From e71f1b76a4f1ef699537d35b73df371569d27a01 Mon Sep 17 00:00:00 2001 From: irfanbukhari Date: Mon, 27 Mar 2017 18:59:51 +0500 Subject: [PATCH 01/18] 'q1' --- .Rhistory | 0 clean_hospital_dataset.csv | 223 ++++++++++++++++++++++++++++++++ hospitaldata.csv | 223 ++++++++++++++++++++++++++++++++ irfan_islamabad_r_assignment2.R | 12 ++ 4 files changed, 458 insertions(+) create mode 100644 .Rhistory create mode 100644 clean_hospital_dataset.csv create mode 100644 hospitaldata.csv create mode 100644 irfan_islamabad_r_assignment2.R diff --git a/.Rhistory b/.Rhistory new file mode 100644 index 0000000..e69de29 diff --git a/clean_hospital_dataset.csv b/clean_hospital_dataset.csv new file mode 100644 index 0000000..1d39290 --- /dev/null +++ b/clean_hospital_dataset.csv @@ -0,0 +1,223 @@ +"","Day","Date","id","Hour","Minute","Seconds","Age","Sex","Consulting Doctor","Specialty","Procedure","Total Charges","Amount Received ","Amount Balance","Amount Received By","Amount in Hospital","Receptionist Name","Next Apt" +"1","Sunday"," January 01, 2017",101,"11","00","00",40,"F","Dr Kinza Alam","Gynae","C Section",30000,30000,NA," Mrs Shamsa ",NA,"Hamza","" +"2","Monday"," January 02, 2017",150,"10","45","00",26,"M","Nursing Staff","","Dressing",1500,1500,NA," Dr Saniya ",NA,"Haris","" +"3","Monday"," January 02, 2017",58,"12","38","00",30,"F","Dr Riffat Naheed","Psychotherapist","Consultation",1000,1000,NA," Mrs Shamsa ",300,"Fiza","" +"4","Monday"," January 02, 2017",75,"13","00","00",40,"M","Dr Riffat Naheed","Psychotherapist","Consultation",1500,1500,NA," Mrs Shamsa ",450,"Zaheer","" +"5","Monday"," January 02, 2017",97,"14","45","00",27,"M","Dr Riffat Naheed","Psychotherapist","Consultation",2000,2000,NA," Mrs Shamsa ",600,"Haris","" +"6","Monday"," January 02, 2017",101,"15","00","00",40,"F","Dr Kinza Alam","Gynae","C Section",35000,35000,NA," Dr Saniya ",NA,"Haris","" +"7","Monday"," January 02, 2017",26,"15","28","00",43,"M","Dr Saniya","M/o","Consultation",2000,2000,NA," Dr Saniya ",NA,"Fiza","" +"8","Monday"," January 02, 2017",149,"15","45","00",28,"F","Dr Fakiha","Dentist","Consultation",500,500,NA," Mrs Shamsa ",500,"Haris","" +"9","Monday"," January 02, 2017",20,"15","45","00",2,"F","Dr Fakiha","Dentist","Consultation",NA,NA,NA,"",NA,"","" +"10","Monday"," January 02, 2017",72,"17","00","00",40,"M","Dr Fakiha","Dentist","Consultation",500,500,NA," Mrs Shamsa ",500,"Fiza","" +"11","Monday"," January 02, 2017",54,"17","00","00",32,"F","Dr Saniya","M/o","Consultation",2000,2000,NA," Dr Saniya ",NA,"Fiza","" +"12","Monday"," January 02, 2017",149,"17","30","00",28,"F","Dr Fakiha","Dentist","Filling",2000,2000,NA," Mrs Shamsa ",2000,"Fiza","In case of pain" +"13","Tuesday"," January 03, 2017",120,"13","00","00",76,"F","Dr Saniya","M/o","Laboratory Test",NA,NA,NA,"",NA,"Haris","" +"14","Tuesday"," January 03, 2017",120,"15","25","00",75,"F","Dr Saniya","M/o","",NA,NA,NA,"",NA,"","" +"15","Tuesday"," January 03, 2017",20,"18","10","00",36,"F","Dr Kinza Alam","Gynae","Consultation",1500,1500,NA," Mrs Shamsa ",450,"Haris","" +"16","Wednesday"," January 04, 2017",40,"23","45","00",42,"F","Dr Alaf Khan","Dentist","Consultation+Denture",1500,1500,NA," Brig Farrukh ",NA,"Fiza","" +"17","Wednesday"," January 04, 2017",134,"12","40","00",23,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA," Brig Farrukh ",500,"Fiza","" +"18","Wednesday"," January 04, 2017",86,"20","10","00",48,"F","Dr Kinza Alam","Gynae","Consultation",1500,1500,NA," Brig Farrukh ",450,"Haris","" +"19","Wednesday"," January 04, 2017",114,"20","30","00",25,"F","Dr Kinza Alam","Gynae","Consultation",1000,1000,NA," Brig Farrukh ",300,"Haris","" +"20","Thursday"," January 05, 2017",155,"12","40","00",50,"F","Dr Alaf Khan","Dentist","Extraction",2000,2000,NA," Brig Farrukh ",2000,"Fiza","" +"21","Thursday"," January 05, 2017",45,"14","00","00",60,"F","Dr Alaf Khan","Dentist","R.P.D + Crown",4000,4000,NA," Brig Farrukh ",4000,"Haris","" +"22","Thursday"," January 05, 2017",4,"14","00","00",NA,"M","Dr Irfan","General Surgeon","Consultation + Dressing",5000,5000,NA," Brig Farrukh ",4000,"Haris","" +"23","Friday"," January 06, 2017",38,"12","30","00",NA,"M","Dr Riffat Naheed","Psychotherapist","Consultation",1000,1000,NA," Mrs Shamsa ",300,"Haris","" +"24","Friday"," January 06, 2017",130,"13","00","00",26,"M","Dr Riffat Naheed","Psychotherapist","Consultation",1000,1000,NA," Mrs Shamsa ",300,"Haris","" +"25","Friday"," January 06, 2017",97,"13","30","00",27,"M","Dr Riffat Naheed","Psychotherapist","Consultation",1000,1000,NA," Mrs Shamsa ",300,"Haris","" +"26","Friday"," January 06, 2017",50,NA,NA,NA,NA,"M","Dr Alaf Khan","Dentist","Consultation",500,500,NA," Mrs Shamsa ",500,"Haris","" +"27","Friday"," January 06, 2017",78,"20","15","00",57,"F","Dr Ali","Orthopedic","Consultation",6000,6000,NA," Mrs Shamsa ",3000,"Haris","" +"28","Saturday"," January 07, 2017",1,NA,NA,NA,NA,"","Nursing Staff","","Pharmacy",NA,NA,NA,"",NA,"","" +"29","Monday"," January 09, 2017",48,"12","36","00",39,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA," Mrs Shamsa ",500,"Fiza","" +"30","Monday"," January 09, 2017",79,"13","30","00",6,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA," Mrs Shamsa ",500,"Fiza","" +"31","Monday"," January 09, 2017",116,"14","30","00",26,"M","Dr Alaf Khan","Dentist","X Ray",300,300,NA," Mrs Shamsa ",300,"Haris","" +"32","Monday"," January 09, 2017",45,"15","15","00",60,"F","Dr Alaf Khan","Dentist","R.P.D + Crown",7000,7000,NA," Mrs Shamsa ",7000,"Fiza","" +"33","Monday"," January 09, 2017",67,"17","20","00",26,"M","Dr Alaf Khan","Dentist","Consultation+X Ray",800,800,NA," Mrs Shamsa ",800,"Fiza","" +"34","Monday"," January 09, 2017",36,"17","30","00",5,"F","Dr Alaf Khan","Dentist","Consultation",250,250,NA," Mrs Shamsa ",250,"Fiza","" +"35","Tuesday"," January 10, 2017",17,"15","50","00",40,"M","Dr Alaf Khan","Dentist","RCT (4 teeth) Bridge (9 teeth)",10000,10000,NA," Mrs Shamsa ",NA,"Fiza","1/16/2017" +"36","Tuesday"," January 10, 2017",84,"18","00","00",9,"F","Dr Irfan","General Surgeon","Consultation + X Ray",3000,3000,NA," Mrs Shamsa ",3000,"Mona","" +"37","Tuesday"," January 10, 2017",1,NA,NA,NA,NA,"","Nursing Staff","","Pharmacy",NA,NA,NA,"",NA,"","" +"38","Wednesday"," January 11, 2017",57,NA,NA,NA,30,"F","Dr Alaf Khan","Dentist","Laboratory Test",NA,NA,NA," Mrs Shamsa ",NA,"","" +"39","Wednesday"," January 11, 2017",119,"15","00","00",40,"F","Dr Ammara","Gynae","Consultation + USG",1500,1500,NA," Mrs Shamsa ",500,"Fiza","" +"40","Wednesday"," January 11, 2017",145,"16","30","00",29,"M","Dr Alaf Khan","Dentist","Crown",3000,3000,NA," Mrs Shamsa ",NA,"Fiza","" +"41","Wednesday"," January 11, 2017",92,"16","30","00",39,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA," Mrs Shamsa ",500,"Fiza","" +"42","Thursday"," January 12, 2017",63,"10","45","00",50,"M","Dr Alaf Khan","Dentist","Consultation",500,500,NA," Mrs Shamsa ",500,"Fiza","" +"43","Thursday"," January 12, 2017",63,"14","00","00",50,"M","Dr Alaf Khan","Dentist","Scalling",3000,3000,NA," Mrs Shamsa ",3000,"Fiza","" +"44","Thursday"," January 12, 2017",63,"14","00","00",50,"M","Brig Asif","Medical Specialist","Consultation",500,500,NA," Mrs Shamsa ",150,"Fiza","" +"45","Friday"," January 13, 2017",45,"11","20","00",60,"F","Dr Alaf Khan","Dentist","Polishing",500,500,NA," Mrs Shamsa ",500,"Haris","" +"46","Friday"," January 13, 2017",145,"15","00","00",29,"M","Dr Fakiha","Dentist","Crown",1500,1500,NA," Mrs Shamsa ",1500,"Fiza","" +"47","Friday"," January 13, 2017",70,"20","00","00",48,"M","Brig Farrukh","Anaesthetist","Consultation",3750,3750,NA," Dr Ammad ",3750,"Mona","" +"48","Saturday"," January 14, 2017",88,"16","30","00",45,"F","Dr Fakiha","Dentist","Filling + X Rays",2600,2600,NA," Dr Ammad ",2600,"Haris","" +"49","Saturday"," January 14, 2017",40,"18","30","00",42,"F","Dr Fakiha","Dentist","Denture+Scalling+Filling",5500,5500,NA," Dr Ammad ",5500,"Haris","" +"50","Sunday"," January 15, 2017",42,"21","00","00",29,"F","Nursing Staff","","Pharmacy",900,900,NA," Dilshad ",900,"Zaheer","" +"51","Monday"," January 16, 2017",7,NA,NA,NA,26,"M","Nursing Staff","","Laboratory Test",NA,NA,NA,"",NA,"","" +"52","Monday"," January 16, 2017",106,"13","30","00",34,"M","Dr Alaf Khan","Dentist","Crown",5000,5000,NA," Dr Ammad ",5000,"Fiza","" +"53","Monday"," January 16, 2017",22,"18","00","00",50,"F","Dr Zubair","M/o","Consultation",1000,1000,NA," Dr Ammad ",400,"Haris","" +"54","Monday"," January 16, 2017",88,"18","20","00",45,"F","Dr Fakiha","Dentist","Extraction",2500,2500,NA," Dr Ammad ",2500,"Haris","1/23/2017" +"55","Tuesday"," January 17, 2017",52,"11","25","00",30,"M","Dr Alaf Khan","Dentist","RCT",3000,3000,NA," Mrs Shamsa ",3000,"Fiza","1/20/2017" +"56","Tuesday"," January 17, 2017",17,"11","15","00",40,"M","Dr Alaf Khan","Dentist","RCT (4 teeth) Bridge (9 teeth)",38000,38000,NA," Mrs Shamsa ",38000,"Fiza","" +"57","Tuesday"," January 17, 2017",17,"13","10","00",40,"M","Brig Asif","Medical Specialist","Consultation",1000,1000,NA," Mrs Shamsa ",300,"Haris","" +"58","Tuesday"," January 17, 2017",136,"15","30","00",29,"M","Dr Fakiha","Dentist","Scalling",4000,4000,NA," Mrs Shamsa ",4000,"Fiza","" +"59","Tuesday"," January 17, 2017",27,"18","15","00",27,"M","Dr Fakiha","Dentist","Filling",2000,2000,NA," Mrs Shamsa ",2000,"Sohaib","1/19/2017" +"60","Wednesday"," January 18, 2017",71,"21","40","00",23,"M","Dr Alaf Khan","Dentist","X Ray",300,300,NA,"",300,"Haris","" +"61","Wednesday"," January 18, 2017",12,"12","00","00",60,"F","Dr Alaf Khan","Dentist","22 Unit Bridge",25500,25500,NA,"",25500,"Haris","" +"62","Wednesday"," January 18, 2017",127,"14","00","00",52,"F","Dr Alaf Khan","Dentist","Extraction",1000,1000,NA,"",1000,"Haris","" +"63","Wednesday"," January 18, 2017",82,"17","00","00",21,"M","Dr Zubair","M/o","Consultation",500,500,NA,"",500,"Haris","" +"64","Thursday"," January 19, 2017",103,NA,NA,NA,32,"M","Nursing Staff","","Laboratory Test",NA,NA,NA,"",NA,"","" +"65","Thursday"," January 19, 2017",31,"11","00","00",58,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA," Mrs Shamsa ",500,"Haris","" +"66","Thursday"," January 19, 2017",1,NA,NA,NA,NA,"","Nursing Staff","","Pharmacy",NA,NA,NA,"",NA,"","" +"67","Thursday"," January 19, 2017",1,NA,NA,NA,NA,"","Nursing Staff","","Pharmacy",NA,NA,NA,"",NA,"","" +"68","Friday"," January 20, 2017",1,NA,NA,NA,NA,"","Nursing Staff","","Pharmacy",NA,NA,NA,"",NA,"","" +"69","Saturday"," January 21, 2017",131,"10","15","00",26,"F","Dr Alaf Khan","Dentist","X Ray",300,300,NA," Mrs Shamsa ",300,"Haris","" +"70","Saturday"," January 21, 2017",101,"13","20","00",40,"F","Dr Kinza Alam","Gynae","Consultation",1200,1200,NA," Mrs Shamsa ",360,"Haris","" +"71","Saturday"," January 21, 2017",145,"13","30","00",29,"M","Dr Fakiha","Dentist","Crown",500,500,NA," Mrs Shamsa ",500,"Haris","" +"72","Monday"," January 23, 2017",144,"12","15","00",33,"M","Dr Riffat Naheed","Psychotherapist","Consultation",1000,1000,NA," Mrs Shamsa ",300,"Haris","" +"73","Monday"," January 23, 2017",37,"13","00","00",30,"F","Dr Riffat Naheed","Psychotherapist","Consultation",1000,1000,NA," Mrs Shamsa ",300,"Haris","" +"74","Monday"," January 23, 2017",135,"13","15","00",28,"F","Dr Riffat Naheed","Psychotherapist","Consultation",2000,2000,NA," Mrs Shamsa ",600,"Haris","" +"75","Monday"," January 23, 2017",59,"16","50","00",10,"M","Dr Ali","Child Specialist","Consultation+ER Retain",2800,2800,NA," Mrs Shamsa ",1600,"Haris","" +"76","Tuesday"," January 24, 2017",130,"13","00","00",26,"M","Dr Riffat Naheed","Psychotherapist","Consultation",800,800,NA," Mrs Shamsa ",240,"Haris","" +"77","Tuesday"," January 24, 2017",104,"13","15","00",19,"M","Dr Riffat Naheed","Psychotherapist","Consultation",2000,2000,NA," Mrs Shamsa ",600,"Haris","" +"78","Tuesday"," January 24, 2017",98,"14","10","00",53,"F","Dr Saad","Orthopedic","Consultation",1000,1000,NA," Mrs Shamsa ",600,"Haris","" +"79","Tuesday"," January 24, 2017",102,"13","30","00",30,"M","Dr Riffat Naheed","Psychotherapist","Consultation",1000,1000,NA," Mrs Shamsa ",300,"Haris","" +"80","Wednesday"," January 25, 2017",59,NA,NA,NA,10,"M","Nursing Staff","","Laboratory Test",NA,NA,NA,"",NA,"","" +"81","Wednesday"," January 25, 2017",1,NA,NA,NA,NA,"","Nursing Staff","","Pharmacy",NA,NA,NA,"",NA,"","" +"82","Thursday"," January 26, 2017",73,"12","50","00",55,"M","Dr Alaf Khan","Dentist","Consultation+X Ray",700,700,NA,"",700,"Haris","" +"83","Thursday"," January 26, 2017",116,"15","30","00",26,"M","Dr Alaf Khan","Dentist","X Ray",300,300,NA,"",300,"Haris","" +"84","Thursday"," January 26, 2017",125,"17","40","00",30,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"",500,"Haris","" +"85","Thursday"," January 26, 2017",1,NA,NA,NA,NA,"","Nursing Staff","","Pharmacy",NA,NA,NA,"",NA,"","" +"86","Thursday"," January 26, 2017",1,NA,NA,NA,NA,"","Nursing Staff","","Pharmacy",NA,NA,NA,"",NA,"","" +"87","Thursday"," January 26, 2017",1,NA,NA,NA,NA,"","Nursing Staff","","Pharmacy",NA,NA,NA,"",NA,"","" +"88","Saturday"," January 28, 2017",129,NA,NA,NA,NA,"M","Dr Ali","Child Specialist","Consultation",1150,1150,NA," Mrs Shamsa ",NA,"Sohaib","" +"89","Saturday"," January 28, 2017",85,"18","45","00",NA,"F","Dr Irfan","General Surgeon","",3000,3000,NA," Mrs Shamsa ",NA,"Sohaib","" +"90","Saturday"," January 28, 2017",147,"21","45","00",9,"M","Nursing Staff","","Consultation",1000,1000,NA," Mrs Shamsa ",NA,"Sub KB","" +"91","Sunday"," January 29, 2017",1,NA,NA,NA,NA,"","Nursing Staff","","Pharmacy",NA,NA,NA,"",NA,"","" +"92","Monday"," January 30, 2017",140,"13","00","00",28,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA," Dr Ammad ",500,"Haris","" +"93","Monday"," January 30, 2017",39,"13","30","00",47,"M","Dr Alaf Khan","Dentist","X Ray",300,300,NA," Dr Ammad ",300,"Haris","" +"94","Monday"," January 30, 2017",124,"17","40","00",49,"F","Brig Asif","Medical Specialist","Consultation+ECG",1300,1300,NA," Dr Ammad ",600,"Sohaib","" +"95","Monday"," January 30, 2017",8,"17","35","00",19,"M","Dr Qurat ul Ain","Dentist","Consultation+X Ray",800,800,NA," Dr Ammad ",800,"Sohaib","" +"96","Monday"," January 30, 2017",51,"18","00","00",31,"M","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA," Dr Ammad ",500,"Sohaib","" +"97","Tuesday"," January 31, 2017",152,"17","30","00",7,"F","Dr Fakiha","Dentist","Filling",1000,1000,NA," Mrs Shamsa ",1000,"Haris","" +"98","Tuesday"," January 31, 2017",21,"18","30","00",26,"M","Dr Zubair","M/o","Consultation",200,200,NA," Mrs Shamsa ",200,"Mona","" +"99","Tuesday"," January 31, 2017",115,"18","50","00",8,"F","Dr Qurat ul Ain","Dentist","Extraction",1500,1500,NA," Mrs Shamsa ",1500,"Haris","" +"100","Wednesday"," February 01, 2017",109,"14","10","00",28,"F","Dr Alaf Khan","Dentist","R.C.T",2000,2000,NA," Dr Ammad ",2000,"Haris","2/6/2017" +"101","Wednesday"," February 01, 2017",153,"14","10","00",17,"F","Dr Alaf Khan","Dentist","Orthodontics",10000,10000,NA," Dr Ammad ",10000,"Haris","2/6/2017" +"102","Wednesday"," February 01, 2017",62,"13","00","00",54,"M","Dr Alaf Khan","Dentist","Scalling",2000,2000,NA," Dr Ammad ",2000,"Haris","" +"103","Wednesday"," February 01, 2017",111,"13","40","00",35,"F","Col Ulfat Ellahi","ENT","Consultation",1000,1000,NA," Dr Ammad ",300,"Haris","" +"104","Wednesday"," February 01, 2017",142,"18","00","00",45,"M","Dr Qurat ul Ain","Dentist","Extraction",2000,2000,NA," Dr Ammad ",2000,"Haris","" +"105","Thursday"," February 02, 2017",117,"12","00","00",30,"F","Dr Shireen","M/o","Consultation",500,500,NA," Dr Ammad ",500,"Haris","" +"106","Thursday"," February 02, 2017",140,"13","00","00",30,"F","Dr Alaf Khan","Dentist","Extraction",1000,1000,NA," Dr Ammad ",1000,"Haris","" +"107","Thursday"," February 02, 2017",100,"13","25","00",23,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA," Dr Ammad ",500,"Haris","" +"108","Friday"," February 03, 2017",133,"16","45","00",27,"F","Dr Alaf Khan","Dentist","X Ray",500,500,NA," Dr Ammad ",500,"Haris","" +"109","Friday"," February 03, 2017",44,"20","00","00",6,"M","Dr Ali","Child Specialist","Consultation",1000,1000,NA," Dr Ammad ",300,"Haris","" +"110","Saturday"," February 04, 2017",35,"16","00","00",2,"F","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA," Dr Ammad ",500,"Haris","" +"111","Saturday"," February 04, 2017",150,"16","00","00",30,"M","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA," Dr Ammad ",500,"Haris","" +"112","Monday"," February 06, 2017",118,"19","30","00",32,"F","Dr Kinza Alam","Gynae","Consultation+USG",1500,1500,NA," Dr Ammad ",800,"Haris","" +"113","Monday"," February 06, 2017",114,"19","45","00",25,"F","Dr Kinza Alam","Gynae","Consultation",1000,1000,NA," Dr Ammad ",300,"Haris","" +"114","Monday"," February 06, 2017",49,"13","30","00",80,"M","Dr Ali","Child Specialist","Consultation+Retain",3500,3500,NA," Dr Ammad ",2000,"Haris","" +"115","Monday"," February 06, 2017",126,"13","30","00",70,"F","Dr Alaf Khan","Dentist","Scalling",3000,3000,NA," Dr Ammad ",3000,"Haris","" +"116","Monday"," February 06, 2017",141,"16","00","00",20,"M","Dr Riffat Naheed","Psychotherapist","Consultation",2000,2000,NA," Dr Ammad ",600,"Haris","" +"117","Monday"," February 06, 2017",17,"18","15","00",23,"M","Dr Ammad","M/o","Consultation",200,200,NA," Dr Ammad ",200,"Haris","" +"118","Tuesday"," February 07, 2017",12,"12","00","00",60,"F","Dr Alaf Khan","Dentist","22 Unit Bridge",44000,30000,14000," Dr Ammad ",30000,"Haris","2/14/2017" +"119","Tuesday"," February 07, 2017",60,"13","10","00",50,"M","Dr Alaf Khan","Dentist","Consultation",500,500,NA," Dr Ammad ",500,"Haris","" +"120","Tuesday"," February 07, 2017",140,"14","15","00",30,"F","Dr Alaf Khan","Dentist","4 Unit Bridge",3000,3000,NA," Dr Ammad ",3000,"Haris","" +"121","Tuesday"," February 07, 2017",41,"18","00","00",13,"M","Dr Qurat ul Ain","Dentist","X Ray",500,500,NA," Dr Ammad ",500,"Haris","" +"122","Tuesday"," February 07, 2017",87,"20","00","00",30,"F","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA," Dr Ammad ",500,"Haris","" +"123","Wednesday"," February 08, 2017",132,"10","13","00",13,"M","Dr Alaf Khan","Dentist","Consultation",500,500,NA," Dr Ammad ",500,"Haris","2/17/2017" +"124","Wednesday"," February 08, 2017",132,"12","00","00",13,"M","Dr Alaf Khan","Dentist","R.C.T",3500,3500,NA," Dr Ammad ",3500,"Haris","" +"125","Wednesday"," February 08, 2017",13,"12","00","00",39,"F","Dr Saad","Orthopedic","Consultation",1000,1000,NA," Dr Ammad ",300,"Haris","" +"126","Wednesday"," February 08, 2017",109,"14","40","00",28,"F","Dr Alaf Khan","Dentist","R.C.T",2000,2000,NA," Dr Ammad ",2000,"Haris","" +"127","Wednesday"," February 08, 2017",109,"14","40","00",28,"F","Dr Alaf Khan","Dentist","Crown",3000,NA,3000," Dr Ammad ",NA,"Haris","2/16/2017" +"128","Wednesday"," February 08, 2017",153,"14","40","00",17,"F","Dr Alaf Khan","Dentist","Orthodontics",110000,20000,90000," Dr Ammad ",20000,"Haris","2/16/2017" +"129","Wednesday"," February 08, 2017",43,"10","00","00",27,"M","Dr Alaf Khan","Dentist","Consultation+X Ray",800,800,NA," Dr Ammad ",800,"Haris","2/9/2017" +"130","Friday"," February 10, 2017",5,"09","30","00",57,"M","Dr Alaf Khan","Dentist","X Ray",300,300,NA," Dr Ammad ",300,"Haris","" +"131","Friday"," February 10, 2017",14,"18","30","00",6,"M","Nursing Staff","","X Ray",300,300,NA," Dr Ammad ",300,"Haris","" +"132","Friday"," February 10, 2017",123,"19","00","00",18,"M","Dr Qurat ul Ain","Dentist","Filling",1500,1500,NA," Dr Ammad ",1500,"Haris","" +"133","Saturday"," February 11, 2017",137,"12","00","00",25,"M","Dr Ali","Child Specialist","Consultation",1000,1000,NA," Mrs Shamsa ",300,"Mona","" +"134","Saturday"," February 11, 2017",91,"16","20","00",50,"F","Dr Qurat ul Ain","Dentist","Scalling",2500,2500,NA," Mrs Shamsa ",2500,"Mona","" +"135","Saturday"," February 11, 2017",23,"17","57","00",NA,"F","Dr Qurat ul Ain","Dentist","Consultation",1000,1000,NA," Mrs Shamsa ",1000,"Mona","" +"136","Saturday"," February 11, 2017",154,"18","15","00",19,"F","Dr Qurat ul Ain","Dentist","Scalling",2000,2000,NA," Mrs Shamsa ",2000,"Mona","" +"137","Sunday"," February 12, 2017",112,"19","15","00",39,"M","Dr Saad","Orthopedic","Operation",35000,35000,NA," Mrs Shamsa ",35000,"Haris","" +"138","Sunday"," February 12, 2017",81,"12","00","00",6,"F","Dr Alaf Khan","Dentist","Consultation+X Ray",700,700,NA," Mrs Shamsa ",700,"Mona","" +"139","Monday"," February 13, 2017",15,"11","20","00",40,"M","Dr Waqar Azeem","Radiologist","USG Abdomen",1000,1000,NA," Dr Ammad ",300,"Haris","" +"140","Monday"," February 13, 2017",112,"15","40","00",39,"M","Dr Saad","Orthopedic","Operation",15000,15000,NA," Dr Ammad ",15000,"Haris","" +"141","Monday"," February 13, 2017",9,"19","00","00",20,"F","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA," Dr Ammad ",500,"Haris","" +"142","Monday"," February 13, 2017",2,NA,NA,NA,NA,"","Dr Ali","Child Specialist","Consultation",1500,1500,NA," Dr Ammad ",500,"Haris","" +"143","Tuesday"," February 14, 2017",113,"14","30","00",14,"M","Dr Saad Riaz","Orthopedic","Pop",3700,3700,NA," Dr Ammad ",1700,"Haris","" +"144","Tuesday"," February 14, 2017",4,"15","00","00",NA,"M","Nursing Staff","","Er Retain",300,300,NA," Dr Ammad ",300,"Haris","" +"145","Tuesday"," February 14, 2017",19,"19","02","00",NA,"F","Dr Waqar Azeem","Radiologist","USG",2000,2000,NA," Dr Ammad ",1300,"Haris","" +"146","Wednesday"," February 15, 2017",118,"11","40","00",24,"F","Dr Alaf Khan","Dentist","X Ray",400,400,NA," Mrs Shamsa ",400,"Mona","" +"147","Wednesday"," February 15, 2017",94,"16","45","00",3,"M","Dr Ali","Child Specialist","Consultation + Nebulize",1150,1150,NA," 150 Mrs Shamsa, 300 Dr Ammad ",450,"Haris","" +"148","Wednesday"," February 15, 2017",64,"18","15","00",23,"M","Dr Ammad","M/o","Consultation",200,200,NA," Dr Ammad ",200,"Haris","" +"149","Friday"," February 17, 2017",29,"16","10","00",29,"M","Dr Alaf Khan","Dentist","X Ray",200,200,NA," Dr Ammad ",200,"Haris","" +"150","Friday"," February 17, 2017",66,"17","30","00",55,"M","Dr Alaf Khan","Dentist","Extraction",1000,1000,NA," Dr Ammad ",1000,"Haris","" +"151","Friday"," February 17, 2017",107,"18","30","00",30,"F","Nursing Staff","","X Ray",1000,1000,NA," Dr Ammad ",1000,"Haris","" +"152","Saturday"," February 18, 2017",108,"18","20","00",NA,"M","Dr Ali","Child Specialist","Consultation",3000,3000,NA," Dr Ammad ",1600,"Saima","" +"153","Saturday"," February 18, 2017",30,"18","10","00",30,"F","Dr Qurat ul Ain","Dentist","Extraction",1500,1500,NA," Dr Ammad ",1500,"Mona","" +"154","Saturday"," February 18, 2017",94,"11","30","00",3,"M","Nursing Staff","","Injection",300,300,NA," Dr Ammad ",300,"Saima","" +"155","Sunday"," February 19, 2017",55,"14","45","00",NA,"M","Dr Qurat ul Ain","Dentist","X Ray",300,300,NA," Dr Ammad ",300,"Saima","" +"156","Monday"," February 20, 2017",132,NA,NA,NA,13,"M","Dr Alaf Khan","Dentist","Crown",5000,5000,NA," Dr Ammad ",5000,"","2/24/2017" +"157","Monday"," February 20, 2017",68,"13","25","00",10,"M","Dr Shireen","M/o","Stiches",700,700,NA," Dr Ammad ",700,"Saima","" +"158","Monday"," February 20, 2017",80,"14","00","00",30,"F","Dr Shireen","M/o","Consultation",1200,1200,NA," Dr Ammad ",1200,"Saima","" +"159","Monday"," February 20, 2017",99,"19","00","00",45,"F","Dr Saima Shams","Radiologist","USG",1500,1500,NA," Dr Ammad ",900,"Mona","" +"160","Monday"," February 20, 2017",94,"22","15","00",3,"M","Nursing Staff","","Injection",300,300,NA," Dr Ammad ",300,"Ashfaq","" +"161","Tuesday"," February 21, 2017",151,"13","00","00",38,"M","Dr Alaf Khan","Dentist","R.C.T+Scalling+Crown",5000,5000,NA," Dr Ammad ",5000,"Saima","2/28/2017" +"162","Tuesday"," February 21, 2017",53,"18","00","00",20,"F","Dr Waqar Azeem","Radiologist","USG",1000,1000,NA," Dr Ammad ",400,"Mona","" +"163","Tuesday"," February 21, 2017",11,"19","11","00",2,"F","Dr Ali","Child Specialist","Consultation",1000,1000,NA," Dr Ammad ",300,"Saima","" +"164","Tuesday"," February 21, 2017",94,"22","10","00",3,"M","Nursing Staff","","Injection",300,300,NA," Dr Ammad ",300,"Sub KB","" +"165","Tuesday"," February 21, 2017",64,NA,NA,NA,NA,"","Nursing Staff","","Medicine",100,100,NA,"",100,"Saima","" +"166","Wednesday"," February 22, 2017",100,"15","00","00",23,"F","Dr Alaf Khan","Dentist","Orthodontics",120000,30000,90000," Dr Ammad ",30000,"Mona","" +"167","Wednesday"," February 22, 2017",16,"16","30","00",26,"M","Dr Mumtaz","General Surgeon","Consultation",1000,1000,NA," Dr Ammad ",500,"Mona","" +"168","Wednesday"," February 22, 2017",6,"17","00","00",35,"M","Dr Waqar Azeem","Radiologist","USG",1000,1000,NA," Dr Ammad ",400,"Mona","" +"169","Thursday"," February 23, 2017",33,"13","55","00",22,"M","Dr Alaf Khan","Dentist","R.C.T",3000,3000,NA," Dr Ammad ",3000,"Saima","" +"170","Thursday"," February 23, 2017",89,"13","50","00",65,"F","Dr Saad Riaz","Orthopedic","Consultation",1000,1000,NA," Dr Ammad ",500,"Saima","" +"171","Thursday"," February 23, 2017",13,"14","00","00",45,"F","Dr Saad Riaz","Orthopedic","Consultation",1000,1000,NA," Dr Ammad ",300,"Saima","" +"172","Thursday"," February 23, 2017",47,"15","00","00",21,"F","Dr Riffat Naheed","Psychotherapist","Consultation",1500,1500,NA," Dr Ammad ",700,"Saima","" +"173","Friday"," February 24, 2017",80,"21","30","00",30,"F","Dr Mehwish","Gynae","Consultation",1000,1000,NA," Dr Ammad ",500,"Saima","" +"174","Saturday"," February 25, 2017",128,"15","45","00",64,"F","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA," Dr Ammad ",500,"Saima","" +"175","Saturday"," February 25, 2017",93,"16","00","00",40,"F","Dr Ali","Child Specialist","",3000,3000,NA," Dr Ammad ",1600,"Saima","" +"176","Monday"," February 27, 2017",143,"11","30","00",52,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA," Dr Ammad ",500,"Saima","" +"177","Monday"," February 27, 2017",56,"12","20","00",55,"F","Dr Alaf Khan","Dentist","Extraction",600,600,NA," Dr Ammad ",600,"Saima","" +"178","Monday"," February 27, 2017",96,NA,NA,NA,54,"M","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA," Dr Ammad ",500,"Saima","" +"179","Tuesday"," February 28, 2017",65,"22","30","00",30,"M","Nursing Staff","","BSR",50,50,NA," Dr Ammad ",50,"Haris","" +"180","Tuesday"," February 28, 2017",96,"12","40","00",53,"M","Dr Alaf Khan","Dentist","8 Unit Bridge+2 R.C.T",30000,8000,22000," Dr Ammad ",8000,"Haris","" +"181","Tuesday"," February 28, 2017",90,NA,NA,NA,NA,"F","Dr Alaf Khan","Dental","Consultation",1000,1000,NA," Dr Ammad ",1000,"Saima","" +"182","Tuesday"," February 28, 2017",151,"15","00","00",38,"F","Dr Alaf Khan","Dentist","R.C.T+Scalling+Crown",4500,4500,NA," Dr Ammad ",4500,"Haris","" +"183","Tuesday"," February 28, 2017",139,"20","00","00",30,"M","Nursing Staff","","X Ray",500,500,NA," Dr Ammad ",500,"Saima","" +"184","Wednesday"," March 01, 2017",107,"17","00","00",17,"F","Dr Qurat ul Ain","Dentist","Extraction",1500,1500,NA," Dr Ammad ",1500,"Saima","" +"185","Wednesday"," March 01, 2017",28,"18","00","00",3,"F","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA," Dr Ammad ",500,"Saima","" +"186","Wednesday"," March 01, 2017",46,NA,NA,NA,17,"M","Nursing Staff","","Dressing",500,500,NA," Dr Ammad ",200,"Saima","" +"187","Wednesday"," March 01, 2017",25,"19","00","00",NA,"F","Dr Kinza Alam","Gynae","Consultation",1500,1500,NA," Dr Ammad ",500,"Saima","" +"188","Wednesday"," March 01, 2017",24,"19","10","00",NA,"M","Dr Ammad","M/o","Consultation",500,500,NA," Dr Ammad ",500,"Saima","" +"189","Thursday"," March 02, 2017",140,"12","48","00",30,"F","Dr Alaf Khan","Dentist","4 Unit Bridge",8000,8000,NA," Dr Ammad ",8000,"Saima","" +"190","Thursday"," March 02, 2017",46,"15","00","00",17,"M","Nursing Staff","","Injection",50,50,NA," Dr Ammad ",50,"Saima","" +"191","Thursday"," March 02, 2017",114,"19","05","00",26,"F","Dr Kinza Alam","Gynae","Consultation",1000,1000,NA," Dr Ammad ",300,"Saima","" +"192","Thursday"," March 02, 2017",3,NA,NA,NA,NA,"","Nursing Staff","","Dressing",100,100,NA," Dr Ammad ",100,"Saima","" +"193","Friday"," March 03, 2017",138,"11","20","00",45,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA," Dr Ammad ",500,"Saima","" +"194","Friday"," March 03, 2017",107,"12","30","00",17,"F","Dr Alaf Khan","Dentist","R.C.T+Crown",8000,8000,NA," Dr Ammad ",8000,"Saima","3/9/2017" +"195","Friday"," March 03, 2017",34,"13","30","00",22,"M","Dr Alaf Khan","Dentist","Crown",2000,2000,NA," Dr Ammad ",2000,"Saima","3/8/2017" +"196","Friday"," March 03, 2017",133,"16","10","00",30,"F","Dr Ali","Child Specialist","Consultation",1000,1000,NA," Dr Ammad ",300,"Saima","" +"197","Friday"," March 03, 2017",46,"17","45","00",17,"M","Nursing Staff","","Dressing",300,300,NA," Dr Ammad ",300,"Saima","" +"198","Friday"," March 03, 2017",74,"14","40","00",38,"M","Dr Waqar Azeem","Radiologist","USG KUB",1000,1000,NA," Dr Ammad ",300,"Sub KB","" +"199","Sunday"," March 05, 2017",46,NA,NA,NA,17,"M","Nursing Staff","","Dressing",300,300,NA," Dr Ammad ",200,"Saima","" +"200","Monday"," March 06, 2017",83,"13","20","00",34,"M","Dr Alaf Khan","Dentist","Consultation",500,500,NA," Dr Ammad ",500,"Saima","" +"201","Monday"," March 06, 2017",61,"17","30","00",28,"F","Dr Qurat ul Ain","Dentist","Consultation+X Ray",950,950,NA," Dr Ammad ",950,"Haris","" +"202","Monday"," March 06, 2017",122,"19","00","00",78,"M","Nursing Staff","","Injection",100,100,NA," Dr Ammad ",100,"Saima","" +"203","Tuesday"," March 07, 2017",95,NA,NA,NA,56,"M","Dr Alaf Khan","Dentist","X Ray",300,300,NA," Dr Ammad ",300,"Saima","" +"204","Tuesday"," March 07, 2017",69,"15","00","00",53,"M","Dr Alaf Khan","Dentist","",15000,15000,NA," Dr Ammad ",15000,"Mona","" +"205","Tuesday"," March 07, 2017",146,NA,NA,NA,21,"M","Dr Ammad","M/o","Consultation",500,500,NA," Dr Ammad ",500,"Saima","" +"206","Tuesday"," March 07, 2017",46,"19","40","00",17,"M","Nursing Staff","","Dressing",200,200,NA," Dr Ammad ",200,"Saima","" +"207","Tuesday"," March 07, 2017",32,"14","00","00",NA,"F","Nursing Staff","","Coupety",300,300,NA," Dr Ammad ",300,"Saima","" +"208","Tuesday"," March 07, 2017",122,"21","35","00",78,"M","Nursing Staff","","Injection",100,100,NA," Dr Ammad ",100,"Sub KB","" +"209","Wednesday"," March 08, 2017",148,"20","30","00",3,"F","Nursing Staff","","Injection",100,100,NA," Dr Ammad ",100,"Ashfaq","" +"210","Wednesday"," March 08, 2017",122,"22","00","00",76,"M","Nursing Staff","","Injection",100,100,NA," Dr Ammad ",100,"Ashfaq","" +"211","Wednesday"," March 08, 2017",10,"16","45","00",9,"F","Dr Qurat ul Ain","Dentist","Consultation+x Ray",650,650,NA," Dr Ammad ",650,"Saima","" +"212","Wednesday"," March 08, 2017",76,"18","55","00",32,"M","Dr Paul","Dermatologist","Consultation",1500,1000,500," Dr Ammad ",300,"Mona","" +"213","Wednesday"," March 08, 2017",1,"12","00","00",NA,"F","Nursing Staff","","Injection",150,150,NA," Dr Ammad ",150,"Mona","" +"214","Wednesday"," March 08, 2017",25,"19","30","00",NA,"F","Dr Kinza Alam","Gynae","Consultation",1500,1500,NA," Dr Ammad ",500,"Mona","" +"215","Thursday"," March 09, 2017",77,"12","00","00",24,"M","Dr Alaf Khan","Dentist","R.C.T",5000,2000,3000," Dr Ammad ",2000,"Haris","3/16/2017" +"216","Thursday"," March 09, 2017",121,"09","00","00",3,"F","Nursing Staff","","Injection",100,100,NA," Dr Ammad ",100,"Mona","" +"217","Thursday"," March 09, 2017",122,NA,NA,NA,76,"M","Nursing Staff","","Injection",100,100,NA," Dr Ammad ",100,"Mona","" +"218","Thursday"," March 09, 2017",1,NA,NA,NA,NA,"","Nursing Staff","","Cancelled",NA,NA,NA," Dr Ammad ",NA,"Saima","" +"219","Thursday"," March 09, 2017",18,"15","30","00",39,"M","Dr Alaf Khan","Dentist","Scalling+Polishing",4000,4000,NA," Dr Ammad ",4000,"Saima","" +"220","Thursday"," March 09, 2017",110,"18","00","00",30,"M","Dr Qurat ul Ain","Dentist","Consultation",200,200,NA," Dr Ammad ",200,"Saima","" +"221","Friday"," March 10, 2017",122,"10","20","00",76,"M","Nursing Staff","","Injection",100,100,NA," Dr Ammad ",100,"Zaheer","" +"222","Friday"," March 10, 2017",105,"23","20","00",45,"F","Dr Shireen","M/o","Consultation",800,800,NA," Dr Ammad ",800,"Mona","" diff --git a/hospitaldata.csv b/hospitaldata.csv new file mode 100644 index 0000000..d195a06 --- /dev/null +++ b/hospitaldata.csv @@ -0,0 +1,223 @@ +Date,id,Time,Age,Sex,Consulting..Doctor,Specialty,Procedure,Total..Charges,Amount..Received.,Amount..Balance,Amount.Received.By,Amount.in.Hospital,Receptionist..Name,Next.Apt +"Sunday, January 01, 2017",101,11:00,40,F,Dr Kinza Alam,Gynae,C Section,30000,30000, - , Mrs Shamsa ,,Hamza, +"Monday, January 02, 2017",150,10:45AM,26,M,Nursing Staff,,Dressing,1500,1500, - , Dr Saniya ,,Haris, +"Monday, January 02, 2017",58,12:38PM,30,F,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000, - , Mrs Shamsa ,300,Fiza, +"Monday, January 02, 2017",75,1:00PM,40,M,Dr Riffat Naheed,Psychotherapist,Consultation,1500,1500, - , Mrs Shamsa ,450,Zaheer, +"Monday, January 02, 2017",97,2:45PM,27,M,Dr Riffat Naheed,Psychotherapist,Consultation,2000,2000, - , Mrs Shamsa ,600,Haris, +"Monday, January 02, 2017",101,3:00PM,40,F,Dr Kinza Alam,Gynae,C Section,35000,35000, - , Dr Saniya ,,Haris, +"Monday, January 02, 2017",26,3:28PM,43,M,Dr Saniya,M/o,Consultation,2000,2000, - , Dr Saniya ,,Fiza, +"Monday, January 02, 2017",149,3:45PM,28,F,Dr Fakiha,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Haris, +"Monday, January 02, 2017",20,3:45PM,2,F,Dr Fakiha,Dentist,Consultation,Cancelled,,,,,, +"Monday, January 02, 2017",72,5:00PM,40,M,Dr Fakiha,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Fiza, +"Monday, January 02, 2017",54,5:00PM,32,F,Dr Saniya,M/o,Consultation,2000,2000, - , Dr Saniya ,,Fiza, +"Monday, January 02, 2017",149,5:30PM,28,F,Dr Fakiha,Dentist,Filling,2000,2000, - , Mrs Shamsa ,2000,Fiza,In case of pain +"Tuesday, January 03, 2017",120,1:00PM,76,F,Dr Saniya,M/o,Laboratory Test,,, - ,,,Haris, +"Tuesday, January 03, 2017",120,3:25PM,75,F,Dr Saniya,M/o,,Cancelled,,,,,, +"Tuesday, January 03, 2017",20,6:10PM,36,F,Dr Kinza Alam,Gynae,Consultation,1500,1500, - , Mrs Shamsa ,450,Haris, +"Wednesday, January 04, 2017",40,11:45PM,42,F,Dr Alaf Khan,Dentist,Consultation+Denture,1500,1500, - , Brig Farrukh ,,Fiza, +"Wednesday, January 04, 2017",134,12:40PM,23,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Brig Farrukh ,500,Fiza, +"Wednesday, January 04, 2017",86,8:10PM,48,F,Dr Kinza Alam,Gynae,Consultation,1500,1500, - , Brig Farrukh ,450,Haris, +"Wednesday, January 04, 2017",114,8:30PM,25,F,Dr Kinza Alam,Gynae,Consultation,1000,1000, - , Brig Farrukh ,300,Haris, +"Thursday, January 05, 2017",155,12:40PM,50,F,Dr Alaf Khan,Dentist,Extraction,2000,2000, - , Brig Farrukh ,2000,Fiza, +"Thursday, January 05, 2017",45,2:00PM,60,F,Dr Alaf Khan,Dentist,R.P.D + Crown,4000,4000,, Brig Farrukh ,4000,Haris, +"Thursday, January 05, 2017",4,2:00PM,-,M,Dr Irfan,General Surgeon,Consultation + Dressing,5000,5000, - , Brig Farrukh ,4000,Haris, +"Friday, January 06, 2017",38,12:30PM,-,M,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000, - , Mrs Shamsa ,300,Haris, +"Friday, January 06, 2017",130,1:00PM,26,M,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000, - , Mrs Shamsa ,300,Haris, +"Friday, January 06, 2017",97,1:30PM,27,M,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000, - , Mrs Shamsa ,300,Haris, +"Friday, January 06, 2017",50,-,-,M,Dr Alaf Khan,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Haris, +"Friday, January 06, 2017",78,8:15PM,57,F,Dr Ali,Orthopedic,Consultation,6000,6000, - , Mrs Shamsa ,3000,Haris, +"Saturday, January 07, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Monday, January 09, 2017",48,12:36PM,39,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Fiza, +"Monday, January 09, 2017",79,1:30PM,6,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Fiza, +"Monday, January 09, 2017",116,2:30PM,26,M,Dr Alaf Khan,Dentist,X Ray,300,300, - , Mrs Shamsa ,300,Haris, +"Monday, January 09, 2017",45,3:15PM,60,F,Dr Alaf Khan,Dentist,R.P.D + Crown,7000,7000, - , Mrs Shamsa ,7000,Fiza, +"Monday, January 09, 2017",67,5:20PM,26,M,Dr Alaf Khan,Dentist,Consultation+X Ray,800,800, - , Mrs Shamsa ,800,Fiza, +"Monday, January 09, 2017",36,5:30PM,5,F,Dr Alaf Khan,Dentist,Consultation,250,250, - , Mrs Shamsa ,250,Fiza, +"Tuesday, January 10, 2017",17,3:50PM,40,M,Dr Alaf Khan,Dentist,RCT (4 teeth) Bridge (9 teeth),10000,10000, - , Mrs Shamsa ,,Fiza,1/16/2017 +"Tuesday, January 10, 2017",84,6:00PM,9,F,Dr Irfan,General Surgeon,Consultation + X Ray,3000,3000, - , Mrs Shamsa ,3000,Mona, +"Tuesday, January 10, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Wednesday, January 11, 2017",57,,30,F,Dr Alaf Khan,Dentist,Laboratory Test,,, - , Mrs Shamsa ,,, +"Wednesday, January 11, 2017",119,3:00PM,40,F,Dr Ammara,Gynae,Consultation + USG,1500,1500, - , Mrs Shamsa ,500,Fiza, +"Wednesday, January 11, 2017",145,4:30PM,29,M,Dr Alaf Khan,Dentist,Crown,3000,3000, - , Mrs Shamsa ,,Fiza, +"Wednesday, January 11, 2017",92,4:30PM,39,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Fiza, +"Thursday, January 12, 2017",63,10:45AM,50,M,Dr Alaf Khan,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Fiza, +"Thursday, January 12, 2017",63,02:00PM,50,M,Dr Alaf Khan,Dentist,Scalling,3000,3000, - , Mrs Shamsa ,3000,Fiza, +"Thursday, January 12, 2017",63,02:00PM,50,M,Brig Asif,Medical Specialist,Consultation,500,500, - , Mrs Shamsa ,150,Fiza, +"Friday, January 13, 2017",45,11:20AM,60,F,Dr Alaf Khan,Dentist,Polishing,500,500, - , Mrs Shamsa ,500,Haris, +"Friday, January 13, 2017",145,3:00PM,29,M,Dr Fakiha,Dentist,Crown,1500,1500, - , Mrs Shamsa ,1500,Fiza, +"Friday, January 13, 2017",70,8:00PM,48,M,Brig Farrukh,Anaesthetist,Consultation,3750,3750, - , Dr Ammad ,3750,Mona, +"Saturday, January 14, 2017",88,4:30PM,45,F,Dr Fakiha,Dentist,Filling + X Rays,2600,2600, - , Dr Ammad ,2600,Haris, +"Saturday, January 14, 2017",40,6:30PM,42,F,Dr Fakiha,Dentist,Denture+Scalling+Filling,5500,5500, - , Dr Ammad ,5500,Haris, +"Sunday, January 15, 2017",42,9:00PM,29,F,Nursing Staff,,Pharmacy,900,900, - , Dilshad ,900,Zaheer, +"Monday, January 16, 2017",7,,26,M,Nursing Staff,,Laboratory Test,,, - ,,,, +"Monday, January 16, 2017",106,1:30PM,34,M,Dr Alaf Khan,Dentist,Crown,5000,5000, - , Dr Ammad ,5000,Fiza, +"Monday, January 16, 2017",22,6:00PM,50,F,Dr Zubair,M/o,Consultation,1000,1000, - , Dr Ammad ,400,Haris, +"Monday, January 16, 2017",88,6:20PM,45,F,Dr Fakiha,Dentist,Extraction,2500,2500, - , Dr Ammad ,2500,Haris,1/23/2017 +"Tuesday, January 17, 2017",52,11:25AM,30,M,Dr Alaf Khan,Dentist,RCT,3000,3000, - , Mrs Shamsa ,3000,Fiza,1/20/2017 +"Tuesday, January 17, 2017",17,11:15AM,40,M,Dr Alaf Khan,Dentist,RCT (4 teeth) Bridge (9 teeth),38000,38000, - , Mrs Shamsa ,38000,Fiza, +"Tuesday, January 17, 2017",17,1:10PM,40,M,Brig Asif,Medical Specialist,Consultation,1000,1000, - , Mrs Shamsa ,300,Haris, +"Tuesday, January 17, 2017",136,3:30PM,29,M,Dr Fakiha,Dentist,Scalling,4000,4000, - , Mrs Shamsa ,4000,Fiza, +"Tuesday, January 17, 2017",27,6:15PM,27,M,Dr Fakiha,Dentist,Filling,2000,2000, - , Mrs Shamsa ,2000,Sohaib,1/19/2017 +"Wednesday, January 18, 2017",71,9:40PM,23,M,Dr Alaf Khan,Dentist,X Ray,300,300, - ,,300,Haris, +"Wednesday, January 18, 2017",12,12:00PM,60,F,Dr Alaf Khan,Dentist,22 Unit Bridge,25500,25500, - ,,25500,Haris, +"Wednesday, January 18, 2017",127,2:00PM,52,F,Dr Alaf Khan,Dentist,Extraction,1000,1000, - ,,1000,Haris, +"Wednesday, January 18, 2017",82,5:00PM,21,M,Dr Zubair,M/o,Consultation,500,500, - ,,500,Haris, +"Thursday, January 19, 2017",103,,32,M,Nursing Staff,,Laboratory Test,,, - ,,,, +"Thursday, January 19, 2017",31,11:00AM,58,f,Dr Alaf Khan,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Haris, +"Thursday, January 19, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Thursday, January 19, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Friday, January 20, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Saturday, January 21, 2017",131,10:15AM,26,F,Dr Alaf Khan,Dentist,X Ray,300,300, - , Mrs Shamsa ,300,Haris, +"Saturday, January 21, 2017",101,1:20PM,40,F,Dr Kinza Alam,Gynae,Consultation,1200,1200, - , Mrs Shamsa ,360,Haris, +"Saturday, January 21, 2017",145,1:30PM,29,M,Dr Fakiha,Dentist,Crown,500,500, - , Mrs Shamsa ,500,Haris, +"Monday, January 23, 2017",144,12:15PM,33,M,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000, - , Mrs Shamsa ,300,Haris, +"Monday, January 23, 2017",37,1:00PM,30,F,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000, - , Mrs Shamsa ,300,Haris, +"Monday, January 23, 2017",135,1:15PM,28,F,Dr Riffat Naheed,Psychotherapist,Consultation,2000,2000, - , Mrs Shamsa ,600,Haris, +"Monday, January 23, 2017",59,4:50PM,10,M,Dr Ali,Child Specialist,Consultation+ER Retain,2800,2800, - , Mrs Shamsa ,1600,Haris, +"Tuesday, January 24, 2017",130,1:00PM,26,M,Dr Riffat Naheed,Psychotherapist,Consultation,800,800, - , Mrs Shamsa ,240,Haris, +"Tuesday, January 24, 2017",104,1:15PM,19,M,Dr Riffat Naheed,Psychotherapist,Consultation,2000,2000, - , Mrs Shamsa ,600,Haris, +"Tuesday, January 24, 2017",98,2:10PM,53,F,Dr Saad,Orthopedic,Consultation,1000,1000, - , Mrs Shamsa ,600,Haris, +"Tuesday, January 24, 2017",102,1:30PM,30,M,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000, - , Mrs Shamsa ,300,Haris, +"Wednesday, January 25, 2017",59,,10,M,Nursing Staff,,Laboratory Test,,, - ,,,, +"Wednesday, January 25, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Thursday, January 26, 2017",73,12:50PM,55,M,Dr Alaf Khan,Dentist,Consultation+X Ray,700,700, - ,,700,Haris, +"Thursday, January 26, 2017",116,3:30PM,26,M,Dr Alaf Khan,Dentist,X Ray,300,300, - ,,300,Haris, +"Thursday, January 26, 2017",125,5:40PM,30,F,Dr Alaf Khan,Dentist,Consultation,500,500, - ,,500,Haris, +"Thursday, January 26, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Thursday, January 26, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Thursday, January 26, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Saturday, January 28, 2017",129,,28M,M,Dr Ali,Child Specialist,Consultation,1150,1150, - , Mrs Shamsa ,,Sohaib, +"Saturday, January 28, 2017",85,6:45PM,,F,Dr Irfan,General Surgeon,,3000,3000, - , Mrs Shamsa ,,Sohaib, +"Saturday, January 28, 2017",147,9:45PM,9,M,Nursing Staff,,Consultation,1000,1000, - , Mrs Shamsa ,,Sub KB, +"Sunday, January 29, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Monday, January 30, 2017",140,1:00PM,28,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Monday, January 30, 2017",39,1:30PM,47,M,Dr Alaf Khan,Dentist,X Ray,300,300, - , Dr Ammad ,300,Haris, +"Monday, January 30, 2017",124,5:40PM,49,F,Brig Asif,Medical Specialist,Consultation+ECG,1300,1300, - , Dr Ammad ,600,Sohaib, +"Monday, January 30, 2017",8,5:35PM,19,M,Dr Qurat ul Ain,Dentist,Consultation+X Ray,800,800, - , Dr Ammad ,800,Sohaib, +"Monday, January 30, 2017",51,6:00PM,31,M,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Sohaib, +"Tuesday, January 31, 2017",152,5:30PM,7,F,Dr Fakiha,Dentist,Filling,1000,1000, - , Mrs Shamsa ,1000,Haris, +"Tuesday, January 31, 2017",21,6:30PM,26,M,Dr Zubair,M/o,Consultation,200,200, - , Mrs Shamsa ,200,Mona, +"Tuesday, January 31, 2017",115,6:50PM,8,F,Dr Qurat ul Ain,Dentist,Extraction,1500,1500, - , Mrs Shamsa ,1500,Haris, +"Wednesday, February 01, 2017",109,2:10PM,28,F,Dr Alaf Khan,Dentist,R.C.T,2000,2000, - , Dr Ammad ,2000,Haris,2/6/2017 +"Wednesday, February 01, 2017",153,2:10PM,17,F,Dr Alaf Khan,Dentist,Orthodontics,10000,10000,, Dr Ammad ,10000,Haris,2/6/2017 +"Wednesday, February 01, 2017",62,1:00PM,54,M,Dr Alaf Khan,Dentist,Scalling,2000,2000, - , Dr Ammad ,2000,Haris, +"Wednesday, February 01, 2017",111,1:40PM,35,F,Col Ulfat Ellahi,ENT,Consultation,1000,1000, - , Dr Ammad ,300,Haris, +"Wednesday, February 01, 2017",142,6:00PM,45,M,Dr Qurat ul Ain,Dentist,Extraction,2000,2000, - , Dr Ammad ,2000,Haris, +"Thursday, February 02, 2017",117,12:00PM,30,F,Dr Shireen,M/o,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Thursday, February 02, 2017",140,1:00PM,30,F,Dr Alaf Khan,Dentist,Extraction,1000,1000, - , Dr Ammad ,1000,Haris, +"Thursday, February 02, 2017",100,1:25PM,23,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Friday, February 03, 2017",133,4:45PM,27,F,Dr Alaf Khan,Dentist,X Ray,500,500, - , Dr Ammad ,500,Haris, +"Friday, February 03, 2017",44,8:00PM,6,M,Dr Ali,Child Specialist,Consultation,1000,1000, - , Dr Ammad ,300,Haris, +"Saturday, February 04, 2017",35,4:00PM,2,F,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Saturday, February 04, 2017",150,4:00PM,30,M,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Monday, February 06, 2017",118,7:30PM,32,F,Dr Kinza Alam,Gynae,Consultation+USG,1500,1500, - , Dr Ammad ,800,Haris, +"Monday, February 06, 2017",114,7:45PM,25,F,Dr Kinza Alam,Gynae,Consultation,1000,1000, - , Dr Ammad ,300,Haris, +"Monday, February 06, 2017",49,1:30PM,80,M,Dr Ali,Child Specialist,Consultation+Retain,3500,3500, - , Dr Ammad ,2000,Haris, +"Monday, February 06, 2017",126,1:30PM,70,F,Dr Alaf Khan,Dentist,Scalling,3000,3000, - , Dr Ammad ,3000,Haris, +"Monday, February 06, 2017",141,4:00PM,20,M,Dr Riffat Naheed,Psychotherapist,Consultation,2000,2000, - , Dr Ammad ,600,Haris, +"Monday, February 06, 2017",17,6:15PM,23,M,Dr Ammad,M/o,Consultation,200,200, - , Dr Ammad ,200,Haris, +"Tuesday, February 07, 2017",12,12:00PM,60,F,Dr Alaf Khan,Dentist,22 Unit Bridge,44000,30000,"14,000.00", Dr Ammad ,30000,Haris,2/14/2017 +"Tuesday, February 07, 2017",60,1:10PM,50,M,Dr Alaf Khan,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Tuesday, February 07, 2017",140,2:15PM,30,F,Dr Alaf Khan,Dentist,4 Unit Bridge,3000,3000, - , Dr Ammad ,3000,Haris, +"Tuesday, February 07, 2017",41,6:00PM,13,M,Dr Qurat ul Ain,Dentist,X Ray,500,500, - , Dr Ammad ,500,Haris, +"Tuesday, February 07, 2017",87,8:00PM,30,F,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Wednesday, February 08, 2017",132,10:13AM,13,M,Dr Alaf Khan,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris,2/17/2017 +"Wednesday, February 08, 2017",132,12:00PM,13,M,Dr Alaf Khan,Dentist,R.C.T,3500,3500, - , Dr Ammad ,3500,Haris, +"Wednesday, February 08, 2017",13,12:00PM,39,F,Dr Saad,Orthopedic,Consultation,1000,1000, - , Dr Ammad ,300,Haris, +"Wednesday, February 08, 2017",109,2:40PM,28,F,Dr Alaf Khan,Dentist,R.C.T,2000,2000, - , Dr Ammad ,2000,Haris, +"Wednesday, February 08, 2017",109,2:40PM,28,F,Dr Alaf Khan,Dentist,Crown,3000,,"3,000.00", Dr Ammad ,,Haris,2/16/2017 +"Wednesday, February 08, 2017",153,2:40PM,17,F,Dr Alaf Khan,Dentist,Orthodontics,110000,20000,"90,000.00", Dr Ammad ,20000,Haris,2/16/2017 +"Wednesday, February 08, 2017",43,10:00AM,27,M,Dr Alaf Khan,Dentist,Consultation+X Ray,800,800, - , Dr Ammad ,800,Haris,2/9/2017 +"Friday, February 10, 2017",5,9:30AM,57,M,Dr Alaf Khan,Dentist,X Ray,300,300, - , Dr Ammad ,300,Haris, +"Friday, February 10, 2017",14,6:30PM,6,M,Nursing Staff,,X Ray,300,300, - , Dr Ammad ,300,Haris, +"Friday, February 10, 2017",123,7:00PM,18,M,Dr Qurat ul Ain,Dentist,Filling,1500,1500, - , Dr Ammad ,1500,Haris, +"Saturday, February 11, 2017",137,12:00PM,25,M,Dr Ali,Child Specialist,Consultation,1000,1000, - , Mrs Shamsa ,300,Mona, +"Saturday, February 11, 2017",91,4:20PM,50,F,Dr Qurat ul Ain,Dentist,Scalling,2500,2500, - , Mrs Shamsa ,2500,Mona, +"Saturday, February 11, 2017",23,5:57PM,,F,Dr Qurat ul Ain,Dentist,Consultation,1000,1000, - , Mrs Shamsa ,1000,Mona, +"Saturday, February 11, 2017",154,6:15PM,19,F,Dr Qurat ul Ain,Dentist,Scalling,2000,2000, - , Mrs Shamsa ,2000,Mona, +"Sunday, February 12, 2017",112,7:15PM,39,M,Dr Saad,Orthopedic,Operation,35000,35000, - , Mrs Shamsa ,35000,Haris, +"Sunday, February 12, 2017",81,12:00PM,6,F,Dr Alaf Khan,Dentist,Consultation+X Ray,700,700, - , Mrs Shamsa ,700,Mona, +"Monday, February 13, 2017",15,11:20AM,40,M,Dr Waqar Azeem,Radiologist,USG Abdomen,1000,1000, - , Dr Ammad ,300,Haris, +"Monday, February 13, 2017",112,3:40PM,39,M,Dr Saad,Orthopedic,Operation,15000,15000, - , Dr Ammad ,15000,Haris, +"Monday, February 13, 2017",9,7:00PM,20,F,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Monday, February 13, 2017",2,,-,-,Dr Ali,Child Specialist,Consultation,1500,1500, - , Dr Ammad ,500,Haris, +"Tuesday, February 14, 2017",113,2:30PM,14,M,Dr Saad Riaz,Orthopedic,Pop,3700,3700, - , Dr Ammad ,1700,Haris, +"Tuesday, February 14, 2017",4,3:00PM,-,M,Nursing Staff,,Er Retain,300,300, - , Dr Ammad ,300,Haris, +"Tuesday, February 14, 2017",19,7:02PM,6M,F,Dr Waqar Azeem,Radiologist,USG,2000,2000, - , Dr Ammad ,1300,Haris, +"Wednesday, February 15, 2017",118,11:40AM,24,F,Dr Alaf Khan,Dentist,X Ray,400,400, - , Mrs Shamsa ,400,Mona, +"Wednesday, February 15, 2017",94,4:45PM,3,M,Dr Ali,Child Specialist,Consultation + Nebulize,1150,1150, - ," 150 Mrs Shamsa, 300 Dr Ammad ",450,Haris, +"Wednesday, February 15, 2017",64,6:15PM,23,M,Dr Ammad,M/o,Consultation,200,200, - , Dr Ammad ,200,Haris, +"Friday, February 17, 2017",29,4:10PM,29,M,Dr Alaf Khan,Dentist,X Ray,200,200, - , Dr Ammad ,200,Haris, +"Friday, February 17, 2017",66,5:30PM,55,M,Dr Alaf Khan,Dentist,Extraction,1000,1000, - , Dr Ammad ,1000,Haris, +"Friday, February 17, 2017",107,6:30PM,30,F,Nursing Staff,,X Ray,1000,1000, - , Dr Ammad ,1000,Haris, +"Saturday, February 18, 2017",108,6:20PM,,M,Dr Ali,Child Specialist,Consultation,3000,3000, - , Dr Ammad ,1600,Saima, +"Saturday, February 18, 2017",30,6:10PM,30,F,Dr Qurat ul Ain,Dentist,Extraction,1500,1500, - , Dr Ammad ,1500,Mona, +"Saturday, February 18, 2017",94,11:30AM,3,M,Nursing Staff,,Injection,300,300, - , Dr Ammad ,300,Saima, +"Sunday, February 19, 2017",55,2:45PM,,M,Dr Qurat ul Ain,Dentist,X Ray,300,300, - , Dr Ammad ,300,Saima, +"Monday, February 20, 2017",132,,13,M,Dr Alaf Khan,Dentist,Crown,5000,5000, - , Dr Ammad ,5000,,2/24/2017 +"Monday, February 20, 2017",68,1:25PM,10,M,Dr Shireen,M/o,Stiches,700,700, - , Dr Ammad ,700,Saima, +"Monday, February 20, 2017",80,2:00PM,30,F,Dr Shireen,M/o,Consultation,1200,1200, - , Dr Ammad ,1200,Saima, +"Monday, February 20, 2017",99,7:00PM,45,F,Dr Saima Shams,Radiologist,USG,1500,1500, - , Dr Ammad ,900,Mona, +"Monday, February 20, 2017",94,10:15PM,3,M,Nursing Staff,,Injection,300,300, - , Dr Ammad ,300,Ashfaq, +"Tuesday, February 21, 2017",151,1:00PM,38,M,Dr Alaf Khan,Dentist,R.C.T+Scalling+Crown,5000,5000, - , Dr Ammad ,5000,Saima,2/28/2017 +"Tuesday, February 21, 2017",53,6:00PM,20,F,Dr Waqar Azeem,Radiologist,USG,1000,1000, - , Dr Ammad ,400,Mona, +"Tuesday, February 21, 2017",11,7:11PM,2,F,Dr Ali,Child Specialist,Consultation,1000,1000, - , Dr Ammad ,300,Saima, +"Tuesday, February 21, 2017",94,10:10PM,3,M,Nursing Staff,,Injection,300,300, - , Dr Ammad ,300,Sub KB, +"Tuesday, February 21, 2017",64,-,,,Nursing Staff,,Medicine,100,100, - ,,100,Saima, +"Wednesday, February 22, 2017",100,3:00PM,23,F,Dr Alaf Khan,Dentist,Orthodontics,120000,30000,"90,000.00", Dr Ammad ,30000,Mona, +"Wednesday, February 22, 2017",16,4:30PM,26,M,Dr Mumtaz,General Surgeon,Consultation,1000,1000, - , Dr Ammad ,500,Mona, +"Wednesday, February 22, 2017",6,5:00PM,35,M,Dr Waqar Azeem,Radiologist,USG,1000,1000, - , Dr Ammad ,400,Mona, +"Thursday, February 23, 2017",33,1:55PM,22,M,Dr Alaf Khan,Dentist,R.C.T,3000,3000, - , Dr Ammad ,3000,Saima, +"Thursday, February 23, 2017",89,1:50PM,65,F,Dr Saad Riaz,Orthopedic,Consultation,1000,1000, - , Dr Ammad ,500,Saima, +"Thursday, February 23, 2017",13,2:00PM,45,F,Dr Saad Riaz,Orthopedic,Consultation,1000,1000, - , Dr Ammad ,300,Saima, +"Thursday, February 23, 2017",47,3:00PM,21,F,Dr Riffat Naheed,Psychotherapist,Consultation,1500,1500, - , Dr Ammad ,700,Saima, +"Friday, February 24, 2017",80,9:30PM,30,F,Dr Mehwish,Gynae,Consultation,1000,1000, - , Dr Ammad ,500,Saima, +"Saturday, February 25, 2017",128,3:45PM,64,F,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Saturday, February 25, 2017",93,4:00PM,40,F,Dr Ali,Child Specialist,,3000,3000, - , Dr Ammad ,1600,Saima, +"Monday, February 27, 2017",143,11:30AM,52,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Monday, February 27, 2017",56,12:20PM,55,F,Dr Alaf Khan,Dentist,Extraction,600,600, - , Dr Ammad ,600,Saima, +"Monday, February 27, 2017",96,-,54,M,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Tuesday, February 28, 2017",65,10:30PM,30,M,Nursing Staff,,BSR,50,50, - , Dr Ammad ,50,Haris, +"Tuesday, February 28, 2017",96,12:40PM,53,M,Dr Alaf Khan,Dentist,8 Unit Bridge+2 R.C.T,30000,8000,"22,000.00", Dr Ammad ,8000,Haris, +"Tuesday, February 28, 2017",90,,,F,Dr Alaf Khan,Dental,Consultation,1000,1000, - , Dr Ammad ,1000,Saima, +"Tuesday, February 28, 2017",151,3:00PM,38,F,Dr Alaf Khan,Dentist,R.C.T+Scalling+Crown,4500,4500, - , Dr Ammad ,4500,Haris, +"Tuesday, February 28, 2017",139,8:00PM,30,M,Nursing Staff,,X Ray,500,500, - , Dr Ammad ,500,Saima, +"Wednesday, March 01, 2017",107,5:00PM,17,F,Dr Qurat ul Ain,Dentist,Extraction,1500,1500, - , Dr Ammad ,1500,Saima, +"Wednesday, March 01, 2017",28,6:00PM,3,F,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Wednesday, March 01, 2017",46,-,17,M,Nursing Staff,,Dressing,500,500, - , Dr Ammad ,200,Saima, +"Wednesday, March 01, 2017",25,7:00PM,-,F,Dr Kinza Alam,Gynae,Consultation,1500,1500, - , Dr Ammad ,500,Saima, +"Wednesday, March 01, 2017",24,7:10PM,-,M,Dr Ammad,M/o,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Thursday, March 02, 2017",140,12:48PM,30,F,Dr Alaf Khan,Dentist,4 Unit Bridge,8000,8000, - , Dr Ammad ,8000,Saima, +"Thursday, March 02, 2017",46,3:00PM,17,M,Nursing Staff,,Injection,50,50, - , Dr Ammad ,50,Saima, +"Thursday, March 02, 2017",114,7:05PM,26,F,Dr Kinza Alam,Gynae,Consultation,1000,1000, - , Dr Ammad ,300,Saima, +"Thursday, March 02, 2017",3,-,-,-,Nursing Staff,,Dressing,100,100, - , Dr Ammad ,100,Saima, +"Friday, March 03, 2017",138,11:20AM,45,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Friday, March 03, 2017",107,12:30PM,17,F,Dr Alaf Khan,Dentist,R.C.T+Crown,8000,8000, - , Dr Ammad ,8000,Saima,3/9/2017 +"Friday, March 03, 2017",34,1:30PM,22,M,Dr Alaf Khan,Dentist,Crown,2000,2000, - , Dr Ammad ,2000,Saima,3/8/2017 +"Friday, March 03, 2017",133,4:10PM,30,F,Dr Ali,Child Specialist,Consultation,1000,1000, - , Dr Ammad ,300,Saima, +"Friday, March 03, 2017",46,5:45PM,17,M,Nursing Staff,,Dressing,300,300, - , Dr Ammad ,300,Saima, +"Friday, March 03, 2017",74,2:40PM,38,M,Dr Waqar Azeem,Radiologist,USG KUB,1000,1000, - , Dr Ammad ,300,Sub KB, +"Sunday, March 05, 2017",46,-,17,M,Nursing Staff,,Dressing,300,300, - , Dr Ammad ,200,Saima, +"Monday, March 06, 2017",83,1:20PM,34,M,Dr Alaf Khan,Dentist,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Monday, March 06, 2017",61,5:30PM,28,F,Dr Qurat ul Ain,Dentist,Consultation+X Ray,950,950, - , Dr Ammad ,950,Haris, +"Monday, March 06, 2017",122,7:00PM,78,M,Nursing Staff,,Injection,100,100, - , Dr Ammad ,100,Saima, +"Tuesday, March 07, 2017",95,-,56,M,Dr Alaf Khan,Dentist,X Ray,300,300, - , Dr Ammad ,300,Saima, +"Tuesday, March 07, 2017",69,3:00PM,53,M,Dr Alaf Khan,Dentist,,15000,15000, - , Dr Ammad ,15000,Mona, +"Tuesday, March 07, 2017",146,-,21,M,Dr Ammad,M/o,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Tuesday, March 07, 2017",46,7:40PM,17,M,Nursing Staff,,Dressing,200,200, - , Dr Ammad ,200,Saima, +"Tuesday, March 07, 2017",32,2:00PM,,F,Nursing Staff,,Coupety,300,300, - , Dr Ammad ,300,Saima, +"Tuesday, March 07, 2017",122,9:35PM,78,M,Nursing Staff,,Injection,100,100, - , Dr Ammad ,100,Sub KB, +"Wednesday, March 08, 2017",148,8:30PM,3,F,Nursing Staff,,Injection,100,100, - , Dr Ammad ,100,Ashfaq, +"Wednesday, March 08, 2017",122,10:00PM,76,M,Nursing Staff,,Injection,100,100, - , Dr Ammad ,100,Ashfaq, +"Wednesday, March 08, 2017",10,4:45PM,9,F,Dr Qurat ul Ain,Dentist,Consultation+x Ray,650,650, - , Dr Ammad ,650,Saima, +"Wednesday, March 08, 2017",76,6:55PM,32,M,Dr Paul,Dermatologist,Consultation,1500,1000,500, Dr Ammad ,300,Mona, +"Wednesday, March 08, 2017",1,12:00PM,,F,Nursing Staff,,Injection,150,150, - , Dr Ammad ,150,Mona, +"Wednesday, March 08, 2017",25,7:30PM,-,F,Dr Kinza Alam,Gynae,Consultation,1500,1500, - , Dr Ammad ,500,Mona, +"Thursday, March 09, 2017",77,12:00PM,24,M,Dr Alaf Khan,Dentist,R.C.T,5000,2000,"3,000.00", Dr Ammad ,2000,Haris,3/16/2017 +"Thursday, March 09, 2017",121,9:00AM,3,F,Nursing Staff,,Injection,100,100, - , Dr Ammad ,100,Mona, +"Thursday, March 09, 2017",122,,76,M,Nursing Staff,,Injection,100,100, - , Dr Ammad ,100,Mona, +"Thursday, March 09, 2017",1,,,,Nursing Staff,,Cancelled,,, - , Dr Ammad ,,Saima, +"Thursday, March 09, 2017",18,3:30PM,39,M,Dr Alaf Khan,Dentist,Scalling+Polishing,4000,4000, - , Dr Ammad ,4000,Saima, +"Thursday, March 09, 2017",110,6:00PM,30,M,Dr Qurat ul Ain,Dentist,Consultation,200,200, - , Dr Ammad ,200,Saima, +"Friday, March 10, 2017",122,10:20AM,76,M,Nursing Staff,,Injection,100,100, - , Dr Ammad ,100,Zaheer, +"Friday, March 10, 2017",105,11:20PM,45,F,Dr Shireen,M/o,Consultation,800,800, - , Dr Ammad ,800,Mona, diff --git a/irfan_islamabad_r_assignment2.R b/irfan_islamabad_r_assignment2.R new file mode 100644 index 0000000..71aecf0 --- /dev/null +++ b/irfan_islamabad_r_assignment2.R @@ -0,0 +1,12 @@ +# Load the file to Variable MyData +library(dplyr) +library(tidyr) +library(lubridate) +datahosp <- read.csv(file="hospitaldata.csv", header=TRUE, sep=",") +datahosp = tbl_df(datahosp) +# Q1. Please remove the dots in the names, so it may become easier for you to work through it + +names(datahosp) <- gsub(x = names(datahosp), pattern = "\\.", replacement = " ") +names(datahosp) <- gsub(x = names(datahosp), pattern = " ", replacement = " ") +names(datahosp) + From 3996e8ec7499091eb9b56e6d5feb1e6c772cee90 Mon Sep 17 00:00:00 2001 From: irfanbukhari Date: Mon, 27 Mar 2017 19:00:21 +0500 Subject: [PATCH 02/18] 'q2' --- irfan_islamabad_r_assignment2.R | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/irfan_islamabad_r_assignment2.R b/irfan_islamabad_r_assignment2.R index 71aecf0..1cf6b48 100644 --- a/irfan_islamabad_r_assignment2.R +++ b/irfan_islamabad_r_assignment2.R @@ -10,3 +10,8 @@ names(datahosp) <- gsub(x = names(datahosp), pattern = "\\.", replacement = " ") names(datahosp) <- gsub(x = names(datahosp), pattern = " ", replacement = " ") names(datahosp) +# Q2. Which day of the week is expected to have most visits? +datahosp <- separate(datahosp, Date, c('Day', 'Date'), extra = "merge", sep = ",") + +day_of_week_most_visits <- slice(count(datahosp, Day), which.max(n)) +day_of_week_most_visits From 114b24f2f85fe4f07baded66bf15d20a6271309f Mon Sep 17 00:00:00 2001 From: irfanbukhari Date: Mon, 27 Mar 2017 19:01:07 +0500 Subject: [PATCH 03/18] 'q3' --- irfan_islamabad_r_assignment2.R | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/irfan_islamabad_r_assignment2.R b/irfan_islamabad_r_assignment2.R index 1cf6b48..4448828 100644 --- a/irfan_islamabad_r_assignment2.R +++ b/irfan_islamabad_r_assignment2.R @@ -15,3 +15,7 @@ datahosp <- separate(datahosp, Date, c('Day', 'Date'), extra = "merge", sep = ", day_of_week_most_visits <- slice(count(datahosp, Day), which.max(n)) day_of_week_most_visits + +# Q3.What is the average age of patients? +avg_age_patient <- summarize(datahosp, avg_age = mean(as.integer(as.character(datahosp$Age)), na.rm = TRUE)) +avg_age_patient From 676cc72489d9b4c617d2cc7a011e21899a9c3944 Mon Sep 17 00:00:00 2001 From: irfanbukhari Date: Mon, 27 Mar 2017 19:02:01 +0500 Subject: [PATCH 04/18] 'q4' --- irfan_islamabad_r_assignment2.R | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/irfan_islamabad_r_assignment2.R b/irfan_islamabad_r_assignment2.R index 4448828..a12b487 100644 --- a/irfan_islamabad_r_assignment2.R +++ b/irfan_islamabad_r_assignment2.R @@ -19,3 +19,13 @@ day_of_week_most_visits # Q3.What is the average age of patients? avg_age_patient <- summarize(datahosp, avg_age = mean(as.integer(as.character(datahosp$Age)), na.rm = TRUE)) avg_age_patient + +# Q4. How many children were entertained? (Make a Bracket of Age from 1-12) +# class(as.datahosp$Age) change the age (factor) to integers +datahosp$Age <- as.integer(as.character(datahosp$Age)) +number_of_children1 <- sum(datahosp$Age < 12, na.rm = TRUE) +number_of_children1 +# or using count and filter on age +number_of_children2 <- count(filter(datahosp, Age < 12)) +number_of_children2 + From 0e3e09fa35777d6b43d12bd63e842608910c9cc6 Mon Sep 17 00:00:00 2001 From: irfanbukhari Date: Mon, 27 Mar 2017 19:03:14 +0500 Subject: [PATCH 05/18] 'q5' --- irfan_islamabad_r_assignment2.R | 13 +++++++++++++ 1 file changed, 13 insertions(+) diff --git a/irfan_islamabad_r_assignment2.R b/irfan_islamabad_r_assignment2.R index a12b487..d7d5812 100644 --- a/irfan_islamabad_r_assignment2.R +++ b/irfan_islamabad_r_assignment2.R @@ -29,3 +29,16 @@ number_of_children1 number_of_children2 <- count(filter(datahosp, Age < 12)) number_of_children2 + +# Q5. Which gender type had what kind of procedure in abundance? +# i.e. Female visit mostly because of Gynae Problem +datahosp$Sex <- as.character(datahosp$Sex) +# convert all lower case to upper so that m would be M and f would F +datahosp$Sex <- toupper(datahosp$Sex) + + +new <- datahosp %>% group_by(Sex, Specialty) %>% + summarize(freq = n()) %>% + slice(which.max(freq)) + +new[order(new$freq,decreasing=T)[1:2],] From 2f09f5cb742a535ac6277edbb3d1a4664f602e9b Mon Sep 17 00:00:00 2001 From: irfanbukhari Date: Mon, 27 Mar 2017 19:04:59 +0500 Subject: [PATCH 06/18] 'q6' --- irfan_islamabad_r_assignment2.R | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/irfan_islamabad_r_assignment2.R b/irfan_islamabad_r_assignment2.R index d7d5812..eb526ec 100644 --- a/irfan_islamabad_r_assignment2.R +++ b/irfan_islamabad_r_assignment2.R @@ -42,3 +42,14 @@ new <- datahosp %>% group_by(Sex, Specialty) %>% slice(which.max(freq)) new[order(new$freq,decreasing=T)[1:2],] + +# Q6. Which Doctor is earning highest? +#aggregate(as.numeric(datahosp$`Total Charges`), by=list(Category=datahosp$`Consulting Doctor`), FUN=sum) + +datahosp$`Total Charges` <- as.numeric(as.character(datahosp$`Total Charges`)) +highest_paid_doc <- datahosp %>% + group_by(`Consulting Doctor`) %>% + summarize(Total = sum(`Total Charges`, na.rm = TRUE)) + +highest_paid_doc[order(highest_paid_doc$Total,decreasing=T)[1],] + From 758f73b91384dda196e81b48be07465782841399 Mon Sep 17 00:00:00 2001 From: irfanbukhari Date: Mon, 27 Mar 2017 19:06:02 +0500 Subject: [PATCH 07/18] 'q7' --- irfan_islamabad_r_assignment2.R | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/irfan_islamabad_r_assignment2.R b/irfan_islamabad_r_assignment2.R index eb526ec..5cda287 100644 --- a/irfan_islamabad_r_assignment2.R +++ b/irfan_islamabad_r_assignment2.R @@ -53,3 +53,11 @@ highest_paid_doc <- datahosp %>% highest_paid_doc[order(highest_paid_doc$Total,decreasing=T)[1],] +# Q7. Which procedure type earns more money + +highest_earning_procedure <- datahosp %>% + group_by(Procedure) %>% + summarize(Total = sum(`Total Charges`, na.rm = TRUE)) + +highest_earning_procedure[order(highest_earning_procedure$Total,decreasing=T)[1],] + From a87d70633d9426acde785d859df673e18ffe3846 Mon Sep 17 00:00:00 2001 From: irfanbukhari Date: Mon, 27 Mar 2017 19:11:52 +0500 Subject: [PATCH 08/18] 'q8' --- irfan_islamabad_r_assignment2.R | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/irfan_islamabad_r_assignment2.R b/irfan_islamabad_r_assignment2.R index 5cda287..9244843 100644 --- a/irfan_islamabad_r_assignment2.R +++ b/irfan_islamabad_r_assignment2.R @@ -61,3 +61,13 @@ highest_earning_procedure <- datahosp %>% highest_earning_procedure[order(highest_earning_procedure$Total,decreasing=T)[1],] +# Q8. Which time of the day has highest frequency of visits by hour? +datahosp$Time <- gsub(x = datahosp$Time, pattern = "-", replacement = "") +datahosp$Time <- parse_date_time(datahosp$Time,"%H:%M%p") +datahosp$Time <- format(datahosp$Time, "%H:%M:%S") +datahosp <- separate(datahosp, Time, c('Hour', 'Minute', 'Seconds'), sep = ":") +higest_freq_vists_by_hour <- slice(count(datahosp, Hour), which.max(n)) + +higest_freq_vists_by_hour + + From 6de1d401cdf25d0e2105df52d81824271a9a29fd Mon Sep 17 00:00:00 2001 From: irfanbukhari Date: Mon, 27 Mar 2017 19:12:46 +0500 Subject: [PATCH 09/18] 'q10' --- irfan_islamabad_r_assignment2.R | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/irfan_islamabad_r_assignment2.R b/irfan_islamabad_r_assignment2.R index 9244843..79d7d73 100644 --- a/irfan_islamabad_r_assignment2.R +++ b/irfan_islamabad_r_assignment2.R @@ -71,3 +71,13 @@ higest_freq_vists_by_hour <- slice(count(datahosp, Hour), which.max(n)) higest_freq_vists_by_hour +# 10. How many patients are repeated visitors? + +repeated_visitors <- datahosp %>% + group_by(id) %>% + summarize(freq = n()) %>% + filter(freq > 1) %>% + count() + +repeated_visitors + From e0d0adc2b9df8233ec1278d1e34476fd1f9f0535 Mon Sep 17 00:00:00 2001 From: irfanbukhari Date: Mon, 27 Mar 2017 19:13:27 +0500 Subject: [PATCH 10/18] 'q11' --- irfan_islamabad_r_assignment2.R | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/irfan_islamabad_r_assignment2.R b/irfan_islamabad_r_assignment2.R index 79d7d73..31b595e 100644 --- a/irfan_islamabad_r_assignment2.R +++ b/irfan_islamabad_r_assignment2.R @@ -81,3 +81,12 @@ repeated_visitors <- datahosp %>% repeated_visitors +# 11. Give us the id of repeated visitors. + +repeated_visitors <- datahosp %>% + group_by(id) %>% + summarize(freq = n()) %>% + filter(freq > 1) + +repeated_visitors_id <- repeated_visitors$id +repeated_visitors_id From 3d53c27ac700cd1570cbc7f3183c61062946ee43 Mon Sep 17 00:00:00 2001 From: irfanbukhari Date: Mon, 27 Mar 2017 19:13:58 +0500 Subject: [PATCH 11/18] 'q12' --- irfan_islamabad_r_assignment2.R | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/irfan_islamabad_r_assignment2.R b/irfan_islamabad_r_assignment2.R index 31b595e..2cf628f 100644 --- a/irfan_islamabad_r_assignment2.R +++ b/irfan_islamabad_r_assignment2.R @@ -90,3 +90,12 @@ repeated_visitors <- datahosp %>% repeated_visitors_id <- repeated_visitors$id repeated_visitors_id + +# 12. Which patients visited again for the same problem? +repeated_visitors_same_prob <- datahosp %>% + group_by(id, Specialty) %>% + summarize(freq = n()) %>% + filter(freq > 1) + + +repeated_visitors_same_prob$id From 16f13148d935ce2b1c2d0e3e4b1a39c40688f5ea Mon Sep 17 00:00:00 2001 From: irfanbukhari Date: Mon, 27 Mar 2017 19:14:37 +0500 Subject: [PATCH 12/18] 'q13' --- irfan_islamabad_r_assignment2.R | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/irfan_islamabad_r_assignment2.R b/irfan_islamabad_r_assignment2.R index 2cf628f..8850385 100644 --- a/irfan_islamabad_r_assignment2.R +++ b/irfan_islamabad_r_assignment2.R @@ -99,3 +99,12 @@ repeated_visitors_same_prob <- datahosp %>% repeated_visitors_same_prob$id + +# Q 13.What is the median age for Females and Males? +datahosp$Sex <- gsub(x = datahosp$Sex, pattern = "-", replacement = "") +median_age_female_male <- datahosp%>% + filter(Sex != "") %>% + group_by(Sex)%>% + summarise(Median=median(Age, na.rm =TRUE)) + +median_age_female_male From 88179cece5d30b71074076e059f15cccc269c5d8 Mon Sep 17 00:00:00 2001 From: irfanbukhari Date: Mon, 27 Mar 2017 19:15:13 +0500 Subject: [PATCH 13/18] 'q14' --- irfan_islamabad_r_assignment2.R | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/irfan_islamabad_r_assignment2.R b/irfan_islamabad_r_assignment2.R index 8850385..c48e604 100644 --- a/irfan_islamabad_r_assignment2.R +++ b/irfan_islamabad_r_assignment2.R @@ -108,3 +108,9 @@ median_age_female_male <- datahosp%>% summarise(Median=median(Age, na.rm =TRUE)) median_age_female_male + +# Q 14. What is the total amount in balance +datahosp$`Amount Balance` <- gsub(x = datahosp$`Amount Balance`, pattern = "-", replacement = "") +datahosp$`Amount Balance` <- as.numeric(as.character(gsub(x = datahosp$`Amount Balance`, pattern = ",", replacement = ""))) +total_amount <- sum(as.integer(as.character(datahosp$`Amount Balance`)), na.rm = TRUE) +total_amount From 788105fda54ebb115812565008ba1afdbf5661d3 Mon Sep 17 00:00:00 2001 From: irfanbukhari Date: Mon, 27 Mar 2017 19:15:48 +0500 Subject: [PATCH 14/18] 'q15' --- irfan_islamabad_r_assignment2.R | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/irfan_islamabad_r_assignment2.R b/irfan_islamabad_r_assignment2.R index c48e604..c5bd505 100644 --- a/irfan_islamabad_r_assignment2.R +++ b/irfan_islamabad_r_assignment2.R @@ -114,3 +114,11 @@ datahosp$`Amount Balance` <- gsub(x = datahosp$`Amount Balance`, pattern = "-", datahosp$`Amount Balance` <- as.numeric(as.character(gsub(x = datahosp$`Amount Balance`, pattern = ",", replacement = ""))) total_amount <- sum(as.integer(as.character(datahosp$`Amount Balance`)), na.rm = TRUE) total_amount + +# Q 15. How much money was made by Procedure Type "Consultation"? +earning_consultation <- datahosp %>% + group_by(Procedure) %>% + filter(Procedure == "Consultation") %>% + summarise(sum(`Total Charges`, na.rm = TRUE)) + +earning_consultation From 700ad04f335e47f7fb4fb2fbdc3b82f6f58b7735 Mon Sep 17 00:00:00 2001 From: irfanbukhari Date: Mon, 27 Mar 2017 19:16:23 +0500 Subject: [PATCH 15/18] 'q16' --- irfan_islamabad_r_assignment2.R | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/irfan_islamabad_r_assignment2.R b/irfan_islamabad_r_assignment2.R index c5bd505..ce67966 100644 --- a/irfan_islamabad_r_assignment2.R +++ b/irfan_islamabad_r_assignment2.R @@ -122,3 +122,8 @@ earning_consultation <- datahosp %>% summarise(sum(`Total Charges`, na.rm = TRUE)) earning_consultation + +# Q 16. Is there a relation between Age and Total Charges paid? + +cor(as.numeric(datahosp$Age), as.numeric(datahosp$`Total Charges`), use ="complete.obs") +cor.test(as.numeric(datahosp$Age), as.numeric(datahosp$`Total Charges`), use ="complete.obs") From 47ecfa723b6be9d27d384598f50476cf65d365b7 Mon Sep 17 00:00:00 2001 From: irfanbukhari Date: Mon, 27 Mar 2017 19:16:55 +0500 Subject: [PATCH 16/18] 'q17' --- irfan_islamabad_r_assignment2.R | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/irfan_islamabad_r_assignment2.R b/irfan_islamabad_r_assignment2.R index ce67966..0e82407 100644 --- a/irfan_islamabad_r_assignment2.R +++ b/irfan_islamabad_r_assignment2.R @@ -127,3 +127,12 @@ earning_consultation cor(as.numeric(datahosp$Age), as.numeric(datahosp$`Total Charges`), use ="complete.obs") cor.test(as.numeric(datahosp$Age), as.numeric(datahosp$`Total Charges`), use ="complete.obs") + +# Q 17. Which Age group had highest number of visits? +age_highest_visits <- datahosp %>% + group_by(Age) %>% + filter(Age != "NA") %>% + summarize(freq=n()) %>% + slice(which.max(freq)) + +age_highest_visits From d601df00626fc7655a32db8d54cdcc9c2042b47e Mon Sep 17 00:00:00 2001 From: irfanbukhari Date: Mon, 27 Mar 2017 19:17:41 +0500 Subject: [PATCH 17/18] 'q18' --- irfan_islamabad_r_assignment2.R | 16 ++++++++++++++++ 1 file changed, 16 insertions(+) diff --git a/irfan_islamabad_r_assignment2.R b/irfan_islamabad_r_assignment2.R index 0e82407..efae72b 100644 --- a/irfan_islamabad_r_assignment2.R +++ b/irfan_islamabad_r_assignment2.R @@ -136,3 +136,19 @@ age_highest_visits <- datahosp %>% slice(which.max(freq)) age_highest_visits + +# Q. 18 What is the total cost earned by Procedure Type X Ray and Scalling together +x_ray_earned <- datahosp %>% + filter(Procedure == "X Ray") %>% + summarise(sum(`Total Charges`, na.rm = TRUE)) + +x_ray_earned + +scalling_earned <- datahosp %>% + filter(Procedure == "Scalling") %>% + summarise(sum(`Total Charges`, na.rm = TRUE)) +scalling_earned + +total_xray_scalling <- x_ray_earned + scalling_earned +total_xray_scalling + From 0c220c85bc935a6ffbdeb57b42ec3af751a9ffee Mon Sep 17 00:00:00 2001 From: irfanbukhari Date: Mon, 27 Mar 2017 19:20:16 +0500 Subject: [PATCH 18/18] 'clean_data_set' --- irfan_islamabad_r_assignment2.R | 2 ++ 1 file changed, 2 insertions(+) diff --git a/irfan_islamabad_r_assignment2.R b/irfan_islamabad_r_assignment2.R index efae72b..853b804 100644 --- a/irfan_islamabad_r_assignment2.R +++ b/irfan_islamabad_r_assignment2.R @@ -152,3 +152,5 @@ scalling_earned total_xray_scalling <- x_ray_earned + scalling_earned total_xray_scalling +# create clean csv +write.csv(datahosp, "clean_hospital_dataset.csv")