study_id Gender Age Race Is_White BMI Team Team_Other Other_Sub Comorbidities_Other Comorbidities_Tot Catheter_diameter lumens Indication_Difficult_venous_access Indication_Antibiotics Indication_Medications_requiring_central_access Indication_Parenteral_nutrition Indication_Chemotherapy Indication_Multiple_incompatible_fluids Indication_Long_term_access Indication_Unknown Ind_Tot Ind_Fact Ind_Bin PICC_Insert_Time PICC_Removal_Time Reason_Discontinuation PICC_Order PICC_Removal_Ordered Days_In Less_Than_5 Day_of_Week Weekend Reason_Discontinuing Major_Symptomatic_VTE Major_CLABSI Major_None Major_Tot Minor_Catheter_occlusion Minor_Superficial_thrombosis "Minor_Mechanical_complication_(kinking,_coiling" Minor_Exit_site_infection Minor_Tip_migration Minor_None Minor_tot Comp_Tot Complete 8 male 56 White or Caucasian 1 29.9 Hospital Medicine (non-teaching) Cirrhosis from Hep C 5 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 1/28/2017 1/28/2017 Malpositioned in IJ 42762.62361 0.189583333 1 Friday 1 Malpositioned in IJ 0 0 0 0 0 0 1 0 0 0 1 1 Complete 29 female 55 Black or African-American 0 34.7 Neurosurgery Stroke 5 Unknown 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 1/6/2017 1/11/2017 Discharged 42740.82778 42746.58125 5.202777778 0 Friday 1 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 32 female 32 White or Caucasian 1 23.6 Internal Medicine 2 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 11/11/2017 11/22/2017 Discharge 43049.67569 43061.59375 11.27013889 0 Friday 1 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 34 male 48 Other 0 28.1 Medicine sub-specialty RICU CVA 3 N/A 2 1 1 0 0 0 0 0 0 2 Multiple 1 9/2/2017 9/17/2017 Malposition 42979.63611 15.70277778 0 Friday 1 Malposition 0 0 0 0 1 0 0 0 1 0 2 2 Complete 39 female 75 American Indian or Alaskan Native 0 31 Hospital Medicine (non-teaching) CKD 3 N/A 1 0 1 0 0 0 0 1 0 2 Multiple 1 11/24/2017 12/2/2017 Discharge 43063.31944 43071.5 7.836805556 0 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 52 male 64 White or Caucasian 1 31.6 Other CTIC 4 N/A 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/8/2017 9/27/2017 "Fever, no tip culture" 42986.36111 43005.34583 19.00902778 0 Friday 1 "Fever, no tip culture" 0 0 0 0 0 0 0 0 0 1 0 0 Complete 64 female 92 Other 0 20 Hospital Medicine (non-teaching) "Hypothyrdoid, CVA, seizures, CKD" 2 N/A 1 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 9/8/2017 9/12/2017 Discharge 42986.67222 42990.48194 3.774305556 1 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 67 male 74 White or Caucasian 1 29.1 Medicine sub-specialty CCU 6 N/A 1 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 9/30/2017 10/7/2017 "Migrated to IJ, needed more lumens, change over wire" 43007.33333 6.968055556 0 Friday 1 "Migrated to IJ, needed more lumens, change over wire" 0 0 0 0 1 0 0 0 1 0 2 2 Complete 67 male 74 White or Caucasian 1 29.1 Medicine sub-specialty CCU 5 N/A 1 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 9/30/2017 10/7/2017 "Tip migrated into IJ, change over wire" 43007.33333 6.968055556 0 Friday 1 "Tip migrated into IJ, change over wire" 0 0 0 0 0 0 0 0 1 0 1 1 Complete 68 female 62 White or Caucasian 1 24.7 Other CT surgery 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 12/10/2017 12/18/2017 Discharge 43077.62778 43087.4625 8.071527778 0 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 72 male 72 White or Caucasian 1 42 Medicine sub-specialty Cardiology 4 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/22/2017 9/30/2017 Placing UDall 43000.71597 43008.46389 7.822222222 0 Friday 1 Placing UDall 0 0 0 0 0 0 0 0 0 1 0 0 Complete 75 male 73 White or Caucasian 1 20.4 Medicine sub-specialty RICU 2 N/A 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/8/2017 9/13/2017 Migrated out 42986.40069 5.088194444 0 Friday 1 Migrated out 0 0 0 0 0 0 0 0 1 0 1 1 Complete 76 male 69 White or Caucasian 1 32 Hospital Medicine (non-teaching) 3 N/A 2 0 1 0 0 0 0 1 0 2 Multiple 1 11/18/2017 12/28/2017 Discharge 43056.47153 43097.39028 39.97916667 0 Friday 1 Discharge 0 0 0 0 1 0 0 0 1 0 2 2 Complete 80 male 82 White or Caucasian 1 28.6 Internal Medicine "Liver abscess, thyroid disease, BPH" 3 N/A 1 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 1/27/2017 3/10/2017 Discharge 42762.43125 42804.48542 41.7125 0 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 92 male 77 Hispanic 0 16.6 Medicine sub-specialty MICU "ESRD on HD, CVA, Dementia" 5 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 2/4/2017 2/15/2017 Discharge 42769.82014 42781.60556 11.12222222 0 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 94 male 63 White or Caucasian 1 22.35 Other CardioVascularThoracic Surgery "Dementia, Schizophrenia" 5 Unknown 3 0 0 0 0 0 0 1 0 1 Indication_Long_term_access 0 12/31/2016 1/7/2017 Change over wire 42734.39306 42742.81389 7.417361111 0 Friday 1 Change over wire 0 0 0 0 0 0 0 0 1 0 1 1 Complete 100 female 78 White or Caucasian 1 31 General Surgery "Hypothyroid, DVT" 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 8/19/2017 8/20/2017 Thrombus 42966.44514 42967.6375 1.161805556 1 Friday 1 Thrombus 1 0 0 1 0 0 0 0 0 1 0 1 Complete 102 male 37 White or Caucasian 1 28.1 Other Neurology GERD 2 N/A 2 0 0 1 0 0 0 0 0 1 Indication_Medications_requiring_central_access 0 8/25/2017 9/3/2017 Tip out 9 cm 42972.5 42981.24514 8.539583333 0 Friday 1 Tip out 9 cm 0 0 0 0 0 0 0 0 1 0 1 1 Complete 117 female 73 White or Caucasian 1 35.6 Other Colorectal Surgery 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/1/2017 9/8/2017 Discharge 42979.68264 6.818055556 0 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 118 male 42 White or Caucasian 1 34.8 Medicine sub-specialty Cardiology 1 N/A 2 1 1 0 0 0 0 0 0 2 Multiple 1 2/26/2017 3/3/2017 Discharge 42790.42361 42797.46806 5.163194444 0 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 128 male 84 White or Caucasian 1 21.1 Internal Medicine 3 N/A 2 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 11/3/2017 11/8/2017 Discharge 43042.45139 43047.49653 4.8125 1 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 140 male 60 Hispanic 0 24.6 Hospital Medicine (non-teaching) 1 N/A 1 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 11/24/2017 11/28/2017 Discharge 43063.35208 43067.53264 4.098611111 1 Friday 1 Discharge 0 0 0 0 0 1 0 0 0 0 1 1 Complete 148 male 62 White or Caucasian 1 23 Hospital Medicine (non-teaching) "WPW, Gout" 2 N/A 1 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 2/10/2017 2/10/2017 Discharge 42776.39097 42776.65139 0.283333333 1 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 159 female 75 White or Caucasian 1 20.88 Hospital Medicine (non-teaching) 1 Unknown 1 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 12/30/2016 1/10/2017 Leaking 42734.63333 42740.59306 10.69166667 0 Friday 1 Leaking 1 0 0 1 0 0 0 0 0 1 0 1 Complete 161 male 46 White or Caucasian 1 31.5 Medicine sub-specialty Heme/Onc 1 Unknown 1 0 0 0 0 1 0 0 0 1 Indication_Chemotherapy 0 11/25/2016 1/20/2017 Discharged 42699 42755.52153 55.95486111 0 Friday 1 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 167 male 77 White or Caucasian 1 31.4 General Surgery CVA 1 N/A 3 0 0 0 1 0 0 1 0 2 Multiple 1 9/29/2017 10/7/2017 Discharge 43007.43542 43015.35417 7.740972222 0 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 168 female 96 White or Caucasian 1 24.22 Medicine sub-specialty RICU CKD 5 Unknown 2 1 0 1 0 0 1 0 0 3 Multiple 1 12/30/2016 1/5/2017 Discharged 42734.53681 42740.46181 5.807638889 0 Friday 1 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 177 male 46 Black or African-American 0 28.2 Other CT surgery 1 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 2/24/2017 3/1/2017 Non-occlusive thrombus 42790.38403 42795.88681 5.459722222 0 Friday 1 Non-occulsive thrombus 1 0 0 1 0 0 0 0 0 1 0 1 Complete 179 male 30 White or Caucasian 1 25.4 Medicine sub-specialty Heme/Onc 1 N/A 2 0 0 0 0 1 0 0 0 1 Indication_Chemotherapy 0 12/16/2016 3/13/2017 ? Infection 42720.70625 42807.39306 86.64097222 0 Friday 1 ? Infection 0 0 0 0 0 0 0 0 0 1 0 0 Complete 181 male 51 Hispanic 0 0 Medicine sub-specialty RICU 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/6/2017 10/8/2017 Discharge 43014.37014 43016.49375 2.172916667 1 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 182 female 62 White or Caucasian 1 18.31 Medicine sub-specialty Neurology "Seizure, Stroke" 4 Unknown 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 1/6/2017 1/12/2017 Discharged 42741.38819 42747.32431 6.045833333 0 Friday 1 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 187 female 50 White or Caucasian 1 48.9 Medicine sub-specialty MICU 3 N/A 2 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 12/16/2016 2/3/2017 Discharge 42720.33611 42769.61736 48.93333333 0 Friday 1 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 188 male 30 White or Caucasian 1 21.4 Internal Medicine "Seizures, anxiety " 2 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 10/14/2017 10/25/2017 Discharge 43021.64028 43033.57778 11.18958333 0 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 190 female 53 White or Caucasian 1 34.38 Medicine sub-specialty Heme/Onc 3 Unknown 1 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 11/25/2016 1/11/2017 ED removed for tip culture 42699 42746 46.62152778 0 Friday 1 Tip culture 0 1 0 1 0 0 0 0 0 1 0 1 Complete 192 male 65 White or Caucasian 1 32.3 Hospital Medicine (non-teaching) 2 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 11/4/2017 11/19/2017 Discharge 43042.41875 43058.63611 14.96666667 0 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 193 female 82 White or Caucasian 1 37.1 Other Vascular Surgery CVA 4 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 11/17/2017 11/18/2017 Patient pulled out PICC 43056.69653 0.188888889 1 Friday 1 Patient pulled out PICC 0 0 0 0 0 0 0 0 0 1 0 0 Complete 198 male 81 White or Caucasian 1 18.6 General Surgery "Schizophrenia, Dementia" 3 N/A 2 1 1 0 0 0 0 0 0 2 Multiple 1 1/27/2017 2/8/2017 Migrated out 42762.07708 11.64930556 0 Friday 1 Migrated out 0 0 0 0 1 0 0 0 1 0 2 2 Complete 232 male 55 White or Caucasian 1 45 Internal Medicine DVT 4 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 10/20/2017 11/4/2017 Discharge 43028.32569 43043.40764 15.05347222 0 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 245 female 57 White or Caucasian 1 30.06 Internal Medicine Angioedema 1 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 2/5/2017 2/8/2017 Discharge 42755.5 42774.61806 2.997916667 1 Friday 1 0 0 0 0 0 0 0 0 0 1 0 0 Complete 246 female 70 White or Caucasian 1 23.8 Hospital Medicine (non-teaching) "Anxiety, GERD, PVD, Schizophrenia, Vascular dementia, bipolar" 2 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 1/22/2017 1/25/2017 Discharged 42755.68889 42760.38889 3.134027778 1 Friday 1 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 257 male 78 White or Caucasian 1 25.3 Other Colorectal Surgery 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 2/10/2017 2/20/2017 VTE 42776.31736 10.45486111 0 Friday 1 VTE 1 0 0 1 0 0 0 0 0 1 0 1 Complete 263 female 56 White or Caucasian 1 31.55 Internal Medicine 1 N/A 2 1 1 0 0 0 0 0 0 2 Multiple 1 8/4/2017 8/26/2017 Discharge 42951.68889 42973.40556 21.62569444 0 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 266 male 63 Hispanic 0 28.9 Medicine sub-specialty Renal "ESRD, Hep C, DM I" 4 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 2/4/2017 2/24/2017 Discharge 42770.59167 42790.44167 19.8 0 Friday 1 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 267 female 40 White or Caucasian 1 36.33 Neurosurgery "Hypothyroidism, NF type 1" 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/28/2017 11/15/2017 "Spontaneous malposition, change over wire" 43035.44306 43060.375 18.38472222 0 Friday 1 "Spontaneous malposition, change over wire" 0 0 0 0 0 0 0 0 1 0 1 1 Complete 271 male 76 White or Caucasian 1 23.26 Other CT surgery 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/6/2017 10/23/2017 Discharge 43014.58542 43031.40625 17.18055556 0 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 278 female 45 White or Caucasian 1 25.7 General Surgery 3 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 1/27/2017 2/1/2017 Question infection 42762.29028 42767.44514 5.18125 0 Friday 1 Question infection 0 0 0 0 0 0 0 0 0 1 0 0 Complete 282 male 73 Other 0 27.12 Internal Medicine 5 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 7/28/2017 8/3/2017 Discharge 42942.56597 42950.54583 6.396527778 0 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 285 female 49 White or Caucasian 1 34 Medicine sub-specialty MICU 1 N/A 2 1 1 0 0 0 0 0 0 2 Multiple 1 1/27/2017 2/2/2017 Discharge 42762.70139 42768.49583 5.793055556 0 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 287 male 60 Hispanic 0 33.2 Other Neurology ICU HLD 2 N/A 2 0 0 1 0 0 0 0 0 1 Indication_Medications_requiring_central_access 0 1/20/2017 1/27/2017 Discharge 42755.05903 42762.6375 7.265972222 0 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 288 female 38 White or Caucasian 1 30.1 Orthopedic Surgery OCD 2 N/A 2 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 8/26/2017 9/1/2017 DVT 42972.41528 42979.61875 6.522222222 0 Friday 1 DVT 1 0 0 1 0 0 0 0 0 1 0 1 Complete 288 female 38 White or Caucasian 1 30.1 Orthopedic Surgery OCD 2 N/A 2 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 9/1/2017 10/19/2017 Damaged catheter 42979.61875 47.61805556 0 Friday 1 Dmaaged catheter 0 0 0 0 0 1 0 0 0 0 1 1 Complete 299 male 87 White or Caucasian 1 0 Internal Medicine Dementia 3 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 11/17/2017 11/19/2017 Discharge 43056.62639 43058.52292 1.85625 1 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 301 male 51 White or Caucasian 1 16.76 General Surgery Type I DM 2 N/A 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 12/15/2017 12/21/2017 Discharge 43084.42014 43090.40625 5.745138889 0 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 303 female 60 White or Caucasian 1 51.03 Medicine sub-specialty Heme/Onc 3 Unknown 2 0 0 0 0 1 0 0 0 1 Indication_Chemotherapy 0 12/30/2016 1/12/2017 DVT 42734.41042 42747.28403 12.93819444 0 Friday 1 DVT 1 0 0 1 0 0 0 0 0 1 0 1 Complete 313 male 76 Hispanic 0 23.8 Medicine sub-specialty CCU 3 N/A 2 0 0 1 0 0 0 0 0 1 Indication_Medications_requiring_central_access 0 8/11/2017 9/6/2017 Discharge 42958.57917 42984.7125 26.10763889 0 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 322 male 54 White or Caucasian 1 27 General Surgery Sleep apnea 1 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 12/6/2016 3/2/2017 Discharge 42695.12431 42796.45486 85.82013889 0 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 340 female 32 White or Caucasian 1 42.9 Hospital Medicine (non-teaching) "Anxiety, PTSD, ADHD" 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 2/11/2017 3/3/2017 Discharge 42776.39861 42797.84306 20.2 0 Friday 1 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 346 male 67 White or Caucasian 1 31.6 General Surgery 2 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 3/4/2017 3/14/2017 Discharge 42797.44722 42808.42431 10.13125 0 Friday 1 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 363 female 53 White or Caucasian 1 23.6 Other Urology Nephrolithiasis 1 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 8/19/2017 8/30/2017 Discharge 42965.31458 42977.42222 10.82916667 0 Friday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 366 female 54 White or Caucasian 1 29.3 Medicine sub-specialty Heme/Onc HLD 1 N/A 2 0 0 0 0 1 0 0 0 1 Indication_Chemotherapy 0 8/25/2017 9/18/2017 Outward migration 42972.40833 42999.49653 23.66944444 0 Friday 1 Outward migration 0 0 0 0 0 0 0 0 1 0 1 1 Complete 369 female 83 White or Caucasian 1 31.49 Other CT surgery 2 N/A 1 0 1 0 0 0 0 1 0 2 Multiple 1 10/14/2017 11/6/2017 "Migrated out, change over wire" 43021.91319 23.44375 0 Friday 1 "Migrated out, change over wire" 0 0 0 0 0 0 0 0 1 0 1 1 Complete 384 female 83 Hispanic 0 22.3 Medicine sub-specialty MICU CVA 3 N/A 2 1 1 0 0 0 0 0 0 2 Multiple 1 2/21/2017 2/21/2017 Malpositioned 42787.13611 -0.186805556 1 Friday 1 Malpositioned 0 0 0 0 0 0 0 0 1 0 1 1 Complete 13 male 29 Black or African-American 0 24.1 Other SICU Trisomy 21 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 12/12/2017 12/19/2017 DVT 43080.47361 7.136805556 0 Monday 0 DVT 1 0 0 1 0 1 0 0 0 0 1 2 Complete 16 female 52 White or Caucasian 1 35.9 General Surgery "Development delay, epilepsy, hypothyroidism" 1 N/A 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 9/19/2017 9/29/2017 Discharge 42996.47014 43007.42292 10.08194444 0 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 18 female 58 White or Caucasian 1 22.6 Other Plastic Surgery 1 N/A 2 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 8/28/2017 9/28/2017 Discharge 42974.62292 43006.46389 31.13888889 0 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 18 female 59 White or Caucasian 1 0 General Surgery Paraplegia 2 N/A 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 12/25/2017 12/31/2017 Discharge 43094.54375 43100.48681 5.939583333 0 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 25 female 73 Black or African-American 0 43.66 Other Neuro ICU 6 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/18/2017 10/5/2017 No longer needed 42996.22569 43013.57569 17.29930556 0 Monday 0 No longer needed 1 0 0 1 1 0 0 0 0 0 1 2 Complete 28 male 58 White or Caucasian 1 29.83 Medicine sub-specialty MICU "Stroke, paraplegia" 4 Unknown 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 1/3/2017 1/12/2017 Discharged 42737.725 42747.55347 9.177777778 0 Monday 0 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 35 female 79 White or Caucasian 1 21.7 General Surgery SBO 2 N/A 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 3/20/2017 3/22/2017 Discharge 42814.44236 42816.63194 1.998611111 1 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 36 female 69 Black or African-American 0 18.93 Hospital Medicine (non-teaching) Pulmonary emboism 5 Unknown 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 12/27/2016 1/3/2017 Discharged 42730.71319 42738.42292 6.977777778 0 Monday 0 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 42 male 76 White or Caucasian 1 29.4 Medicine sub-specialty CCU 7 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 2/27/2017 3/2/2017 Discharge 42793.52431 42796.48681 2.730555556 1 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 43 female 43 White or Caucasian 1 28.9 General Surgery "GERD, pancreatitis " 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 8/15/2017 8/23/2017 Discharge 42961.59097 42970.44028 8.575694444 0 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 58 female 72 White or Caucasian 1 27.2 Medicine sub-specialty MICU 2 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 9/4/2017 9/6/2017 Tip migration 10 cm 42982.725 1.236111111 1 Monday 0 Tip migration 10 cm 0 0 0 0 0 0 0 0 1 0 1 1 Complete 59 female 74 White or Caucasian 1 42.2 Orthopedic Surgery "Sleep apnea, GERD" 4 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 2/20/2017 3/13/2017 "Out 7cm, thrombus" 42786.57431 42807.69653 21.14652778 0 Monday 0 "Out 7cm, thrombus" 1 0 0 1 1 0 0 0 1 0 2 3 Complete 61 male 48 White or Caucasian 1 49.3 Orthopedic Surgery "Hepatitis B, Hepatitis C" 4 N/A 1 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 12/4/2017 12/11/2017 Discharge 43073.44861 43080.45069 6.975694444 0 Monday 0 Risk Factors for Inappropriate PICC Use REDCap 0 0 0 0 0 0 0 0 0 1 0 0 Complete 65 female 44 White or Caucasian 1 32.4 Internal Medicine "CKD, Polycystic KD" 4 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 12/18/2017 12/20/2017 Discharge 43087.50069 43089.67847 2.06875 1 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 69 male 58 White or Caucasian 1 0 Hospital Medicine (non-teaching) 3 N/A 1 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 8/14/2017 8/18/2017 Discharge 42961.43403 42965.53472 4.098611111 1 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 73 female 68 White or Caucasian 1 27.26 Internal Medicine 4 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 2/13/2017 2/16/2017 Discharge 42779.81042 42782.52222 2.55625 1 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 74 female 27 White or Caucasian 1 18.3 Other Trauma Surgery 1 N/A 2 0 1 0 0 0 1 0 0 2 Multiple 1 10/24/2017 10/27/2017 Discharge 43031.60556 43035.67292 3.332638889 1 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 82 male 66 Black or African-American 0 23.7 Orthopedic Surgery 3 N/A 2 0 1 0 0 0 0 1 0 2 Multiple 1 10/4/2017 10/7/2017 Discharge 43010.36667 43015.32778 3.111111111 1 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 83 female 55 White or Caucasian 1 26.2 Other Urology 1 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 3/27/2017 3/28/2017 Discharge 42821.58819 42822.74514 1.071527778 1 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 85 female 63 White or Caucasian 1 21.1 Internal Medicine 4 N/A 2 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 9/18/2017 9/18/2017 Patient pulled PICC out 42996.32292 0.521527778 1 Monday 0 Patient pulled PICC out 0 0 0 0 0 0 0 0 0 1 0 0 Complete 86 female 50 White or Caucasian 1 53 Orthopedic Surgery 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 7/24/2017 8/3/2017 Migrated out 42940.40972 10.05694444 0 Monday 0 Migrated out 0 0 0 0 0 0 0 0 1 0 1 1 Complete 87 female 48 White or Caucasian 1 35.11 Hospital Medicine (non-teaching) "DVTs, PEs, Coagulation disorder" 6 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 3/6/2017 3/26/2017 Discharge 42800.05417 42820.40556 19.60555556 0 Monday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 96 female 62 Asian 0 17.9 Medicine sub-specialty Nephrology PCKD s/p renal transplan 3 N/A 2 1 0 1 0 0 0 0 0 2 Multiple 1 7/30/2017 8/30/2017 Discharge 42946.62917 42977.54722 31.0125 0 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 107 female 81 White or Caucasian 1 27 Neurosurgery 1 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 7/18/2017 7/28/2017 Discharge 44029.42778 42944.47986 10.19375 0 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 113 female 54 Hispanic 0 23.3 Internal Medicine ALS 3 N/A 1 1 1 0 0 0 0 0 0 2 Multiple 1 3/13/2017 3/17/2017 Discharge 42807.46111 42811.95417 3.895833333 1 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 115 male 28 White or Caucasian 1 24.9 Internal Medicine 2 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 8/28/2017 9/1/2017 Discharge 42975.49306 42978.72153 3.943055556 1 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 122 male 43 Black or African-American 0 23 Neurosurgery SDH s/p craniectomy 5 N/A 1 0 1 0 0 0 0 1 0 2 Multiple 1 7/6/2017 7/24/2017 Non-compliant with antibiotics 42919.65833 42939.68958 18.22152778 0 Monday 0 Non-compliant with antibiotics 0 0 0 0 0 0 0 0 1 0 1 1 Complete 124 female 66 Hispanic 0 27 Hospital Medicine (non-teaching) CVA 5 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 2/18/2017 2/21/2017 Discharge 42783.64514 42787.57222 2.749305556 1 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 129 male 51 Unknown 0 39.8 Internal Medicine 1 Unknown 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 7/11/2017 7/29/2017 Discharge 42926.39444 42945.41181 18.30694444 0 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 130 male 20 White or Caucasian 1 48.1 General Surgery 1 N/A 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 10/24/2017 10/30/2017 Discharge 43031.78264 43038.4625 6.1625 0 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 132 male 81 White or Caucasian 1 19.79 Medicine sub-specialty Heme/Onc 2 Unknown 2 0 0 0 0 1 0 0 0 1 Indication_Chemotherapy 0 1/10/2017 1/12/2017 Port placed 42744.7375 42747.5625 2.134722222 1 Monday 0 Port placed 0 0 0 0 0 0 0 0 0 1 0 0 Complete 137 male 58 White or Caucasian 1 23 Medicine sub-specialty Heme/Onc 1 N/A 2 1 0 0 0 1 0 0 0 2 Multiple 1 6/19/2017 8/22/2017 Positive blood culture 42905.42431 42969.65625 64.00972222 0 Monday 0 Positive blood culture 0 0 0 0 1 0 0 0 0 0 1 1 Complete 153 male 93 White or Caucasian 1 28.7 Hospital Medicine (non-teaching) 2 N/A 1 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 11/20/2017 11/28/2017 Discharge 43059.35764 43067.54167 8.095138889 0 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 156 female 62 Unknown 0 28.2 Other SICU 2 Unknown 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 1/10/2017 1/15/2017 Discharged 42744.82569 42750.39167 4.71875 1 Monday 0 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 164 male 40 White or Caucasian 1 22.8 General Surgery UC 1 N/A 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 9/16/2016 8/14/2017 Fever work up 42632.6625 331.7645833 0 Monday 0 Fever work up 0 1 0 1 0 0 0 0 0 1 0 1 Complete 166 female 61 White or Caucasian 1 25.7 Medicine sub-specialty CCU 1 N/A 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 3/13/2017 3/31/2017 Discharge 42807.575 42825.52639 17.88402778 0 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 174 female 48 White or Caucasian 1 24.85 Other Trauma Surgery Bipolar 4 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 7/31/2017 8/3/2017 Discharge 42947.61111 42950.67431 3.007638889 1 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 194 female 63 White or Caucasian 1 27.2 Other Neurology 5 N/A 2 0 0 0 0 0 0 1 0 1 Indication_Long_term_access 0 9/4/2017 9/25/2017 Discharge 42982.92778 43003.44167 20.52083333 0 Monday 0 Discharge 0 0 0 0 0 0 0 0 1 0 1 1 Complete 199 male 62 White or Caucasian 1 55 Medicine sub-specialty Heme/Onc 3 N/A 1 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 11/13/2017 11/14/2017 "Malposition, change over wire" 43052.33403 0.766666667 1 Monday 0 "Malposition, change over wire" 0 0 0 0 0 0 0 0 1 0 1 1 Complete 203 male 44 White or Caucasian 1 35.08 Other SICU Bipolar 2 N/A 3 1 0 0 1 0 0 0 0 2 Multiple 1 10/30/2017 10/30/2017 Line too short 43038.81042 0.118055556 1 Monday 0 Line too short 0 0 0 0 0 0 0 0 0 1 0 0 Complete 203 male 44 White or Caucasian 1 35.1 Medicine sub-specialty SICU Bipolar 2 N/A 3 1 0 0 1 0 0 0 0 2 Multiple 1 10/30/2017 11/1/2017 "Tip migration, change over wire" 43038.81042 1.807638889 1 Monday 0 "Tip migration, change over wire" 0 0 0 0 0 0 0 0 1 0 1 1 Complete 206 male 42 White or Caucasian 1 30 General Surgery 1 N/A 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 8/21/2017 8/25/2017 Discharge 42968.38125 42972.36319 3.892361111 1 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 207 female 48 White or Caucasian 1 28 General Surgery "Anxiety, GERD, Migraines" 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 12/20/2016 2/10/2017 Discharge 42723.54028 42776.46389 52.16597222 0 Monday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 208 female 66 Asian 0 0 Medicine sub-specialty Heme/Onc Aplastic anemia 1 N/A 2 0 0 0 0 1 0 0 0 1 Indication_Chemotherapy 0 10/16/2017 10/23/2017 Discharge 43024.58403 43031.6875 7.055555556 0 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 212 female 75 White or Caucasian 1 16.43 Hospital Medicine (non-teaching) 5 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 11/27/2017 12/11/2017 Discharge 43066.49028 43080.47847 13.90069444 0 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 218 female 56 White or Caucasian 1 25.2 Other Neuro ICU "CP, DVT" 1 N/A 2 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 8/8/2017 8/15/2017 Discharge 42954.62361 42960.44931 6.838888889 0 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 219 male 54 White or Caucasian 1 42 Internal Medicine "PE, Factor V Leiden" 4 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 11/6/2017 11/14/2017 Discharge 43045.40486 43053.33264 7.606944444 0 Monday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 222 male 67 White or Caucasian 1 29.6 Other CTIC 3 N/A 3 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 9/4/2017 9/12/2017 Discharge 42982.28542 42990.45417 7.784722222 0 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 230 male 54 White or Caucasian 1 27.36 Medicine sub-specialty Heme/Onc 2 N/A 2 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 12/5/2017 12/12/2017 "Migrated out, change over wire" 43073.57639 7.420138889 0 Monday 0 "Migrated out, change over wire" 0 0 0 0 0 0 0 0 1 0 1 1 Complete 230 male 54 White or Caucasian 1 27.3 Medicine sub-specialty Heme/Onc 2 N/A 1 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 10/23/2017 12/5/2017 "More lumens needed, change over wire" 43031.39931 42.78055556 0 Monday 0 "More lumens needed, change over wire" 0 0 0 0 0 0 0 0 0 1 0 0 Complete 234 male 54 White or Caucasian 1 31.7 Hospital Medicine (non-teaching) 4 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 7/24/2017 9/25/2017 Discharge 42940.67986 43003.50625 62.81666667 0 Monday 0 Dishcarge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 253 female 55 White or Caucasian 1 17.5 Other SICU 2 N/A 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 11/27/2017 12/30/2017 Tip culture workup for fever 43066.85 32.87847222 0 Monday 0 Tip culture workup for fever 0 0 0 0 0 0 0 0 0 1 0 0 Complete 255 male 71 White or Caucasian 1 26.92 General Surgery "CKD, sleep apnea" 5 N/A 2 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 1/27/2017 2/10/2017 Discharge 42762.24792 42776.47083 14.34236111 0 Monday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 256 male 62 White or Caucasian 1 21.49 Hospital Medicine (non-teaching) 4 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 3/27/2017 3/28/2017 Discharge 42820.9125 42796.35208 1.050694444 1 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 257 male 78 White or Caucasian 1 25.3 Other Colorectal Surgery 3 N/A 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 2/20/2017 2/28/2017 Discharge 42786.83958 42794.54167 7.609722222 0 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 258 female 54 Other 0 40 Internal Medicine "Type I DM, OSA" 6 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 8/14/2017 8/19/2017 Discharge 42961.39236 42966.73611 5.286805556 0 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 258 female 54 Other 0 45.3 Hospital Medicine (non-teaching) Type I DM 5 N/A 1 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/18/2017 9/18/2017 Change midline to PICC 42996 0.0125 1 Monday 0 Change midline to PICC 0 0 0 0 0 0 0 0 0 1 0 0 Complete 260 female 27 White or Caucasian 1 0 Medicine sub-specialty RICU "Bipolar, DVT, pHTN" 1 N/A 2 0 0 0 0 0 0 1 0 1 Indication_Long_term_access 0 8/14/2017 11/28/2017 Tip culture 42961.92361 43067.87708 105.9534722 0 Monday 0 Tip culture 0 1 0 1 0 0 0 0 0 1 0 1 Complete 266 male 63 Other 0 27.4 Other Vascular surgery "Type I DM, Hepatitis C" 4 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 7/21/2017 8/17/2017 "? Infection, change over wire" 42937.52778 27.01805556 0 Monday 0 "? Infection, change over wire" 0 1 0 1 0 0 0 0 0 1 0 1 Complete 273 female 67 Other 0 27.1 Other Neurology CVA 5 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 11/20/2017 11/30/2017 Discharge 43059.45833 43069.47361 9.909027778 0 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 274 female 39 White or Caucasian 1 25.5 Medicine sub-specialty Neuro ICU "ITP, Thrombocytopenia" 1 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 3/6/2017 3/9/2017 Change to triple lumen 42800.82083 2.630555556 1 Monday 0 Change to triple lumen 0 0 0 0 0 0 0 0 0 1 0 0 Complete 275 female 72 White or Caucasian 1 49 Neurosurgery 3 N/A 2 1 0 1 0 0 0 0 0 2 Multiple 1 10/23/2017 10/23/2017 "Too long, change over wire" 43031.42083 0.295833333 1 Monday 0 "Too long, change over wire" 0 0 0 0 0 0 0 0 0 1 0 0 Complete 275 female 72 White or Caucasian 1 49 Neurosurgery 3 N/A 2 1 0 1 0 0 0 0 0 2 Multiple 1 10/23/2017 11/2/2017 Discharge 43031.76944 43040.56806 9.782638889 0 Monday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 277 male 47 White or Caucasian 1 19.9 Other Neuro ICU 1 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 8/8/2017 8/15/2017 Discharge 42954.54931 42962.63403 7.070833333 0 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 279 male 38 White or Caucasian 1 28.28 Hospital Medicine (non-teaching) "Bipolar, cellulitis of arms" 1 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 3/27/2017 3/31/2017 Discharge 42821.69514 42825.48194 3.563194444 1 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 294 male 41 White or Caucasian 1 25.3 Neurosurgery Back pain L1 burst fx 1 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 11/14/2017 12/6/2017 "Out 7 cm, change over wire" 43052.83333 21.60625 0 Monday 0 "Out 7 cm, change over wire" 0 0 0 0 0 0 0 0 1 0 1 1 Complete 317 male 35 White or Caucasian 1 22.4 General Surgery "Hep C, GERD" 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 7/31/2017 8/13/2017 ? Infection 42947.58681 42960.47708 12.93611111 0 Monday 0 ? Infection 0 0 0 0 0 0 0 0 0 1 0 0 Complete 324 male 39 Black or African-American 0 22.24 Orthopedic Surgery LTBI 2 Unknown 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 12/2/2016 1/6/2017 Discharged 42702.44375 42741.33611 35.07708333 0 Monday 0 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 330 male 22 Hispanic 0 27.5 Orthopedic Surgery 1 Unknown 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 12/27/2016 1/1/2017 Discharge 42730.81458 42736.50625 5.202083333 0 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 332 female 59 White or Caucasian 1 23.91 Hospital Medicine (non-teaching) "Liver cirrhosis, ascites" 4 Unknown 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 1/2/2017 1/6/2017 Discharged 42737.48681 42741.41944 3.855555556 1 Monday 0 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 333 female 51 Unknown 0 0 Medicine sub-specialty MICU Schizophrenia 3 Unknown 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 1/9/2017 1/13/2017 Discharged 42744.31181 42748.34583 3.936111111 1 Monday 0 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 335 male 54 White or Caucasian 1 25.46 Orthopedic Surgery 1 N/A 1 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 3/20/2017 3/21/2017 Change from single to double lumen 42814.23542 1.506944444 1 Monday 0 Change from single to double lumen 0 0 0 0 0 0 0 0 0 1 0 0 Complete 342 male 21 White or Caucasian 1 25.9 Neurosurgery 1 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 2/27/2017 3/14/2017 No longer needed 42793.26667 42811.47361 14.95833333 0 Monday 0 No longer needed 0 0 0 0 0 0 0 0 0 1 0 0 Complete 343 male 54 White or Caucasian 1 28.8 Medicine sub-specialty MICU 2 N/A 3 0 0 0 0 0 1 1 0 2 Multiple 1 2/27/2017 3/6/2017 Tip culture 42793.41667 7.066666667 0 Monday 0 Tip culture 0 0 0 0 0 0 0 0 0 1 0 0 Complete 362 male 57 Other 0 25.1 Medicine sub-specialty MICU Seizures 1 N/A 2 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 8/14/2017 8/29/2017 Discharge 42961.76181 42975.68819 14.59722222 0 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 372 female 19 Black or African-American 0 23.44 Internal Medicine Hemoglobin SS 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/3/2017 10/5/2017 Discharge 43010.47917 43013.70139 2.374305556 1 Monday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 379 male 23 Black or African-American 0 35.91 Other Trauma ICU 1 N/A 2 0 0 1 0 0 0 0 0 1 Indication_Medications_requiring_central_access 0 11/7/2017 11/29/2017 Discharge 43045.51458 43068.40347 21.94861111 0 Monday 0 Discharge 0 0 0 0 1 1 0 0 0 0 2 2 Complete 3 female 44 White or Caucasian 1 39.6 Other Plastic Surgery Hypothyroid 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 3/11/2017 3/17/2017 Discharge 42805.38472 42811.55764 6.159027778 0 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 6 male 75 White or Caucasian 1 27.5 Medicine sub-specialty Renal "CKD, Polycystic kidney disease" 2 N/A 1 0 1 0 0 0 0 1 0 2 Multiple 1 12/2/2017 12/14/2017 Discharge 43071.47431 43083.47708 11.75416667 0 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 12 male 79 White or Caucasian 1 34.63 Medicine sub-specialty MICU CKD 4 4 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 3/26/2017 3/30/2017 Discharge 42819.40764 42824.46528 3.865277778 1 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 14 male 61 White or Caucasian 1 21.6 General Surgery CKD 6 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 11/6/2017 11/10/2017 Discharge 43043.37986 43049.29167 3.775 1 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 14 male 61 White or Caucasian 1 20.7 General Surgery "CVA, CKD, Cirrhosis " 6 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 12/16/2017 12/19/2017 Discharge 43085.35972 43088.35208 2.634722222 1 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 17 male 66 White or Caucasian 1 27.17 Hospital Medicine (non-teaching) 6 N/A 2 0 1 0 0 0 1 0 0 2 Multiple 1 9/16/2017 9/18/2017 Discharge 42994.3375 42996.37361 2.084027778 1 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 19 female 91 Black or African-American 0 27.3 Hospital Medicine (non-teaching) CKD 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/14/2017 10/18/2017 Discharge 43022.50903 43026.57639 3.904166667 1 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 21 female 59 Black or African-American 0 44.9 Medicine sub-specialty RICU Hypothyroidism 5 N/A 2 1 1 0 0 0 0 0 0 2 Multiple 1 9/5/2017 9/8/2017 Discharge 42983.42917 42986.51875 2.85625 1 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 23 male 33 White or Caucasian 1 29.33 Medicine sub-specialty MICU 2 N/A 3 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 9/2/2017 9/5/2017 Discharge 42980.03403 42983.44861 3.624305556 1 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 32 female 31 White or Caucasian 1 24.58 Internal Medicine ADD 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/2/2017 9/17/2017 Discharge 42980.51458 42995.67083 14.96319444 0 Saturday 1 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 33 female 68 White or Caucasian 1 31.4 Other MICU "CKD, Anxiety, Obesity" 9 N/A 3 0 1 0 0 0 0 1 0 2 Multiple 1 12/10/2016 1/25/2017 Discharge 371797.4632 42760.40417 45.69444444 0 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 47 female 70 White or Caucasian 1 26.3 Medicine sub-specialty RICU 3 N/A 2 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 8/5/2017 8/13/2017 Discharge 42952.46667 42960.58333 8.065972222 0 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 77 female 71 Black or African-American 0 18.05 Medicine sub-specialty RICU 2 N/A 2 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 8/27/2017 9/1/2017 Coiled 42973.84097 42979.50764 5.016666667 0 Saturday 1 Coiled 0 0 0 0 0 0 1 0 0 0 1 1 Complete 79 female 79 White or Caucasian 1 34 Medicine sub-specialty Cardiology 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 2/20/2017 3/2/2017 Discharge 42784.71458 42796.49236 10.13541667 0 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 93 female 69 White or Caucasian 1 0 General Surgery "GERD, myasthenia gravis" 2 N/A 1 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 10/14/2017 10/17/2017 Discharge 43022.85903 43025.50625 2.590972222 1 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 103 female 38 White or Caucasian 1 60 Medicine sub-specialty RICU 2 N/A 2 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 11/26/2017 11/30/2017 Discharge 43064.40208 43069.38472 3.717361111 1 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 103 female 38 White or Caucasian 1 59.4 Medicine sub-specialty RICU 1 N/A 2 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 11/26/2017 11/26/2017 Malpositioned 43064.40208 43069.38472 0.140972222 1 Saturday 1 Malpositioned 0 0 0 0 0 0 0 0 1 0 1 1 Complete 112 male 52 Hispanic 0 17.8 Other Neurology "Agenesis of corpus collosum, seizure" 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/8/2017 10/23/2017 Patient pulled PICC out 43015.60486 43031.11806 14.75138889 0 Saturday 1 Patient pulled PICC out 0 0 0 0 0 0 0 0 0 1 0 0 Complete 116 female 60 White or Caucasian 1 0 Medicine sub-specialty RICU "Spina bifida, obesity, OSA" 6 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 8/19/2017 8/21/2017 Discharge 42966.49861 42968.52639 1.84375 1 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 119 female 61 White or Caucasian 1 29.3 Internal Medicine "Hep C, ADHD, Borderlnine personality" 3 N/A 1 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 10/20/2017 10/22/2017 Need triple lumen 43029.89583 1.352777778 1 Saturday 1 Need triple lumen 0 0 0 0 0 0 0 0 0 1 0 0 Complete 120 female 41 Hispanic 0 31.42 Hospital Medicine (non-teaching) Fibromyalgia 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/30/2017 10/4/2017 Discharge 43008.53264 43012.44375 3.549305556 1 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 127 male 64 White or Caucasian 1 24.57 General Surgery 5 Unknown 2 1 0 0 0 0 1 0 0 2 Multiple 1 12/24/2016 1/16/2017 Discharged 42728.32639 42751.62292 23.2875 0 Saturday 1 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 145 female 56 White or Caucasian 1 27.3 Other Neuro ICU ICA anuerysm 2 N/A 2 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 8/12/2017 8/17/2017 Discharge 42959.50347 42964.59375 4.890277778 1 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 155 male 47 White or Caucasian 1 53 Medicine sub-specialty CCU Schizophrenia 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/23/2017 9/24/2017 Pulled out to 12 cm during dressing change 43000.54097 1.145138889 1 Saturday 1 Pulled out to 12 cm during dressing change 0 0 0 0 0 0 0 0 1 0 1 1 Complete 163 male 71 White or Caucasian 1 27.65 Medicine sub-specialty CCU 2 N/A 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/9/2017 9/29/2017 Discharge 42987.42361 43007.35903 19.94861111 0 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 165 male 45 Hispanic 0 27.46 Medicine sub-specialty CCU Type I DM 5 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/8/2017 10/9/2017 Discharge 43015.76875 43017.59792 0.920138889 1 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 195 male 73 Unknown 0 26.83 Medicine sub-specialty RICU 1 Unknown 2 1 1 1 0 0 1 0 0 4 Multiple 1 12/31/2016 1/6/2017 "Per protocol, TLC placed" 42735.49514 42741.32361 5.861111111 0 Saturday 1 "Per protocol, TLC placed" 0 0 0 0 0 0 0 0 0 1 0 0 Complete 202 female 45 White or Caucasian 1 25.1 Other Trauma ICU Bipolar 2 N/A 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 11/18/2017 12/8/2017 Discharge 43057.39306 43077.50903 19.79236111 0 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 205 female 66 White or Caucasian 1 28.35 Internal Medicine 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/8/2017 10/22/2017 Discharge 43015.8625 43030.45278 13.79861111 0 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 211 male 57 White or Caucasian 1 18.6 Hospital Medicine (non-teaching) 4 N/A 1 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/30/2017 10/6/2017 Discharge 43008.5 43014.55347 6.205555556 0 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 223 male 78 White or Caucasian 1 27.62 Other CT Surgery 4 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/9/2017 10/7/2017 Patient pulled out 42987.82153 43015.23403 27.37986111 0 Saturday 1 Patient pulled out 0 0 0 0 1 0 0 0 0 0 1 1 Complete 229 male 91 White or Caucasian 1 30.5 Medicine sub-specialty Cardiology "CVA, renal failure" 5 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/22/2017 10/27/2017 Discharge 43029.61389 43035.57847 5.190277778 0 Saturday 1 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 237 female 80 White or Caucasian 1 31.9 Neurosurgery "PVD, Hypothyroid" 5 N/A 2 1 0 0 0 0 0 1 0 2 Multiple 1 1/21/2017 1/27/2017 Discharge 42756.45556 42762.38889 5.647222222 0 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 238 male 56 Black or African-American 0 31.5 Other SICU 2 N/A 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/10/2017 9/16/2017 Malposition 42987.38611 5.620833333 0 Saturday 1 Malposition 0 0 0 0 0 0 0 0 1 0 1 1 Complete 240 male 68 White or Caucasian 1 44.7 Hospital Medicine (non-teaching) 4 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 2/13/2017 2/15/2017 IV antibiotics changed to PO 42777.71111 42781.46736 2.322222222 1 Saturday 1 IV antibiotics changed to PO 0 0 0 0 0 0 0 0 0 1 0 0 Complete 254 female 57 White or Caucasian 1 30.4 Medicine sub-specialty MICU Hypothyroid 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/1/2017 10/5/2017 DVT 43008.85833 43013.62986 4.211111111 1 Saturday 1 DVT 1 0 0 1 0 0 0 0 0 1 0 1 Complete 264 male 19 White or Caucasian 1 56.63 Hospital Medicine (non-teaching) "Anxiety, Asperger's, GERD" 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 8/20/2017 8/23/2017 Discharge 42966.70556 42970.59931 3.179166667 1 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 265 female 76 White or Caucasian 1 23 Medicine sub-specialty Neurology Seizure 1 N/A 2 1 0 0 0 0 0 1 0 2 Multiple 1 2/4/2017 2/7/2017 "Malpositioned, change over wire" 42770.62986 42774.44861 2.622916667 1 Saturday 1 "Malpositioned, change over wire" 0 0 0 0 0 0 1 0 1 0 2 2 Complete 281 male 57 White or Caucasian 1 29.2 Neurosurgery 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/2/2017 10/6/2017 DVT 43010.44097 43014.18542 3.217361111 1 Saturday 1 DVT 1 0 0 1 0 0 0 0 0 1 0 1 Complete 286 male 61 White or Caucasian 1 27 Internal Medicine 4 N/A 2 0 1 0 0 0 0 1 0 2 Multiple 1 8/6/2017 8/17/2017 Discharge 42952.63889 42964.35139 10.625 0 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 289 female 66 White or Caucasian 1 25 General Surgery 2 N/A 2 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 7/10/2017 9/1/2017 ? Infection 42973.84097 42979.41875 53.10972222 0 Saturday 1 ? Infection 0 0 0 0 1 0 0 0 0 0 1 1 Complete 295 female 86 Black or African-American 0 26.63 General Surgery CKD 3 Unknown 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 12/19/2016 1/13/2017 Discharged 42721.48403 42748.39167 25.03263889 0 Saturday 1 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 306 male 15 White or Caucasian 1 18.4 Other Neuro ICU Seizures 1 N/A 3 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 9/2/2017 9/14/2017 Discharge 42980.30833 42992.775 12.3875 0 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 309 female 40 Black or African-American 0 24.8 Medicine sub-specialty RICU "pHTN, adenomyosis" 1 N/A 1 0 0 1 0 0 0 0 0 1 Indication_Medications_requiring_central_access 0 9/2/2017 9/2/2017 Need another lumen 42980.37292 0.022222222 1 Saturday 1 Need another lumen 0 0 0 0 0 0 0 0 0 1 0 0 Complete 312 female 57 White or Caucasian 1 23.1 Internal Medicine Cirrhosis 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/14/2017 10/27/2017 Malposition 43022.60903 12.84791667 0 Saturday 1 Malposition 0 0 0 0 0 0 0 0 1 0 1 1 Complete 319 male 69 White or Caucasian 1 22.6 Medicine sub-specialty Neuro ICU Stroke 5 N/A 2 1 0 0 0 0 1 0 0 2 Multiple 1 11/26/2016 2/23/2017 Fever work up 42700.78403 42789.66597 88.82222222 0 Saturday 1 Fever work up 0 0 0 0 1 0 0 0 0 0 1 1 Complete 321 female 69 White or Caucasian 1 22 Other Neurology Bipolar 4 N/A 3 1 0 0 0 0 1 0 0 2 Multiple 1 8/12/2017 8/31/2017 DVT 42959.31319 42978.46528 18.81736111 0 Saturday 1 DVT 1 0 0 1 1 0 0 0 0 0 1 2 Complete 326 female 19 Hispanic 0 25.23 Medicine sub-specialty CCU 1 N/A 2 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 10/28/2017 10/31/2017 Discharge 43036.55 2.848611111 1 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 329 female 28 Hispanic 0 29.4 Orthopedic Surgery 2 Unknown 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 7/30/2017 7/31/2019 "Changed to oral antibiotics, discharge" 42945.36875 42947.88542 731.5465278 0 Saturday 1 "Changed to oral antibiotics, discharge" 0 0 0 0 0 0 0 0 0 1 0 0 Complete 337 male 75 White or Caucasian 1 28 Hospital Medicine (non-teaching) "Crohn's Disease, Colonic perforation" 1 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 2/9/2017 2/18/2017 Discharge 42774.70069 42784.36458 9.097916667 0 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 349 female 69 White or Caucasian 1 22.6 General Surgery 1 N/A 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 7/29/2017 8/17/2017 Discharge 42945.36042 42964.55556 19.15 0 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 358 male 29 White or Caucasian 1 35.31 Orthopedic Surgery 2 N/A 3 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 8/5/2017 9/5/2017 ? Infection 42952.50764 31.03541667 0 Saturday 1 ? Infection 0 0 0 0 0 0 0 0 0 1 0 0 Complete 364 female 62 White or Caucasian 1 23.4 Neurosurgery 2 N/A 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/2/2017 9/26/2017 Discharge 42980.07153 43004.46806 24.08819444 0 Saturday 1 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 367 female 53 White or Caucasian 1 20.1 Other Neuro ICU "Colitis, Lyme" 1 N/A 3 0 0 1 0 0 1 0 0 2 Multiple 1 8/26/2017 9/14/2017 Discharge 42973.32986 42992.67847 18.96111111 0 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 370 male 57 White or Caucasian 1 28.3 Medicine sub-specialty Heme/Onc 2 N/A 2 0 0 0 0 1 0 0 0 1 Indication_Chemotherapy 0 9/24/2017 10/4/2017 Discharge 43001.61597 43012.63194 10.32013889 0 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 371 male 36 White or Caucasian 1 22.1 Other TICU 1 N/A 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/30/2017 10/26/2017 Discharge 43008.03125 43034.44653 25.66388889 0 Saturday 1 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 377 female 73 White or Caucasian 1 35.7 Medicine sub-specialty RICU 1 N/A 2 1 0 0 0 0 1 0 0 2 Multiple 1 10/21/2017 10/25/2017 Discharge 43029.61528 43033.47153 3.770833333 1 Saturday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 4 female 30 Black or African-American 0 27.9 Medicine sub-specialty Heme/Onc "Sickle cell, pHTN" 2 N/A 2 0 0 0 0 0 0 1 0 1 Indication_Long_term_access 0 2/27/2017 3/1/2017 Discharge 42792 42795.40764 1.966666667 1 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 4 female 31 Black or African-American 0 28.2 Medicine sub-specialty Heme/Onc "Sickle Cell, PE" 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/25/2017 10/2/2017 Discharge 43002.99097 43010.58889 7.102777778 0 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 10 male 66 Black or African-American 0 32 Hospital Medicine (non-teaching) 4 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/16/2017 10/26/2017 Discharge 43023.17917 43034.39306 9.918055556 0 Sunday 1 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 15 female 60 Black or African-American 0 32.3 Hospital Medicine (non-teaching) "Hep C,Anxiety, Blood clots" 4 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 2/22/2017 3/6/2017 Discharge 42785.71111 42800.38542 11.89722222 0 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 24 female 79 Black or African-American 0 25.24 Hospital Medicine (non-teaching) 5 Unknown 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 1/2/2017 1/5/2017 Discharge 42736.59306 42740.49097 3.14375 1 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 26 female 82 White or Caucasian 1 21.3 Hospital Medicine (non-teaching) "Dementia, GERD" 3 N/A 3 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 1/1/2017 2/13/2017 "Malpositoned, change over wire" 42736 43.59513889 0 Sunday 1 "Malpositoned, change over wire" 0 0 0 0 0 0 1 0 0 0 1 1 Complete 27 female 68 White or Caucasian 1 19.6 Hospital Medicine (non-teaching) "Hepatitis C, Migraines, Seizures" 3 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 2/12/2017 2/15/2017 Discharge 42778.55764 42781.60903 3.015972222 1 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 31 male 60 White or Caucasian 1 24.3 Medicine sub-specialty MICU 2 N/A 2 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 3/5/2017 3/11/2017 Discharge 42799.49514 42805.40347 5.7625 0 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 34 male 48 Other 0 28.1 Medicine sub-specialty RICU CVA 3 N/A 2 1 1 0 0 0 0 0 0 2 Multiple 1 9/17/2017 9/25/2017 Discharge 42995.70625 43003.59792 7.886111111 0 Sunday 1 Discharge 0 0 0 0 0 0 1 0 0 0 1 1 Complete 37 male 55 White or Caucasian 1 28.4 Internal Medicine 7 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 12/3/2017 12/20/2017 Discharge 43072.58611 43089.68056 16.96458333 0 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 38 female 25 White or Caucasian 1 25.7 Medicine sub-specialty MICU "DM type I, DVT" 2 N/A 2 1 0 0 0 0 0 1 0 2 Multiple 1 3/13/2017 3/15/2017 Left AMA 42806.74028 42809.54653 1.881944444 1 Sunday 1 Left AMA 0 0 0 0 0 0 0 0 0 1 0 0 Complete 48 female 50 Hispanic 0 44.9 Other SICU 2 N/A 2 0 0 0 1 0 0 1 0 2 Multiple 1 11/13/2016 2/8/2017 Fever work up 42687.82083 86.91180556 0 Sunday 1 Fever work up 0 0 0 0 1 0 0 0 0 0 1 1 Complete 50 male 69 White or Caucasian 1 27.8 Medicine sub-specialty RICU HOCM 5 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 2/7/2017 2/11/2017 "Change over wire, fever work up" 42771.79444 4.15625 1 Sunday 1 "Change over wire, fever work up" 0 0 0 0 0 0 0 0 0 1 0 0 Complete 63 male 70 White or Caucasian 1 34.5 Neurosurgery CKD 3 N/A 1 0 1 0 0 0 0 1 0 2 Multiple 1 12/10/2017 12/11/2017 "More lumens needed, change over wire" 43079.38542 1.135416667 1 Sunday 1 "More lumens needed, change over wire" 0 0 0 0 0 0 0 0 0 1 0 0 Complete 70 female 34 White or Caucasian 1 23.83 Hospital Medicine (non-teaching) 1 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 3/19/2017 3/26/2017 Pulled out 42813.38194 7.504861111 0 Sunday 1 Pulled out 0 0 0 0 0 0 0 0 1 0 1 1 Complete 87 female 49 White or Caucasian 1 32.2 Other Vascular Surgery CVA 6 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/17/2017 10/19/2017 Discharge 43023.88056 43027.57431 1.8375 1 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 89 female 83 White or Caucasian 1 21.9 Other RICU Hypothyroidism 3 N/A 2 1 0 0 0 0 1 1 0 3 Multiple 1 1/15/2017 1/31/2017 Discharge 42750.43681 42766.55208 15.87222222 0 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 90 male 60 Other 0 23.4 Hospital Medicine (non-teaching) "DVT/PE, FAP" 4 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 8/14/2017 8/17/2017 Discharge 42960.67986 42964.49236 3.386111111 1 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 98 male 39 Hispanic 0 30 Medicine sub-specialty MICU 4 N/A 2 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 10/30/2017 11/4/2017 Discharge 43037.43403 43043.36389 4.965277778 1 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 99 male 22 White or Caucasian 1 35 Medicine sub-specialty MICU "Down's Syndrome, OSA" 2 N/A 2 1 0 0 0 0 1 0 0 2 Multiple 1 10/1/2017 10/5/2017 "Malposition, change over wire" 43009.11875 3.854861111 1 Sunday 1 "Malposition, change over wire" 0 0 0 0 0 0 0 0 1 0 1 1 Complete 101 male 74 Hispanic 0 25.4 General Surgery 3 N/A 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 10/2/2017 10/6/2017 Discharge 43009.32222 43014.50486 4.3125 1 Sunday 1 Discharge 1 0 0 1 0 0 0 0 0 1 0 1 Complete 105 female 81 White or Caucasian 1 38.5 Other CTIC 2 N/A 2 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 8/7/2017 8/9/2017 Discharge 42953.53194 42955.88056 1.568055556 1 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 108 female 52 Hispanic 0 0 Medicine sub-specialty RICU 2 N/A 3 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 8/29/2017 8/31/2017 Discharge 42976.51944 42978.49306 1.9 1 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 109 male 47 White or Caucasian 1 24.92 Hospital Medicine (non-teaching) 2 Unknown 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 1/2/2017 1/11/2017 Discharged 42736.80208 42746.37292 8.660416667 0 Sunday 1 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 126 male 63 White or Caucasian 1 18.71 Other Vascular surgery "Stroke, Carotid stenosis, Stroke" 4 N/A 1 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 1/1/1990 2/4/2017 No longer needed 32874 42770.69167 9896.71875 0 Sunday 1 No longer needed 0 0 0 0 0 0 0 0 0 1 0 0 Complete 136 female 85 White or Caucasian 1 25.6 Medicine sub-specialty MICU 2 N/A 1 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 11/27/2017 11/28/2017 "Too short, change over wire" 43065.53542 1.371527778 1 Sunday 1 "Too short, change over wire" 0 0 0 0 0 0 0 0 0 1 0 0 Complete 142 female 75 White or Caucasian 1 29.23 Medicine sub-specialty MICU 5 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/10/2017 11/4/2017 Discharge 43016.52569 43043.47847 25.12291667 0 Sunday 1 Discharge 1 0 0 1 1 0 0 0 0 0 1 2 Complete 160 female 20 White or Caucasian 1 25.2 Medicine sub-specialty Hematology/Oncology 3 N/A 2 0 0 0 0 1 0 0 0 1 Indication_Chemotherapy 0 8/27/2017 8/28/2017 Discharge 42974.37361 42975.61875 1.046527778 1 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 162 female 45 Hispanic 0 27 Other Vascular Surgery "Type I DM, GERD, Hypothyroid, Kidney transplant, PVD" 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 2/26/2017 2/28/2017 Discharge 42792.44236 42794.52917 2.065277778 1 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 189 male 54 White or Caucasian 1 29.3 Medicine sub-specialty RICU 2 N/A 2 0 0 1 0 0 0 0 0 1 Indication_Medications_requiring_central_access 0 9/10/2017 9/20/2017 Discharge 42988.44931 42998.53056 9.622916667 0 Sunday 1 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 197 female 42 White or Caucasian 1 19.4 Other Neuro ICU Epilepsy 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/17/2017 9/20/2017 Discharge 42994.79167 42998.52778 2.826388889 1 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 213 female 62 White or Caucasian 1 26.8 General Surgery "Gastric ulcer, HLD, PTSD" 2 N/A 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 1/23/2017 1/28/2017 Discharge 42757.31597 42763.39653 5.050694444 0 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 224 female 60 White or Caucasian 1 N/A Other RICU PTSD 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 1/22/2017 1/25/2017 Discharged 42757.55556 42760.71458 2.661805556 1 Sunday 1 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 233 female 68 White or Caucasian 1 33.9 General Surgery 2 Unknown 2 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 1/1/2017 1/6/2017 Discharged 42736.44306 42741.60278 5.0125 0 Sunday 1 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 242 female 81 White or Caucasian 1 34.4 Hospital Medicine (non-teaching) "Type 1 DM, CVA," 3 N/A 1 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 10/16/2017 10/21/2017 Patient removed PICC 43023.34375 5.126388889 0 Sunday 1 Patient removed PICC 1 0 0 1 0 0 0 0 0 1 0 1 Complete 244 female 80 White or Caucasian 1 17.8 Other Neuro ICU Dementia 5 N/A 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/17/2017 10/26/2017 Discharge 42995.36319 43034.56111 39.16388889 0 Sunday 1 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 261 male 46 White or Caucasian 1 0 General Surgery Down's Syndrome 2 N/A 3 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 11/5/2017 11/9/2017 Discharge 43044.59514 43048.63056 3.977777778 1 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 276 male 55 Black or African-American 0 25.2 Hospital Medicine (non-teaching) 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/10/2017 9/15/2017 Discharge 42987.97917 42993.58542 5.219444444 0 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 290 female 65 White or Caucasian 1 28.7 Other Neurology 1 N/A 2 0 1 0 0 0 0 1 0 2 Multiple 1 10/16/2017 10/19/2017 Discharge 43023.49792 43027.52083 3.234722222 1 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 300 male 68 Other 0 22.7 Medicine sub-specialty CCU "Bipolar, schizophrenia" 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 8/14/2017 9/6/2017 Discharge 42960.45417 42984.36736 22.97916667 0 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 302 female 43 Asian 0 20.1 Medicine sub-specialty Heme/Onc 1 N/A 2 1 0 0 0 1 0 0 0 2 Multiple 1 10/29/2017 11/24/2017 Discharge 43037.4375 43063.42639 25.75763889 0 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 304 male 75 White or Caucasian 1 25.06 Other Vascular surgery "CKD, hypothyroid" 5 N/A 2 0 1 1 0 0 0 0 0 2 Multiple 1 8/28/2017 9/5/2017 Discharge 42974.44931 42983.42222 8.088888889 0 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 307 female 80 White or Caucasian 1 14.4 Neurosurgery Anxiety 2 N/A 2 1 0 0 0 0 1 0 0 2 Multiple 1 9/18/2017 9/29/2017 Discharge 42995.90833 43007.40972 10.67569444 0 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 314 male 77 White or Caucasian 1 39.38 Other Neuro ICU 2 N/A 2 0 0 0 0 0 1 1 0 2 Multiple 1 3/19/2017 3/24/2017 Change from double lumen to triple lumen 42813.64306 4.702083333 1 Sunday 1 Change from double lumen to triple lumen 0 0 0 0 0 0 0 0 0 1 0 0 Complete 315 female 68 White or Caucasian 1 42.6 Other Neuro ICU 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 8/20/2017 9/8/2017 Discharge 42967.39931 42986.51181 18.83263889 0 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 316 male 34 White or Caucasian 1 19.2 Medicine sub-specialty MICU VP shunt 2 N/A 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 8/7/2017 8/10/2017 "Too short, malposition" 42953.60278 3.1625 1 Sunday 1 "Too short, malposition" 0 0 0 0 0 0 1 0 0 0 1 1 Complete 325 male 57 White or Caucasian 1 21.68 Orthopedic Surgery 1 N/A 2 0 1 0 0 0 0 1 0 2 Multiple 1 1/10/2017 2/8/2017 Discharge 42743.91597 42774.38125 29.00416667 0 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 343 male 54 White or Caucasian 1 28.83 Medicine sub-specialty MICU 2 N/A 3 0 0 0 0 0 1 1 0 2 Multiple 1 3/6/2017 3/22/2017 Discharge 42800.60556 42816.40972 15.72222222 0 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 348 female 31 Unknown 0 22.03 Neurosurgery "PTSD, Bipolar" 2 N/A 2 0 0 1 0 0 1 0 0 2 Multiple 1 3/26/2017 3/30/2017 Discharge 371538.4681 42824.44097 3.8625 1 Sunday 1 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 353 male 27 White or Caucasian 1 30.13 Other Trauma Surgery 1 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 7/30/2017 8/2/2017 Discharge 42946.38403 42949.34306 2.977083333 1 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 355 male 80 White or Caucasian 1 31.8 Hospital Medicine (non-teaching) Hypothyroid 3 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 8/7/2017 8/16/2017 Discharge 42953.62778 42963.55833 8.676388889 0 Sunday 1 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 359 male 64 White or Caucasian 1 26.5 Medicine sub-specialty CCU 4 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 8/6/2017 8/10/2017 Malposition 42951.66111 42971.25417 4.529166667 1 Sunday 1 Malposition 0 0 0 0 0 0 1 0 0 0 1 1 Complete 361 female 73 White or Caucasian 1 22.6 Hospital Medicine (non-teaching) "DVT, Stroke" 5 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 8/13/2017 8/16/2017 Discharge 42960.58889 42963.60903 2.794444444 1 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 378 female 38 White or Caucasian 1 24.5 Other Neuro ICU 1 N/A 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/22/2017 10/23/2017 DVT in R arm 43030.72222 1.072916667 1 Sunday 1 DVT in R arm 1 0 0 1 0 1 0 0 0 0 1 2 Complete 381 male 55 White or Caucasian 1 19.5 Other Plastic Surgery "Osteomyelitis, Quadriplegia " 1 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 1/26/2017 2/22/2017 Cracked red port 42761.43403 26.98333333 0 Sunday 1 Cracked red port 0 0 0 0 0 0 0 0 0 1 0 0 Complete 383 female 24 Hispanic 0 27 Medicine sub-specialty Heme/Onc 1 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 12/25/2017 12/27/2017 Discharge 43093.61181 43096.49375 2.11875 1 Sunday 1 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 2 female 79 White or Caucasian 1 24.6 Hospital Medicine (non-teaching) Nephrolithiasis 1 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 11/10/2017 11/17/2017 Discharge 43048.44306 43056.39792 7.018055556 0 Thursday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 4 female 31 Black or African-American 0 26 Medicine sub-specialty Heme/Onc Sickle cell 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 7/27/2017 8/3/2017 Discharge 42943.21389 42950.69306 7.258333333 0 Thursday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 20 female 75 Unknown 0 24.1 Internal Medicine Disease of thyroid 4 N/A 1 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 3/25/2017 3/31/2017 Discharge 42817.54236 42825.49028 6.101388889 0 Thursday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 30 male 30 White or Caucasian 1 26 Medicine sub-specialty Heme/Onc "Crohn's disease, Sickle Cell" 2 N/A 2 0 0 0 0 1 0 0 0 1 Indication_Chemotherapy 0 7/20/2017 9/6/2017 Discharge 42936.60972 42984.40347 47.7375 0 Thursday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 32 female 31 White or Caucasian 1 27.32 Internal Medicine "Cystic fibrosis, cystic fibrosis diabetes" 1 Unknown 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 12/30/2016 1/12/2017 Discharged 42733.83472 42747.63264 12.97083333 0 Thursday 0 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 44 male 49 White or Caucasian 1 0 Other Plastic Surgery Heptatis B 3 Unknown 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 1/5/2017 1/13/2017 Discharged 42740.32708 42748.41319 8.086805556 0 Thursday 0 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 48 female 49 Hispanic 0 49.8 General Surgery Obesity 3 N/A 2 0 0 0 1 0 0 1 0 2 Multiple 1 2/2/2017 2/8/2017 Concern for infection 42768.46042 6.208333333 0 Thursday 0 Concern for infection 0 0 0 0 0 0 0 0 0 1 0 0 Complete 49 male 47 Black or African-American 0 20.2 Other CTIC "Sickle cell, beta thallasemia" 2 N/A 2 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 7/6/2017 8/18/2017 Discharge 42922.48819 42963.57431 42.95208333 0 Thursday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 88 female 66 White or Caucasian 1 37.13 Orthopedic Surgery "pHTN, CKD" 4 Unknown 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 1/12/2017 1/16/2017 Discharged 42747.36111 42751.59514 4.190277778 1 Thursday 0 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 88 female 66 White or Caucasian 1 36.3 Internal Medicine 2 N/A 2 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 2/24/2017 3/15/2017 Discharge 42789.45 42809.32222 18.94444444 0 Thursday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 91 female 45 White or Caucasian 1 62.6 Other SICU 1 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 3/3/2017 3/16/2017 Discharge 42796.61597 42810.49306 13.01736111 0 Thursday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 95 male 33 White or Caucasian 1 26.5 Internal Medicine 3 N/A 2 1 1 0 0 0 0 0 0 2 Multiple 1 11/30/2017 12/13/2017 Discharge 43069.71389 43082.47917 12.57777778 0 Thursday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 100 female 79 White or Caucasian 1 31 General Surgery "DVT, CKD, Hypothyroid" 3 N/A 2 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 11/24/2017 11/30/2017 Discharge 43062.90625 43069.49514 6.153472222 0 Thursday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 106 male 77 White or Caucasian 1 25.1 Medicine sub-specialty RICU 3 N/A 2 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 12/23/2017 12/23/2017 Malposition 43090.50417 0.040277778 1 Thursday 0 Malposition 0 0 0 0 0 0 0 0 1 0 1 1 Complete 110 female 64 White or Caucasian 1 45.8 Other MICU 4 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 1/26/2017 1/26/2017 Malpositioned in IJ 42761.01458 0.147916667 1 Thursday 0 Malpositioned in IJ 0 0 0 0 0 0 1 0 0 0 1 1 Complete 119 female 61 White or Caucasian 1 29.3 Medicine sub-specialty CCU "PTSD, Hep C" 5 N/A 3 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 10/21/2017 10/26/2017 "Migrated to IJ, change over wire" 43034.49653 4.663888889 1 Thursday 0 "Migrated to IJ, change over wire" 0 0 0 0 0 0 0 0 1 0 1 1 Complete 125 female 38 White or Caucasian 1 58.11 Hospital Medicine (non-teaching) "Lupus, migraines" 1 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 8/18/2017 8/22/2017 Discharge 42964.45694 42969.44375 3.761805556 1 Thursday 0 Discharge 1 0 0 1 0 0 0 0 0 1 0 1 Complete 131 female 86 White or Caucasian 1 18.5 Other Colorectal surgery Hypothyroid 3 N/A 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 8/31/2017 9/7/2017 Discharge 42978.34444 42985.58125 6.744444444 0 Thursday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 133 male 49 White or Caucasian 1 37.6 Orthopedic Surgery 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/6/2017 10/8/2017 "Tip migration out, change over wire" 43013.51042 1.993055556 1 Thursday 0 "Tip migration out, change over wire" 0 0 0 0 1 0 0 0 0 0 1 1 Complete 135 female 42 Hispanic 0 35.77 Other Vascular surgery 3 Unknown 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 12/8/2016 1/4/2017 Line cut in error by wound RN 42712.28472 42734.32222 26.79791667 0 Thursday 0 Line cut in error by wound RN 0 0 0 0 0 0 0 0 0 1 0 0 Complete 138 female 65 White or Caucasian 1 27.9 Other Neuro ICU SAH 2 N/A 3 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 10/26/2017 10/31/2017 Discharge 43034.46597 43039.53403 4.840277778 1 Thursday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 151 male 62 White or Caucasian 1 29.4 Medicine sub-specialty Heme/Onc 3 N/A 2 0 0 0 0 1 0 0 0 1 Indication_Chemotherapy 0 1/23/2017 2/20/2017 Migrated out 42758.60764 27.98819444 0 Thursday 0 Migrated out 0 0 0 0 0 0 0 0 1 0 1 1 Complete 152 male 82 White or Caucasian 1 30 General Surgery CKD 3 N/A 1 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 1/26/2017 2/17/2017 "Change over wire, malposition" 42761.3125 21.67569444 0 Thursday 0 "Change over wire, malposition" 0 0 0 0 0 0 1 0 0 0 1 1 Complete 157 female 58 White or Caucasian 1 23.72 Other CT surgery 2 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 3/11/2017 3/21/2017 Tip culture 42803.67778 42815.7375 10.48611111 0 Thursday 0 Tip culture 0 0 0 0 0 0 0 0 0 1 0 0 Complete 171 male 68 White or Caucasian 1 0 Medicine sub-specialty Cardiology PVD 5 N/A 3 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 8/17/2017 8/21/2017 ? Thrombus 42964 42967.80208 3.866666667 1 Thursday 0 ? Thrombus 1 0 0 1 0 0 0 0 0 1 0 1 Complete 172 male 31 Black or African-American 0 27.5 Internal Medicine "Hep B, Positive PPD" 1 N/A 2 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 10/19/2017 10/27/2017 Discharge 43027.5625 43035.45556 7.748611111 0 Thursday 0 Discharge 1 0 0 1 0 0 0 0 1 0 1 2 Complete 173 male 58 White or Caucasian 1 69 Orthopedic Surgery Venous stasis 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 7/1/2017 8/23/2017 Discharge 42915.52986 42970.61458 53.35555556 0 Thursday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 174 female 48 White or Caucasian 1 24.85 Internal Medicine "Seizures, Bipolar, GERD" 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 8/17/2017 8/22/2017 Discharge 42964.72639 42968.82917 4.566666667 1 Thursday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 180 male 56 Black or African-American 0 26.2 Hospital Medicine (non-teaching) "CKD, Cirrhosis, Hep B" 4 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 9/25/2017 9/25/2017 Immediate change to shorten 42999.43819 0.000694444 1 Thursday 0 Immediate change to shorten 0 0 0 0 0 0 0 0 0 1 0 0 Complete 180 male 56 Black or African-American 0 25.7 Hospital Medicine (non-teaching) CKD 4 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 9/25/2017 10/16/2017 No longer needed 42999.43819 43024.66042 21.39166667 0 Thursday 0 No longer needed 0 0 0 0 0 0 0 0 0 1 0 0 Incomplete 184 male 73 White or Caucasian 1 28.3 Medicine sub-specialty Heme/Onc Crohn's 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 2/16/2017 3/26/2017 Discharge 42782.40278 42820.60417 38.02430556 0 Thursday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 185 female 34 White or Caucasian 1 24 Hospital Medicine (non-teaching) 1 N/A 2 0 1 0 0 0 0 1 0 2 Multiple 1 10/20/2017 10/31/2017 Discharged 43027.63333 43039.03194 10.32430556 0 Thursday 0 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 200 female 76 White or Caucasian 1 21.84 Medicine sub-specialty RICU pHTN 3 Unknown 2 0 0 1 0 0 0 0 0 1 Indication_Medications_requiring_central_access 0 12/29/2016 1/14/2017 Discharged 42733.53542 42749.36319 15.83333333 0 Thursday 0 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 204 male 21 White or Caucasian 1 28.48 Other Trauma ICU 1 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/21/2017 11/6/2017 Discharge 42999.64514 43045.61042 46.06111111 0 Thursday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 215 female 61 White or Caucasian 1 24.8 Other Neuro ICU 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 7/27/2017 8/2/2017 Discharge 42943.33264 42949.67222 6.306944444 0 Thursday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 219 male 53 White or Caucasian 1 41.27 Internal Medicine Obesity 6 Unknown 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 1/5/2017 1/11/2017 Discharged 42740.47639 42747.51042 5.557638889 0 Thursday 0 Discharged 0 0 0 0 1 0 0 0 1 0 2 2 Complete 225 female 57 White or Caucasian 1 34.5 Hospital Medicine (non-teaching) 2 Unknown 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 7/27/2017 7/29/2017 Discharge; refusing IV antibiotics 42943.66319 42945.30556 1.642361111 1 Thursday 0 Discharge; refusing IV antibiotics 0 0 0 0 0 0 0 0 0 1 0 0 Complete 227 female 54 White or Caucasian 1 21.7 Orthopedic Surgery Hypothyroid 1 N/A 2 0 1 0 0 0 0 1 0 2 Multiple 1 10/5/2017 10/6/2017 Discharge 43013.50486 43014.48056 0.74375 1 Thursday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 236 male 67 White or Caucasian 1 22.4 General Surgery 1 N/A 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 12/8/2017 12/17/2017 Discharge 43076.60347 43086.41111 8.982638889 0 Thursday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 239 male 68 White or Caucasian 1 28.7 Other Plastic Surgery Renal transplant 2 N/A 2 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 9/14/2017 9/21/2017 Has tunneled access 42992.38125 42999.70556 7.108333333 0 Thursday 0 Has tunneled access 0 0 0 0 0 0 0 0 0 1 0 0 Complete 243 male 56 White or Caucasian 1 30.41 Other Vascular surgery CKD 4 N/A 2 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 2/24/2017 3/29/2017 Question infection 42789.34861 42823.6375 33.29444444 0 Thursday 0 Question infection 0 0 0 0 1 0 0 0 0 0 1 1 Complete 247 female 72 White or Caucasian 1 34.37 Other CTIC 3 N/A 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 1/26/2017 3/27/2017 Tip culture 42761.33333 60.32291667 0 Thursday 0 Tip culture 0 0 0 0 1 0 0 0 0 0 1 1 Complete 250 male 61 White or Caucasian 1 16.7 Internal Medicine Paraplegia 2 N/A 2 0 1 0 0 0 0 1 0 2 Multiple 1 11/17/2016 2/4/2017 Discharge 42691.46458 42770.49931 78.74513889 0 Thursday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 259 female 63 White or Caucasian 1 25.6 General Surgery 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/15/2017 10/3/2017 "Double Lumen to Triple Lumen, change over wire" 42992.37222 17.97916667 0 Thursday 0 "Double Lumen to Triple Lumen, change over wire" 0 0 0 0 1 0 0 0 0 0 1 1 Complete 260 female 26 White or Caucasian 1 30.18 Medicine sub-specialty RICU "DVT, Bipolar, pHTN" 1 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 5/18/2017 8/13/2017 ? Infection 42873.56875 86.93958333 0 Thursday 0 ? Infection 0 0 0 0 0 0 0 0 0 1 0 0 Complete 262 male 58 White or Caucasian 1 23.4 Hospital Medicine (non-teaching) 3 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 2/3/2017 2/26/2017 Discharge 42768.52361 42792.39028 23.06875 0 Thursday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 280 male 61 Unknown 0 32.56 Other TICU 1 Unknown 3 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 12/29/2016 1/13/2017 Discharged 42733.40903 42748.53958 14.83472222 0 Thursday 0 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 283 male 59 White or Caucasian 1 36.4 Other Trauma Surgery 4 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 8/18/2017 8/30/2017 Discharge 42964.52222 42976.55417 12 0 Thursday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 288 female 38 White or Caucasian 1 39.8 Orthopedic Surgery 1 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 10/19/2017 11/9/2017 Discharge 43027.41389 43048.32639 20.92361111 0 Thursday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 292 female 34 White or Caucasian 1 26.96 Medicine sub-specialty Heme/Onc AML 2 N/A 2 0 1 0 0 0 1 1 0 3 Multiple 1 11/10/2016 2/7/2017 "Malpositioned, change over wire" 42684.93681 88.81944444 0 Thursday 0 "Malpositioned, change over wire" 0 0 0 0 0 0 1 0 1 0 2 2 Complete 297 female 53 White or Caucasian 1 25.8 Other Trauma Surgery "Hypothyroid, Borderline personality" 2 N/A 2 1 1 0 0 0 0 0 0 2 Multiple 1 9/14/2017 9/18/2017 ? DVT 42992.53819 42996.40764 3.570833333 1 Thursday 0 ? DVT 1 0 0 1 0 0 0 0 0 1 0 1 Complete 327 female 63 White or Caucasian 1 0 Hospital Medicine (non-teaching) Stroke 3 Unknown 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 12/15/2016 1/5/2017 Discharge 42719.51736 42740.51667 20.74027778 0 Thursday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 328 female 66 White or Caucasian 1 31 Neurosurgery 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 8/18/2017 8/22/2017 Discharge 42964.77569 42969.53611 4.061111111 1 Thursday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 331 female 59 Hispanic 0 21.26 Internal Medicine Cirrhosis 2 Unknown 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 12/29/2016 1/10/2017 Discharged 42733.21667 42744.58472 11.78472222 0 Thursday 0 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 345 female 30 Patient Refused 0 46.8 Medicine sub-specialty MICU 1 N/A 2 1 0 0 0 1 0 0 0 2 Multiple 1 3/2/2017 3/13/2017 Discharge 42796.04028 42807.62986 11.24583333 0 Thursday 0 Discharge 1 0 0 1 0 0 0 0 0 1 0 1 Complete 356 male 58 White or Caucasian 1 24.9 General Surgery 1 N/A 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 9/28/2017 10/2/2017 Discharge 43006.33056 43010.46736 3.816666667 1 Thursday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 360 male 29 White or Caucasian 1 25 Internal Medicine 2 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 8/18/2017 10/9/2017 Discharge 42963.58542 43017.39861 52.03333333 0 Thursday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 374 female 28 White or Caucasian 1 26.7 Neurosurgery Hep C 3 N/A 3 0 1 0 0 0 1 0 0 2 Multiple 1 10/5/2017 11/15/2017 Discharge 43013.47431 43054.6 41.03888889 0 Thursday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 375 female 54 Hispanic 0 29 Orthopedic Surgery 1 N/A 1 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 10/12/2017 11/13/2017 Discharge 43020.36944 43052.51875 31.82916667 0 Thursday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 380 male 28 Asian 0 22 Other Trauma ICU 1 N/A 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 11/2/2017 12/16/2017 No longer needed 43041.52778 43085.80972 44.01944444 0 Thursday 0 No longer needed 0 0 0 0 1 0 0 0 0 0 1 1 Complete 4 female 30 Black or African-American 0 26.6 Medicine sub-specialty Heme/Onc Sickle Cell 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 3/21/2017 3/30/2017 Discharge 42815.83889 42824.45625 8.586111111 0 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 7 male 33 White or Caucasian 1 27.1 Internal Medicine DM related to CF 3 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 9/5/2017 9/18/2017 Discharge 42983.01181 42996.63056 13.125 0 Tuesday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 40 female 78 White or Caucasian 1 34.8 Medicine sub-specialty RICU 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 11/2/2017 11/13/2017 Discharge 43039.37778 43052.5375 11.20277778 0 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 54 female 67 White or Caucasian 1 44.7 Other ED 4 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 1/10/2017 3/15/2017 "Migrated out 7 cm, change over wire" 42745.85903 63.55347222 0 Tuesday 0 "Migrated out 7 cm, change over wire" 0 0 0 0 1 0 0 0 1 0 2 2 Complete 55 male 56 White or Caucasian 1 44.6 Medicine sub-specialty CCU Obesity 5 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 1/24/2017 2/24/2017 Discharge 42759.38194 42790.5 30.59722222 0 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 57 female 74 White or Caucasian 1 26 Medicine sub-specialty CCU 1 N/A 2 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 1/31/2017 2/4/2017 Discharge 42766.47431 42770.57569 4.001388889 1 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 60 female 69 White or Caucasian 1 17.1 Neurosurgery "Hypothyroid, MS, Schizophrenia, Seizure" 1 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 1/17/2017 1/29/2017 Dishcarge 42752.03056 42764.39861 12.00833333 0 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 62 male 80 White or Caucasian 1 36.2 Medicine sub-specialty RICU 3 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 9/20/2017 9/21/2017 Malpositioned 42997.43542 1.4125 1 Tuesday 0 Malpositioned 0 0 0 0 0 0 0 0 1 0 1 1 Complete 66 female 23 White or Caucasian 1 37.6 Other SICU 1 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 2/1/2017 2/11/2017 Discharge 42766.32361 42777.46528 10.06805556 0 Tuesday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 78 female 40 White or Caucasian 1 30 Other Internal Medicine Bristol "Bipolar, Crohn's" 2 N/A 2 0 1 0 0 0 0 1 0 2 Multiple 1 2/7/2017 2/10/2017 Discharge 42773.49306 42776.63264 3.094444444 1 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 81 female 47 White or Caucasian 1 22.4 Medicine sub-specialty MICU 1 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 12/5/2017 12/11/2017 DVT 43074.74861 43080.58194 6.070138889 0 Tuesday 0 DVT 1 0 0 1 0 0 0 0 0 1 0 1 Complete 104 male 52 Black or African-American 0 18.21 Other Neuro ICU 2 N/A 2 1 0 0 0 0 1 0 0 2 Multiple 1 10/24/2017 12/14/2017 Discharge 43032.44167 43083.45417 51.06458333 0 Tuesday 0 Discharge 0 0 0 0 1 1 0 0 0 0 2 2 Complete 107 female 22 Hispanic 0 22.8 Hospital Medicine (non-teaching) Type I diabetes 1 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 7/26/2017 7/28/2017 Discharge 42941.92917 42944.50208 2.163194444 1 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 114 female 46 White or Caucasian 1 0 Hospital Medicine (non-teaching) "Hypothyroidism, obesity" 4 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 9/6/2017 9/7/2017 Discharge 42983.60347 42985.35972 1.011111111 1 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 115 male 28 White or Caucasian 1 28.3 Medicine sub-specialty RICU 2 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 7/25/2017 8/28/2017 Culture tip for fever workup 42941.19236 34.52291667 0 Tuesday 0 Culture tip for fever workup 1 0 0 1 1 0 0 0 1 0 2 3 Complete 121 male 64 White or Caucasian 1 34.8 Medicine sub-specialty Heme/Onc 1 N/A 2 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 2/15/2017 2/17/2017 Discharge 42780.59792 42783.48264 2.076388889 1 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 139 male 59 White or Caucasian 1 24 Hospital Medicine (non-teaching) 5 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/3/2017 10/30/2017 Discharge 43011.40903 43038.39653 26.91597222 0 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 141 male 91 White or Caucasian 1 26.72 Hospital Medicine (non-teaching) Seizure 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 11/8/2017 11/18/2017 Discharge 43046.79306 43057.47083 10.02847222 0 Tuesday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 143 female 51 White or Caucasian 1 37.2 Other Neuro ICU "Hep C, RA" 2 N/A 3 1 0 0 0 0 1 0 0 2 Multiple 1 12/5/2017 12/17/2017 Discharge 43074.00069 43086.59097 12.22847222 0 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 144 male 69 White or Caucasian 1 31.32 Medicine sub-specialty CCU 3 Unknown 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 12/27/2016 1/5/2017 Question infection 42731.87431 42740.43194 8.634722222 0 Tuesday 0 Question infection 0 0 0 0 0 0 0 0 0 1 0 0 Complete 147 female 53 White or Caucasian 1 46 Medicine sub-specialty Cardiology "HLD, neuropathy, OSA, osteoporosis" 2 N/A 2 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 8/22/2017 8/24/2017 Pacemaker placement 42969.83472 42970.62569 1.631944444 1 Tuesday 0 Pacemaker placement 0 0 0 0 0 0 0 0 0 1 0 0 Complete 147 female 53 White or Caucasian 1 45 Medicine sub-specialty Cardiology 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/3/2017 10/8/2017 Discharge 43011.67431 43016.53056 4.704861111 1 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 150 male 71 White or Caucasian 1 34 Other SICU UC 2 N/A 3 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 2/14/2017 2/27/2017 "New site, tip culture" 42780.47917 42793.33819 12.86944444 0 Tuesday 0 "New site, tip culture" 0 0 0 0 0 0 0 0 0 1 0 0 Complete 154 male 21 White or Caucasian 1 38 Medicine sub-specialty RICU 2 N/A 2 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 9/5/2017 9/10/2017 Discharge 42983.39653 42988.57639 5.083333333 0 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 170 male 61 White or Caucasian 1 25.2 Hospital Medicine (non-teaching) CVA 3 N/A 1 1 1 0 0 0 0 0 0 2 Multiple 1 11/7/2017 11/14/2017 Discharge 43046.44028 43053.47222 7.040972222 0 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 172 male 31 Black or African-American 0 27.5 Medicine sub-specialty MICU "Hep B, Positive PPD" 1 N/A 2 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 10/19/2017 10/19/2017 "Too long, change over wire" 43027.5625 0.347222222 1 Tuesday 0 "Too long, change over wire" 0 0 0 0 0 0 0 0 0 1 0 0 Complete 175 female 73 Asian 0 26.53 Medicine sub-specialty RICU "CVA, cardiac arrest" 2 Unknown 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 12/21/2016 1/4/2017 Discharged 42724.49097 42739.35486 13.67222222 0 Tuesday 0 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 176 female 21 White or Caucasian 1 22 Orthopedic Surgery 1 N/A 2 1 1 0 0 0 0 0 0 2 Multiple 1 1/17/2017 1/25/2017 Question infection 42752.63056 42760.38472 7.729861111 0 Tuesday 0 Question infection 0 0 0 0 0 0 0 0 0 1 0 0 Complete 196 male 73 White or Caucasian 1 29.8 Neurosurgery Sleep apnea 4 N/A 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 1/31/2017 6/5/2019 N/A 42766.60694 854.55625 0 Tuesday 0 N/A 0 0 0 0 0 0 0 0 0 1 0 0 Complete 199 male 62 White or Caucasian 1 56.16 Medicine sub-specialty Heme/Onc 4 N/A 1 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 11/14/2017 11/22/2017 "More lumens needed, change over wire" 43060.86042 7.991666667 0 Tuesday 0 "More lumens needed, change over wire" 0 0 0 0 0 0 0 0 0 1 0 0 Complete 209 male 58 Hispanic 0 23.2 Medicine sub-specialty Neurology Blindness 4 N/A 3 0 0 1 0 0 0 0 0 1 Indication_Medications_requiring_central_access 0 7/1/2017 7/24/2017 Anticipated discharge 44012.81111 42939.47708 23.67013889 0 Tuesday 0 Anticipated discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 220 male 59 White or Caucasian 1 27.95 General Surgery "DVT, hypothyroid" 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 8/3/2017 9/13/2017 Discharge 42948.49097 42991.58194 40.75 0 Tuesday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 221 male 70 White or Caucasian 1 25.18 Medicine sub-specialty Heme/Onc 2 N/A 2 0 0 0 0 1 0 0 0 1 Indication_Chemotherapy 0 10/4/2017 10/23/2017 Discharge 43011.71875 43031.49653 18.77013889 0 Tuesday 0 Discharge 1 0 0 1 0 0 0 0 0 1 0 1 Complete 247 female 72 White or Caucasian 1 31.1 Medicine sub-specialty Cardiology (CCU) "PVD, Pulmonary Fibrosis, HLD" 6 N/A 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 1/17/2017 1/26/2017 Question infection 42752.35417 42761.43681 9.186805556 0 Tuesday 0 Question infection 0 0 0 0 0 0 0 0 0 1 0 0 Complete 248 male 71 White or Caucasian 1 31.9 Internal Medicine RA 3 N/A 2 1 1 0 0 0 0 0 0 2 Multiple 1 10/3/2017 10/6/2017 Discharge 43011.56111 43014.37153 2.729166667 1 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 249 female 67 White or Caucasian 1 27.42 Internal Medicine Hypothyroid 4 N/A 1 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 12/6/2016 3/24/2017 Question infection 42710.45347 42818.49097 108.0708333 0 Tuesday 0 Question infection 0 0 0 0 0 0 0 0 0 1 0 0 Complete 251 female 70 White or Caucasian 1 25.16 Medicine sub-specialty Cardiology 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 8/8/2017 8/22/2017 Discharge 42955.69583 42969.45833 13.6875 0 Tuesday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 252 male 77 White or Caucasian 1 19.6 Internal Medicine 3 N/A 3 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 9/19/2017 10/26/2017 Discharge 42997 43034.48403 37.50694444 0 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 259 female 63 White or Caucasian 1 25.5 General Surgery MS 5 N/A 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/3/2017 12/2/2017 ? Infection 43011.24653 43071.44514 60.09583333 0 Tuesday 0 ? Infection 0 0 0 0 0 0 0 0 0 1 0 0 Complete 269 male 46 White or Caucasian 1 0 Medicine sub-specialty MICU PE 5 N/A 2 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 11/7/2017 11/12/2017 Discharge 43046.85139 43051.35764 4.44375 1 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 272 female 81 White or Caucasian 1 22.7 Internal Medicine 2 N/A 1 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 3/15/2017 3/15/2017 Too short 42808.78819 0.125694444 1 Tuesday 0 Too short 0 0 0 0 0 0 0 0 0 1 0 0 Complete 284 male 53 White or Caucasian 1 23.06 General Surgery 2 N/A 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 8/22/2017 9/9/2017 Discharge 42969.47639 42987.30625 17.68958333 0 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 293 male 71 White or Caucasian 1 33.4 Medicine sub-specialty RICU pHTN 6 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 9/26/2017 10/12/2017 Discharge 43004.63056 43020.66597 15.93402778 0 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 296 male 63 White or Caucasian 1 28.2 Medicine sub-specialty Heme/Onc 2 N/A 2 0 0 0 0 1 0 0 0 1 Indication_Chemotherapy 0 3/7/2017 3/10/2017 Discharge 42801.63125 42804.57361 2.979861111 1 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 305 female 73 Unknown 0 28.56 Medicine sub-specialty CCU 1 Unknown 3 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 12/27/2016 1/11/2017 Discharged 42731 42741.48889 15.10486111 0 Tuesday 0 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 308 male 70 White or Caucasian 1 35.9 General Surgery 3 N/A 1 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 10/17/2017 10/20/2017 Need more lumens 43025 3.779166667 1 Tuesday 0 Need more lumens 0 0 0 0 0 0 0 0 0 1 0 0 Complete 310 female 50 Hispanic 0 29.3 Internal Medicine Hypothyroid 2 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 10/24/2017 10/25/2017 Discharge 43031.74375 43033.60625 0.880555556 1 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Incomplete 318 female 42 Hispanic 0 30.7 Medicine sub-specialty Heme/Onc 1 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 10/17/2017 10/23/2017 Discharge 43025.42431 43031.68819 5.9875 0 Tuesday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 320 female 84 Unknown 0 25.71 Other Plastic surgery 3 Unknown 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 1/11/2017 1/14/2017 Discharged 42745.34792 42749.39931 2.66875 1 Tuesday 0 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 335 male 54 White or Caucasian 1 25.5 Orthopedic Surgery 1 N/A 2 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 2/1/2017 2/17/2017 Per protocol 42766.70417 42783.40694 15.66666667 0 Tuesday 0 Per protocol 1 0 0 1 1 0 0 0 0 0 1 2 Complete 336 male 54 White or Caucasian 1 25.6 Other TICU 1 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 2/7/2017 2/17/2017 Discharge 42773.34167 42783.35139 9.988194444 0 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 338 male 56 White or Caucasian 1 26.6 General Surgery 3 N/A 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 7/19/2017 8/3/2017 MD request 42934.31736 42949.37639 15.01319444 0 Tuesday 0 MD request 0 0 0 0 0 0 0 0 0 1 0 0 Complete 339 female 46 Other 0 25.7 Other Colorectal Surgery Crohn's disesae 2 N/A 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 2/7/2017 9/22/2017 Discharge 42773.67292 43000.45694 226.9166667 0 Tuesday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 347 male 33 Black or African-American 0 28 Other Trauma ICU 1 N/A 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 3/7/2017 3/16/2017 "Tip migrated 10 cm, Question of infection" 42801.43958 8.759027778 0 Tuesday 0 "Tip migrated 10 cm, Question of infection" 0 0 0 0 1 0 0 0 1 0 2 2 Complete 351 male 81 White or Caucasian 1 33.6 Other Cardiothoracic surgery "Obesity, rheumatic fever" 4 Unknown 2 1 1 1 0 0 0 0 0 3 Multiple 1 7/25/2017 7/31/2017 Discharge 42941.38125 42947.61667 5.930555556 0 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 352 female 65 White or Caucasian 1 22.3 Internal Medicine "Type I diabetes, anemia (requiring transfusion)" 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 7/11/2017 7/25/2017 Discharge 42927.71875 42941.57361 13.82986111 0 Tuesday 0 Discharge 1 0 0 1 0 0 0 0 0 1 0 1 Complete 354 female 51 White or Caucasian 1 17.9 Other Neuro ICU 1 N/A 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 8/1/2017 8/13/2017 Discharge 42946.38611 42960.48889 11.97638889 0 Tuesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 357 male 63 Hispanic 0 27.5 Other Neuro ICU 1 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 7/27/2017 9/12/2017 Discharge 42942.79583 42990.48472 46.78194444 0 Tuesday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 365 female 78 White or Caucasian 1 24.49 Other CT Surgery 1 N/A 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/27/2017 10/26/2017 Discharge 43005.35694 43034.42153 29.04236111 0 Tuesday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 368 male 56 White or Caucasian 1 30 Hospital Medicine (non-teaching) Chronic neck problems 1 N/A 2 0 1 0 0 0 0 1 0 2 Multiple 1 9/6/2017 9/15/2017 Serous drainage and swelling 42983.39861 9.386805556 0 Tuesday 0 Serous drainage and swelling 0 0 0 0 0 0 0 0 0 1 0 0 Complete 373 male 24 Hispanic 0 27.8 Medicine sub-specialty Cardiology 1 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 11/23/2017 12/4/2017 "Malposition, change over wire" 43060.52292 11.31736111 0 Tuesday 0 "Malposition, change over wire" 0 0 0 0 1 0 0 0 1 0 2 2 Complete 382 female 67 White or Caucasian 1 29.7 Medicine sub-specialty Neuro ICU "Hypothyroid, TIA" 4 N/A 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 3/7/2017 3/7/2017 Malposition 42801.48819 42801.77014 0.217361111 1 Tuesday 0 Malposition 0 0 0 0 0 0 1 0 0 0 1 1 Complete 1 male 72 White or Caucasian 1 30 Other CT surgery 4 N/A 3 0 0 1 0 0 0 0 0 1 Indication_Medications_requiring_central_access 0 10/12/2017 10/24/2017 "Migrated out, change over wire" 43019.70208 11.92152778 0 Wednesday 0 "Migrated out, change over wire" 0 0 0 0 0 0 0 0 1 0 1 1 Complete 5 male 44 White or Caucasian 1 18.5 Internal Medicine CF 2 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 2/8/2017 2/26/2017 Discharge 42774.32431 42792.38611 17.89722222 0 Wednesday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 9 male 36 Black or African-American 0 0 Medicine sub-specialty Heme/Onc Sickle cell 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 11/23/2017 11/30/2017 Discharge 43061.96389 43069.37014 6.939583333 0 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 11 female 27 Hispanic 0 27.1 Other OB/GYN IBS 1 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 3/1/2017 3/6/2017 Discharge 42795.37917 42800.34792 4.513888889 1 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 22 male 54 White or Caucasian 1 29.9 Medicine sub-specialty MICU 6 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 1/18/2017 2/3/2017 Change over wire for fever work up 42753.62708 42769.61389 15.91875 0 Wednesday 0 Change over wire for fever work up 0 0 0 0 0 0 0 0 0 1 0 0 Complete 38 female 26 Black or African-American 0 24.1 Medicine sub-specialty RICU "Type I DM, DVT" 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 11/8/2017 11/13/2017 Left AMA 43047.37222 43052.17778 4.484027778 1 Wednesday 0 Left AMA 0 0 0 0 1 0 0 0 0 0 1 1 Complete 41 male 58 Black or African-American 0 34.31 Other CardioVascularThoracic Surgery "CKD, Renal transplant" 3 Unknown 3 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 12/28/2016 1/17/2017 Discharged 42732.89306 42752.54236 20.00069444 0 Wednesday 0 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 45 female 85 White or Caucasian 1 0 Internal Medicine "Alzheimers, HLD, GERD, bipolar, schizophrenia" 3 N/A 2 1 1 0 0 0 0 0 0 2 Multiple 1 8/31/2017 9/3/2017 Discharge 42977.74444 42981.61042 3.165277778 1 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 46 female 63 Black or African-American 0 0 General Surgery 5 N/A 3 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 11/29/2017 12/22/2017 Discharge 43068.50903 43091.46806 22.91111111 0 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 51 male 57 White or Caucasian 1 24.3 Medicine sub-specialty RICU 4 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/5/2017 10/7/2017 Discharge 43012.69653 43015.65139 2.699305556 1 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 53 female 70 White or Caucasian 1 29.8 Medicine sub-specialty CCU 4 N/A 3 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 10/18/2017 10/27/2017 Discharge 43026.41111 43035.44583 8.748611111 0 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 56 male 60 White or Caucasian 1 36.87 Other Trauma Surgery Gout 1 N/A 2 0 0 0 0 0 0 1 0 1 Indication_Long_term_access 0 9/29/2017 10/1/2017 "Malposition, change over wire" 43005.87431 2.375694444 1 Wednesday 0 "Malposition, change over wire" 0 0 0 0 0 0 0 0 1 0 1 1 Complete 71 female 59 White or Caucasian 1 27.5 Hospital Medicine (non-teaching) CKD 5 N/A 2 0 1 0 0 0 1 0 0 2 Multiple 1 3/22/2017 3/31/2017 Discharge 42816.52083 42825.34722 8.601388889 0 Wednesday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 84 male 28 White or Caucasian 1 77 General Surgery AVN of bone 1 N/A 2 1 1 0 0 0 0 0 0 2 Multiple 1 12/15/2017 12/19/2017 Discharge 43082.69861 43088.69861 4.288194444 1 Wednesday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 85 female 63 White or Caucasian 1 21.1 Internal Medicine 5 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 9/21/2017 9/23/2017 Discharge 42998.62292 43001.42986 2.067361111 1 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 97 male 74 White or Caucasian 1 25.03 Medicine sub-specialty CCU Coagulation disorder 4 N/A 2 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 9/13/2017 9/20/2017 Discharge 42991.37708 42998.48819 7.117361111 0 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 98 male 39 Hispanic 0 39.4 Internal Medicine 5 ESRD 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 7/19/2017 7/28/2017 Discharge 42935.90069 42944.66458 8.765277778 0 Wednesday 0 Discharge 0 0 0 0 0 0 1 0 0 0 1 1 Complete 111 male 89 Black or African-American 0 0 Internal Medicine Dementia 2 N/A 1 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 8/23/2017 8/23/2017 "Too short, change over wire" 42970.7 0.347222222 1 Wednesday 0 "Too short, change over wire" 0 0 0 0 0 0 0 0 0 1 0 0 Complete 123 male 23 White or Caucasian 1 27 Medicine sub-specialty RICU "Encephalopathy, trach dependent, quadriplegia " 2 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 2/8/2017 2/9/2017 Change of wire to resposition 42774.68958 1.316666667 1 Wednesday 0 Change over wire 0 0 0 0 0 0 1 0 0 0 1 1 Complete 128 male 59 Hispanic 0 20.28 Internal Medicine 2 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 10/12/2017 11/9/2017 Discharge 43019.73125 43048.65625 28.19166667 0 Wednesday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 134 male 53 Hispanic 0 48.6 Hospital Medicine (non-teaching) "CKD, OSA" 4 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 2/22/2017 3/9/2017 Discharge 42788.31528 42803.32014 14.86041667 0 Wednesday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 146 male 75 White or Caucasian 1 21.67 Hospital Medicine (non-teaching) "CKD, AAA, Cirrhosis" 3 Unknown 3 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 12/15/2016 1/3/2017 Discharged 42718.64792 42738.42222 19.04097222 0 Wednesday 0 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 149 male 50 White or Caucasian 1 34.6 Other Neuro ICU 2 N/A 2 1 1 0 0 0 0 0 0 2 Multiple 1 11/1/2017 11/9/2017 No longer needed 43040.64097 43048.62014 7.875694444 0 Wednesday 0 No longer needed 0 0 0 0 0 0 0 0 0 1 0 0 Complete 158 female 61 White or Caucasian 1 24.6 Medicine sub-specialty RICU pHTN 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 11/23/2017 12/8/2017 Discharge 43061.37708 43077.65208 15.30208333 0 Wednesday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 169 male 68 White or Caucasian 1 23.9 Other Thoracic Surgery 3 N/A 3 0 0 0 0 0 1 0 0 1 Indication_Multiple_incompatible_fluids 0 8/23/2017 9/9/2017 Discharge 42969.35556 42987.40417 17.05763889 0 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 178 female 45 White or Caucasian 1 29.4 General Surgery CVA 4 N/A 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 12/5/2017 12/22/2017 Discharge 43040.76042 43091.47986 17.00833333 0 Wednesday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 178 female 45 White or Caucasian 1 29.4 General Surgery CVA 5 N/A 2 0 0 0 1 0 0 0 0 1 Indication_Parenteral_nutrition 0 11/2/2017 12/5/2017 "Tip migrated out, change over wire" 43040.76042 43091.47986 33.01388889 0 Wednesday 0 "Tip migrated out, change over wire" 0 0 0 0 1 0 0 0 1 0 2 2 Complete 183 male 22 White or Caucasian 1 18.72 Neurosurgery G6PD deficiency anemia 1 Unknown 3 0 0 1 0 0 1 0 0 2 Multiple 1 12/28/2016 1/4/2017 "Fever work up, tip culture" 42732.32222 43043.38889 6.754166667 0 Wednesday 0 "Fever work up, tip culture" 0 0 0 0 0 0 0 0 0 1 0 0 Complete 186 female 52 White or Caucasian 1 25.2 Medicine sub-specialty MICU "Hypothyroidism, Bronchitis" 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 1/25/2017 2/3/2017 Discharge 42760.54792 42769.40903 8.652777778 0 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 189 male 54 White or Caucasian 1 29.3 Other Neuro ICU 3 N/A 2 0 0 1 0 0 0 0 0 1 Indication_Medications_requiring_central_access 0 8/17/2017 9/10/2017 "? Infection, increased WBC" 42963.41181 24.79097222 0 Wednesday 0 "? Infection, increased WBC" 0 0 0 0 0 0 0 0 0 1 0 0 Complete 191 male 39 Other 0 27.6 Internal Medicine 1 N/A 1 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 8/6/2017 8/11/2017 Discharge 42949.69861 42958.72083 5.394444444 0 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 201 male 29 Hispanic 0 26.2 Internal Medicine IVDU with multiple episodes of MSSA endocarditis s/p TVR; ADHD; PTSD; seizures 2 N/A 1 1 1 0 0 0 0 1 0 3 Multiple 1 6/28/2017 7/23/2017 Completed antibiotic therapy 42913.33194 42939.71736 25.39236111 0 Wednesday 0 Completed antibiotic therapy 0 0 0 0 0 0 0 0 0 1 0 0 Complete 210 male 29 White or Caucasian 1 23.79 Medicine sub-specialty Renal ESRD 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/12/2017 10/16/2017 Discharge 43019.86667 43024.63819 4.359722222 1 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 214 male 64 White or Caucasian 1 23.2 Other CardioVascularThoracic Surgery 3 Unknown 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 12/28/2016 1/2/2017 Discharged 42732.40486 42737.53819 4.871527778 1 Wednesday 0 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 216 female 66 White or Caucasian 1 33.28 Medicine sub-specialty CCU ESRD 8 Unknown 2 1 1 0 0 0 0 0 0 2 Multiple 1 12/31/2016 1/17/2017 Discharged 42735.30903 42752.47986 17.20833333 0 Wednesday 0 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 217 male 83 White or Caucasian 1 22.84 Other Trauma Surgery 4 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 9/21/2017 10/13/2017 Discharge 42998.68264 43021.6125 22.14930556 0 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 221 male 70 White or Caucasian 1 27.8 Medicine sub-specialty Heme/Onc 2 N/A 2 0 0 0 0 1 0 0 0 1 Indication_Chemotherapy 0 9/27/2017 10/4/2017 DVT 43005.93472 7.377777778 0 Wednesday 0 DVT 1 0 0 1 0 1 0 0 0 0 1 2 Complete 226 male 63 White or Caucasian 1 36.03 Medicine sub-specialty Neprhology "Renal transplant, CKD, pHTN" 4 Unknown 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 11/30/2016 1/17/2017 Discharged 42704.44792 42752.4875 47.71388889 0 Wednesday 0 Discharged 0 0 0 0 0 0 0 0 0 1 0 0 Complete 228 male 71 White or Caucasian 1 27.6 Internal Medicine CVA 5 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 2/1/2017 2/10/2017 Discharge 42767.55417 42776.56458 8.915972222 0 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 231 male 73 White or Caucasian 1 28.3 General Surgery Recent spinal fusion 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 7/26/2017 7/28/2017 Discharge 42942.60139 42944.45417 2.034722222 1 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 235 male 79 White or Caucasian 1 28.31 Other CT surgery 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 12/6/2017 12/14/2017 Discharge 43071.82986 43083.38958 7.963888889 0 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 239 male 68 White or Caucasian 1 27.1 Other CT surgery "Atrial fibrillation, CKD s/p transplant, liver fibrosis" 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 7/19/2017 7/26/2017 Discharge 42935.36667 42942.48403 6.573611111 0 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 241 male 66 White or Caucasian 1 27.2 Medicine sub-specialty RICU "ALS, Type I DM" 3 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/11/2017 10/23/2017 Discharge 43019.26667 43031.34583 12.21319444 0 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 268 female 41 White or Caucasian 1 51.21 Other Trauma Surgery 2 N/A 2 1 1 0 0 0 0 0 0 2 Multiple 1 11/16/2017 12/1/2017 Discharge 43054.47431 43070.43472 15.05972222 0 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 270 female 77 Unknown 0 20.2 General Surgery "Factor V Leiden, A-fib" 4 Unknown 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 7/26/2017 7/28/2017 Discharge 42942.51944 44041 2.124305556 1 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 291 female 43 White or Caucasian 1 30.5 Neurosurgery Subarachnoid hemorrhage 2 N/A 2 0 0 0 0 0 0 1 0 1 Indication_Long_term_access 0 7/12/2017 7/28/2017 Discharge 42928.25694 42944.53542 16.13958333 0 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 298 female 66 White or Caucasian 1 24.1 Hospital Medicine (non-teaching) Parkinson's 1 N/A 1 0 0 0 0 0 0 0 1 1 Indication_Unknown 0 11/24/2017 11/27/2017 ? Infection 43061.37639 43066.62222 3.367361111 1 Wednesday 0 ? Infection 0 0 0 0 0 0 0 0 0 1 0 0 Complete 311 male 51 White or Caucasian 1 29.8 Internal Medicine DVT 4 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 10/18/2017 10/26/2017 Discharge 43026.73264 43034.44931 7.695833333 0 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 323 female 67 Other 0 24.6 Medicine sub-specialty CCU 2 N/A 2 1 0 0 0 0 0 0 0 1 Indication_Difficult_venous_access 0 11/29/2017 12/1/2017 DVT 43068.41528 2.358333333 1 Wednesday 0 DVT 1 0 0 1 0 0 0 0 0 1 0 1 Complete 334 male 27 White or Caucasian 1 25 Hospital Medicine (non-teaching) 2 N/A 2 0 1 0 0 0 0 0 0 1 Indication_Antibiotics 0 1/20/2017 3/4/2017 ? Infection 42753.48403 42798.40972 42.72152778 0 Wednesday 0 ? Infeciton 0 1 0 1 0 0 0 0 0 1 0 1 Complete 341 male 40 White or Caucasian 1 27.6 General Surgery GERD 1 N/A 2 1 0 0 1 0 0 0 0 2 Multiple 1 2/15/2017 2/27/2017 Discharge 42781.64583 42793.45833 11.77083333 0 Wednesday 0 Discharge 0 0 0 0 0 0 0 0 0 1 0 0 Complete 344 male 37 Hispanic 0 0 Orthopedic Surgery Osteomyelitis 1 N/A 2 0 1 0 0 0 0 1 0 2 Multiple 1 8/17/2017 10/11/2017 "Malpostion, change over wire" 42963.76667 54.98541667 0 Wednesday 0 "Malpostion, change over wire" 0 0 0 0 0 0 0 0 1 0 1 1 Complete 350 male 84 Black or African-American 0 34.7 Other Neuro ICU "Epilepsy, strokes" 5 N/A 3 1 0 1 0 0 0 0 0 2 Multiple 1 9/13/2017 9/28/2017 Occlusive thrombus 42991.93403 43006.78542 14.82291667 0 Wednesday 0 Occulisve thrombus 1 0 0 1 0 0 0 0 0 1 0 1 Complete 370 male 57 White or Caucasian 1 27.3 Medicine sub-specialty Heme/Onc 2 N/A 2 0 0 0 0 1 0 0 0 1 Indication_Chemotherapy 0 11/1/2017 11/22/2017 Discharge 43040.52014 43061.78125 21.08472222 0 Wednesday 0 Discharge 0 0 0 0 1 0 0 0 0 0 1 1 Complete 376 female 48 White or Caucasian 1 25.1 Medicine sub-specialty MICU 2 N/A 2 1 1 0 0 0 1 0 0 3 Multiple 1 10/18/2017 10/19/2017 "Change over wire, malposition" 43026.76389 0.557638889 1 Wednesday 0 "Change over wire, malposition" 0 0 0 0 0 0 0 0 1 0 1 1 Complete