From 3ffad69b0ddca18167470e81ff5191b81402690c Mon Sep 17 00:00:00 2001 From: sabaali93 Date: Mon, 27 Mar 2017 14:53:46 +0500 Subject: [PATCH] Question 1-18 --- CleanData.csv | 223 +++++++++ Saba_Khi.R | 181 +++++++ Saba_Khi.html | 1316 +++++++++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 1720 insertions(+) create mode 100644 CleanData.csv create mode 100644 Saba_Khi.R create mode 100644 Saba_Khi.html diff --git a/CleanData.csv b/CleanData.csv new file mode 100644 index 0000000..8ccf414 --- /dev/null +++ b/CleanData.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" +"1",2017-01-01,101,"11:00",40,"F","Dr Kinza Alam","Gynae","C Section",30000,30000,NA,"Mrs Shamsa",NA,"Hamza",NA +"2",2017-01-02,150,"10:45AM",26,"M","Nursing Staff",NA,"Dressing",1500,1500,NA,"Dr Saniya",NA,"Haris",NA +"3",2017-01-02,58,"12:38PM",30,"F","Dr Riffat Naheed","Psychotherapist","Consultation",1000,1000,NA,"Mrs Shamsa",300,"Fiza",NA +"4",2017-01-02,75,"1:00PM",40,"M","Dr Riffat Naheed","Psychotherapist","Consultation",1500,1500,NA,"Mrs Shamsa",450,"Zaheer",NA +"5",2017-01-02,97,"2:45PM",27,"M","Dr Riffat Naheed","Psychotherapist","Consultation",2000,2000,NA,"Mrs Shamsa",600,"Haris",NA +"6",2017-01-02,101,"3:00PM",40,"F","Dr Kinza Alam","Gynae","C Section",35000,35000,NA,"Dr Saniya",NA,"Haris",NA +"7",2017-01-02,26,"3:28PM",43,"M","Dr Saniya","M/o","Consultation",2000,2000,NA,"Dr Saniya",NA,"Fiza",NA +"8",2017-01-02,149,"3:45PM",28,"F","Dr Fakiha","Dentist","Consultation",500,500,NA,"Mrs Shamsa",500,"Haris",NA +"9",2017-01-02,20,"3:45PM",2,"F","Dr Fakiha","Dentist","Consultation",NA,NA,NA,NA,NA,NA,NA +"10",2017-01-02,72,"5:00PM",40,"M","Dr Fakiha","Dentist","Consultation",500,500,NA,"Mrs Shamsa",500,"Fiza",NA +"11",2017-01-02,54,"5:00PM",32,"F","Dr Saniya","M/o","Consultation",2000,2000,NA,"Dr Saniya",NA,"Fiza",NA +"12",2017-01-02,149,"5:30PM",28,"F","Dr Fakiha","Dentist","Filling",2000,2000,NA,"Mrs Shamsa",2000,"Fiza","In case of pain" +"13",2017-01-03,120,"1:00PM",76,"F","Dr Saniya","M/o","Laboratory Test",NA,NA,NA,NA,NA,"Haris",NA +"14",2017-01-03,120,"3:25PM",75,"F","Dr Saniya","M/o",NA,NA,NA,NA,NA,NA,NA,NA +"15",2017-01-03,20,"6:10PM",36,"F","Dr Kinza Alam","Gynae","Consultation",1500,1500,NA,"Mrs Shamsa",450,"Haris",NA +"16",2017-01-04,40,"11:45PM",42,"F","Dr Alaf Khan","Dentist","Consultation+Denture",1500,1500,NA,"Brig Farrukh",NA,"Fiza",NA +"17",2017-01-04,134,"12:40PM",23,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Brig Farrukh",500,"Fiza",NA +"18",2017-01-04,86,"8:10PM",48,"F","Dr Kinza Alam","Gynae","Consultation",1500,1500,NA,"Brig Farrukh",450,"Haris",NA +"19",2017-01-04,114,"8:30PM",25,"F","Dr Kinza Alam","Gynae","Consultation",1000,1000,NA,"Brig Farrukh",300,"Haris",NA +"20",2017-01-05,155,"12:40PM",50,"F","Dr Alaf Khan","Dentist","Extraction",2000,2000,NA,"Brig Farrukh",2000,"Fiza",NA +"21",2017-01-05,45,"2:00PM",60,"F","Dr Alaf Khan","Dentist","R.P.D + Crown",4000,4000,NA,"Brig Farrukh",4000,"Haris",NA +"22",2017-01-05,4,"2:00PM",NA,"M","Dr Irfan","General Surgeon","Consultation + Dressing",5000,5000,NA,"Brig Farrukh",4000,"Haris",NA +"23",2017-01-06,38,"12:30PM",NA,"M","Dr Riffat Naheed","Psychotherapist","Consultation",1000,1000,NA,"Mrs Shamsa",300,"Haris",NA +"24",2017-01-06,130,"1:00PM",26,"M","Dr Riffat Naheed","Psychotherapist","Consultation",1000,1000,NA,"Mrs Shamsa",300,"Haris",NA +"25",2017-01-06,97,"1:30PM",27,"M","Dr Riffat Naheed","Psychotherapist","Consultation",1000,1000,NA,"Mrs Shamsa",300,"Haris",NA +"26",2017-01-06,50,NA,NA,"M","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Mrs Shamsa",500,"Haris",NA +"27",2017-01-06,78,"8:15PM",57,"F","Dr Ali","Orthopedic","Consultation",6000,6000,NA,"Mrs Shamsa",3000,"Haris",NA +"28",2017-01-07,1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,NA,NA,NA,NA,NA +"29",2017-01-09,48,"12:36PM",39,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Mrs Shamsa",500,"Fiza",NA +"30",2017-01-09,79,"1:30PM",6,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Mrs Shamsa",500,"Fiza",NA +"31",2017-01-09,116,"2:30PM",26,"M","Dr Alaf Khan","Dentist","X Ray",300,300,NA,"Mrs Shamsa",300,"Haris",NA +"32",2017-01-09,45,"3:15PM",60,"F","Dr Alaf Khan","Dentist","R.P.D + Crown",7000,7000,NA,"Mrs Shamsa",7000,"Fiza",NA +"33",2017-01-09,67,"5:20PM",26,"M","Dr Alaf Khan","Dentist","Consultation+X Ray",800,800,NA,"Mrs Shamsa",800,"Fiza",NA +"34",2017-01-09,36,"5:30PM",5,"F","Dr Alaf Khan","Dentist","Consultation",250,250,NA,"Mrs Shamsa",250,"Fiza",NA +"35",2017-01-10,17,"3:50PM",40,"M","Dr Alaf Khan","Dentist","RCT (4 teeth) Bridge (9 teeth)",10000,10000,NA,"Mrs Shamsa",NA,"Fiza","1/16/2017" +"36",2017-01-10,84,"6:00PM",9,"F","Dr Irfan","General Surgeon","Consultation + X Ray",3000,3000,NA,"Mrs Shamsa",3000,"Mona",NA +"37",2017-01-10,1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,NA,NA,NA,NA,NA +"38",2017-01-11,57,NA,30,"F","Dr Alaf Khan","Dentist","Laboratory Test",NA,NA,NA,"Mrs Shamsa",NA,NA,NA +"39",2017-01-11,119,"3:00PM",40,"F","Dr Ammara","Gynae","Consultation + USG",1500,1500,NA,"Mrs Shamsa",500,"Fiza",NA +"40",2017-01-11,145,"4:30PM",29,"M","Dr Alaf Khan","Dentist","Crown",3000,3000,NA,"Mrs Shamsa",NA,"Fiza",NA +"41",2017-01-11,92,"4:30PM",39,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Mrs Shamsa",500,"Fiza",NA +"42",2017-01-12,63,"10:45AM",50,"M","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Mrs Shamsa",500,"Fiza",NA +"43",2017-01-12,63,"02:00PM",50,"M","Dr Alaf Khan","Dentist","Scalling",3000,3000,NA,"Mrs Shamsa",3000,"Fiza",NA +"44",2017-01-12,63,"02:00PM",50,"M","Brig Asif","Medical Specialist","Consultation",500,500,NA,"Mrs Shamsa",150,"Fiza",NA +"45",2017-01-13,45,"11:20AM",60,"F","Dr Alaf Khan","Dentist","Polishing",500,500,NA,"Mrs Shamsa",500,"Haris",NA +"46",2017-01-13,145,"3:00PM",29,"M","Dr Fakiha","Dentist","Crown",1500,1500,NA,"Mrs Shamsa",1500,"Fiza",NA +"47",2017-01-13,70,"8:00PM",48,"M","Brig Farrukh","Anaesthetist","Consultation",3750,3750,NA,"Dr Ammad",3750,"Mona",NA +"48",2017-01-14,88,"4:30PM",45,"F","Dr Fakiha","Dentist","Filling + X Rays",2600,2600,NA,"Dr Ammad",2600,"Haris",NA +"49",2017-01-14,40,"6:30PM",42,"F","Dr Fakiha","Dentist","Denture+Scalling+Filling",5500,5500,NA,"Dr Ammad",5500,"Haris",NA +"50",2017-01-15,42,"9:00PM",29,"F","Nursing Staff",NA,"Pharmacy",900,900,NA,"Dilshad",900,"Zaheer",NA +"51",2017-01-16,7,NA,26,"M","Nursing Staff",NA,"Laboratory Test",NA,NA,NA,NA,NA,NA,NA +"52",2017-01-16,106,"1:30PM",34,"M","Dr Alaf Khan","Dentist","Crown",5000,5000,NA,"Dr Ammad",5000,"Fiza",NA +"53",2017-01-16,22,"6:00PM",50,"F","Dr Zubair","M/o","Consultation",1000,1000,NA,"Dr Ammad",400,"Haris",NA +"54",2017-01-16,88,"6:20PM",45,"F","Dr Fakiha","Dentist","Extraction",2500,2500,NA,"Dr Ammad",2500,"Haris","1/23/2017" +"55",2017-01-17,52,"11:25AM",30,"M","Dr Alaf Khan","Dentist","RCT",3000,3000,NA,"Mrs Shamsa",3000,"Fiza","1/20/2017" +"56",2017-01-17,17,"11:15AM",40,"M","Dr Alaf Khan","Dentist","RCT (4 teeth) Bridge (9 teeth)",38000,38000,NA,"Mrs Shamsa",38000,"Fiza",NA +"57",2017-01-17,17,"1:10PM",40,"M","Brig Asif","Medical Specialist","Consultation",1000,1000,NA,"Mrs Shamsa",300,"Haris",NA +"58",2017-01-17,136,"3:30PM",29,"M","Dr Fakiha","Dentist","Scalling",4000,4000,NA,"Mrs Shamsa",4000,"Fiza",NA +"59",2017-01-17,27,"6:15PM",27,"M","Dr Fakiha","Dentist","Filling",2000,2000,NA,"Mrs Shamsa",2000,"Sohaib","1/19/2017" +"60",2017-01-18,71,"9:40PM",23,"M","Dr Alaf Khan","Dentist","X Ray",300,300,NA,NA,300,"Haris",NA +"61",2017-01-18,12,"12:00PM",60,"F","Dr Alaf Khan","Dentist","22 Unit Bridge",25500,25500,NA,NA,25500,"Haris",NA +"62",2017-01-18,127,"2:00PM",52,"F","Dr Alaf Khan","Dentist","Extraction",1000,1000,NA,NA,1000,"Haris",NA +"63",2017-01-18,82,"5:00PM",21,"M","Dr Zubair","M/o","Consultation",500,500,NA,NA,500,"Haris",NA +"64",2017-01-19,103,NA,32,"M","Nursing Staff",NA,"Laboratory Test",NA,NA,NA,NA,NA,NA,NA +"65",2017-01-19,31,"11:00AM",58,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Mrs Shamsa",500,"Haris",NA +"66",2017-01-19,1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,NA,NA,NA,NA,NA +"67",2017-01-19,1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,NA,NA,NA,NA,NA +"68",2017-01-20,1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,NA,NA,NA,NA,NA +"69",2017-01-21,131,"10:15AM",26,"F","Dr Alaf Khan","Dentist","X Ray",300,300,NA,"Mrs Shamsa",300,"Haris",NA +"70",2017-01-21,101,"1:20PM",40,"F","Dr Kinza Alam","Gynae","Consultation",1200,1200,NA,"Mrs Shamsa",360,"Haris",NA +"71",2017-01-21,145,"1:30PM",29,"M","Dr Fakiha","Dentist","Crown",500,500,NA,"Mrs Shamsa",500,"Haris",NA +"72",2017-01-23,144,"12:15PM",33,"M","Dr Riffat Naheed","Psychotherapist","Consultation",1000,1000,NA,"Mrs Shamsa",300,"Haris",NA +"73",2017-01-23,37,"1:00PM",30,"F","Dr Riffat Naheed","Psychotherapist","Consultation",1000,1000,NA,"Mrs Shamsa",300,"Haris",NA +"74",2017-01-23,135,"1:15PM",28,"F","Dr Riffat Naheed","Psychotherapist","Consultation",2000,2000,NA,"Mrs Shamsa",600,"Haris",NA +"75",2017-01-23,59,"4:50PM",10,"M","Dr Ali","Child Specialist","Consultation+ER Retain",2800,2800,NA,"Mrs Shamsa",1600,"Haris",NA +"76",2017-01-24,130,"1:00PM",26,"M","Dr Riffat Naheed","Psychotherapist","Consultation",800,800,NA,"Mrs Shamsa",240,"Haris",NA +"77",2017-01-24,104,"1:15PM",19,"M","Dr Riffat Naheed","Psychotherapist","Consultation",2000,2000,NA,"Mrs Shamsa",600,"Haris",NA +"78",2017-01-24,98,"2:10PM",53,"F","Dr Saad","Orthopedic","Consultation",1000,1000,NA,"Mrs Shamsa",600,"Haris",NA +"79",2017-01-24,102,"1:30PM",30,"M","Dr Riffat Naheed","Psychotherapist","Consultation",1000,1000,NA,"Mrs Shamsa",300,"Haris",NA +"80",2017-01-25,59,NA,10,"M","Nursing Staff",NA,"Laboratory Test",NA,NA,NA,NA,NA,NA,NA +"81",2017-01-25,1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,NA,NA,NA,NA,NA +"82",2017-01-26,73,"12:50PM",55,"M","Dr Alaf Khan","Dentist","Consultation+X Ray",700,700,NA,NA,700,"Haris",NA +"83",2017-01-26,116,"3:30PM",26,"M","Dr Alaf Khan","Dentist","X Ray",300,300,NA,NA,300,"Haris",NA +"84",2017-01-26,125,"5:40PM",30,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA,NA,500,"Haris",NA +"85",2017-01-26,1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,NA,NA,NA,NA,NA +"86",2017-01-26,1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,NA,NA,NA,NA,NA +"87",2017-01-26,1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,NA,NA,NA,NA,NA +"88",2017-01-28,129,NA,28,"M","Dr Ali","Child Specialist","Consultation",1150,1150,NA,"Mrs Shamsa",NA,"Sohaib",NA +"89",2017-01-28,85,"6:45PM",NA,"F","Dr Irfan","General Surgeon",NA,3000,3000,NA,"Mrs Shamsa",NA,"Sohaib",NA +"90",2017-01-28,147,"9:45PM",9,"M","Nursing Staff",NA,"Consultation",1000,1000,NA,"Mrs Shamsa",NA,"Sub KB",NA +"91",2017-01-29,1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,NA,NA,NA,NA,NA +"92",2017-01-30,140,"1:00PM",28,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Haris",NA +"93",2017-01-30,39,"1:30PM",47,"M","Dr Alaf Khan","Dentist","X Ray",300,300,NA,"Dr Ammad",300,"Haris",NA +"94",2017-01-30,124,"5:40PM",49,"F","Brig Asif","Medical Specialist","Consultation+ECG",1300,1300,NA,"Dr Ammad",600,"Sohaib",NA +"95",2017-01-30,8,"5:35PM",19,"M","Dr Qurat ul Ain","Dentist","Consultation+X Ray",800,800,NA,"Dr Ammad",800,"Sohaib",NA +"96",2017-01-30,51,"6:00PM",31,"M","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Sohaib",NA +"97",2017-01-31,152,"5:30PM",7,"F","Dr Fakiha","Dentist","Filling",1000,1000,NA,"Mrs Shamsa",1000,"Haris",NA +"98",2017-01-31,21,"6:30PM",26,"M","Dr Zubair","M/o","Consultation",200,200,NA,"Mrs Shamsa",200,"Mona",NA +"99",2017-01-31,115,"6:50PM",8,"F","Dr Qurat ul Ain","Dentist","Extraction",1500,1500,NA,"Mrs Shamsa",1500,"Haris",NA +"100",2017-02-01,109,"2:10PM",28,"F","Dr Alaf Khan","Dentist","R.C.T",2000,2000,NA,"Dr Ammad",2000,"Haris","2/6/2017" +"101",2017-02-01,153,"2:10PM",17,"F","Dr Alaf Khan","Dentist","Orthodontics",10000,10000,NA,"Dr Ammad",10000,"Haris","2/6/2017" +"102",2017-02-01,62,"1:00PM",54,"M","Dr Alaf Khan","Dentist","Scalling",2000,2000,NA,"Dr Ammad",2000,"Haris",NA +"103",2017-02-01,111,"1:40PM",35,"F","Col Ulfat Ellahi","ENT","Consultation",1000,1000,NA,"Dr Ammad",300,"Haris",NA +"104",2017-02-01,142,"6:00PM",45,"M","Dr Qurat ul Ain","Dentist","Extraction",2000,2000,NA,"Dr Ammad",2000,"Haris",NA +"105",2017-02-02,117,"12:00PM",30,"F","Dr Shireen","M/o","Consultation",500,500,NA,"Dr Ammad",500,"Haris",NA +"106",2017-02-02,140,"1:00PM",30,"F","Dr Alaf Khan","Dentist","Extraction",1000,1000,NA,"Dr Ammad",1000,"Haris",NA +"107",2017-02-02,100,"1:25PM",23,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Haris",NA +"108",2017-02-03,133,"4:45PM",27,"F","Dr Alaf Khan","Dentist","X Ray",500,500,NA,"Dr Ammad",500,"Haris",NA +"109",2017-02-03,44,"8:00PM",6,"M","Dr Ali","Child Specialist","Consultation",1000,1000,NA,"Dr Ammad",300,"Haris",NA +"110",2017-02-04,35,"4:00PM",2,"F","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Haris",NA +"111",2017-02-04,150,"4:00PM",30,"M","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Haris",NA +"112",2017-02-06,118,"7:30PM",32,"F","Dr Kinza Alam","Gynae","Consultation+USG",1500,1500,NA,"Dr Ammad",800,"Haris",NA +"113",2017-02-06,114,"7:45PM",25,"F","Dr Kinza Alam","Gynae","Consultation",1000,1000,NA,"Dr Ammad",300,"Haris",NA +"114",2017-02-06,49,"1:30PM",80,"M","Dr Ali","Child Specialist","Consultation+Retain",3500,3500,NA,"Dr Ammad",2000,"Haris",NA +"115",2017-02-06,126,"1:30PM",70,"F","Dr Alaf Khan","Dentist","Scalling",3000,3000,NA,"Dr Ammad",3000,"Haris",NA +"116",2017-02-06,141,"4:00PM",20,"M","Dr Riffat Naheed","Psychotherapist","Consultation",2000,2000,NA,"Dr Ammad",600,"Haris",NA +"117",2017-02-06,17,"6:15PM",23,"M","Dr Ammad","M/o","Consultation",200,200,NA,"Dr Ammad",200,"Haris",NA +"118",2017-02-07,12,"12:00PM",60,"F","Dr Alaf Khan","Dentist","22 Unit Bridge",44000,30000,14000,"Dr Ammad",30000,"Haris","2/14/2017" +"119",2017-02-07,60,"1:10PM",50,"M","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Haris",NA +"120",2017-02-07,140,"2:15PM",30,"F","Dr Alaf Khan","Dentist","4 Unit Bridge",3000,3000,NA,"Dr Ammad",3000,"Haris",NA +"121",2017-02-07,41,"6:00PM",13,"M","Dr Qurat ul Ain","Dentist","X Ray",500,500,NA,"Dr Ammad",500,"Haris",NA +"122",2017-02-07,87,"8:00PM",30,"F","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Haris",NA +"123",2017-02-08,132,"10:13AM",13,"M","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Haris","2/17/2017" +"124",2017-02-08,132,"12:00PM",13,"M","Dr Alaf Khan","Dentist","R.C.T",3500,3500,NA,"Dr Ammad",3500,"Haris",NA +"125",2017-02-08,13,"12:00PM",39,"F","Dr Saad","Orthopedic","Consultation",1000,1000,NA,"Dr Ammad",300,"Haris",NA +"126",2017-02-08,109,"2:40PM",28,"F","Dr Alaf Khan","Dentist","R.C.T",2000,2000,NA,"Dr Ammad",2000,"Haris",NA +"127",2017-02-08,109,"2:40PM",28,"F","Dr Alaf Khan","Dentist","Crown",3000,NA,3000,"Dr Ammad",NA,"Haris","2/16/2017" +"128",2017-02-08,153,"2:40PM",17,"F","Dr Alaf Khan","Dentist","Orthodontics",110000,20000,90000,"Dr Ammad",20000,"Haris","2/16/2017" +"129",2017-02-08,43,"10:00AM",27,"M","Dr Alaf Khan","Dentist","Consultation+X Ray",800,800,NA,"Dr Ammad",800,"Haris","2/9/2017" +"130",2017-02-10,5,"9:30AM",57,"M","Dr Alaf Khan","Dentist","X Ray",300,300,NA,"Dr Ammad",300,"Haris",NA +"131",2017-02-10,14,"6:30PM",6,"M","Nursing Staff",NA,"X Ray",300,300,NA,"Dr Ammad",300,"Haris",NA +"132",2017-02-10,123,"7:00PM",18,"M","Dr Qurat ul Ain","Dentist","Filling",1500,1500,NA,"Dr Ammad",1500,"Haris",NA +"133",2017-02-11,137,"12:00PM",25,"M","Dr Ali","Child Specialist","Consultation",1000,1000,NA,"Mrs Shamsa",300,"Mona",NA +"134",2017-02-11,91,"4:20PM",50,"F","Dr Qurat ul Ain","Dentist","Scalling",2500,2500,NA,"Mrs Shamsa",2500,"Mona",NA +"135",2017-02-11,23,"5:57PM",NA,"F","Dr Qurat ul Ain","Dentist","Consultation",1000,1000,NA,"Mrs Shamsa",1000,"Mona",NA +"136",2017-02-11,154,"6:15PM",19,"F","Dr Qurat ul Ain","Dentist","Scalling",2000,2000,NA,"Mrs Shamsa",2000,"Mona",NA +"137",2017-02-12,112,"7:15PM",39,"M","Dr Saad","Orthopedic","Operation",35000,35000,NA,"Mrs Shamsa",35000,"Haris",NA +"138",2017-02-12,81,"12:00PM",6,"F","Dr Alaf Khan","Dentist","Consultation+X Ray",700,700,NA,"Mrs Shamsa",700,"Mona",NA +"139",2017-02-13,15,"11:20AM",40,"M","Dr Waqar Azeem","Radiologist","USG Abdomen",1000,1000,NA,"Dr Ammad",300,"Haris",NA +"140",2017-02-13,112,"3:40PM",39,"M","Dr Saad","Orthopedic","Operation",15000,15000,NA,"Dr Ammad",15000,"Haris",NA +"141",2017-02-13,9,"7:00PM",20,"F","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Haris",NA +"142",2017-02-13,2,NA,NA,NA,"Dr Ali","Child Specialist","Consultation",1500,1500,NA,"Dr Ammad",500,"Haris",NA +"143",2017-02-14,113,"2:30PM",14,"M","Dr Saad Riaz","Orthopedic","Pop",3700,3700,NA,"Dr Ammad",1700,"Haris",NA +"144",2017-02-14,4,"3:00PM",NA,"M","Nursing Staff",NA,"Er Retain",300,300,NA,"Dr Ammad",300,"Haris",NA +"145",2017-02-14,19,"7:02PM",6,"F","Dr Waqar Azeem","Radiologist","USG",2000,2000,NA,"Dr Ammad",1300,"Haris",NA +"146",2017-02-15,118,"11:40AM",24,"F","Dr Alaf Khan","Dentist","X Ray",400,400,NA,"Mrs Shamsa",400,"Mona",NA +"147",2017-02-15,94,"4:45PM",3,"M","Dr Ali","Child Specialist","Consultation + Nebulize",1150,1150,NA," 150 Mrs Shamsa, 300 Dr Ammad ",450,"Haris",NA +"148",2017-02-15,64,"6:15PM",23,"M","Dr Ammad","M/o","Consultation",200,200,NA,"Dr Ammad",200,"Haris",NA +"149",2017-02-17,29,"4:10PM",29,"M","Dr Alaf Khan","Dentist","X Ray",200,200,NA,"Dr Ammad",200,"Haris",NA +"150",2017-02-17,66,"5:30PM",55,"M","Dr Alaf Khan","Dentist","Extraction",1000,1000,NA,"Dr Ammad",1000,"Haris",NA +"151",2017-02-17,107,"6:30PM",30,"F","Nursing Staff",NA,"X Ray",1000,1000,NA,"Dr Ammad",1000,"Haris",NA +"152",2017-02-18,108,"6:20PM",NA,"M","Dr Ali","Child Specialist","Consultation",3000,3000,NA,"Dr Ammad",1600,"Saima",NA +"153",2017-02-18,30,"6:10PM",30,"F","Dr Qurat ul Ain","Dentist","Extraction",1500,1500,NA,"Dr Ammad",1500,"Mona",NA +"154",2017-02-18,94,"11:30AM",3,"M","Nursing Staff",NA,"Injection",300,300,NA,"Dr Ammad",300,"Saima",NA +"155",2017-02-19,55,"2:45PM",NA,"M","Dr Qurat ul Ain","Dentist","X Ray",300,300,NA,"Dr Ammad",300,"Saima",NA +"156",2017-02-20,132,NA,13,"M","Dr Alaf Khan","Dentist","Crown",5000,5000,NA,"Dr Ammad",5000,NA,"2/24/2017" +"157",2017-02-20,68,"1:25PM",10,"M","Dr Shireen","M/o","Stiches",700,700,NA,"Dr Ammad",700,"Saima",NA +"158",2017-02-20,80,"2:00PM",30,"F","Dr Shireen","M/o","Consultation",1200,1200,NA,"Dr Ammad",1200,"Saima",NA +"159",2017-02-20,99,"7:00PM",45,"F","Dr Saima Shams","Radiologist","USG",1500,1500,NA,"Dr Ammad",900,"Mona",NA +"160",2017-02-20,94,"10:15PM",3,"M","Nursing Staff",NA,"Injection",300,300,NA,"Dr Ammad",300,"Ashfaq",NA +"161",2017-02-21,151,"1:00PM",38,"M","Dr Alaf Khan","Dentist","R.C.T+Scalling+Crown",5000,5000,NA,"Dr Ammad",5000,"Saima","2/28/2017" +"162",2017-02-21,53,"6:00PM",20,"F","Dr Waqar Azeem","Radiologist","USG",1000,1000,NA,"Dr Ammad",400,"Mona",NA +"163",2017-02-21,11,"7:11PM",2,"F","Dr Ali","Child Specialist","Consultation",1000,1000,NA,"Dr Ammad",300,"Saima",NA +"164",2017-02-21,94,"10:10PM",3,"M","Nursing Staff",NA,"Injection",300,300,NA,"Dr Ammad",300,"Sub KB",NA +"165",2017-02-21,64,NA,NA,NA,"Nursing Staff",NA,"Medicine",100,100,NA,NA,100,"Saima",NA +"166",2017-02-22,100,"3:00PM",23,"F","Dr Alaf Khan","Dentist","Orthodontics",120000,30000,90000,"Dr Ammad",30000,"Mona",NA +"167",2017-02-22,16,"4:30PM",26,"M","Dr Mumtaz","General Surgeon","Consultation",1000,1000,NA,"Dr Ammad",500,"Mona",NA +"168",2017-02-22,6,"5:00PM",35,"M","Dr Waqar Azeem","Radiologist","USG",1000,1000,NA,"Dr Ammad",400,"Mona",NA +"169",2017-02-23,33,"1:55PM",22,"M","Dr Alaf Khan","Dentist","R.C.T",3000,3000,NA,"Dr Ammad",3000,"Saima",NA +"170",2017-02-23,89,"1:50PM",65,"F","Dr Saad Riaz","Orthopedic","Consultation",1000,1000,NA,"Dr Ammad",500,"Saima",NA +"171",2017-02-23,13,"2:00PM",45,"F","Dr Saad Riaz","Orthopedic","Consultation",1000,1000,NA,"Dr Ammad",300,"Saima",NA +"172",2017-02-23,47,"3:00PM",21,"F","Dr Riffat Naheed","Psychotherapist","Consultation",1500,1500,NA,"Dr Ammad",700,"Saima",NA +"173",2017-02-24,80,"9:30PM",30,"F","Dr Mehwish","Gynae","Consultation",1000,1000,NA,"Dr Ammad",500,"Saima",NA +"174",2017-02-25,128,"3:45PM",64,"F","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Saima",NA +"175",2017-02-25,93,"4:00PM",40,"F","Dr Ali","Child Specialist",NA,3000,3000,NA,"Dr Ammad",1600,"Saima",NA +"176",2017-02-27,143,"11:30AM",52,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Saima",NA +"177",2017-02-27,56,"12:20PM",55,"F","Dr Alaf Khan","Dentist","Extraction",600,600,NA,"Dr Ammad",600,"Saima",NA +"178",2017-02-27,96,NA,54,"M","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Saima",NA +"179",2017-02-28,65,"10:30PM",30,"M","Nursing Staff",NA,"BSR",50,50,NA,"Dr Ammad",50,"Haris",NA +"180",2017-02-28,96,"12:40PM",53,"M","Dr Alaf Khan","Dentist","8 Unit Bridge+2 R.C.T",30000,8000,22000,"Dr Ammad",8000,"Haris",NA +"181",2017-02-28,90,NA,NA,"F","Dr Alaf Khan","Dental","Consultation",1000,1000,NA,"Dr Ammad",1000,"Saima",NA +"182",2017-02-28,151,"3:00PM",38,"F","Dr Alaf Khan","Dentist","R.C.T+Scalling+Crown",4500,4500,NA,"Dr Ammad",4500,"Haris",NA +"183",2017-02-28,139,"8:00PM",30,"M","Nursing Staff",NA,"X Ray",500,500,NA,"Dr Ammad",500,"Saima",NA +"184",2017-03-01,107,"5:00PM",17,"F","Dr Qurat ul Ain","Dentist","Extraction",1500,1500,NA,"Dr Ammad",1500,"Saima",NA +"185",2017-03-01,28,"6:00PM",3,"F","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Saima",NA +"186",2017-03-01,46,NA,17,"M","Nursing Staff",NA,"Dressing",500,500,NA,"Dr Ammad",200,"Saima",NA +"187",2017-03-01,25,"7:00PM",NA,"F","Dr Kinza Alam","Gynae","Consultation",1500,1500,NA,"Dr Ammad",500,"Saima",NA +"188",2017-03-01,24,"7:10PM",NA,"M","Dr Ammad","M/o","Consultation",500,500,NA,"Dr Ammad",500,"Saima",NA +"189",2017-03-02,140,"12:48PM",30,"F","Dr Alaf Khan","Dentist","4 Unit Bridge",8000,8000,NA,"Dr Ammad",8000,"Saima",NA +"190",2017-03-02,46,"3:00PM",17,"M","Nursing Staff",NA,"Injection",50,50,NA,"Dr Ammad",50,"Saima",NA +"191",2017-03-02,114,"7:05PM",26,"F","Dr Kinza Alam","Gynae","Consultation",1000,1000,NA,"Dr Ammad",300,"Saima",NA +"192",2017-03-02,3,NA,NA,NA,"Nursing Staff",NA,"Dressing",100,100,NA,"Dr Ammad",100,"Saima",NA +"193",2017-03-03,138,"11:20AM",45,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Saima",NA +"194",2017-03-03,107,"12:30PM",17,"F","Dr Alaf Khan","Dentist","R.C.T+Crown",8000,8000,NA,"Dr Ammad",8000,"Saima","3/9/2017" +"195",2017-03-03,34,"1:30PM",22,"M","Dr Alaf Khan","Dentist","Crown",2000,2000,NA,"Dr Ammad",2000,"Saima","3/8/2017" +"196",2017-03-03,133,"4:10PM",30,"F","Dr Ali","Child Specialist","Consultation",1000,1000,NA,"Dr Ammad",300,"Saima",NA +"197",2017-03-03,46,"5:45PM",17,"M","Nursing Staff",NA,"Dressing",300,300,NA,"Dr Ammad",300,"Saima",NA +"198",2017-03-03,74,"2:40PM",38,"M","Dr Waqar Azeem","Radiologist","USG KUB",1000,1000,NA,"Dr Ammad",300,"Sub KB",NA +"199",2017-03-05,46,NA,17,"M","Nursing Staff",NA,"Dressing",300,300,NA,"Dr Ammad",200,"Saima",NA +"200",2017-03-06,83,"1:20PM",34,"M","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Saima",NA +"201",2017-03-06,61,"5:30PM",28,"F","Dr Qurat ul Ain","Dentist","Consultation+X Ray",950,950,NA,"Dr Ammad",950,"Haris",NA +"202",2017-03-06,122,"7:00PM",78,"M","Nursing Staff",NA,"Injection",100,100,NA,"Dr Ammad",100,"Saima",NA +"203",2017-03-07,95,NA,56,"M","Dr Alaf Khan","Dentist","X Ray",300,300,NA,"Dr Ammad",300,"Saima",NA +"204",2017-03-07,69,"3:00PM",53,"M","Dr Alaf Khan","Dentist",NA,15000,15000,NA,"Dr Ammad",15000,"Mona",NA +"205",2017-03-07,146,NA,21,"M","Dr Ammad","M/o","Consultation",500,500,NA,"Dr Ammad",500,"Saima",NA +"206",2017-03-07,46,"7:40PM",17,"M","Nursing Staff",NA,"Dressing",200,200,NA,"Dr Ammad",200,"Saima",NA +"207",2017-03-07,32,"2:00PM",NA,"F","Nursing Staff",NA,"Coupety",300,300,NA,"Dr Ammad",300,"Saima",NA +"208",2017-03-07,122,"9:35PM",78,"M","Nursing Staff",NA,"Injection",100,100,NA,"Dr Ammad",100,"Sub KB",NA +"209",2017-03-08,148,"8:30PM",3,"F","Nursing Staff",NA,"Injection",100,100,NA,"Dr Ammad",100,"Ashfaq",NA +"210",2017-03-08,122,"10:00PM",76,"M","Nursing Staff",NA,"Injection",100,100,NA,"Dr Ammad",100,"Ashfaq",NA +"211",2017-03-08,10,"4:45PM",9,"F","Dr Qurat ul Ain","Dentist","Consultation+x Ray",650,650,NA,"Dr Ammad",650,"Saima",NA +"212",2017-03-08,76,"6:55PM",32,"M","Dr Paul","Dermatologist","Consultation",1500,1000,500,"Dr Ammad",300,"Mona",NA +"213",2017-03-08,1,"12:00PM",NA,"F","Nursing Staff",NA,"Injection",150,150,NA,"Dr Ammad",150,"Mona",NA +"214",2017-03-08,25,"7:30PM",NA,"F","Dr Kinza Alam","Gynae","Consultation",1500,1500,NA,"Dr Ammad",500,"Mona",NA +"215",2017-03-09,77,"12:00PM",24,"M","Dr Alaf Khan","Dentist","R.C.T",5000,2000,3000,"Dr Ammad",2000,"Haris","3/16/2017" +"216",2017-03-09,121,"9:00AM",3,"F","Nursing Staff",NA,"Injection",100,100,NA,"Dr Ammad",100,"Mona",NA +"217",2017-03-09,122,NA,76,"M","Nursing Staff",NA,"Injection",100,100,NA,"Dr Ammad",100,"Mona",NA +"218",2017-03-09,1,NA,NA,NA,"Nursing Staff",NA,"Cancelled",NA,NA,NA,"Dr Ammad",NA,"Saima",NA +"219",2017-03-09,18,"3:30PM",39,"M","Dr Alaf Khan","Dentist","Scalling+Polishing",4000,4000,NA,"Dr Ammad",4000,"Saima",NA +"220",2017-03-09,110,"6:00PM",30,"M","Dr Qurat ul Ain","Dentist","Consultation",200,200,NA,"Dr Ammad",200,"Saima",NA +"221",2017-03-10,122,"10:20AM",76,"M","Nursing Staff",NA,"Injection",100,100,NA,"Dr Ammad",100,"Zaheer",NA +"222",2017-03-10,105,"11:20PM",45,"F","Dr Shireen","M/o","Consultation",800,800,NA,"Dr Ammad",800,"Mona",NA diff --git a/Saba_Khi.R b/Saba_Khi.R new file mode 100644 index 0000000..884f5b2 --- /dev/null +++ b/Saba_Khi.R @@ -0,0 +1,181 @@ +library(dplyr) +library(tidyr) +library(lubridate) + +#Question 1 + +data <-read.csv("C:/Users/saba.ali/Desktop/Saba/hospitaldata.csv", strip.white = T, na.strings = c("-",""," ","\t","\n",NA), stringsAsFactors = F, header = TRUE) + +data <- rename(data, "Consulting_Doctor"=`Consulting..Doctor`, "Total_Charges"=`Total..Charges`, "Amount_Received"=`Amount..Received.`, "Amount_Balance"=`Amount..Balance`, "Amount_Received_By"=`Amount.Received.By`, "Amount_in_Hospital"=`Amount.in.Hospital`, "Receptionist_Name"=`Receptionist..Name`, "Next_Apt"=`Next.Apt`) + + +#Question 2 + + +data$Date <- as.Date(strptime(data$Date, "%a, %B %d, %Y")) +weekdays(as.Date(data$Date[which(table(data$Date) == max(table(data$Date)))])) + + +#Question 3 + + +data$Age <- as.numeric(gsub("[^0-9]",'',data$Age)) +mean(data$Age, na.rm = TRUE) + + +#Question 4 + + +x <- which(data$Age <=12) +length(x) + + +#Question 5 + + +data$Sex <- toupper(data$Sex) +m <- data%>% + group_by(Sex,Procedure)%>% + filter(Sex == 'M')%>% + tally(sort=T) +m + +f <- data%>% + group_by(Sex,Procedure)%>% + filter(Sex == 'F')%>% + tally(sort=T) +f + + +#Question 6 + + +data$Total_Charges <- as.numeric(data$Total_Charges) + +data%>% + group_by(Consulting_Doctor)%>% + summarize(sum=sum(Total_Charges))%>% + arrange(desc(sum)) + + +#Question 7 + + +data%>% + group_by(Procedure)%>% + summarize(sum=sum(Total_Charges))%>% + arrange(desc(sum)) + + +#Question 8 + + +time = hour(strptime(data$Time,'%I:%M %p')) +which.max(table(time)) + + +#Question 9 + +data %>% + mutate(time_bracket = ifelse(time >= 6 & time <= 12, "Morning", + ifelse(time > 12 & time <= 16, "Afternoon", + ifelse(time > 16 & time <= 19, "Evening", + ifelse(time > 19, "Night", NA))))) + + +#Question 10 + + +a <- data%>% + group_by(id)%>% + summarize(l = n())%>% + filter(l>1) +count(a) + + +#Question 11 + + +a <- data%>% + group_by(id)%>% + summarize(l = n())%>% + filter(l>1) +a + + +#Question 12 + + +a <- data%>% + group_by(id,Procedure)%>% + summarize(l = n())%>% + filter(l>1) +a + + +#Question 13 + + +f_age <- data%>% + filter(Sex == 'F')%>% + select(Age)%>% + summarize(median = median(Age,na.rm=T)) +f_age + +m_age <- data%>% + filter(Sex == 'M')%>% + select(Age)%>% + summarize(median = median(Age,na.rm=T)) +m_age + + +#Question 14 + + +data$Amount_Balance <- gsub(",", "", data$Amount_Balance, fixed = TRUE) +data$Amount_Balance <- gsub(".00", "", data$Amount_Balance, fixed = TRUE) +data$Amount_Balance <- as.integer(data$Amount_Balance, na.rm=T) + +total <- data%>% + select(Amount_Balance)%>% + summarize(sum = sum(Amount_Balance, na.rm=T)) +total + + +#Question 15 + + +money <- data%>% + filter(Procedure == 'Consultation')%>% + select(Total_Charges)%>% + summarize(sum = sum(Total_Charges,na.rm=T)) +money + + +#Question 16 + + +data %>% + select(Age,Total_Charges)%>% + filter(!is.na(Age),!is.na(Total_Charges))%>% + summarize(cor = cor(Age,Total_Charges)) + + +#Question 17 + + +hist(data$Age) + + +#Question 18 + + +money <- data%>% + filter(Procedure == 'X Ray'| Procedure == 'Scalling')%>% + select(Total_Charges)%>% + summarize(sum = sum(Total_Charges,na.rm=T)) +money + + +write.csv(data,"C:/Users/saba.ali/Desktop/SabaMohammadAli_Khi_r_assignment2/CleanData.csv") + diff --git a/Saba_Khi.html b/Saba_Khi.html new file mode 100644 index 0000000..1b8dfe7 --- /dev/null +++ b/Saba_Khi.html @@ -0,0 +1,1316 @@ + + + + + + + + + + + + + + +Saba_Khi.R + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + +
library(dplyr)
+
## 
+## Attaching package: 'dplyr'
+
## The following objects are masked from 'package:stats':
+## 
+##     filter, lag
+
## The following objects are masked from 'package:base':
+## 
+##     intersect, setdiff, setequal, union
+
library(tidyr)
+library(lubridate)
+
## 
+## Attaching package: 'lubridate'
+
## The following object is masked from 'package:base':
+## 
+##     date
+
#Question 1
+
+data <-read.csv("C:/Users/saba.ali/Desktop/Saba/hospitaldata.csv", strip.white = T, na.strings = c("-",""," ","\t","\n",NA), stringsAsFactors = F, header = TRUE)
+
+data <- rename(data, "Consulting_Doctor"=`Consulting..Doctor`, "Total_Charges"=`Total..Charges`, "Amount_Received"=`Amount..Received.`, "Amount_Balance"=`Amount..Balance`, "Amount_Received_By"=`Amount.Received.By`, "Amount_in_Hospital"=`Amount.in.Hospital`, "Receptionist_Name"=`Receptionist..Name`, "Next_Apt"=`Next.Apt`)
+
+
+#Question 2
+
+
+data$Date <- as.Date(strptime(data$Date, "%a, %B %d, %Y"))
+weekdays(as.Date(data$Date[which(table(data$Date) == max(table(data$Date)))]))
+
## [1] "Monday"
+
#Question 3
+
+
+data$Age <- as.numeric(gsub("[^0-9]",'',data$Age))
+mean(data$Age, na.rm = TRUE)
+
## [1] 32.57216
+
#Question 4
+
+
+x <- which(data$Age <=12)
+length(x)
+
## [1] 24
+
#Question 5
+
+
+data$Sex <- toupper(data$Sex)
+m <- data%>%
+  group_by(Sex,Procedure)%>%
+  filter(Sex == 'M')%>%
+  tally(sort=T)
+m
+
## Source: local data frame [29 x 3]
+## Groups: Sex [1]
+## 
+##      Sex          Procedure     n
+##    <chr>              <chr> <int>
+## 1      M       Consultation    37
+## 2      M              X Ray    11
+## 3      M          Injection     9
+## 4      M              Crown     6
+## 5      M           Dressing     5
+## 6      M Consultation+X Ray     4
+## 7      M    Laboratory Test     3
+## 8      M              R.C.T     3
+## 9      M           Scalling     3
+## 10     M         Extraction     2
+## # ... with 19 more rows
+
f <- data%>%
+  group_by(Sex,Procedure)%>%
+  filter(Sex == 'F')%>%
+  tally(sort=T)
+f
+
## Source: local data frame [30 x 3]
+## Groups: Sex [1]
+## 
+##      Sex      Procedure     n
+##    <chr>          <chr> <int>
+## 1      F   Consultation    46
+## 2      F     Extraction     8
+## 3      F          X Ray     4
+## 4      F      Injection     3
+## 5      F   Orthodontics     3
+## 6      F       Scalling     3
+## 7      F            USG     3
+## 8      F           <NA>     3
+## 9      F 22 Unit Bridge     2
+## 10     F  4 Unit Bridge     2
+## # ... with 20 more rows
+
#Question 6
+
+
+data$Total_Charges <- as.numeric(data$Total_Charges)
+
## Warning: NAs introduced by coercion
+
data%>%
+  group_by(Consulting_Doctor)%>%
+  summarize(sum=sum(Total_Charges))%>%
+  arrange(desc(sum))
+
## # A tibble: 23 × 2
+##    Consulting_Doctor   sum
+##                <chr> <dbl>
+## 1      Dr Kinza Alam 76700
+## 2            Dr Saad 52000
+## 3             Dr Ali 26100
+## 4    Dr Qurat ul Ain 20900
+## 5   Dr Riffat Naheed 18800
+## 6           Dr Irfan 11000
+## 7     Dr Waqar Azeem  6000
+## 8       Dr Saad Riaz  5700
+## 9       Brig Farrukh  3750
+## 10        Dr Shireen  3200
+## # ... with 13 more rows
+
#Question 7
+
+
+data%>%
+  group_by(Procedure)%>%
+  summarize(sum=sum(Total_Charges))%>%
+  arrange(desc(sum))
+
## # A tibble: 48 × 2
+##                         Procedure    sum
+##                             <chr>  <dbl>
+## 1                    Orthodontics 240000
+## 2                  22 Unit Bridge  69500
+## 3                       C Section  65000
+## 4                       Operation  50000
+## 5  RCT (4 teeth) Bridge (9 teeth)  48000
+## 6           8 Unit Bridge+2 R.C.T  30000
+## 7                           Crown  20000
+## 8                        Scalling  16500
+## 9                           R.C.T  15500
+## 10                     Extraction  14600
+## # ... with 38 more rows
+
#Question 8
+
+
+time = hour(strptime(data$Time,'%I:%M %p'))
+which.max(table(time))
+
## 13 
+##  5
+
#Question 9
+
+data %>%
+  mutate(time_bracket = ifelse(time >= 6 & time <= 12, "Morning",
+       ifelse(time > 12 & time <= 16, "Afternoon",
+              ifelse(time > 16 & time <= 19, "Evening",
+                     ifelse(time > 19, "Night", NA)))))
+
##           Date  id    Time Age  Sex Consulting_Doctor          Specialty
+## 1   2017-01-01 101   11:00  40    F     Dr Kinza Alam              Gynae
+## 2   2017-01-02 150 10:45AM  26    M     Nursing Staff               <NA>
+## 3   2017-01-02  58 12:38PM  30    F  Dr Riffat Naheed    Psychotherapist
+## 4   2017-01-02  75  1:00PM  40    M  Dr Riffat Naheed    Psychotherapist
+## 5   2017-01-02  97  2:45PM  27    M  Dr Riffat Naheed    Psychotherapist
+## 6   2017-01-02 101  3:00PM  40    F     Dr Kinza Alam              Gynae
+## 7   2017-01-02  26  3:28PM  43    M         Dr Saniya                M/o
+## 8   2017-01-02 149  3:45PM  28    F         Dr Fakiha            Dentist
+## 9   2017-01-02  20  3:45PM   2    F         Dr Fakiha            Dentist
+## 10  2017-01-02  72  5:00PM  40    M         Dr Fakiha            Dentist
+## 11  2017-01-02  54  5:00PM  32    F         Dr Saniya                M/o
+## 12  2017-01-02 149  5:30PM  28    F         Dr Fakiha            Dentist
+## 13  2017-01-03 120  1:00PM  76    F         Dr Saniya                M/o
+## 14  2017-01-03 120  3:25PM  75    F         Dr Saniya                M/o
+## 15  2017-01-03  20  6:10PM  36    F     Dr Kinza Alam              Gynae
+## 16  2017-01-04  40 11:45PM  42    F      Dr Alaf Khan            Dentist
+## 17  2017-01-04 134 12:40PM  23    F      Dr Alaf Khan            Dentist
+## 18  2017-01-04  86  8:10PM  48    F     Dr Kinza Alam              Gynae
+## 19  2017-01-04 114  8:30PM  25    F     Dr Kinza Alam              Gynae
+## 20  2017-01-05 155 12:40PM  50    F      Dr Alaf Khan            Dentist
+## 21  2017-01-05  45  2:00PM  60    F      Dr Alaf Khan            Dentist
+## 22  2017-01-05   4  2:00PM  NA    M          Dr Irfan    General Surgeon
+## 23  2017-01-06  38 12:30PM  NA    M  Dr Riffat Naheed    Psychotherapist
+## 24  2017-01-06 130  1:00PM  26    M  Dr Riffat Naheed    Psychotherapist
+## 25  2017-01-06  97  1:30PM  27    M  Dr Riffat Naheed    Psychotherapist
+## 26  2017-01-06  50    <NA>  NA    M      Dr Alaf Khan            Dentist
+## 27  2017-01-06  78  8:15PM  57    F            Dr Ali         Orthopedic
+## 28  2017-01-07   1    <NA>  NA <NA>     Nursing Staff               <NA>
+## 29  2017-01-09  48 12:36PM  39    F      Dr Alaf Khan            Dentist
+## 30  2017-01-09  79  1:30PM   6    F      Dr Alaf Khan            Dentist
+## 31  2017-01-09 116  2:30PM  26    M      Dr Alaf Khan            Dentist
+## 32  2017-01-09  45  3:15PM  60    F      Dr Alaf Khan            Dentist
+## 33  2017-01-09  67  5:20PM  26    M      Dr Alaf Khan            Dentist
+## 34  2017-01-09  36  5:30PM   5    F      Dr Alaf Khan            Dentist
+## 35  2017-01-10  17  3:50PM  40    M      Dr Alaf Khan            Dentist
+## 36  2017-01-10  84  6:00PM   9    F          Dr Irfan    General Surgeon
+## 37  2017-01-10   1    <NA>  NA <NA>     Nursing Staff               <NA>
+## 38  2017-01-11  57    <NA>  30    F      Dr Alaf Khan            Dentist
+## 39  2017-01-11 119  3:00PM  40    F         Dr Ammara              Gynae
+## 40  2017-01-11 145  4:30PM  29    M      Dr Alaf Khan            Dentist
+## 41  2017-01-11  92  4:30PM  39    F      Dr Alaf Khan            Dentist
+## 42  2017-01-12  63 10:45AM  50    M      Dr Alaf Khan            Dentist
+## 43  2017-01-12  63 02:00PM  50    M      Dr Alaf Khan            Dentist
+## 44  2017-01-12  63 02:00PM  50    M         Brig Asif Medical Specialist
+## 45  2017-01-13  45 11:20AM  60    F      Dr Alaf Khan            Dentist
+## 46  2017-01-13 145  3:00PM  29    M         Dr Fakiha            Dentist
+## 47  2017-01-13  70  8:00PM  48    M      Brig Farrukh       Anaesthetist
+## 48  2017-01-14  88  4:30PM  45    F         Dr Fakiha            Dentist
+## 49  2017-01-14  40  6:30PM  42    F         Dr Fakiha            Dentist
+## 50  2017-01-15  42  9:00PM  29    F     Nursing Staff               <NA>
+## 51  2017-01-16   7    <NA>  26    M     Nursing Staff               <NA>
+## 52  2017-01-16 106  1:30PM  34    M      Dr Alaf Khan            Dentist
+## 53  2017-01-16  22  6:00PM  50    F         Dr Zubair                M/o
+## 54  2017-01-16  88  6:20PM  45    F         Dr Fakiha            Dentist
+## 55  2017-01-17  52 11:25AM  30    M      Dr Alaf Khan            Dentist
+## 56  2017-01-17  17 11:15AM  40    M      Dr Alaf Khan            Dentist
+## 57  2017-01-17  17  1:10PM  40    M         Brig Asif Medical Specialist
+## 58  2017-01-17 136  3:30PM  29    M         Dr Fakiha            Dentist
+## 59  2017-01-17  27  6:15PM  27    M         Dr Fakiha            Dentist
+## 60  2017-01-18  71  9:40PM  23    M      Dr Alaf Khan            Dentist
+## 61  2017-01-18  12 12:00PM  60    F      Dr Alaf Khan            Dentist
+## 62  2017-01-18 127  2:00PM  52    F      Dr Alaf Khan            Dentist
+## 63  2017-01-18  82  5:00PM  21    M         Dr Zubair                M/o
+## 64  2017-01-19 103    <NA>  32    M     Nursing Staff               <NA>
+## 65  2017-01-19  31 11:00AM  58    F      Dr Alaf Khan            Dentist
+## 66  2017-01-19   1    <NA>  NA <NA>     Nursing Staff               <NA>
+## 67  2017-01-19   1    <NA>  NA <NA>     Nursing Staff               <NA>
+## 68  2017-01-20   1    <NA>  NA <NA>     Nursing Staff               <NA>
+## 69  2017-01-21 131 10:15AM  26    F      Dr Alaf Khan            Dentist
+## 70  2017-01-21 101  1:20PM  40    F     Dr Kinza Alam              Gynae
+## 71  2017-01-21 145  1:30PM  29    M         Dr Fakiha            Dentist
+## 72  2017-01-23 144 12:15PM  33    M  Dr Riffat Naheed    Psychotherapist
+## 73  2017-01-23  37  1:00PM  30    F  Dr Riffat Naheed    Psychotherapist
+## 74  2017-01-23 135  1:15PM  28    F  Dr Riffat Naheed    Psychotherapist
+## 75  2017-01-23  59  4:50PM  10    M            Dr Ali   Child Specialist
+## 76  2017-01-24 130  1:00PM  26    M  Dr Riffat Naheed    Psychotherapist
+## 77  2017-01-24 104  1:15PM  19    M  Dr Riffat Naheed    Psychotherapist
+## 78  2017-01-24  98  2:10PM  53    F           Dr Saad         Orthopedic
+## 79  2017-01-24 102  1:30PM  30    M  Dr Riffat Naheed    Psychotherapist
+## 80  2017-01-25  59    <NA>  10    M     Nursing Staff               <NA>
+## 81  2017-01-25   1    <NA>  NA <NA>     Nursing Staff               <NA>
+## 82  2017-01-26  73 12:50PM  55    M      Dr Alaf Khan            Dentist
+## 83  2017-01-26 116  3:30PM  26    M      Dr Alaf Khan            Dentist
+## 84  2017-01-26 125  5:40PM  30    F      Dr Alaf Khan            Dentist
+## 85  2017-01-26   1    <NA>  NA <NA>     Nursing Staff               <NA>
+## 86  2017-01-26   1    <NA>  NA <NA>     Nursing Staff               <NA>
+## 87  2017-01-26   1    <NA>  NA <NA>     Nursing Staff               <NA>
+## 88  2017-01-28 129    <NA>  28    M            Dr Ali   Child Specialist
+## 89  2017-01-28  85  6:45PM  NA    F          Dr Irfan    General Surgeon
+## 90  2017-01-28 147  9:45PM   9    M     Nursing Staff               <NA>
+## 91  2017-01-29   1    <NA>  NA <NA>     Nursing Staff               <NA>
+## 92  2017-01-30 140  1:00PM  28    F      Dr Alaf Khan            Dentist
+## 93  2017-01-30  39  1:30PM  47    M      Dr Alaf Khan            Dentist
+## 94  2017-01-30 124  5:40PM  49    F         Brig Asif Medical Specialist
+## 95  2017-01-30   8  5:35PM  19    M   Dr Qurat ul Ain            Dentist
+## 96  2017-01-30  51  6:00PM  31    M   Dr Qurat ul Ain            Dentist
+## 97  2017-01-31 152  5:30PM   7    F         Dr Fakiha            Dentist
+## 98  2017-01-31  21  6:30PM  26    M         Dr Zubair                M/o
+## 99  2017-01-31 115  6:50PM   8    F   Dr Qurat ul Ain            Dentist
+## 100 2017-02-01 109  2:10PM  28    F      Dr Alaf Khan            Dentist
+## 101 2017-02-01 153  2:10PM  17    F      Dr Alaf Khan            Dentist
+## 102 2017-02-01  62  1:00PM  54    M      Dr Alaf Khan            Dentist
+## 103 2017-02-01 111  1:40PM  35    F  Col Ulfat Ellahi                ENT
+## 104 2017-02-01 142  6:00PM  45    M   Dr Qurat ul Ain            Dentist
+## 105 2017-02-02 117 12:00PM  30    F        Dr Shireen                M/o
+## 106 2017-02-02 140  1:00PM  30    F      Dr Alaf Khan            Dentist
+## 107 2017-02-02 100  1:25PM  23    F      Dr Alaf Khan            Dentist
+## 108 2017-02-03 133  4:45PM  27    F      Dr Alaf Khan            Dentist
+## 109 2017-02-03  44  8:00PM   6    M            Dr Ali   Child Specialist
+## 110 2017-02-04  35  4:00PM   2    F   Dr Qurat ul Ain            Dentist
+## 111 2017-02-04 150  4:00PM  30    M   Dr Qurat ul Ain            Dentist
+## 112 2017-02-06 118  7:30PM  32    F     Dr Kinza Alam              Gynae
+## 113 2017-02-06 114  7:45PM  25    F     Dr Kinza Alam              Gynae
+## 114 2017-02-06  49  1:30PM  80    M            Dr Ali   Child Specialist
+## 115 2017-02-06 126  1:30PM  70    F      Dr Alaf Khan            Dentist
+## 116 2017-02-06 141  4:00PM  20    M  Dr Riffat Naheed    Psychotherapist
+## 117 2017-02-06  17  6:15PM  23    M          Dr Ammad                M/o
+## 118 2017-02-07  12 12:00PM  60    F      Dr Alaf Khan            Dentist
+## 119 2017-02-07  60  1:10PM  50    M      Dr Alaf Khan            Dentist
+## 120 2017-02-07 140  2:15PM  30    F      Dr Alaf Khan            Dentist
+## 121 2017-02-07  41  6:00PM  13    M   Dr Qurat ul Ain            Dentist
+## 122 2017-02-07  87  8:00PM  30    F   Dr Qurat ul Ain            Dentist
+## 123 2017-02-08 132 10:13AM  13    M      Dr Alaf Khan            Dentist
+## 124 2017-02-08 132 12:00PM  13    M      Dr Alaf Khan            Dentist
+## 125 2017-02-08  13 12:00PM  39    F           Dr Saad         Orthopedic
+## 126 2017-02-08 109  2:40PM  28    F      Dr Alaf Khan            Dentist
+## 127 2017-02-08 109  2:40PM  28    F      Dr Alaf Khan            Dentist
+## 128 2017-02-08 153  2:40PM  17    F      Dr Alaf Khan            Dentist
+## 129 2017-02-08  43 10:00AM  27    M      Dr Alaf Khan            Dentist
+## 130 2017-02-10   5  9:30AM  57    M      Dr Alaf Khan            Dentist
+## 131 2017-02-10  14  6:30PM   6    M     Nursing Staff               <NA>
+## 132 2017-02-10 123  7:00PM  18    M   Dr Qurat ul Ain            Dentist
+## 133 2017-02-11 137 12:00PM  25    M            Dr Ali   Child Specialist
+## 134 2017-02-11  91  4:20PM  50    F   Dr Qurat ul Ain            Dentist
+## 135 2017-02-11  23  5:57PM  NA    F   Dr Qurat ul Ain            Dentist
+## 136 2017-02-11 154  6:15PM  19    F   Dr Qurat ul Ain            Dentist
+## 137 2017-02-12 112  7:15PM  39    M           Dr Saad         Orthopedic
+## 138 2017-02-12  81 12:00PM   6    F      Dr Alaf Khan            Dentist
+## 139 2017-02-13  15 11:20AM  40    M    Dr Waqar Azeem        Radiologist
+## 140 2017-02-13 112  3:40PM  39    M           Dr Saad         Orthopedic
+## 141 2017-02-13   9  7:00PM  20    F   Dr Qurat ul Ain            Dentist
+## 142 2017-02-13   2    <NA>  NA <NA>            Dr Ali   Child Specialist
+## 143 2017-02-14 113  2:30PM  14    M      Dr Saad Riaz         Orthopedic
+## 144 2017-02-14   4  3:00PM  NA    M     Nursing Staff               <NA>
+## 145 2017-02-14  19  7:02PM   6    F    Dr Waqar Azeem        Radiologist
+## 146 2017-02-15 118 11:40AM  24    F      Dr Alaf Khan            Dentist
+## 147 2017-02-15  94  4:45PM   3    M            Dr Ali   Child Specialist
+## 148 2017-02-15  64  6:15PM  23    M          Dr Ammad                M/o
+## 149 2017-02-17  29  4:10PM  29    M      Dr Alaf Khan            Dentist
+## 150 2017-02-17  66  5:30PM  55    M      Dr Alaf Khan            Dentist
+## 151 2017-02-17 107  6:30PM  30    F     Nursing Staff               <NA>
+## 152 2017-02-18 108  6:20PM  NA    M            Dr Ali   Child Specialist
+## 153 2017-02-18  30  6:10PM  30    F   Dr Qurat ul Ain            Dentist
+## 154 2017-02-18  94 11:30AM   3    M     Nursing Staff               <NA>
+## 155 2017-02-19  55  2:45PM  NA    M   Dr Qurat ul Ain            Dentist
+## 156 2017-02-20 132    <NA>  13    M      Dr Alaf Khan            Dentist
+## 157 2017-02-20  68  1:25PM  10    M        Dr Shireen                M/o
+## 158 2017-02-20  80  2:00PM  30    F        Dr Shireen                M/o
+## 159 2017-02-20  99  7:00PM  45    F    Dr Saima Shams        Radiologist
+## 160 2017-02-20  94 10:15PM   3    M     Nursing Staff               <NA>
+## 161 2017-02-21 151  1:00PM  38    M      Dr Alaf Khan            Dentist
+## 162 2017-02-21  53  6:00PM  20    F    Dr Waqar Azeem        Radiologist
+## 163 2017-02-21  11  7:11PM   2    F            Dr Ali   Child Specialist
+## 164 2017-02-21  94 10:10PM   3    M     Nursing Staff               <NA>
+## 165 2017-02-21  64    <NA>  NA <NA>     Nursing Staff               <NA>
+## 166 2017-02-22 100  3:00PM  23    F      Dr Alaf Khan            Dentist
+## 167 2017-02-22  16  4:30PM  26    M         Dr Mumtaz    General Surgeon
+## 168 2017-02-22   6  5:00PM  35    M    Dr Waqar Azeem        Radiologist
+## 169 2017-02-23  33  1:55PM  22    M      Dr Alaf Khan            Dentist
+## 170 2017-02-23  89  1:50PM  65    F      Dr Saad Riaz         Orthopedic
+## 171 2017-02-23  13  2:00PM  45    F      Dr Saad Riaz         Orthopedic
+## 172 2017-02-23  47  3:00PM  21    F  Dr Riffat Naheed    Psychotherapist
+## 173 2017-02-24  80  9:30PM  30    F        Dr Mehwish              Gynae
+## 174 2017-02-25 128  3:45PM  64    F   Dr Qurat ul Ain            Dentist
+## 175 2017-02-25  93  4:00PM  40    F            Dr Ali   Child Specialist
+## 176 2017-02-27 143 11:30AM  52    F      Dr Alaf Khan            Dentist
+## 177 2017-02-27  56 12:20PM  55    F      Dr Alaf Khan            Dentist
+## 178 2017-02-27  96    <NA>  54    M   Dr Qurat ul Ain            Dentist
+## 179 2017-02-28  65 10:30PM  30    M     Nursing Staff               <NA>
+## 180 2017-02-28  96 12:40PM  53    M      Dr Alaf Khan            Dentist
+## 181 2017-02-28  90    <NA>  NA    F      Dr Alaf Khan             Dental
+## 182 2017-02-28 151  3:00PM  38    F      Dr Alaf Khan            Dentist
+## 183 2017-02-28 139  8:00PM  30    M     Nursing Staff               <NA>
+## 184 2017-03-01 107  5:00PM  17    F   Dr Qurat ul Ain            Dentist
+## 185 2017-03-01  28  6:00PM   3    F   Dr Qurat ul Ain            Dentist
+## 186 2017-03-01  46    <NA>  17    M     Nursing Staff               <NA>
+## 187 2017-03-01  25  7:00PM  NA    F     Dr Kinza Alam              Gynae
+## 188 2017-03-01  24  7:10PM  NA    M          Dr Ammad                M/o
+## 189 2017-03-02 140 12:48PM  30    F      Dr Alaf Khan            Dentist
+## 190 2017-03-02  46  3:00PM  17    M     Nursing Staff               <NA>
+## 191 2017-03-02 114  7:05PM  26    F     Dr Kinza Alam              Gynae
+## 192 2017-03-02   3    <NA>  NA <NA>     Nursing Staff               <NA>
+## 193 2017-03-03 138 11:20AM  45    F      Dr Alaf Khan            Dentist
+## 194 2017-03-03 107 12:30PM  17    F      Dr Alaf Khan            Dentist
+## 195 2017-03-03  34  1:30PM  22    M      Dr Alaf Khan            Dentist
+## 196 2017-03-03 133  4:10PM  30    F            Dr Ali   Child Specialist
+## 197 2017-03-03  46  5:45PM  17    M     Nursing Staff               <NA>
+## 198 2017-03-03  74  2:40PM  38    M    Dr Waqar Azeem        Radiologist
+## 199 2017-03-05  46    <NA>  17    M     Nursing Staff               <NA>
+## 200 2017-03-06  83  1:20PM  34    M      Dr Alaf Khan            Dentist
+## 201 2017-03-06  61  5:30PM  28    F   Dr Qurat ul Ain            Dentist
+## 202 2017-03-06 122  7:00PM  78    M     Nursing Staff               <NA>
+## 203 2017-03-07  95    <NA>  56    M      Dr Alaf Khan            Dentist
+## 204 2017-03-07  69  3:00PM  53    M      Dr Alaf Khan            Dentist
+## 205 2017-03-07 146    <NA>  21    M          Dr Ammad                M/o
+## 206 2017-03-07  46  7:40PM  17    M     Nursing Staff               <NA>
+## 207 2017-03-07  32  2:00PM  NA    F     Nursing Staff               <NA>
+## 208 2017-03-07 122  9:35PM  78    M     Nursing Staff               <NA>
+## 209 2017-03-08 148  8:30PM   3    F     Nursing Staff               <NA>
+## 210 2017-03-08 122 10:00PM  76    M     Nursing Staff               <NA>
+## 211 2017-03-08  10  4:45PM   9    F   Dr Qurat ul Ain            Dentist
+## 212 2017-03-08  76  6:55PM  32    M           Dr Paul      Dermatologist
+## 213 2017-03-08   1 12:00PM  NA    F     Nursing Staff               <NA>
+## 214 2017-03-08  25  7:30PM  NA    F     Dr Kinza Alam              Gynae
+## 215 2017-03-09  77 12:00PM  24    M      Dr Alaf Khan            Dentist
+## 216 2017-03-09 121  9:00AM   3    F     Nursing Staff               <NA>
+## 217 2017-03-09 122    <NA>  76    M     Nursing Staff               <NA>
+## 218 2017-03-09   1    <NA>  NA <NA>     Nursing Staff               <NA>
+## 219 2017-03-09  18  3:30PM  39    M      Dr Alaf Khan            Dentist
+## 220 2017-03-09 110  6:00PM  30    M   Dr Qurat ul Ain            Dentist
+## 221 2017-03-10 122 10:20AM  76    M     Nursing Staff               <NA>
+## 222 2017-03-10 105 11:20PM  45    F        Dr Shireen                M/o
+##                          Procedure Total_Charges Amount_Received
+## 1                        C Section         30000           30000
+## 2                         Dressing          1500            1500
+## 3                     Consultation          1000            1000
+## 4                     Consultation          1500            1500
+## 5                     Consultation          2000            2000
+## 6                        C Section         35000           35000
+## 7                     Consultation          2000            2000
+## 8                     Consultation           500             500
+## 9                     Consultation            NA              NA
+## 10                    Consultation           500             500
+## 11                    Consultation          2000            2000
+## 12                         Filling          2000            2000
+## 13                 Laboratory Test            NA              NA
+## 14                            <NA>            NA              NA
+## 15                    Consultation          1500            1500
+## 16            Consultation+Denture          1500            1500
+## 17                    Consultation           500             500
+## 18                    Consultation          1500            1500
+## 19                    Consultation          1000            1000
+## 20                      Extraction          2000            2000
+## 21                   R.P.D + Crown          4000            4000
+## 22         Consultation + Dressing          5000            5000
+## 23                    Consultation          1000            1000
+## 24                    Consultation          1000            1000
+## 25                    Consultation          1000            1000
+## 26                    Consultation           500             500
+## 27                    Consultation          6000            6000
+## 28                        Pharmacy            NA              NA
+## 29                    Consultation           500             500
+## 30                    Consultation           500             500
+## 31                           X Ray           300             300
+## 32                   R.P.D + Crown          7000            7000
+## 33              Consultation+X Ray           800             800
+## 34                    Consultation           250             250
+## 35  RCT (4 teeth) Bridge (9 teeth)         10000           10000
+## 36          Consultation +   X Ray          3000            3000
+## 37                        Pharmacy            NA              NA
+## 38                 Laboratory Test            NA              NA
+## 39              Consultation + USG          1500            1500
+## 40                           Crown          3000            3000
+## 41                    Consultation           500             500
+## 42                    Consultation           500             500
+## 43                        Scalling          3000            3000
+## 44                    Consultation           500             500
+## 45                       Polishing           500             500
+## 46                           Crown          1500            1500
+## 47                    Consultation          3750            3750
+## 48                Filling + X Rays          2600            2600
+## 49        Denture+Scalling+Filling          5500            5500
+## 50                        Pharmacy           900             900
+## 51                 Laboratory Test            NA              NA
+## 52                           Crown          5000            5000
+## 53                    Consultation          1000            1000
+## 54                      Extraction          2500            2500
+## 55                             RCT          3000            3000
+## 56  RCT (4 teeth) Bridge (9 teeth)         38000           38000
+## 57                    Consultation          1000            1000
+## 58                        Scalling          4000            4000
+## 59                         Filling          2000            2000
+## 60                           X Ray           300             300
+## 61                  22 Unit Bridge         25500           25500
+## 62                      Extraction          1000            1000
+## 63                    Consultation           500             500
+## 64                 Laboratory Test            NA              NA
+## 65                    Consultation           500             500
+## 66                        Pharmacy            NA              NA
+## 67                        Pharmacy            NA              NA
+## 68                        Pharmacy            NA              NA
+## 69                           X Ray           300             300
+## 70                    Consultation          1200            1200
+## 71                           Crown           500             500
+## 72                    Consultation          1000            1000
+## 73                    Consultation          1000            1000
+## 74                    Consultation          2000            2000
+## 75          Consultation+ER Retain          2800            2800
+## 76                    Consultation           800             800
+## 77                    Consultation          2000            2000
+## 78                    Consultation          1000            1000
+## 79                    Consultation          1000            1000
+## 80                 Laboratory Test            NA              NA
+## 81                        Pharmacy            NA              NA
+## 82              Consultation+X Ray           700             700
+## 83                           X Ray           300             300
+## 84                    Consultation           500             500
+## 85                        Pharmacy            NA              NA
+## 86                        Pharmacy            NA              NA
+## 87                        Pharmacy            NA              NA
+## 88                    Consultation          1150            1150
+## 89                            <NA>          3000            3000
+## 90                    Consultation          1000            1000
+## 91                        Pharmacy            NA              NA
+## 92                    Consultation           500             500
+## 93                           X Ray           300             300
+## 94                Consultation+ECG          1300            1300
+## 95              Consultation+X Ray           800             800
+## 96                    Consultation           500             500
+## 97                         Filling          1000            1000
+## 98                    Consultation           200             200
+## 99                      Extraction          1500            1500
+## 100                          R.C.T          2000            2000
+## 101                   Orthodontics         10000           10000
+## 102                       Scalling          2000            2000
+## 103                   Consultation          1000            1000
+## 104                     Extraction          2000            2000
+## 105                   Consultation           500             500
+## 106                     Extraction          1000            1000
+## 107                   Consultation           500             500
+## 108                          X Ray           500             500
+## 109                   Consultation          1000            1000
+## 110                   Consultation           500             500
+## 111                   Consultation           500             500
+## 112               Consultation+USG          1500            1500
+## 113                   Consultation          1000            1000
+## 114            Consultation+Retain          3500            3500
+## 115                       Scalling          3000            3000
+## 116                   Consultation          2000            2000
+## 117                   Consultation           200             200
+## 118                 22 Unit Bridge         44000           30000
+## 119                   Consultation           500             500
+## 120                  4 Unit Bridge          3000            3000
+## 121                          X Ray           500             500
+## 122                   Consultation           500             500
+## 123                   Consultation           500             500
+## 124                          R.C.T          3500            3500
+## 125                   Consultation          1000            1000
+## 126                          R.C.T          2000            2000
+## 127                          Crown          3000              NA
+## 128                   Orthodontics        110000           20000
+## 129             Consultation+X Ray           800             800
+## 130                          X Ray           300             300
+## 131                          X Ray           300             300
+## 132                        Filling          1500            1500
+## 133                   Consultation          1000            1000
+## 134                       Scalling          2500            2500
+## 135                   Consultation          1000            1000
+## 136                       Scalling          2000            2000
+## 137                      Operation         35000           35000
+## 138             Consultation+X Ray           700             700
+## 139                    USG Abdomen          1000            1000
+## 140                      Operation         15000           15000
+## 141                   Consultation           500             500
+## 142                   Consultation          1500            1500
+## 143                            Pop          3700            3700
+## 144                      Er Retain           300             300
+## 145                            USG          2000            2000
+## 146                          X Ray           400             400
+## 147        Consultation + Nebulize          1150            1150
+## 148                   Consultation           200             200
+## 149                          X Ray           200             200
+## 150                     Extraction          1000            1000
+## 151                          X Ray          1000            1000
+## 152                   Consultation          3000            3000
+## 153                     Extraction          1500            1500
+## 154                      Injection           300             300
+## 155                          X Ray           300             300
+## 156                          Crown          5000            5000
+## 157                        Stiches           700             700
+## 158                   Consultation          1200            1200
+## 159                            USG          1500            1500
+## 160                      Injection           300             300
+## 161           R.C.T+Scalling+Crown          5000            5000
+## 162                            USG          1000            1000
+## 163                   Consultation          1000            1000
+## 164                      Injection           300             300
+## 165                       Medicine           100             100
+## 166                   Orthodontics        120000           30000
+## 167                   Consultation          1000            1000
+## 168                            USG          1000            1000
+## 169                          R.C.T          3000            3000
+## 170                   Consultation          1000            1000
+## 171                   Consultation          1000            1000
+## 172                   Consultation          1500            1500
+## 173                   Consultation          1000            1000
+## 174                   Consultation           500             500
+## 175                           <NA>          3000            3000
+## 176                   Consultation           500             500
+## 177                     Extraction           600             600
+## 178                   Consultation           500             500
+## 179                            BSR            50              50
+## 180          8 Unit Bridge+2 R.C.T         30000            8000
+## 181                   Consultation          1000            1000
+## 182           R.C.T+Scalling+Crown          4500            4500
+## 183                          X Ray           500             500
+## 184                     Extraction          1500            1500
+## 185                   Consultation           500             500
+## 186                       Dressing           500             500
+## 187                   Consultation          1500            1500
+## 188                   Consultation           500             500
+## 189                  4 Unit Bridge          8000            8000
+## 190                      Injection            50              50
+## 191                   Consultation          1000            1000
+## 192                       Dressing           100             100
+## 193                   Consultation           500             500
+## 194                    R.C.T+Crown          8000            8000
+## 195                          Crown          2000            2000
+## 196                   Consultation          1000            1000
+## 197                       Dressing           300             300
+## 198                        USG KUB          1000            1000
+## 199                       Dressing           300             300
+## 200                   Consultation           500             500
+## 201             Consultation+X Ray           950             950
+## 202                      Injection           100             100
+## 203                          X Ray           300             300
+## 204                           <NA>         15000           15000
+## 205                   Consultation           500             500
+## 206                       Dressing           200             200
+## 207                        Coupety           300             300
+## 208                      Injection           100             100
+## 209                      Injection           100             100
+## 210                      Injection           100             100
+## 211             Consultation+x Ray           650             650
+## 212                   Consultation          1500            1000
+## 213                      Injection           150             150
+## 214                   Consultation          1500            1500
+## 215                          R.C.T          5000            2000
+## 216                      Injection           100             100
+## 217                      Injection           100             100
+## 218                      Cancelled            NA              NA
+## 219             Scalling+Polishing          4000            4000
+## 220                   Consultation           200             200
+## 221                      Injection           100             100
+## 222                   Consultation           800             800
+##     Amount_Balance             Amount_Received_By Amount_in_Hospital
+## 1             <NA>                     Mrs Shamsa                 NA
+## 2             <NA>                      Dr Saniya                 NA
+## 3             <NA>                     Mrs Shamsa                300
+## 4             <NA>                     Mrs Shamsa                450
+## 5             <NA>                     Mrs Shamsa                600
+## 6             <NA>                      Dr Saniya                 NA
+## 7             <NA>                      Dr Saniya                 NA
+## 8             <NA>                     Mrs Shamsa                500
+## 9             <NA>                           <NA>                 NA
+## 10            <NA>                     Mrs Shamsa                500
+## 11            <NA>                      Dr Saniya                 NA
+## 12            <NA>                     Mrs Shamsa               2000
+## 13            <NA>                           <NA>                 NA
+## 14            <NA>                           <NA>                 NA
+## 15            <NA>                     Mrs Shamsa                450
+## 16            <NA>                   Brig Farrukh                 NA
+## 17            <NA>                   Brig Farrukh                500
+## 18            <NA>                   Brig Farrukh                450
+## 19            <NA>                   Brig Farrukh                300
+## 20            <NA>                   Brig Farrukh               2000
+## 21            <NA>                   Brig Farrukh               4000
+## 22            <NA>                   Brig Farrukh               4000
+## 23            <NA>                     Mrs Shamsa                300
+## 24            <NA>                     Mrs Shamsa                300
+## 25            <NA>                     Mrs Shamsa                300
+## 26            <NA>                     Mrs Shamsa                500
+## 27            <NA>                     Mrs Shamsa               3000
+## 28            <NA>                           <NA>                 NA
+## 29            <NA>                     Mrs Shamsa                500
+## 30            <NA>                     Mrs Shamsa                500
+## 31            <NA>                     Mrs Shamsa                300
+## 32            <NA>                     Mrs Shamsa               7000
+## 33            <NA>                     Mrs Shamsa                800
+## 34            <NA>                     Mrs Shamsa                250
+## 35            <NA>                     Mrs Shamsa                 NA
+## 36            <NA>                     Mrs Shamsa               3000
+## 37            <NA>                           <NA>                 NA
+## 38            <NA>                     Mrs Shamsa                 NA
+## 39            <NA>                     Mrs Shamsa                500
+## 40            <NA>                     Mrs Shamsa                 NA
+## 41            <NA>                     Mrs Shamsa                500
+## 42            <NA>                     Mrs Shamsa                500
+## 43            <NA>                     Mrs Shamsa               3000
+## 44            <NA>                     Mrs Shamsa                150
+## 45            <NA>                     Mrs Shamsa                500
+## 46            <NA>                     Mrs Shamsa               1500
+## 47            <NA>                       Dr Ammad               3750
+## 48            <NA>                       Dr Ammad               2600
+## 49            <NA>                       Dr Ammad               5500
+## 50            <NA>                        Dilshad                900
+## 51            <NA>                           <NA>                 NA
+## 52            <NA>                       Dr Ammad               5000
+## 53            <NA>                       Dr Ammad                400
+## 54            <NA>                       Dr Ammad               2500
+## 55            <NA>                     Mrs Shamsa               3000
+## 56            <NA>                     Mrs Shamsa              38000
+## 57            <NA>                     Mrs Shamsa                300
+## 58            <NA>                     Mrs Shamsa               4000
+## 59            <NA>                     Mrs Shamsa               2000
+## 60            <NA>                           <NA>                300
+## 61            <NA>                           <NA>              25500
+## 62            <NA>                           <NA>               1000
+## 63            <NA>                           <NA>                500
+## 64            <NA>                           <NA>                 NA
+## 65            <NA>                     Mrs Shamsa                500
+## 66            <NA>                           <NA>                 NA
+## 67            <NA>                           <NA>                 NA
+## 68            <NA>                           <NA>                 NA
+## 69            <NA>                     Mrs Shamsa                300
+## 70            <NA>                     Mrs Shamsa                360
+## 71            <NA>                     Mrs Shamsa                500
+## 72            <NA>                     Mrs Shamsa                300
+## 73            <NA>                     Mrs Shamsa                300
+## 74            <NA>                     Mrs Shamsa                600
+## 75            <NA>                     Mrs Shamsa               1600
+## 76            <NA>                     Mrs Shamsa                240
+## 77            <NA>                     Mrs Shamsa                600
+## 78            <NA>                     Mrs Shamsa                600
+## 79            <NA>                     Mrs Shamsa                300
+## 80            <NA>                           <NA>                 NA
+## 81            <NA>                           <NA>                 NA
+## 82            <NA>                           <NA>                700
+## 83            <NA>                           <NA>                300
+## 84            <NA>                           <NA>                500
+## 85            <NA>                           <NA>                 NA
+## 86            <NA>                           <NA>                 NA
+## 87            <NA>                           <NA>                 NA
+## 88            <NA>                     Mrs Shamsa                 NA
+## 89            <NA>                     Mrs Shamsa                 NA
+## 90            <NA>                     Mrs Shamsa                 NA
+## 91            <NA>                           <NA>                 NA
+## 92            <NA>                       Dr Ammad                500
+## 93            <NA>                       Dr Ammad                300
+## 94            <NA>                       Dr Ammad                600
+## 95            <NA>                       Dr Ammad                800
+## 96            <NA>                       Dr Ammad                500
+## 97            <NA>                     Mrs Shamsa               1000
+## 98            <NA>                     Mrs Shamsa                200
+## 99            <NA>                     Mrs Shamsa               1500
+## 100           <NA>                       Dr Ammad               2000
+## 101           <NA>                       Dr Ammad              10000
+## 102           <NA>                       Dr Ammad               2000
+## 103           <NA>                       Dr Ammad                300
+## 104           <NA>                       Dr Ammad               2000
+## 105           <NA>                       Dr Ammad                500
+## 106           <NA>                       Dr Ammad               1000
+## 107           <NA>                       Dr Ammad                500
+## 108           <NA>                       Dr Ammad                500
+## 109           <NA>                       Dr Ammad                300
+## 110           <NA>                       Dr Ammad                500
+## 111           <NA>                       Dr Ammad                500
+## 112           <NA>                       Dr Ammad                800
+## 113           <NA>                       Dr Ammad                300
+## 114           <NA>                       Dr Ammad               2000
+## 115           <NA>                       Dr Ammad               3000
+## 116           <NA>                       Dr Ammad                600
+## 117           <NA>                       Dr Ammad                200
+## 118      14,000.00                       Dr Ammad              30000
+## 119           <NA>                       Dr Ammad                500
+## 120           <NA>                       Dr Ammad               3000
+## 121           <NA>                       Dr Ammad                500
+## 122           <NA>                       Dr Ammad                500
+## 123           <NA>                       Dr Ammad                500
+## 124           <NA>                       Dr Ammad               3500
+## 125           <NA>                       Dr Ammad                300
+## 126           <NA>                       Dr Ammad               2000
+## 127       3,000.00                       Dr Ammad                 NA
+## 128      90,000.00                       Dr Ammad              20000
+## 129           <NA>                       Dr Ammad                800
+## 130           <NA>                       Dr Ammad                300
+## 131           <NA>                       Dr Ammad                300
+## 132           <NA>                       Dr Ammad               1500
+## 133           <NA>                     Mrs Shamsa                300
+## 134           <NA>                     Mrs Shamsa               2500
+## 135           <NA>                     Mrs Shamsa               1000
+## 136           <NA>                     Mrs Shamsa               2000
+## 137           <NA>                     Mrs Shamsa              35000
+## 138           <NA>                     Mrs Shamsa                700
+## 139           <NA>                       Dr Ammad                300
+## 140           <NA>                       Dr Ammad              15000
+## 141           <NA>                       Dr Ammad                500
+## 142           <NA>                       Dr Ammad                500
+## 143           <NA>                       Dr Ammad               1700
+## 144           <NA>                       Dr Ammad                300
+## 145           <NA>                       Dr Ammad               1300
+## 146           <NA>                     Mrs Shamsa                400
+## 147           <NA>  150 Mrs Shamsa, 300 Dr Ammad                 450
+## 148           <NA>                       Dr Ammad                200
+## 149           <NA>                       Dr Ammad                200
+## 150           <NA>                       Dr Ammad               1000
+## 151           <NA>                       Dr Ammad               1000
+## 152           <NA>                       Dr Ammad               1600
+## 153           <NA>                       Dr Ammad               1500
+## 154           <NA>                       Dr Ammad                300
+## 155           <NA>                       Dr Ammad                300
+## 156           <NA>                       Dr Ammad               5000
+## 157           <NA>                       Dr Ammad                700
+## 158           <NA>                       Dr Ammad               1200
+## 159           <NA>                       Dr Ammad                900
+## 160           <NA>                       Dr Ammad                300
+## 161           <NA>                       Dr Ammad               5000
+## 162           <NA>                       Dr Ammad                400
+## 163           <NA>                       Dr Ammad                300
+## 164           <NA>                       Dr Ammad                300
+## 165           <NA>                           <NA>                100
+## 166      90,000.00                       Dr Ammad              30000
+## 167           <NA>                       Dr Ammad                500
+## 168           <NA>                       Dr Ammad                400
+## 169           <NA>                       Dr Ammad               3000
+## 170           <NA>                       Dr Ammad                500
+## 171           <NA>                       Dr Ammad                300
+## 172           <NA>                       Dr Ammad                700
+## 173           <NA>                       Dr Ammad                500
+## 174           <NA>                       Dr Ammad                500
+## 175           <NA>                       Dr Ammad               1600
+## 176           <NA>                       Dr Ammad                500
+## 177           <NA>                       Dr Ammad                600
+## 178           <NA>                       Dr Ammad                500
+## 179           <NA>                       Dr Ammad                 50
+## 180      22,000.00                       Dr Ammad               8000
+## 181           <NA>                       Dr Ammad               1000
+## 182           <NA>                       Dr Ammad               4500
+## 183           <NA>                       Dr Ammad                500
+## 184           <NA>                       Dr Ammad               1500
+## 185           <NA>                       Dr Ammad                500
+## 186           <NA>                       Dr Ammad                200
+## 187           <NA>                       Dr Ammad                500
+## 188           <NA>                       Dr Ammad                500
+## 189           <NA>                       Dr Ammad               8000
+## 190           <NA>                       Dr Ammad                 50
+## 191           <NA>                       Dr Ammad                300
+## 192           <NA>                       Dr Ammad                100
+## 193           <NA>                       Dr Ammad                500
+## 194           <NA>                       Dr Ammad               8000
+## 195           <NA>                       Dr Ammad               2000
+## 196           <NA>                       Dr Ammad                300
+## 197           <NA>                       Dr Ammad                300
+## 198           <NA>                       Dr Ammad                300
+## 199           <NA>                       Dr Ammad                200
+## 200           <NA>                       Dr Ammad                500
+## 201           <NA>                       Dr Ammad                950
+## 202           <NA>                       Dr Ammad                100
+## 203           <NA>                       Dr Ammad                300
+## 204           <NA>                       Dr Ammad              15000
+## 205           <NA>                       Dr Ammad                500
+## 206           <NA>                       Dr Ammad                200
+## 207           <NA>                       Dr Ammad                300
+## 208           <NA>                       Dr Ammad                100
+## 209           <NA>                       Dr Ammad                100
+## 210           <NA>                       Dr Ammad                100
+## 211           <NA>                       Dr Ammad                650
+## 212            500                       Dr Ammad                300
+## 213           <NA>                       Dr Ammad                150
+## 214           <NA>                       Dr Ammad                500
+## 215       3,000.00                       Dr Ammad               2000
+## 216           <NA>                       Dr Ammad                100
+## 217           <NA>                       Dr Ammad                100
+## 218           <NA>                       Dr Ammad                 NA
+## 219           <NA>                       Dr Ammad               4000
+## 220           <NA>                       Dr Ammad                200
+## 221           <NA>                       Dr Ammad                100
+## 222           <NA>                       Dr Ammad                800
+##     Receptionist_Name        Next_Apt time_bracket
+## 1               Hamza            <NA>         <NA>
+## 2               Haris            <NA>      Morning
+## 3                Fiza            <NA>      Morning
+## 4              Zaheer            <NA>    Afternoon
+## 5               Haris            <NA>    Afternoon
+## 6               Haris            <NA>    Afternoon
+## 7                Fiza            <NA>    Afternoon
+## 8               Haris            <NA>    Afternoon
+## 9                <NA>            <NA>    Afternoon
+## 10               Fiza            <NA>      Evening
+## 11               Fiza            <NA>      Evening
+## 12               Fiza In case of pain      Evening
+## 13              Haris            <NA>    Afternoon
+## 14               <NA>            <NA>    Afternoon
+## 15              Haris            <NA>      Evening
+## 16               Fiza            <NA>        Night
+## 17               Fiza            <NA>      Morning
+## 18              Haris            <NA>        Night
+## 19              Haris            <NA>        Night
+## 20               Fiza            <NA>      Morning
+## 21              Haris            <NA>    Afternoon
+## 22              Haris            <NA>    Afternoon
+## 23              Haris            <NA>      Morning
+## 24              Haris            <NA>    Afternoon
+## 25              Haris            <NA>    Afternoon
+## 26              Haris            <NA>         <NA>
+## 27              Haris            <NA>        Night
+## 28               <NA>            <NA>         <NA>
+## 29               Fiza            <NA>      Morning
+## 30               Fiza            <NA>    Afternoon
+## 31              Haris            <NA>    Afternoon
+## 32               Fiza            <NA>    Afternoon
+## 33               Fiza            <NA>      Evening
+## 34               Fiza            <NA>      Evening
+## 35               Fiza       1/16/2017    Afternoon
+## 36               Mona            <NA>      Evening
+## 37               <NA>            <NA>         <NA>
+## 38               <NA>            <NA>         <NA>
+## 39               Fiza            <NA>    Afternoon
+## 40               Fiza            <NA>    Afternoon
+## 41               Fiza            <NA>    Afternoon
+## 42               Fiza            <NA>      Morning
+## 43               Fiza            <NA>    Afternoon
+## 44               Fiza            <NA>    Afternoon
+## 45              Haris            <NA>      Morning
+## 46               Fiza            <NA>    Afternoon
+## 47               Mona            <NA>        Night
+## 48              Haris            <NA>    Afternoon
+## 49              Haris            <NA>      Evening
+## 50             Zaheer            <NA>        Night
+## 51               <NA>            <NA>         <NA>
+## 52               Fiza            <NA>    Afternoon
+## 53              Haris            <NA>      Evening
+## 54              Haris       1/23/2017      Evening
+## 55               Fiza       1/20/2017      Morning
+## 56               Fiza            <NA>      Morning
+## 57              Haris            <NA>    Afternoon
+## 58               Fiza            <NA>    Afternoon
+## 59             Sohaib       1/19/2017      Evening
+## 60              Haris            <NA>        Night
+## 61              Haris            <NA>      Morning
+## 62              Haris            <NA>    Afternoon
+## 63              Haris            <NA>      Evening
+## 64               <NA>            <NA>         <NA>
+## 65              Haris            <NA>      Morning
+## 66               <NA>            <NA>         <NA>
+## 67               <NA>            <NA>         <NA>
+## 68               <NA>            <NA>         <NA>
+## 69              Haris            <NA>      Morning
+## 70              Haris            <NA>    Afternoon
+## 71              Haris            <NA>    Afternoon
+## 72              Haris            <NA>      Morning
+## 73              Haris            <NA>    Afternoon
+## 74              Haris            <NA>    Afternoon
+## 75              Haris            <NA>    Afternoon
+## 76              Haris            <NA>    Afternoon
+## 77              Haris            <NA>    Afternoon
+## 78              Haris            <NA>    Afternoon
+## 79              Haris            <NA>    Afternoon
+## 80               <NA>            <NA>         <NA>
+## 81               <NA>            <NA>         <NA>
+## 82              Haris            <NA>      Morning
+## 83              Haris            <NA>    Afternoon
+## 84              Haris            <NA>      Evening
+## 85               <NA>            <NA>         <NA>
+## 86               <NA>            <NA>         <NA>
+## 87               <NA>            <NA>         <NA>
+## 88             Sohaib            <NA>         <NA>
+## 89             Sohaib            <NA>      Evening
+## 90             Sub KB            <NA>        Night
+## 91               <NA>            <NA>         <NA>
+## 92              Haris            <NA>    Afternoon
+## 93              Haris            <NA>    Afternoon
+## 94             Sohaib            <NA>      Evening
+## 95             Sohaib            <NA>      Evening
+## 96             Sohaib            <NA>      Evening
+## 97              Haris            <NA>      Evening
+## 98               Mona            <NA>      Evening
+## 99              Haris            <NA>      Evening
+## 100             Haris        2/6/2017    Afternoon
+## 101             Haris        2/6/2017    Afternoon
+## 102             Haris            <NA>    Afternoon
+## 103             Haris            <NA>    Afternoon
+## 104             Haris            <NA>      Evening
+## 105             Haris            <NA>      Morning
+## 106             Haris            <NA>    Afternoon
+## 107             Haris            <NA>    Afternoon
+## 108             Haris            <NA>    Afternoon
+## 109             Haris            <NA>        Night
+## 110             Haris            <NA>    Afternoon
+## 111             Haris            <NA>    Afternoon
+## 112             Haris            <NA>      Evening
+## 113             Haris            <NA>      Evening
+## 114             Haris            <NA>    Afternoon
+## 115             Haris            <NA>    Afternoon
+## 116             Haris            <NA>    Afternoon
+## 117             Haris            <NA>      Evening
+## 118             Haris       2/14/2017      Morning
+## 119             Haris            <NA>    Afternoon
+## 120             Haris            <NA>    Afternoon
+## 121             Haris            <NA>      Evening
+## 122             Haris            <NA>        Night
+## 123             Haris       2/17/2017      Morning
+## 124             Haris            <NA>      Morning
+## 125             Haris            <NA>      Morning
+## 126             Haris            <NA>    Afternoon
+## 127             Haris       2/16/2017    Afternoon
+## 128             Haris       2/16/2017    Afternoon
+## 129             Haris        2/9/2017      Morning
+## 130             Haris            <NA>      Morning
+## 131             Haris            <NA>      Evening
+## 132             Haris            <NA>      Evening
+## 133              Mona            <NA>      Morning
+## 134              Mona            <NA>    Afternoon
+## 135              Mona            <NA>      Evening
+## 136              Mona            <NA>      Evening
+## 137             Haris            <NA>      Evening
+## 138              Mona            <NA>      Morning
+## 139             Haris            <NA>      Morning
+## 140             Haris            <NA>    Afternoon
+## 141             Haris            <NA>      Evening
+## 142             Haris            <NA>         <NA>
+## 143             Haris            <NA>    Afternoon
+## 144             Haris            <NA>    Afternoon
+## 145             Haris            <NA>      Evening
+## 146              Mona            <NA>      Morning
+## 147             Haris            <NA>    Afternoon
+## 148             Haris            <NA>      Evening
+## 149             Haris            <NA>    Afternoon
+## 150             Haris            <NA>      Evening
+## 151             Haris            <NA>      Evening
+## 152             Saima            <NA>      Evening
+## 153              Mona            <NA>      Evening
+## 154             Saima            <NA>      Morning
+## 155             Saima            <NA>    Afternoon
+## 156              <NA>       2/24/2017         <NA>
+## 157             Saima            <NA>    Afternoon
+## 158             Saima            <NA>    Afternoon
+## 159              Mona            <NA>      Evening
+## 160            Ashfaq            <NA>        Night
+## 161             Saima       2/28/2017    Afternoon
+## 162              Mona            <NA>      Evening
+## 163             Saima            <NA>      Evening
+## 164            Sub KB            <NA>        Night
+## 165             Saima            <NA>         <NA>
+## 166              Mona            <NA>    Afternoon
+## 167              Mona            <NA>    Afternoon
+## 168              Mona            <NA>      Evening
+## 169             Saima            <NA>    Afternoon
+## 170             Saima            <NA>    Afternoon
+## 171             Saima            <NA>    Afternoon
+## 172             Saima            <NA>    Afternoon
+## 173             Saima            <NA>        Night
+## 174             Saima            <NA>    Afternoon
+## 175             Saima            <NA>    Afternoon
+## 176             Saima            <NA>      Morning
+## 177             Saima            <NA>      Morning
+## 178             Saima            <NA>         <NA>
+## 179             Haris            <NA>        Night
+## 180             Haris            <NA>      Morning
+## 181             Saima            <NA>         <NA>
+## 182             Haris            <NA>    Afternoon
+## 183             Saima            <NA>        Night
+## 184             Saima            <NA>      Evening
+## 185             Saima            <NA>      Evening
+## 186             Saima            <NA>         <NA>
+## 187             Saima            <NA>      Evening
+## 188             Saima            <NA>      Evening
+## 189             Saima            <NA>      Morning
+## 190             Saima            <NA>    Afternoon
+## 191             Saima            <NA>      Evening
+## 192             Saima            <NA>         <NA>
+## 193             Saima            <NA>      Morning
+## 194             Saima        3/9/2017      Morning
+## 195             Saima        3/8/2017    Afternoon
+## 196             Saima            <NA>    Afternoon
+## 197             Saima            <NA>      Evening
+## 198            Sub KB            <NA>    Afternoon
+## 199             Saima            <NA>         <NA>
+## 200             Saima            <NA>    Afternoon
+## 201             Haris            <NA>      Evening
+## 202             Saima            <NA>      Evening
+## 203             Saima            <NA>         <NA>
+## 204              Mona            <NA>    Afternoon
+## 205             Saima            <NA>         <NA>
+## 206             Saima            <NA>      Evening
+## 207             Saima            <NA>    Afternoon
+## 208            Sub KB            <NA>        Night
+## 209            Ashfaq            <NA>        Night
+## 210            Ashfaq            <NA>        Night
+## 211             Saima            <NA>    Afternoon
+## 212              Mona            <NA>      Evening
+## 213              Mona            <NA>      Morning
+## 214              Mona            <NA>      Evening
+## 215             Haris       3/16/2017      Morning
+## 216              Mona            <NA>      Morning
+## 217              Mona            <NA>         <NA>
+## 218             Saima            <NA>         <NA>
+## 219             Saima            <NA>    Afternoon
+## 220             Saima            <NA>      Evening
+## 221            Zaheer            <NA>      Morning
+## 222              Mona            <NA>        Night
+
#Question 10
+
+
+a <- data%>%
+  group_by(id)%>%
+  summarize(l = n())%>%
+  filter(l>1)
+count(a)
+
## # A tibble: 1 × 1
+##       n
+##   <int>
+## 1    37
+
#Question 11
+
+
+a <- data%>%
+  group_by(id)%>%
+  summarize(l = n())%>%
+  filter(l>1)
+a
+
## # A tibble: 37 × 2
+##       id     l
+##    <int> <int>
+## 1      1    12
+## 2      4     2
+## 3     12     2
+## 4     13     2
+## 5     17     4
+## 6     20     2
+## 7     25     2
+## 8     40     2
+## 9     45     3
+## 10    46     5
+## # ... with 27 more rows
+
#Question 12
+
+
+a <- data%>%
+  group_by(id,Procedure)%>%
+  summarize(l = n())%>%
+  filter(l>1)
+a
+
## Source: local data frame [24 x 3]
+## Groups: id [23]
+## 
+##       id                      Procedure     l
+##    <int>                          <chr> <int>
+## 1      1                       Pharmacy    10
+## 2     12                 22 Unit Bridge     2
+## 3     13                   Consultation     2
+## 4     17                   Consultation     2
+## 5     17 RCT (4 teeth) Bridge (9 teeth)     2
+## 6     20                   Consultation     2
+## 7     25                   Consultation     2
+## 8     45                  R.P.D + Crown     2
+## 9     46                       Dressing     4
+## 10    63                   Consultation     2
+## # ... with 14 more rows
+
#Question 13
+
+
+f_age <- data%>%
+  filter(Sex == 'F')%>%
+  select(Age)%>%
+  summarize(median = median(Age,na.rm=T))
+f_age
+
##   median
+## 1     30
+
m_age <- data%>%
+  filter(Sex == 'M')%>%
+  select(Age)%>%
+  summarize(median = median(Age,na.rm=T))
+m_age
+
##   median
+## 1     29
+
#Question 14
+
+  
+data$Amount_Balance <- gsub(",", "", data$Amount_Balance, fixed = TRUE)
+data$Amount_Balance <- gsub(".00", "", data$Amount_Balance, fixed = TRUE)
+data$Amount_Balance <- as.integer(data$Amount_Balance, na.rm=T)
+
+total <- data%>%
+  select(Amount_Balance)%>%
+  summarize(sum = sum(Amount_Balance, na.rm=T))
+total
+
##      sum
+## 1 222500
+
#Question 15
+
+
+money <- data%>%
+  filter(Procedure == 'Consultation')%>%
+  select(Total_Charges)%>%
+  summarize(sum = sum(Total_Charges,na.rm=T))
+money
+
##     sum
+## 1 83950
+
#Question 16
+
+
+data %>%
+  select(Age,Total_Charges)%>%
+  filter(!is.na(Age),!is.na(Total_Charges))%>%
+  summarize(cor = cor(Age,Total_Charges))
+
##          cor
+## 1 0.02952065
+
#Question 17
+
+
+hist(data$Age)
+

+
#Question 18
+
+
+money <- data%>%
+  filter(Procedure == 'X Ray'| Procedure == 'Scalling')%>%
+  select(Total_Charges)%>%
+  summarize(sum = sum(Total_Charges,na.rm=T))
+money
+
##     sum
+## 1 22300
+
write.csv(data,"C:/Users/saba.ali/Desktop/SabaMohammadAli_Khi_r_assignment2/CleanData.csv")
+ + + + +
+ + + + + + + +