1
+363,26.3,29,33.5,38,13.3,1
+430,26.5,29,34,36.6,15.1,1
+450,26.8,29.7,34.7,39.2,14.2,1
+500,26.8,29.7,34.5,41.1,15.3,1
+390,27.6,30,35,36.2,13.4,1
+450,27.6,30,35.1,39.9,13.8,1
+500,28.5,30.7,36.2,39.3,13.7,1
+475,28.4,31,36.2,39.4,14.1,1
+500,28.7,31,36.2,39.7,13.3,1
+500,29.1,31.5,36.4,37.8,12,1
+NA,29.5,32,37.3,37.3,13.6,1
+600,29.4,32,37.2,40.2,13.9,1
+600,29.4,32,37.2,41.5,15,1
+700,30.4,33,38.3,38.8,13.8,1
+700,30.4,33,38.5,38.8,13.5,1
+610,30.9,33.5,38.6,40.5,13.3,1
+650,31,33.5,38.7,37.4,14.8,1
+575,31.3,34,39.5,38.3,14.1,1
+685,31.4,34,39.2,40.8,13.7,1
+620,31.5,34.5,39.7,39.1,13.3,1
+680,31.8,35,40.6,38.1,15.1,1
+700,31.9,35,40.5,40.1,13.8,1
+725,31.8,35,40.9,40,14.8,1
+720,32,35,40.6,40.3,15,1
+714,32.7,36,41.5,39.8,14.1,1
+850,32.8,36,41.6,40.6,14.9,1
+1000,33.5,37,42.6,44.5,15.5,1
+920,35,38.5,44.1,40.9,14.3,1
+955,35,38.5,44,41.1,14.3,1
+925,36.2,39.5,45.3,41.4,14.9,1
+975,37.4,41,45.9,40.6,14.7,1
+950,38,41,46.5,37.9,13.7,1
+270,23.6,26,28.7,29.2,14.8,2
+270,24.1,26.5,29.3,27.8,14.5,2
+306,25.6,28,30.8,28.5,15.2,2
+540,28.5,31,34,31.6,19.3,2
+800,33.7,36.4,39.6,29.7,16.6,2
+1000,37.3,40,43.5,28.4,15,2
+40,12.9,14.1,16.2,25.6,14,3
+69,16.5,18.2,20.3,26.1,13.9,3
+78,17.5,18.8,21.2,26.3,13.7,3
+87,18.2,19.8,22.2,25.3,14.3,3
+120,18.6,20,22.2,28,16.1,3
+0,19,20.5,22.8,28.4,14.7,3
+110,19.1,20.8,23.1,26.7,14.7,3
+120,19.4,21,23.7,25.8,13.9,3
+150,20.4,22,24.7,23.5,15.2,3
+145,20.5,22,24.3,27.3,14.6,3
+160,20.5,22.5,25.3,27.8,15.1,3
+140,21,22.5,25,26.2,13.3,3
+160,21.1,22.5,25,25.6,15.2,3
+169,22,24,27.2,27.7,14.1,3
+161,22,23.4,26.7,25.9,13.6,3
+200,22.1,23.5,26.8,27.6,15.4,3
+180,23.6,25.2,27.9,25.4,14,3
+290,24,26,29.2,30.4,15.4,3
+272,25,27,30.6,28,15.6,3
+390,29.5,31.7,35,27.1,15.3,3
+55,13.5,14.7,16.5,41.5,14.1,4
+60,14.3,15.5,17.4,37.8,13.3,4
+90,16.3,17.7,19.8,37.4,13.5,4
+120,17.5,19,21.3,39.4,13.7,4
+150,18.4,20,22.4,39.7,14.7,4
+140,19,20.7,23.2,36.8,14.2,4
+170,19,20.7,23.2,40.5,14.7,4
+145,19.8,21.5,24.1,40.4,13.1,4
+200,21.2,23,25.8,40.1,14.2,4
+273,23,25,28,39.6,14.8,4
+300,24,26,29,39.2,14.6,4
+6.7,9.3,9.8,10.8,16.1,9.7,5
+7.5,10,10.5,11.6,17,10,5
+7,10.1,10.6,11.6,14.9,9.9,5
+9.7,10.4,11,12,18.3,11.5,5
+9.8,10.7,11.2,12.4,16.8,10.3,5
+8.7,10.8,11.3,12.6,15.7,10.2,5
+10,11.3,11.8,13.1,16.9,9.8,5
+9.9,11.3,11.8,13.1,16.9,8.9,5
+9.8,11.4,12,13.2,16.7,8.7,5
+12.2,11.5,12.2,13.4,15.6,10.4,5
+13.4,11.7,12.4,13.5,18,9.4,5
+12.2,12.1,13,13.8,16.5,9.1,5
+19.7,13.2,14.3,15.2,18.9,13.6,5
+19.9,13.8,15,16.2,18.1,11.6,5
+200,30,32.3,34.8,16,9.7,6
+300,31.7,34,37.8,15.1,11,6
+300,32.7,35,38.8,15.3,11.3,6
+300,34.8,37.3,39.8,15.8,10.1,6
+430,35.5,38,40.5,18,11.3,6
+345,36,38.5,41,15.6,9.7,6
+456,40,42.5,45.5,16,9.5,6
+510,40,42.5,45.5,15,9.8,6
+540,40.1,43,45.8,17,11.2,6
+500,42,45,48,14.5,10.2,6
+567,43.2,46,48.7,16,10,6
+770,44.8,48,51.2,15,10.5,6
+950,48.3,51.7,55.1,16.2,11.2,6
+1250,52,56,59.7,17.9,11.7,6
+1600,56,60,64,15,9.6,6
+1550,56,60,64,15,9.6,6
+1650,59,63.4,68,15.9,11,6
+5.9,7.5,8.4,8.8,24,16,7
+32,12.5,13.7,14.7,24,13.6,7
+40,13.8,15,16,23.9,15.2,7
+51.5,15,16.2,17.2,26.7,15.3,7
+70,15.7,17.4,18.5,24.8,15.9,7
+100,16.2,18,19.2,27.2,17.3,7
+78,16.8,18.7,19.4,26.8,16.1,7
+80,17.2,19,20.2,27.9,15.1,7
+85,17.8,19.6,20.8,24.7,14.6,7
+85,18.2,20,21,24.2,13.2,7
+110,19,21,22.5,25.3,15.8,7
+115,19,21,22.5,26.3,14.7,7
+125,19,21,22.5,25.3,16.3,7
+130,19.3,21.3,22.8,28,15.5,7
+120,20,22,23.5,26,14.5,7
+120,20,22,23.5,24,15,7
+130,20,22,23.5,26,15,7
+135,20,22,23.5,25,15,7
+110,20,22,23.5,23.5,17,7
+130,20.5,22.5,24,24.4,15.1,7
+150,20.5,22.5,24,28.3,15.1,7
+145,20.7,22.7,24.2,24.6,15,7
+150,21,23,24.5,21.3,14.8,7
+170,21.5,23.5,25,25.1,14.9,7
+225,22,24,25.5,28.6,14.6,7
+145,22,24,25.5,25,15,7
+188,22.6,24.6,26.2,25.7,15.9,7
+180,23,25,26.5,24.3,13.9,7
+197,23.5,25.6,27,24.3,15.7,7
+218,25,26.5,28,25.6,14.8,7
+300,25.2,27.3,28.7,29,17.9,7
+260,25.4,27.5,28.9,24.8,15,7
+265,25.4,27.5,28.9,24.4,15,7
+250,25.4,27.5,28.9,25.2,15.8,7
+250,25.9,28,29.4,26.6,14.3,7
+300,26.9,28.7,30.1,25.2,15.4,7
+320,27.8,30,31.6,24.1,15.1,7
+514,30.5,32.8,34,29.5,17.7,7
+556,32,34.5,36.5,28.1,17.5,7
+840,32.5,35,37.3,30.8,20.9,7
+685,34,36.5,39,27.9,17.6,7
+700,34,36,38.3,27.7,17.6,7
+700,34.5,37,39.4,27.5,15.9,7
+690,34.6,37,39.3,26.9,16.2,7
+900,36.5,39,41.4,26.9,18.1,7
+650,36.5,39,41.4,26.9,14.5,7
+820,36.6,39,41.3,30.1,17.8,7
+850,36.9,40,42.3,28.2,16.8,7
+900,37,40,42.5,27.6,17,7
+1015,37,40,42.4,29.2,17.6,7
+820,37.1,40,42.5,26.2,15.6,7
+1100,39,42,44.6,28.7,15.4,7
+1000,39.8,43,45.2,26.4,16.1,7
+1100,40.1,43,45.5,27.5,16.3,7
+1000,40.2,43.5,46,27.4,17.7,7
+1000,41.1,44,46.6,26.8,16.3,7

Isabella/fish.txt

+Weight	Length1	Length2	Length3	Height	Width	Species
+242	23.2	25.4	30	38.4	13.4	1
+290	24	26.3	31.2	40	13.8	1
+340	23.9	26.5	31.1	39.8	15.1	1
+363	26.3	29	33.5	38	13.3	1
+430	26.5	29	34	36.6	15.1	1
+450	26.8	29.7	34.7	39.2	14.2	1
+500	26.8	29.7	34.5	41.1	15.3	1
+390	27.6	30	35	36.2	13.4	1
+450	27.6	30	35.1	39.9	13.8	1
+500	28.5	30.7	36.2	39.3	13.7	1
+475	28.4	31	36.2	39.4	14.1	1
+500	28.7	31	36.2	39.7	13.3	1
+500	29.1	31.5	36.4	37.8	12	1
+NA	29.5	32	37.3	37.3	13.6	1
+600	29.4	32	37.2	40.2	13.9	1
+600	29.4	32	37.2	41.5	15	1
+700	30.4	33	38.3	38.8	13.8	1
+700	30.4	33	38.5	38.8	13.5	1
+610	30.9	33.5	38.6	40.5	13.3	1
+650	31	33.5	38.7	37.4	14.8	1
+575	31.3	34	39.5	38.3	14.1	1
+685	31.4	34	39.2	40.8	13.7	1
+620	31.5	34.5	39.7	39.1	13.3	1
+680	31.8	35	40.6	38.1	15.1	1
+700	31.9	35	40.5	40.1	13.8	1
+725	31.8	35	40.9	40	14.8	1
+720	32	35	40.6	40.3	15	1
+714	32.7	36	41.5	39.8	14.1	1
+850	32.8	36	41.6	40.6	14.9	1
+1000	33.5	37	42.6	44.5	15.5	1
+920	35	38.5	44.1	40.9	14.3	1
+955	35	38.5	44	41.1	14.3	1
+925	36.2	39.5	45.3	41.4	14.9	1
+975	37.4	41	45.9	40.6	14.7	1
+950	38	41	46.5	37.9	13.7	1
+270	23.6	26	28.7	29.2	14.8	2
+270	24.1	26.5	29.3	27.8	14.5	2
+306	25.6	28	30.8	28.5	15.2	2
+540	28.5	31	34	31.6	19.3	2
+800	33.7	36.4	39.6	29.7	16.6	2
+1000	37.3	40	43.5	28.4	15	2
+40	12.9	14.1	16.2	25.6	14	3
+69	16.5	18.2	20.3	26.1	13.9	3
+78	17.5	18.8	21.2	26.3	13.7	3
+87	18.2	19.8	22.2	25.3	14.3	3
+120	18.6	20	22.2	28	16.1	3
+0	19	20.5	22.8	28.4	14.7	3
+110	19.1	20.8	23.1	26.7	14.7	3
+120	19.4	21	23.7	25.8	13.9	3
+150	20.4	22	24.7	23.5	15.2	3
+145	20.5	22	24.3	27.3	14.6	3
+160	20.5	22.5	25.3	27.8	15.1	3
+140	21	22.5	25	26.2	13.3	3
+160	21.1	22.5	25	25.6	15.2	3
+169	22	24	27.2	27.7	14.1	3
+161	22	23.4	26.7	25.9	13.6	3
+200	22.1	23.5	26.8	27.6	15.4	3
+180	23.6	25.2	27.9	25.4	14	3
+290	24	26	29.2	30.4	15.4	3
+272	25	27	30.6	28	15.6	3
+390	29.5	31.7	35	27.1	15.3	3
+55	13.5	14.7	16.5	41.5	14.1	4
+60	14.3	15.5	17.4	37.8	13.3	4
+90	16.3	17.7	19.8	37.4	13.5	4
+120	17.5	19	21.3	39.4	13.7	4
+150	18.4	20	22.4	39.7	14.7	4
+140	19	20.7	23.2	36.8	14.2	4
+170	19	20.7	23.2	40.5	14.7	4
+145	19.8	21.5	24.1	40.4	13.1	4
+200	21.2	23	25.8	40.1	14.2	4
+273	23	25	28	39.6	14.8	4
+300	24	26	29	39.2	14.6	4
+6.7	9.3	9.8	10.8	16.1	9.7	5
+7.5	10	10.5	11.6	17	10	5
+7	10.1	10.6	11.6	14.9	9.9	5
+9.7	10.4	11	12	18.3	11.5	5
+9.8	10.7	11.2	12.4	16.8	10.3	5
+8.7	10.8	11.3	12.6	15.7	10.2	5
+10	11.3	11.8	13.1	16.9	9.8	5
+9.9	11.3	11.8	13.1	16.9	8.9	5
+9.8	11.4	12	13.2	16.7	8.7	5
+12.2	11.5	12.2	13.4	15.6	10.4	5
+13.4	11.7	12.4	13.5	18	9.4	5
+12.2	12.1	13	13.8	16.5	9.1	5
+19.7	13.2	14.3	15.2	18.9	13.6	5
+19.9	13.8	15	16.2	18.1	11.6	5
+200	30	32.3	34.8	16	9.7	6
+300	31.7	34	37.8	15.1	11	6
+300	32.7	35	38.8	15.3	11.3	6
+300	34.8	37.3	39.8	15.8	10.1	6
+430	35.5	38	40.5	18	11.3	6
+345	36	38.5	41	15.6	9.7	6
+456	40	42.5	45.5	16	9.5	6
+510	40	42.5	45.5	15	9.8	6
+540	40.1	43	45.8	17	11.2	6
+500	42	45	48	14.5	10.2	6
+567	43.2	46	48.7	16	10	6
+770	44.8	48	51.2	15	10.5	6
+950	48.3	51.7	55.1	16.2	11.2	6
+1250	52	56	59.7	17.9	11.7	6
+1600	56	60	64	15	9.6	6
+1550	56	60	64	15	9.6	6
+1650	59	63.4	68	15.9	11	6
+5.9	7.5	8.4	8.8	24	16	7
+32	12.5	13.7	14.7	24	13.6	7
+40	13.8	15	16	23.9	15.2	7
+51.5	15	16.2	17.2	26.7	15.3	7
+70	15.7	17.4	18.5	24.8	15.9	7
+100	16.2	18	19.2	27.2	17.3	7
+78	16.8	18.7	19.4	26.8	16.1	7
+80	17.2	19	20.2	27.9	15.1	7
+85	17.8	19.6	20.8	24.7	14.6	7
+85	18.2	20	21	24.2	13.2	7
+110	19	21	22.5	25.3	15.8	7
+115	19	21	22.5	26.3	14.7	7
+125	19	21	22.5	25.3	16.3	7
+130	19.3	21.3	22.8	28	15.5	7
+120	20	22	23.5	26	14.5	7
+120	20	22	23.5	24	15	7
+130	20	22	23.5	26	15	7
+135	20	22	23.5	25	15	7
+110	20	22	23.5	23.5	17	7
+130	20.5	22.5	24	24.4	15.1	7
+150	20.5	22.5	24	28.3	15.1	7
+145	20.7	22.7	24.2	24.6	15	7
+150	21	23	24.5	21.3	14.8	7
+170	21.5	23.5	25	25.1	14.9	7
+225	22	24	25.5	28.6	14.6	7
+145	22	24	25.5	25	15	7
+188	22.6	24.6	26.2	25.7	15.9	7
+180	23	25	26.5	24.3	13.9	7
+197	23.5	25.6	27	24.3	15.7	7
+218	25	26.5	28	25.6	14.8	7
+300	25.2	27.3	28.7	29	17.9	7
+260	25.4	27.5	28.9	24.8	15	7
+265	25.4	27.5	28.9	24.4	15	7
+250	25.4	27.5	28.9	25.2	15.8	7
+250	25.9	28	29.4	26.6	14.3	7
+300	26.9	28.7	30.1	25.2	15.4	7
+320	27.8	30	31.6	24.1	15.1	7
+514	30.5	32.8	34	29.5	17.7	7
+556	32	34.5	36.5	28.1	17.5	7
+840	32.5	35	37.3	30.8	20.9	7
+685	34	36.5	39	27.9	17.6	7
+700	34	36	38.3	27.7	17.6	7
+700	34.5	37	39.4	27.5	15.9	7
+690	34.6	37	39.3	26.9	16.2	7
+900	36.5	39	41.4	26.9	18.1	7
+650	36.5	39	41.4	26.9	14.5	7
+820	36.6	39	41.3	30.1	17.8	7
+850	36.9	40	42.3	28.2	16.8	7
+900	37	40	42.5	27.6	17	7
+1015	37	40	42.4	29.2	17.6	7
+820	37.1	40	42.5	26.2	15.6	7
+1100	39	42	44.6	28.7	15.4	7
+1000	39.8	43	45.2	26.4	16.1	7
+1100	40.1	43	45.5	27.5	16.3	7
+1000	40.2	43.5	46	27.4	17.7	7
+1000	41.1	44	46.6	26.8	16.3	7

Rex/DATA_WHREDCAP_DEMO_371EEB_SITE_ADMIN_2011-05-17-07-59-13.CSV

+study_id,date_enrolled,sex,given_birth,num_children,ethnicity,race,age,height,weight,bmi,patient_document,meds___1,meds___2,meds___3,meds___4,meds___5,diabetes,diabetes_type,dialysis_initiation,access_type,access_location,dialysis_unit_name,dialysis_unit_phone,dialysis_schedule_days,dialysis_schedule_time,etiology_esrd,subject_comments,demographics_complete,date_visit_b,date_blood_b,alb_b,prealb_b,creat_b,npcr_b,chol_b,transferrin_b,kt_v_b,drywt_b,plasma1_b,plasma2_b,plasma3_b,serum1_b,serum2_b,serum3_b,sga_b,date_supplement_dispensed,baseline_data_complete,date_visit_1,alb_1,prealb_1,creat_1,npcr_1,chol_1,transferrin_1,kt_v_1,drywt_1,no_show_1,compliance_1,hospit_1,cause_hosp_1,admission_date_1,discharge_date_1,discharge_summary_1,death_1,date_death_1,cause_death_1,month_1_data_complete,date_visit_2,alb_2,prealb_2,creat_2,npcr_2,chol_2,transferrin_2,kt_v_2,drywt_2,no_show_2,compliance_2,hospit_2,cause_hosp_2,admission_date_2,discharge_date_2,discharge_summary_2,death_2,date_death_2,cause_death_2,month_2_data_complete,date_visit_3,date_blood_3,alb_3,prealb_3,creat_3,npcr_3,chol_3,transferrin_3,kt_v_3,drywt_3,plasma1_3,plasma2_3,plasma3_3,serum1_3,serum2_3,serum3_3,sga_3,no_show_3,compliance_3,hospit_3,cause_hosp_3,admission_date_3,discharge_date_3,discharge_summary_3,death_3,date_death_3,cause_death_3,month_3_data_complete,complete_study,withdraw_date,withdraw_reason,complete_study_date,study_comments,completion_data_complete
+"0000","2010-11-16",0,1,3,1,4,47,200,39,9.8,,1,1,1,1,1,0,1,"1969-12-14",2,2,"","",0,1,,"",2,"2010-10-27","2010-10-27",5,30,,,,,,,0,,,,,,,,0,,,1,,,111,111,111,,,,"",1,"2010-04-03","2010-04-04",1,0,,,2,"2010-03-20",,,,,,,,,,3,1,2,"2010-03-21",,,0,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,0,"2010-09-12",2,"2010-09-14","The work is done. Hurray!!!!!",2
+"a test","2010-11-06",0,1,1,2,5,36,165,75,27.5,,1,1,1,1,1,0,,"2010-12-31",0,2,"something","(123) 456-7890",0,0,3,"'Expand' does nothing?",2,"2010-12-07","2010-12-31",,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"aaa","2010-09-16",0,0,,0,4,32,155,50,20.8,,0,0,0,0,0,,,,,,"","",,0,0,"",2,"2010-07-13","2010-07-21",4,2,,3,100,240,2,90,0,0,0,0,0,,,,0,,10.3,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"AK1","2010-09-08",1,,,0,0,10,200,100,25,,0,0,0,0,0,0,0,"2010-06-07",0,0,"a","(111) 111-1111",0,0,0,"",1,"2010-06-07","2010-06-07",3,10,5,2,100,100,3.0,35,0,0,0,0,0,0,7,"2010-06-07",2,"2010-09-12",,,,,,,,,,,0,1,"2010-09-12","2010-09-12",0,1,,1,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"alecita","2010-06-12",0,0,,2,6,36,175,180,58.8,,0,0,1,1,0,0,0,"2010-10-06",1,,"","",,,,"sde",1,,"2010-10-20",4,,,,,,,,,,,,,,,,0,,,,,,,,,,,3,1,,,,,,,,2,,,,,,,,,,,,,,,,,,,,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,,,,,"",2
+"Append Study","2010-04-21",1,,,0,4,69,195.5,80,20.9,,0,0,1,0,0,1,0,"1998-04-24",2,0,"uhdd","(888) 555-1212",0,0,5,"Patient has continued to have more and more difficulted between treatments.",2,"2008-12-20","2008-12-20",3,35,4,1,167,175,2,190,1,1,0,1,1,1,3.5,"2008-12-26",2,"2010-04-23",10000,,,,,,,,,1,0,2,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,1,"2010-11-12",,,"test1                                                                test99",0
+"Ballie","2008-06-01","","",,,,,,,,,0,0,0,0,0,,,,,,"","",,,,"",2,,,,,,,,,,,1,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"bbb",,0,1,15,,,,,,,,0,0,0,0,0,,,,,,"","",,,,"",2,,,,,,,,,,,,,,,,,,,2,,,,,,,,,,,,,,,,,,,,2,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"C012","2010-03-13",1,,,1,3,14,150,189,84,,1,0,1,0,0,0,0,"2010-01-06",0,1,"","",,,,"",2,,,,,,,,,,,0,,,,,,,"2010-08-18",0,"2010-03-04",3,25,2,,,,,,,,1,1,"2010-01-26","2010-03-11",1,1,"2010-05-13",2,2,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,1,,,"2010-06-09","",2
+"cha cha cha","2011-02-06",1,"",,0,1,50,130,36,21.3,,0,0,0,0,0,1,0,"2002-09-19",,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"CRIMP","2010-03-06",1,,,1,5,60,183,100,29.9,,1,1,1,1,1,1,0,,,,"","",,,,"",2,,,,,,,,,,,,,,,,,,,0,,,,,,,100,1.5,80,,0,,2,,,,1,,,0,,1,40,,,,,,,,,0,1,"2000-12-18",,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"djc1","2010-07-31",1,,,1,5,57,200,80,20,,1,1,0,0,1,0,,,2,1,"","",0,,,"",1,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"fake stuff","2010-04-09",1,"",,1,4,83,135,145,79.6,,1,0,1,0,0,1,1,"2009-03-02",0,1,"","",0,0,1,"oioi89utrttolll",2,"2010-03-29","2010-03-29",5,25,5,2,150,250,3,145,1,1,1,1,1,1,7,"2010-04-05",0,"2010-03-23",3,10,3,778,100,122,1,122,4,2,1,2,"2010-03-30","2010-03-29",1,1,"2010-03-22",2,2,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,0,1,0,1,1,,,,0,0,1,"2010-03-28",,,,,,0,0,,3,"2010-03-30","",0
+"fds","2010-08-03",1,,,1,6,42,165,50,18.4,,1,1,1,0,0,0,"","2011-01-17",1,1,"","",2,0,0,"",0,"2010-12-20","2011-01-04",,,,,,,,,0,0,0,0,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,"2010-08-02","2010-07-26",3,14,2,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"GD-01","2010-07-30",1,,,1,4,31,178,75,23.7,,0,0,0,0,0,0,,"2010-07-30",1,0,"df","(415) 222-5456",2,0,0,"csc",2,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"id12345","2010-08-10",0,,,2,3,29,165,70,25.7,,1,1,1,1,0,0,,,,,"","",,,,"these are my general comments",2,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"JB007","2010-08-23",1,,,0,4,40,178.8,78,24.4,,0,1,0,0,1,0,1,"2010-08-23",3,1,"","",,,,"",2,"2010-08-23","2010-08-23",,,,,,,,,1,,,,,,,"2010-08-23",1,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"jean-jacques","2011-01-25",1,"",,,2,18,188,70,19.8,"[document]",0,0,0,0,0,0,"",,2,1,"","",1,1,,"",0,"2010-11-12","2010-11-12",,,,1.5,,,,,0,,,0,,,,"2010-10-18",2,,5,6569568,,,,,,,,0,,,,,,,,,0,"2010-08-25",8,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,1,,,,,,,,,,,1,0,,,,,"",0
+"jeff","2009-10-09",1,,,0,,70,,,,,1,0,0,0,0,1,2,"2009-11-11",0,0,"","",0,0,0,"",1,"2009-11-17","2009-11-17",4,,,,,,,,,,,,,,,,2,,,,,,,,,,,1,0,2,,,1,0,,,2,,,,,,,,,,,,,,,,,,,,0,"2010-03-04","2010-03-04",,,,,,,,,,,,,,,,,,,,,,,,,,0,1,"1969-12-31",2,"2009-11-20","",2
+"jhgjhyfhjb","2010-04-07",0,0,,1,4,21,145,60,28.5,,0,0,0,0,0,1,1,,2,2,"","(865) 909-8876",1,1,2,"",2,,,,,,2,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,3,0,2,"2010-05-07",,0,,"2010-05-03",,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,"2010-05-30",0,,"",0
+"Kos",,1,,,0,3,,,,,,0,0,0,0,0,,,,,,"","",,,,"",2,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,1,,,,"",2
+"mystudy001","2010-11-12",1,,,2,6,,,,,,0,0,0,0,0,,,,,,"","",,,,"",2,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",2
+"new_person","2010-10-28",0,,,,,32,161,45,17.4,,0,0,0,0,0,,0,"2010-10-28",1,2,"","",,,,"",1,,,,,,,,,,,0,1,0,0,1,0,,"2011-01-09",0,,,,,,,,,,,,,,,,,,,,0,,3,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"new_STUDY","2011-02-11",0,1,999,2,5,21,172,68,23,"[document]",1,0,0,0,1,0,1,"2011-02-11",0,1,"","",0,0,0,"",2,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,2,,,,,,,,,,,,,,,,,,,,1,,,,,,,,,,,,,,,,,,,0,,,,,,,,,0,,,,,"",0
+"pain","2010-06-02",1,,,0,3,58,175,89,29.1,,0,0,1,0,0,0,0,,,,"","",,,,"",2,"2010-06-28","2010-06-28",,,,,160,,,,0,0,0,0,0,0,1,"2010-07-07",2,,,,,,,,,,,,,,,,,,,1,2,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"Q222","2010-09-07",1,"",,2,6,20,135,75,41.2,,0,1,0,1,0,1,1,"2010-09-07",2,0,"","",1,2,2,"",1,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"QC001","2010-03-19",,,,,,,,,,,0,0,0,0,0,,,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,"2011-01-14",,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"QC002","2010-06-23",1,"",,1,2,54,45,34,167.9,,1,1,0,0,0,,,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"qw ee","2010-11-22",0,0,,,,,,,,,1,1,0,1,1,,,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"ReplicationOfGene","2010-06-10",0,,,1,0,54,200,50,12.5,,1,0,1,0,0,1,1,"2010-06-22",2,0,"","",0,1,0,"",1,,,,,2.7,,,,,,,,,,,,,,2,"2010-10-09",5,10,5,2,100,100,2,50,4,2,0,1,"2010-10-09","2010-10-09",0,0,,1,0,"2010-10-09",,,,,,,,,,2,1,2,,,,0,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"sab001","2010-01-18",0,0,,2,6,3,123,150,99.1,,1,1,1,0,0,0,2,,,,"","",,,,"",2,,,,,,,,,,,,,,,,,,,2,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,0,"2010-04-18",1,"2010-05-09","",0
+"ScottTest",,1,,,1,,,,,,,0,0,0,0,0,,1,,,,"","",,,,"",2,"2010-12-16",,4,5,,,,,,,1,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,"2010-09-05",,"2010-09-05","",0
+"sendoprova","2011-03-09",1,,,,4,54,175,80,26.1,,0,0,0,0,0,0,,,,,"","",,,,"",0,"2011-03-09","2011-03-09",3,10,10,2,100,100,3,100,0,0,0,0,,0,9,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"SeptTEST","2010-06-30",1,,,,0,52,190,70,19.4,,1,1,1,1,1,0,,,,,"","",,,,"",1,"2010-07-13","2010-07-16",3,23,2,1,122,219,,,0,1,1,0,1,0,5,"2010-07-05",2,,,500,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,0,,,,"",0
+"sligachan","2010-11-08",0,0,,1,5,24,187,75,21.4,,1,0,0,1,0,0,1,"2010-09-24",0,3,"Diapro","",1,2,2,"kojiho ivi",1,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,0,"2010-09-24",4,,"",1
+"sss","2010-09-03",0,0,,2,,,,,,,0,0,0,0,0,,,,,,"","",,,,"",0,"2011-03-09","2011-03-28",,,,,,,,,,0,1,1,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"STD0001","2010-01-16",1,,,1,0,60,180,70,21.6,,0,0,0,0,0,0,,"2010-02-07",,,"","",,,,"",2,"2010-04-15","2010-04-10",2,3,,,,,,,0,0,0,,,,,,2,"2010-02-12",,,,,,,,,,2,,2,"2010-02-12","2010-02-13",1,1,,1,2,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"studyiddoesntrelinquishfocus","2010-03-13",1,,,"",6,,171,46,15.7,,0,0,0,0,0,0,0,,,,"","",2,1,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"SuperWoman","2011-02-25",1,"",,1,5,91,180,50,15.4,,1,0,0,0,0,0,1,"1969-12-31",3,1,"SuperOne","(230) 193-0122",0,1,6,"",1,"1969-12-31","1969-12-31",3,40,3,2,200,230,3,39,0,1,1,0,1,0,3,"1969-12-31",2,"1904-10-11",3,35,20,2,200,200,2,200,2,4,1,1,,,,1,"2019-11-08",2,2,"2010-05-18",,,,,102,,,,,,,,,,,0,,,2,"2010-07-23","2010-07-09",888,,,,,,,,,,,1,,,,,,,,,,,1,,"",2,1,"2010-12-05",3,"1969-12-31","She did well. Even though she died twice.",2
+"TEST","2010-05-04",1,,,1,,18,,,,,0,1,0,0,1,1,1,"2010-05-02",1,,"","",,,3,"jhohioh",2,"2010-11-19","2010-11-19",,,,,,,,,,,,,,,,,2,"2010-05-18",3,30,10,2,120,,,,,,,,,,,1,"2010-04-29",2,1,,,,,,,,,,7,0,,3,,,,,,2,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"TEST-ABC","2010-07-29",0,"",,1,5,41,165,70,25.7,"[document]",0,0,1,1,0,1,0,"2010-07-31",2,0,"Dreisamklinik Freiburg","",1,0,1,"xxxxxxxxxxxxxxxxxxxxxxxxxxxxx",2,"2010-08-01","2010-08-01",4,34,19.5,.8,267,289,2,67,1,0,1,1,0,1,5,"2010-08-01",2,,,,,,,,,,,,,,,,,,,,0,"2010-10-12",4,12,11,2,222,132,1,66,0,3,1,1,"2010-10-12","2010-10-12",1,0,,,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"Test001","2010-07-03",0,1,3,1,0,49,200,78,19.5,,0,0,1,0,1,0,0,,0,0,"","",1,2,0,"",1,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"test002","2010-08-22",1,,,1,4,0,,,,"[document]",0,0,0,0,0,,,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"Test123","2011-01-03",0,1,1,"","",0,,,,,0,1,0,0,0,0,,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"test2","2010-06-16",0,,,1,4,28,,,,,0,1,0,0,0,0,,"2010-10-13",1,1,"","",0,1,0,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"testy","2010-05-13",1,,,0,,,,,,,0,0,0,0,0,,,,,,"","",,,,"",2,,,,,,,,,,,,,,,,,,,2,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,"2010-06-06",,,,12,,,,2,,,,,,,,,,,,,,,,,,,2,,,,,"",0
+"trial535353","2010-08-21",1,,,0,4,50,180,95,29.3,,1,1,1,1,1,1,1,"2010-08-21",1,2,"","",1,2,4,"",1,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"ttt","2010-07-14",1,,,0,4,0,200,56,14,,1,1,1,1,1,0,2,,2,,"","",1,1,6,"",1,,,,,,,,,,,,,,,,,,,0,,,,,,5000,,,,,,,,"2010-12-21","2010-12-20",0,,"2010-11-30",,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"U-test","2012-08-05",1,,,1,1,2,215,200,43.3,,1,1,1,1,1,0,1,"2010-04-03",1,1,"JMS","(035) 689-0726",0,1,1,"このデータはテスト用サンプルデータです。",2,"2010-05-18","2010-05-21",3,10,4,0.5,100,100,0.9,35,1,1,1,1,1,1,0.9,"2010-05-21",2,"2019-11-08",3,10,1,1,100,100,1,35,1,0,1,1,"2019-12-06","2018-11-09",1,1,"2014-07-11",1,2,"2000-03-10",3,10,1,1,100,100,1,35,1,0,1,1,"1999-08-25","1999-08-25",1,1,"1919-08-25",1,2,"2020-08-24","2020-08-24",3,10,1,1,100,100,1,35,1,1,1,1,1,1,7,1,0,1,1,"2019-08-25","2010-10-31",1,0,"2010-10-31",2,2,1,"2020-08-24",3,"1919-08-25","テストコメント日本語入力",2
+"U639","2010-08-03",1,,,2,6,49,175,83,27.1,"[document]",1,1,1,1,1,1,1,"2010-08-01",2,1,"","",0,1,1,"commentaire ........ pas triste le diagnostic",2,,,,,,,,,,,1,,1,,,,,,2,,,,,,,,,,,,,,,,,,,,2,,,,,,,,,,,,,,,,,,,,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,1,,,,"",2
+"U639_user1,10/01/2010,prenom_user1,nom_user1,"Luminy  Marseille  France","(062) 806-8404","","emmanu",,,,,,,,,,,,0,0,0,0,0,,,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"U639_user1,10/01/2010,prenom_user1,nom_user1,"Luminy  Marseille  France","(062) 806-8",,0,1,2,2,1,,,,,,0,0,0,0,0,,,,0,3,"Polik","",0,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"U639_user2","2010-07-22",1,,,2,6,49,175,83,27.1,"[document]",1,1,1,1,1,1,1,"2010-07-20",2,1,"","",1,1,1,"commentaire ........ pas triste le diagnostic  michele added a comment",1,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"UWTest",,0,1,,1,4,,,,,,0,0,0,0,0,,,,,,"","",,,,"",2,"2009-11-17","2010-08-17",,,,,,,,,0,1,1,1,1,1,,,1,,,,,,,,,,,,,,,,,0,,2,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,0,,,"2011-01-18","",0
+"uy78","2010-10-07",0,1,2,2,4,26,150,70,31.1,,0,0,0,0,0,1,2,,,,"","",,,,"",1,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"vg1111","2010-10-02",0,,,,,9,,,,,0,0,0,0,0,,,"2010-10-02",,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"walker1","2009-02-25",0,0,,1,6,40,160,61.3,23.9,,0,0,1,0,0,0,0,,,,"","",,,,"",2,"2009-03-26","2009-03-26",4,10,10,12,,,,,,,,,,,1,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"xxx001","2010-06-05",1,,,1,4,66,178,82,25.9,,0,1,1,0,0,1,1,"2009-12-30",0,3,"","",1,0,0,"Hier koennen Kommentare eingefuegt werden.",2,"2010-06-06","2010-06-06",,,,,,,,,1,1,0,1,0,0,6,"2010-06-15",0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"xyz",,,,,,,,,,,,0,0,0,0,0,,,,,,"","",,,,"bleh",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"YPA-TEST","2010-10-09",1,,,2,2,45,165,172,63.2,,1,1,0,1,0,1,0,"2010-12-21",1,1,"","",0,,,"",2,,,,,,,,,,,0,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"001",,,,,,,,,,,,0,0,0,0,0,,,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"01-001",,0,,,,,,,,,,0,0,0,0,0,,,,,,"","",,,,"",2,,,,,,,,,1.0,,0,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"1","2009-12-27",1,,,0,1,28,160,,,,0,1,0,0,0,0,,,,,"","",2,,,"",2,"2010-01-26","2010-02-02",,,10,,,,,,0,0,0,0,0,0,,,2,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,0,,,,"",0
+"3-001","1969-12-31",,,,,,,,,,,0,0,0,0,0,,,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,900,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"3e","2010-05-24",,,,,,,,,,,0,0,0,0,0,,,,,,"","",,,,"",0,"2010-08-04","2010-08-04",,,,,,,2,,1,1,,,,,,"2010-08-04",0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"9","2009-10-31",0,0,,0,3,100,159,44,17.4,,0,0,0,0,0,1,2,"2010-10-03",2,4,"Fjfjfjfj","",0,2,2,"",2,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"12","2010-01-26",1,"",,0,6,17,144,55,26.5,,0,0,1,0,0,1,1,"2010-01-30",2,0,"sss","",1,0,2,"",0,"2010-01-29","2010-01-29",,,,,,,,,1,1,1,1,1,0,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"23","2010-10-04",0,1,2,0,4,43,150,53,23.6,,1,1,1,1,1,1,1,,,,"","",,,,"",0,"2010-10-01","2010-10-01",5,23,1.0,2,200,250,1,56,1,1,1,0,1,1,5,"2010-10-02",0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,1,,,,"",2
+"44","2010-01-22",1,,,1,,,179,75,23.4,,0,0,0,0,0,,,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,"2010-01-23",,,,,,,,,,2,0,1,"2010-01-15",,1,0,,,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"0101",,0,,,,,,,,,,0,0,1,1,0,,,,,,"","",,,,"",2,"2010-02-28","2010-03-01",4,27,4,.75,102,125,2,100,1,0,0,0,0,0,5,"2010-01-24",0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,1,"2010-02-20",1,"2010-02-20","None",2
+"101","1909-06-17",1,,,0,4,43,200,150,37.5,,1,0,0,1,0,,,,,,"","",,2,5,"",2,"2009-12-03","2009-12-03",3,3,2,3,2,2,2,40,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",2
+"123","1997-06-11",0,1,3,1,5,134,150,78,34.7,,1,0,0,0,0,1,2,"2011-10-15",1,0,"","",,,3,"",1,,,,,,,100,100,3,66,1,0,0,,,,,,2,,,,,,,,,,,,,,,,,1,"2011-01-20",2,0,,,,,,,,,,,,,,,,,1,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"144","2009-11-10",0,0,,0,4,,160,53,20.7,,0,0,0,0,0,,,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"256",,0,1,,,6,40,150,100,44.4,,0,0,0,0,0,,,,,,"","",,,,"",2,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"321","1973-07-10",1,,,,,,,,,,1,0,0,0,0,1,2,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"559","2011-01-25",0,,,,,,,,,,0,0,0,0,0,,,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"650","2010-11-09",1,,,0,4,45,140,95,,,0,0,0,0,0,,,,,,"","",,,,"",0,"2010-11-09","2010-11-09",,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"890","2010-05-02",,,,1,1,0,200,100,25,,1,1,1,1,1,1,,,0,0,"","",0,,,"",2,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,0,"2010-05-08",1,1,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,1,,0,,"",2
+"1234","2011-01-14",1,,,1,1,,191,95,,,0,0,0,0,0,,,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"7777",,0,,,,,,,,,,1,1,1,0,0,1,1,,3,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"00010203","2011-02-02",0,"",,1,4,70,,,,,0,0,0,0,0,,,,,,"","",,,,"",0,,,,,,,,,,,1,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"12345","1969-12-31",,,,,,,,,,,0,0,0,0,0,,,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"12345a","2010-09-15",,,,,,,,,,,0,0,0,0,0,,,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"12345g","2011-02-10",1,,,1,4,19,123456,,,,0,1,1,1,0,1,,"2011-02-10",1,1,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"12548","2010-12-07",1,,,1,4,58,200,120,30,,1,0,1,0,0,1,1,,0,0,"","",,,,"",1,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"15757AKHJ",,0,,,,,,,,,,0,0,0,0,0,,,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"56328","2010-06-01",0,0,,0,3,,,,,,0,1,0,0,0,1,,,0,2,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"99999","2009-10-12",0,0,,1,0,11,195,105,27.6,,0,0,0,1,0,0,,,,,"","",,,,"",0,"2009-09-20",,,,,,,,,,1,1,1,0,,,,,0,"2009-10-10",,,,,,,,,,,,,,,,0,,,0,,,,,,,,,,,,,,,,,1,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"121212","2010-01-24",0,0,,0,4,87,180,112,34.6,,0,1,0,0,0,0,0,"2009-09-27",1,1,"","",0,0,,"",2,,,,,,,,,,,,,,,,,,,0,,99.9,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,1,1,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"123456",,0,1,,,,,,,,,0,0,0,0,0,,,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"234234","2010-04-08",1,,,,,19,150,100,44.4,,0,1,1,0,0,1,0,,,,"","",0,3,0,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"452612","2010-10-16",0,0,,2,6,18,152,50,21.6,,0,0,0,0,0,,,,,,"","",,,,"",2,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"500012","2010-06-02",0,1,,2,4,50,65,,,,0,0,0,0,0,1,2,,,,"","",0,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,0,,1,,,,,,,,,,,,,,,0,,,,,"",0
+"1233321","2010-07-20",1,,,0,0,0,220,225,46.5,,1,1,1,1,1,0,0,,0,0,"","",,0,0,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"1321111","2010-10-14",1,,,2,1,23,160,60,23.4,,1,1,0,0,0,,,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"12345678","2010-04-20",1,,,1,1,37,,,,,0,0,0,0,0,,,,,,"","",,,,"",0,,,,,,,1,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"44565676","2010-10-07",,,,,,,,,,,0,0,0,0,0,,,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"47585555","2010-04-13",1,,,1,1,18,150,60,26.7,,0,0,0,1,0,0,0,,,,"","",,,,"",2,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"100123456-0","2010-11-30",0,1,0,2,3,0,130,0,0,,1,1,1,1,1,0,1,"2010-11-30",1,1,"lkjl","",2,1,3,"",1,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"123456789","2000-08-03",1,,,2,5,6,160,100,83.2,,0,0,1,1,0,0,1,,,,"","",,,,"",2,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"234234234","2010-03-25",1,,,,0,34,130,130,76.9,,1,0,0,0,0,,,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"876545678",,0,,,,,,,,,,0,0,0,0,0,,,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,1,,,,,,,,,,,,,,,,,,,,0,,3,10,10,10,100,,,,,,0,2,,,,1,,,2,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"2206473289","2010-10-21",1,,,1,,13,185,81,23.7,,1,1,1,1,1,1,1,,,,"","",,,,"",2,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0
+"2524567889","2010-07-07",0,,,,,,,,,,0,0,0,0,0,,,,,,"","",,,,"",0,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,"",0

Rex/EXPORT_REDCAP_DEMO_371EEB_SITE_ADMIN_2011-05-17-07-59-13.R

+#Clear existing data and graphics
+rm(list=ls())
+graphics.off()
+#Load Hmisc library
+library(Hmisc)
+#Read Data
+data=read.csv('DATA_WHREDCAP_DEMO_371EEB_SITE_ADMIN_2011-05-17-07-59-13.CSV')
+#Setting Labels
+
+label(data$study_id)="Study ID"
+label(data$date_enrolled)="Date subject signed consent"
+label(data$sex)="Gender"
+label(data$given_birth)="Has the subject given birth before?"
+label(data$num_children)="How many times has the subject given birth?"
+label(data$ethnicity)="Ethnicity"
+label(data$race)="Race"
+label(data$age)="Age (years)"
+label(data$height)="Height (cm)"
+label(data$weight)="Weight (kilograms)"
+label(data$bmi)="BMI"
+label(data$patient_document)="Patient document"
+label(data$meds___1)="Is patient taking any of the following medications? (check all that apply) (choice=Lexapro)"
+label(data$meds___2)="Is patient taking any of the following medications? (check all that apply) (choice=Celexa)"
+label(data$meds___3)="Is patient taking any of the following medications? (check all that apply) (choice=Prozac)"
+label(data$meds___4)="Is patient taking any of the following medications? (check all that apply) (choice=Paxil)"
+label(data$meds___5)="Is patient taking any of the following medications? (check all that apply) (choice=Zoloft)"
+label(data$diabetes)="Patient has a diagnosis of diabetes mellitus?"
+label(data$diabetes_type)="Type of Diabetes Mellitus"
+label(data$dialysis_initiation)="Date of first outpatient dialysis treatment"
+label(data$access_type)="Type of vascular access"
+label(data$access_location)="Location of currently used vascular access"
+label(data$dialysis_unit_name)="Name of dialysis unit"
+label(data$dialysis_unit_phone)="Phone number"
+label(data$dialysis_schedule_days)="Days of the week patient is dialyzed"
+label(data$dialysis_schedule_time)="Shift patient is dialyzed"
+label(data$etiology_esrd)="Etiology of ESRD"
+label(data$subject_comments)="Comments"
+label(data$demographics_complete)="Complete?"
+label(data$date_visit_b)="Date of baseline visit"
+label(data$date_blood_b)="Date blood was drawn"
+label(data$alb_b)="Serum Albumin (g/dL)"
+label(data$prealb_b)="Serum Prealbumin (mg/dL)"
+label(data$creat_b)="Creatinine (mg/dL)"
+label(data$npcr_b)="Normalized Protein Catabolic Rate (g/kg/d)"
+label(data$chol_b)="Cholesterol (mg/dL)"
+label(data$transferrin_b)="Transferrin (mg/dL)"
+label(data$kt_v_b)="Kt/V"
+label(data$drywt_b)="Dry weight (kilograms)"
+label(data$plasma1_b)="Collected Plasma 1?"
+label(data$plasma2_b)="Collected Plasma 2?"
+label(data$plasma3_b)="Collected Plasma 3?"
+label(data$serum1_b)="Collected Serum 1?"
+label(data$serum2_b)="Collected Serum 2?"
+label(data$serum3_b)="Collected Serum 3?"
+label(data$sga_b)="Subject Global Assessment (score = 1-7)"
+label(data$date_supplement_dispensed)="Date patient begins supplement"
+label(data$baseline_data_complete)="Complete?"
+label(data$date_visit_1)="Date of Month 1 visit"
+label(data$alb_1)="Serum Albumin (g/dL)"
+label(data$prealb_1)="Serum Prealbumin (mg/dL)"
+label(data$creat_1)="Creatinine (mg/dL)"
+label(data$npcr_1)="Normalized Protein Catabolic Rate (g/kg/d)"
+label(data$chol_1)="Cholesterol (mg/dL)"
+label(data$transferrin_1)="Transferrin (mg/dL)"
+label(data$kt_v_1)="Kt/V"
+label(data$drywt_1)="Dry weight (kilograms)"
+label(data$no_show_1)="Number of treatments missed"
+label(data$compliance_1)="How compliant was the patient in drinking the supplement?"
+label(data$hospit_1)="Was patient hospitalized since last visit?"
+label(data$cause_hosp_1)="What was the cause of hospitalization?"
+label(data$admission_date_1)="Date of hospital admission"
+label(data$discharge_date_1)="Date of hospital discharge"
+label(data$discharge_summary_1)="Discharge summary in patients binder?"
+label(data$death_1)="Has patient died since last visit?"
+label(data$date_death_1)="Date of death"
+label(data$cause_death_1)="What was the cause of death?"
+label(data$month_1_data_complete)="Complete?"
+label(data$date_visit_2)="Date of Month 2 visit"
+label(data$alb_2)="Serum Albumin (g/dL)"
+label(data$prealb_2)="Serum Prealbumin (mg/dL)"
+label(data$creat_2)="Creatinine (mg/dL)"
+label(data$npcr_2)="Normalized Protein Catabolic Rate (g/kg/d)"
+label(data$chol_2)="Cholesterol (mg/dL)"
+label(data$transferrin_2)="Transferrin (mg/dL)"
+label(data$kt_v_2)="Kt/V"
+label(data$drywt_2)="Dry weight (kilograms)"
+label(data$no_show_2)="Number of treatments missed"
+label(data$compliance_2)="How compliant was the patient in drinking the supplement?"
+label(data$hospit_2)="Was patient hospitalized since last visit?"
+label(data$cause_hosp_2)="What was the cause of hospitalization?"
+label(data$admission_date_2)="Date of hospital admission"
+label(data$discharge_date_2)="Date of hospital discharge"
+label(data$discharge_summary_2)="Discharge summary in patients binder?"
+label(data$death_2)="Has patient died since last visit?"
+label(data$date_death_2)="Date of death"
+label(data$cause_death_2)="What was the cause of death?"
+label(data$month_2_data_complete)="Complete?"
+label(data$date_visit_3)="Date of Month 3 visit"
+label(data$date_blood_3)="Date blood was drawn"
+label(data$alb_3)="Serum Albumin (g/dL)"
+label(data$prealb_3)="Serum Prealbumin (mg/dL)"
+label(data$creat_3)="Creatinine (mg/dL)"
+label(data$npcr_3)="Normalized Protein Catabolic Rate (g/kg/d)"
+label(data$chol_3)="Cholesterol (mg/dL)"
+label(data$transferrin_3)="Transferrin (mg/dL)"
+label(data$kt_v_3)="Kt/V"
+label(data$drywt_3)="Dry weight (kilograms)"
+label(data$plasma1_3)="Collected Plasma 1?"
+label(data$plasma2_3)="Collected Plasma 2?"
+label(data$plasma3_3)="Collected Plasma 3?"
+label(data$serum1_3)="Collected Serum 1?"
+label(data$serum2_3)="Collected Serum 2?"
+label(data$serum3_3)="Collected Serum 3?"
+label(data$sga_3)="Subject Global Assessment (score = 1-7)"
+label(data$no_show_3)="Number of treatments missed"
+label(data$compliance_3)="How compliant was the patient in drinking the supplement?"
+label(data$hospit_3)="Was patient hospitalized since last visit?"
+label(data$cause_hosp_3)="What was the cause of hospitalization?"
+label(data$admission_date_3)="Date of hospital admission"
+label(data$discharge_date_3)="Date of hospital discharge"
+label(data$discharge_summary_3)="Discharge summary in patients binder?"
+label(data$death_3)="Has patient died since last visit?"
+label(data$date_death_3)="Date of death"
+label(data$cause_death_3)="What was the cause of death?"
+label(data$month_3_data_complete)="Complete?"
+label(data$complete_study)="Has patient completed study?"
+label(data$withdraw_date)="Put a date if patient withdrew study"
+label(data$withdraw_reason)="Reason patient withdrew from study"
+label(data$complete_study_date)="Date of study completion"
+label(data$study_comments)="Comments"
+label(data$completion_data_complete)="Complete?"
+#Setting Units
+
+units(data$height)="cm"
+units(data$weight)="kilograms"
+units(data$bmi)="kilograms"
+units(data$alb_b)="g/dL"
+units(data$prealb_b)="mg/dL"
+units(data$creat_b)="mg/dL"
+units(data$npcr_b)="g/kg/d"
+units(data$chol_b)="mg/dL"
+units(data$transferrin_b)="mg/dL"
+units(data$drywt_b)="kilograms"
+units(data$alb_1)="g/dL"
+units(data$prealb_1)="mg/dL"
+units(data$creat_1)="mg/dL"
+units(data$npcr_1)="g/kg/d"
+units(data$chol_1)="mg/dL"
+units(data$transferrin_1)="mg/dL"
+units(data$drywt_1)="kilograms"
+units(data$alb_2)="g/dL"
+units(data$prealb_2)="mg/dL"
+units(data$creat_2)="mg/dL"
+units(data$npcr_2)="g/kg/d"
+units(data$chol_2)="mg/dL"
+units(data$transferrin_2)="mg/dL"
+units(data$drywt_2)="kilograms"
+units(data$alb_3)="g/dL"
+units(data$prealb_3)="mg/dL"
+units(data$creat_3)="mg/dL"
+units(data$npcr_3)="g/kg/d"
+units(data$chol_3)="mg/dL"
+units(data$transferrin_3)="mg/dL"
+units(data$drywt_3)="kilograms"
+
+#Setting Factors(will create new variable for factors)
+data$sex.factor = factor(data$sex,levels=c("0","1"))
+data$given_birth.factor = factor(data$given_birth,levels=c("0","1"))
+data$ethnicity.factor = factor(data$ethnicity,levels=c("0","1","2"))
+data$race.factor = factor(data$race,levels=c("0","1","2","3","4","5","6"))
+data$meds___1.factor = factor(data$meds___1,levels=c("0","1"))
+data$meds___2.factor = factor(data$meds___2,levels=c("0","1"))
+data$meds___3.factor = factor(data$meds___3,levels=c("0","1"))
+data$meds___4.factor = factor(data$meds___4,levels=c("0","1"))
+data$meds___5.factor = factor(data$meds___5,levels=c("0","1"))
+data$diabetes.factor = factor(data$diabetes,levels=c("0","1"))
+data$diabetes_type.factor = factor(data$diabetes_type,levels=c("0","1","2"))
+data$access_type.factor = factor(data$access_type,levels=c("0","1","2","3"))
+data$access_location.factor = factor(data$access_location,levels=c("0","1","2","3","4"))
+data$dialysis_schedule_days.factor = factor(data$dialysis_schedule_days,levels=c("0","1","2"))
+data$dialysis_schedule_time.factor = factor(data$dialysis_schedule_time,levels=c("0","1","2","3"))
+data$etiology_esrd.factor = factor(data$etiology_esrd,levels=c("0","1","2","3","4","5","6"))
+data$demographics_complete.factor = factor(data$demographics_complete,levels=c("0","1","2"))
+data$plasma1_b.factor = factor(data$plasma1_b,levels=c("0","1"))
+data$plasma2_b.factor = factor(data$plasma2_b,levels=c("0","1"))
+data$plasma3_b.factor = factor(data$plasma3_b,levels=c("0","1"))
+data$serum1_b.factor = factor(data$serum1_b,levels=c("0","1"))
+data$serum2_b.factor = factor(data$serum2_b,levels=c("0","1"))
+data$serum3_b.factor = factor(data$serum3_b,levels=c("0","1"))
+data$baseline_data_complete.factor = factor(data$baseline_data_complete,levels=c("0","1","2"))
+data$compliance_1.factor = factor(data$compliance_1,levels=c("0","1","2","3","4"))
+data$hospit_1.factor = factor(data$hospit_1,levels=c("0","1"))
+data$cause_hosp_1.factor = factor(data$cause_hosp_1,levels=c("1","2","3"))
+data$discharge_summary_1.factor = factor(data$discharge_summary_1,levels=c("0","1"))
+data$death_1.factor = factor(data$death_1,levels=c("0","1"))
+data$cause_death_1.factor = factor(data$cause_death_1,levels=c("1","2"))
+data$month_1_data_complete.factor = factor(data$month_1_data_complete,levels=c("0","1","2"))
+data$compliance_2.factor = factor(data$compliance_2,levels=c("0","1","2","3","4"))
+data$hospit_2.factor = factor(data$hospit_2,levels=c("0","1"))
+data$cause_hosp_2.factor = factor(data$cause_hosp_2,levels=c("1","2","3"))
+data$discharge_summary_2.factor = factor(data$discharge_summary_2,levels=c("0","1"))
+data$death_2.factor = factor(data$death_2,levels=c("0","1"))
+data$cause_death_2.factor = factor(data$cause_death_2,levels=c("1","2"))
+data$month_2_data_complete.factor = factor(data$month_2_data_complete,levels=c("0","1","2"))
+data$plasma1_3.factor = factor(data$plasma1_3,levels=c("0","1"))
+data$plasma2_3.factor = factor(data$plasma2_3,levels=c("0","1"))
+data$plasma3_3.factor = factor(data$plasma3_3,levels=c("0","1"))
+data$serum1_3.factor = factor(data$serum1_3,levels=c("0","1"))
+data$serum2_3.factor = factor(data$serum2_3,levels=c("0","1"))
+data$serum3_3.factor = factor(data$serum3_3,levels=c("0","1"))
+data$compliance_3.factor = factor(data$compliance_3,levels=c("0","1","2","3","4"))
+data$hospit_3.factor = factor(data$hospit_3,levels=c("0","1"))
+data$cause_hosp_3.factor = factor(data$cause_hosp_3,levels=c("1","2","3"))
+data$discharge_summary_3.factor = factor(data$discharge_summary_3,levels=c("0","1"))
+data$death_3.factor = factor(data$death_3,levels=c("0","1"))
+data$cause_death_3.factor = factor(data$cause_death_3,levels=c("1","2"))
+data$month_3_data_complete.factor = factor(data$month_3_data_complete,levels=c("0","1","2"))
+data$complete_study.factor = factor(data$complete_study,levels=c("0","1"))
+data$withdraw_reason.factor = factor(data$withdraw_reason,levels=c("0","1","2","3","4"))
+data$completion_data_complete.factor = factor(data$completion_data_complete,levels=c("0","1","2"))
+
+levels(data$sex.factor)=c("Female","Male")
+levels(data$given_birth.factor)=c("No","Yes")
+levels(data$ethnicity.factor)=c("Hispanic or Latino","NOT Hispanic or Latino","Unknown / Not Reported")
+levels(data$race.factor)=c("American Indian/Alaska Native","Asian","Native Hawaiian or Other Pacific Islander","Black or African American","White","More Than One Race","Unknown / Not Reported")
+levels(data$meds___1.factor)=c("Unchecked","Checked")
+levels(data$meds___2.factor)=c("Unchecked","Checked")
+levels(data$meds___3.factor)=c("Unchecked","Checked")
+levels(data$meds___4.factor)=c("Unchecked","Checked")
+levels(data$meds___5.factor)=c("Unchecked","Checked")
+levels(data$diabetes.factor)=c("No","Yes")
+levels(data$diabetes_type.factor)=c("Type 1 insulin-dependent","Type 2 insulin-dependent","Type 2 non insulin-dependent")
+levels(data$access_type.factor)=c("Graft","Fistula","Catheter with maturing graft","Catheter with maturing fistula")
+levels(data$access_location.factor)=c("Forearm","Upper arm","Internal jugular vein","Subclavian vein","Other")
+levels(data$dialysis_schedule_days.factor)=c("Monday-Wednesday-Friday","Tuesday-Thursday-Saturday","Other")
+levels(data$dialysis_schedule_time.factor)=c("First shift","Second shift","Third shift","Fourth shift")
+levels(data$etiology_esrd.factor)=c("Diabetes","Hypertension","Glomerulonephritis","Polycystic Kidney Disease","Interstitial Nephritis","Hereditary Nephritis","Other")
+levels(data$demographics_complete.factor)=c("Incomplete","Unverified","Complete")
+levels(data$plasma1_b.factor)=c("No","Yes")
+levels(data$plasma2_b.factor)=c("No","Yes")
+levels(data$plasma3_b.factor)=c("No","Yes")
+levels(data$serum1_b.factor)=c("No","Yes")
+levels(data$serum2_b.factor)=c("No","Yes")
+levels(data$serum3_b.factor)=c("No","Yes")
+levels(data$baseline_data_complete.factor)=c("Incomplete","Unverified","Complete")
+levels(data$compliance_1.factor)=c("100 percent","99-75 percent","74-50 percent","49-25 percent","0-24 percent")
+levels(data$hospit_1.factor)=c("No","Yes")
+levels(data$cause_hosp_1.factor)=c("Vascular access related events","CVD events","Other")
+levels(data$discharge_summary_1.factor)=c("No","Yes")
+levels(data$death_1.factor)=c("No","Yes")
+levels(data$cause_death_1.factor)=c("All-cause","Cardiovascular")
+levels(data$month_1_data_complete.factor)=c("Incomplete","Unverified","Complete")
+levels(data$compliance_2.factor)=c("100 percent","99-75 percent","74-50 percent","49-25 percent","0-24 percent")
+levels(data$hospit_2.factor)=c("No","Yes")
+levels(data$cause_hosp_2.factor)=c("Vascular access related events","CVD events","Other")
+levels(data$discharge_summary_2.factor)=c("No","Yes")
+levels(data$death_2.factor)=c("No","Yes")
+levels(data$cause_death_2.factor)=c("All-cause","Cardiovascular")
+levels(data$month_2_data_complete.factor)=c("Incomplete","Unverified","Complete")
+levels(data$plasma1_3.factor)=c("No","Yes")
+levels(data$plasma2_3.factor)=c("No","Yes")
+levels(data$plasma3_3.factor)=c("No","Yes")
+levels(data$serum1_3.factor)=c("No","Yes")
+levels(data$serum2_3.factor)=c("No","Yes")
+levels(data$serum3_3.factor)=c("No","Yes")
+levels(data$compliance_3.factor)=c("100 percent","99-75 percent","74-50 percent","49-25 percent","0-24 percent")
+levels(data$hospit_3.factor)=c("No","Yes")
+levels(data$cause_hosp_3.factor)=c("Vascular access related events","CVD events","Other")
+levels(data$discharge_summary_3.factor)=c("No","Yes")
+levels(data$death_3.factor)=c("No","Yes")
+levels(data$cause_death_3.factor)=c("All-cause","Cardiovascular")
+levels(data$month_3_data_complete.factor)=c("Incomplete","Unverified","Complete")
+levels(data$complete_study.factor)=c("No","Yes")
+levels(data$withdraw_reason.factor)=c("Non-compliance","Did not wish to continue in study","Could not tolerate the supplement","Hospitalization","Other")
+levels(data$completion_data_complete.factor)=c("Incomplete","Unverified","Complete")
+summary(data)
+.Table <- table(data$cause_death_1.factor)
+.Table  # counts for cause_death_1.factor
+round(100*.Table/sum(.Table), 2)  # percentages for cause_death_1.factor
+remove(.Table)
+.Table <- table(data$access_type.factor)
+.Table  # counts for access_type.factor
+round(100*.Table/sum(.Table), 2)  # percentages for access_type.factor
+remove(.Table)
+library(abind, pos=4)
+.Table <- xtabs(~access_location.factor+access_type.factor, data=data)
+.Table
+.Test <- chisq.test(.Table, correct=FALSE)
+.Test
+remove(.Test)
+remove(.Table)
+.Table <- xtabs(~cause_hosp_1.factor+death_1.factor, data=data)
+.Table
+totPercents(.Table) # Percentage of Total
+.Test <- chisq.test(.Table, correct=FALSE)
+.Test
+remove(.Test)
+remove(.Table)
+.Table <- xtabs(~sex.factor+death_1.factor, data=data)
+.Table
+.Test <- chisq.test(.Table, correct=FALSE)
+.Test
+remove(.Test)
+remove(.Table)
+.Table <- xtabs(~access_location.factor+sex.factor, data=data)
+.Table
+totPercents(.Table) # Percentage of Total
+remove(.Table)
+numSummary(data[,"age"], statistics=c("mean", "sd", "quantiles"), 
+  quantiles=c(0,.25,.5,.75,1))
+numSummary(data[,"age"], groups=data$sex.factor, statistics=c("mean", "sd", 
+  "quantiles"), quantiles=c(0,.25,.5,.75,1))
+
+range(data$age, na.rm=TRUE)
+library(relimp, pos=4)
+View(data)
+Hist(data$cause_death_1, scale="frequency", breaks="Sturges", 
+  col="darkgray")
+Hist(data$bmi, scale="frequency", breaks="Sturges", col="darkgray")
+boxplot(data$bmi, ylab="bmi", main="Distribution of BMI", col="red")
+summary(data)
+.Table <- table(data$date_visit_1)
+.Table  # counts for date_visit_1
+round(100*.Table/sum(.Table), 2)  # percentages for date_visit_1
+.Table <- table(data$date_visit_2)
+.Table  # counts for date_visit_2
+round(100*.Table/sum(.Table), 2)  # percentages for date_visit_2
+.Table <- table(data$date_visit_3)
+.Table  # counts for date_visit_3
+round(100*.Table/sum(.Table), 2)  # percentages for date_visit_3
+remove(.Table)
+library(reshape)
+smooshy = melt.data.frame(data,id.vars="study_id", measure.var=c("date_visit_1", "date_visit_2",  "date_visit_3"), variable_name="DateVisit")
+showData(smooshy, placement='-20+200', font=getRcmdr('logFont'), 
+  maxwidth=80, maxheight=30)
+summary(data)
+.Table <- table(data$sex)
+.Table  # counts for sex
+round(100*.Table/sum(.Table), 2)  # percentages for sex
+.Table <- table(data$sex.factor)
+.Table  # counts for sex.factor
+round(100*.Table/sum(.Table), 2)  # percentages for sex.factor
+remove(.Table)
+.Table <- xtabs(~access_location.factor+sex.factor, data=data)
+.Table
+.Test <- chisq.test(.Table, correct=FALSE)
+.Test
+remove(.Test)
+remove(.Table)
+numSummary(data[,"age"], groups=data$sex.factor, statistics=c("mean", "sd", 
+  "quantiles"), quantiles=c(0,.25,.5,.75,1))
+range(data$age, na.rm=TRUE)
+boxplot(data$age, ylab="age")
+boxplot(data$bmi, ylab="bmi", main="Box plot for BMI", col="red")
+library(reshape)
+View(data)
+head(data)
+colnames(data)
+showData(smooshy, placement='-20+200', font=getRcmdr('logFont'), 
+  maxwidth=80, maxheight=30)
+
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