From baac519ce8a70413df34bc506d94fd9d7d8b7c0b Mon Sep 17 00:00:00 2001 From: Saad Khan Date: Mon, 27 Mar 2017 11:39:40 +0500 Subject: [PATCH 1/6] Question 01 --- hospitaldata.csv | 223 +++++++++++++++++++++++++++++++++++ saadkhan_khi_r_assignment2.R | 9 ++ 2 files changed, 232 insertions(+) create mode 100644 hospitaldata.csv create mode 100644 saadkhan_khi_r_assignment2.R diff --git a/hospitaldata.csv b/hospitaldata.csv new file mode 100644 index 0000000..d195a06 --- /dev/null +++ b/hospitaldata.csv @@ -0,0 +1,223 @@ +Date,id,Time,Age,Sex,Consulting..Doctor,Specialty,Procedure,Total..Charges,Amount..Received.,Amount..Balance,Amount.Received.By,Amount.in.Hospital,Receptionist..Name,Next.Apt +"Sunday, January 01, 2017",101,11:00,40,F,Dr Kinza Alam,Gynae,C Section,30000,30000, - , Mrs Shamsa ,,Hamza, +"Monday, January 02, 2017",150,10:45AM,26,M,Nursing Staff,,Dressing,1500,1500, - , Dr Saniya ,,Haris, +"Monday, January 02, 2017",58,12:38PM,30,F,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000, - , Mrs Shamsa ,300,Fiza, +"Monday, January 02, 2017",75,1:00PM,40,M,Dr Riffat Naheed,Psychotherapist,Consultation,1500,1500, - , Mrs Shamsa ,450,Zaheer, +"Monday, January 02, 2017",97,2:45PM,27,M,Dr Riffat Naheed,Psychotherapist,Consultation,2000,2000, - , Mrs Shamsa ,600,Haris, +"Monday, January 02, 2017",101,3:00PM,40,F,Dr Kinza Alam,Gynae,C Section,35000,35000, - , Dr Saniya ,,Haris, +"Monday, January 02, 2017",26,3:28PM,43,M,Dr Saniya,M/o,Consultation,2000,2000, - , Dr Saniya ,,Fiza, +"Monday, January 02, 2017",149,3:45PM,28,F,Dr Fakiha,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Haris, +"Monday, January 02, 2017",20,3:45PM,2,F,Dr Fakiha,Dentist,Consultation,Cancelled,,,,,, +"Monday, January 02, 2017",72,5:00PM,40,M,Dr Fakiha,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Fiza, +"Monday, January 02, 2017",54,5:00PM,32,F,Dr Saniya,M/o,Consultation,2000,2000, - , Dr Saniya ,,Fiza, +"Monday, January 02, 2017",149,5:30PM,28,F,Dr Fakiha,Dentist,Filling,2000,2000, - , Mrs Shamsa ,2000,Fiza,In case of pain +"Tuesday, January 03, 2017",120,1:00PM,76,F,Dr Saniya,M/o,Laboratory Test,,, - ,,,Haris, +"Tuesday, January 03, 2017",120,3:25PM,75,F,Dr Saniya,M/o,,Cancelled,,,,,, +"Tuesday, January 03, 2017",20,6:10PM,36,F,Dr Kinza Alam,Gynae,Consultation,1500,1500, - , Mrs Shamsa ,450,Haris, +"Wednesday, January 04, 2017",40,11:45PM,42,F,Dr Alaf Khan,Dentist,Consultation+Denture,1500,1500, - , Brig Farrukh ,,Fiza, +"Wednesday, January 04, 2017",134,12:40PM,23,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Brig Farrukh ,500,Fiza, +"Wednesday, January 04, 2017",86,8:10PM,48,F,Dr Kinza Alam,Gynae,Consultation,1500,1500, - , Brig Farrukh ,450,Haris, +"Wednesday, January 04, 2017",114,8:30PM,25,F,Dr Kinza Alam,Gynae,Consultation,1000,1000, - , Brig Farrukh ,300,Haris, +"Thursday, January 05, 2017",155,12:40PM,50,F,Dr Alaf Khan,Dentist,Extraction,2000,2000, - , Brig Farrukh ,2000,Fiza, +"Thursday, January 05, 2017",45,2:00PM,60,F,Dr Alaf Khan,Dentist,R.P.D + Crown,4000,4000,, Brig Farrukh ,4000,Haris, +"Thursday, January 05, 2017",4,2:00PM,-,M,Dr Irfan,General Surgeon,Consultation + Dressing,5000,5000, - , Brig Farrukh ,4000,Haris, +"Friday, January 06, 2017",38,12:30PM,-,M,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000, - , Mrs Shamsa ,300,Haris, +"Friday, January 06, 2017",130,1:00PM,26,M,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000, - , Mrs Shamsa ,300,Haris, +"Friday, January 06, 2017",97,1:30PM,27,M,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000, - , Mrs Shamsa ,300,Haris, +"Friday, January 06, 2017",50,-,-,M,Dr Alaf Khan,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Haris, +"Friday, January 06, 2017",78,8:15PM,57,F,Dr Ali,Orthopedic,Consultation,6000,6000, - , Mrs Shamsa ,3000,Haris, +"Saturday, January 07, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Monday, January 09, 2017",48,12:36PM,39,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Fiza, +"Monday, January 09, 2017",79,1:30PM,6,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Fiza, +"Monday, January 09, 2017",116,2:30PM,26,M,Dr Alaf Khan,Dentist,X Ray,300,300, - , Mrs Shamsa ,300,Haris, +"Monday, January 09, 2017",45,3:15PM,60,F,Dr Alaf Khan,Dentist,R.P.D + Crown,7000,7000, - , Mrs Shamsa ,7000,Fiza, +"Monday, January 09, 2017",67,5:20PM,26,M,Dr Alaf Khan,Dentist,Consultation+X Ray,800,800, - , Mrs Shamsa ,800,Fiza, +"Monday, January 09, 2017",36,5:30PM,5,F,Dr Alaf Khan,Dentist,Consultation,250,250, - , Mrs Shamsa ,250,Fiza, +"Tuesday, January 10, 2017",17,3:50PM,40,M,Dr Alaf Khan,Dentist,RCT (4 teeth) Bridge (9 teeth),10000,10000, - , Mrs Shamsa ,,Fiza,1/16/2017 +"Tuesday, January 10, 2017",84,6:00PM,9,F,Dr Irfan,General Surgeon,Consultation + X Ray,3000,3000, - , Mrs Shamsa ,3000,Mona, +"Tuesday, January 10, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Wednesday, January 11, 2017",57,,30,F,Dr Alaf Khan,Dentist,Laboratory Test,,, - , Mrs Shamsa ,,, +"Wednesday, January 11, 2017",119,3:00PM,40,F,Dr Ammara,Gynae,Consultation + USG,1500,1500, - , Mrs Shamsa ,500,Fiza, +"Wednesday, January 11, 2017",145,4:30PM,29,M,Dr Alaf Khan,Dentist,Crown,3000,3000, - , Mrs Shamsa ,,Fiza, +"Wednesday, January 11, 2017",92,4:30PM,39,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Fiza, +"Thursday, January 12, 2017",63,10:45AM,50,M,Dr Alaf Khan,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Fiza, +"Thursday, January 12, 2017",63,02:00PM,50,M,Dr Alaf Khan,Dentist,Scalling,3000,3000, - , Mrs Shamsa ,3000,Fiza, +"Thursday, January 12, 2017",63,02:00PM,50,M,Brig Asif,Medical Specialist,Consultation,500,500, - , Mrs Shamsa ,150,Fiza, +"Friday, January 13, 2017",45,11:20AM,60,F,Dr Alaf Khan,Dentist,Polishing,500,500, - , Mrs Shamsa ,500,Haris, +"Friday, January 13, 2017",145,3:00PM,29,M,Dr Fakiha,Dentist,Crown,1500,1500, - , Mrs Shamsa ,1500,Fiza, +"Friday, January 13, 2017",70,8:00PM,48,M,Brig Farrukh,Anaesthetist,Consultation,3750,3750, - , Dr Ammad ,3750,Mona, +"Saturday, January 14, 2017",88,4:30PM,45,F,Dr Fakiha,Dentist,Filling + X Rays,2600,2600, - , Dr Ammad ,2600,Haris, +"Saturday, January 14, 2017",40,6:30PM,42,F,Dr Fakiha,Dentist,Denture+Scalling+Filling,5500,5500, - , Dr Ammad ,5500,Haris, +"Sunday, January 15, 2017",42,9:00PM,29,F,Nursing Staff,,Pharmacy,900,900, - , Dilshad ,900,Zaheer, +"Monday, January 16, 2017",7,,26,M,Nursing Staff,,Laboratory Test,,, - ,,,, +"Monday, January 16, 2017",106,1:30PM,34,M,Dr Alaf Khan,Dentist,Crown,5000,5000, - , Dr Ammad ,5000,Fiza, +"Monday, January 16, 2017",22,6:00PM,50,F,Dr Zubair,M/o,Consultation,1000,1000, - , Dr Ammad ,400,Haris, +"Monday, January 16, 2017",88,6:20PM,45,F,Dr Fakiha,Dentist,Extraction,2500,2500, - , Dr Ammad ,2500,Haris,1/23/2017 +"Tuesday, January 17, 2017",52,11:25AM,30,M,Dr Alaf Khan,Dentist,RCT,3000,3000, - , Mrs Shamsa ,3000,Fiza,1/20/2017 +"Tuesday, January 17, 2017",17,11:15AM,40,M,Dr Alaf Khan,Dentist,RCT (4 teeth) Bridge (9 teeth),38000,38000, - , Mrs Shamsa ,38000,Fiza, +"Tuesday, January 17, 2017",17,1:10PM,40,M,Brig Asif,Medical Specialist,Consultation,1000,1000, - , Mrs Shamsa ,300,Haris, +"Tuesday, January 17, 2017",136,3:30PM,29,M,Dr Fakiha,Dentist,Scalling,4000,4000, - , Mrs Shamsa ,4000,Fiza, +"Tuesday, January 17, 2017",27,6:15PM,27,M,Dr Fakiha,Dentist,Filling,2000,2000, - , Mrs Shamsa ,2000,Sohaib,1/19/2017 +"Wednesday, January 18, 2017",71,9:40PM,23,M,Dr Alaf Khan,Dentist,X Ray,300,300, - ,,300,Haris, +"Wednesday, January 18, 2017",12,12:00PM,60,F,Dr Alaf Khan,Dentist,22 Unit Bridge,25500,25500, - ,,25500,Haris, +"Wednesday, January 18, 2017",127,2:00PM,52,F,Dr Alaf Khan,Dentist,Extraction,1000,1000, - ,,1000,Haris, +"Wednesday, January 18, 2017",82,5:00PM,21,M,Dr Zubair,M/o,Consultation,500,500, - ,,500,Haris, +"Thursday, January 19, 2017",103,,32,M,Nursing Staff,,Laboratory Test,,, - ,,,, +"Thursday, January 19, 2017",31,11:00AM,58,f,Dr Alaf Khan,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Haris, +"Thursday, January 19, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Thursday, January 19, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Friday, January 20, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Saturday, January 21, 2017",131,10:15AM,26,F,Dr Alaf Khan,Dentist,X Ray,300,300, - , Mrs Shamsa ,300,Haris, +"Saturday, January 21, 2017",101,1:20PM,40,F,Dr Kinza Alam,Gynae,Consultation,1200,1200, - , Mrs Shamsa ,360,Haris, +"Saturday, January 21, 2017",145,1:30PM,29,M,Dr Fakiha,Dentist,Crown,500,500, - , Mrs Shamsa ,500,Haris, +"Monday, January 23, 2017",144,12:15PM,33,M,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000, - , Mrs Shamsa ,300,Haris, +"Monday, January 23, 2017",37,1:00PM,30,F,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000, - , Mrs Shamsa ,300,Haris, +"Monday, January 23, 2017",135,1:15PM,28,F,Dr Riffat Naheed,Psychotherapist,Consultation,2000,2000, - , Mrs Shamsa ,600,Haris, +"Monday, January 23, 2017",59,4:50PM,10,M,Dr Ali,Child Specialist,Consultation+ER Retain,2800,2800, - , Mrs Shamsa ,1600,Haris, +"Tuesday, January 24, 2017",130,1:00PM,26,M,Dr Riffat Naheed,Psychotherapist,Consultation,800,800, - , Mrs Shamsa ,240,Haris, +"Tuesday, January 24, 2017",104,1:15PM,19,M,Dr Riffat Naheed,Psychotherapist,Consultation,2000,2000, - , Mrs Shamsa ,600,Haris, +"Tuesday, January 24, 2017",98,2:10PM,53,F,Dr Saad,Orthopedic,Consultation,1000,1000, - , Mrs Shamsa ,600,Haris, +"Tuesday, January 24, 2017",102,1:30PM,30,M,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000, - , Mrs Shamsa ,300,Haris, +"Wednesday, January 25, 2017",59,,10,M,Nursing Staff,,Laboratory Test,,, - ,,,, +"Wednesday, January 25, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Thursday, January 26, 2017",73,12:50PM,55,M,Dr Alaf Khan,Dentist,Consultation+X Ray,700,700, - ,,700,Haris, +"Thursday, January 26, 2017",116,3:30PM,26,M,Dr Alaf Khan,Dentist,X Ray,300,300, - ,,300,Haris, +"Thursday, January 26, 2017",125,5:40PM,30,F,Dr Alaf Khan,Dentist,Consultation,500,500, - ,,500,Haris, +"Thursday, January 26, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Thursday, January 26, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Thursday, January 26, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Saturday, January 28, 2017",129,,28M,M,Dr Ali,Child Specialist,Consultation,1150,1150, - , Mrs Shamsa ,,Sohaib, +"Saturday, January 28, 2017",85,6:45PM,,F,Dr Irfan,General Surgeon,,3000,3000, - , Mrs Shamsa ,,Sohaib, +"Saturday, January 28, 2017",147,9:45PM,9,M,Nursing Staff,,Consultation,1000,1000, - , Mrs Shamsa ,,Sub KB, +"Sunday, January 29, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Monday, January 30, 2017",140,1:00PM,28,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Monday, January 30, 2017",39,1:30PM,47,M,Dr Alaf Khan,Dentist,X Ray,300,300, - , Dr Ammad ,300,Haris, +"Monday, January 30, 2017",124,5:40PM,49,F,Brig Asif,Medical Specialist,Consultation+ECG,1300,1300, - , Dr Ammad ,600,Sohaib, +"Monday, January 30, 2017",8,5:35PM,19,M,Dr Qurat ul Ain,Dentist,Consultation+X Ray,800,800, - , Dr Ammad ,800,Sohaib, +"Monday, January 30, 2017",51,6:00PM,31,M,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Sohaib, +"Tuesday, January 31, 2017",152,5:30PM,7,F,Dr Fakiha,Dentist,Filling,1000,1000, - , Mrs Shamsa ,1000,Haris, +"Tuesday, January 31, 2017",21,6:30PM,26,M,Dr Zubair,M/o,Consultation,200,200, - , Mrs Shamsa ,200,Mona, +"Tuesday, January 31, 2017",115,6:50PM,8,F,Dr Qurat ul Ain,Dentist,Extraction,1500,1500, - , Mrs Shamsa ,1500,Haris, +"Wednesday, February 01, 2017",109,2:10PM,28,F,Dr Alaf Khan,Dentist,R.C.T,2000,2000, - , Dr Ammad ,2000,Haris,2/6/2017 +"Wednesday, February 01, 2017",153,2:10PM,17,F,Dr Alaf Khan,Dentist,Orthodontics,10000,10000,, Dr Ammad ,10000,Haris,2/6/2017 +"Wednesday, February 01, 2017",62,1:00PM,54,M,Dr Alaf Khan,Dentist,Scalling,2000,2000, - , Dr Ammad ,2000,Haris, +"Wednesday, February 01, 2017",111,1:40PM,35,F,Col Ulfat Ellahi,ENT,Consultation,1000,1000, - , Dr Ammad ,300,Haris, +"Wednesday, February 01, 2017",142,6:00PM,45,M,Dr Qurat ul Ain,Dentist,Extraction,2000,2000, - , Dr Ammad ,2000,Haris, +"Thursday, February 02, 2017",117,12:00PM,30,F,Dr Shireen,M/o,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Thursday, February 02, 2017",140,1:00PM,30,F,Dr Alaf Khan,Dentist,Extraction,1000,1000, - , Dr Ammad ,1000,Haris, +"Thursday, February 02, 2017",100,1:25PM,23,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Friday, February 03, 2017",133,4:45PM,27,F,Dr Alaf Khan,Dentist,X Ray,500,500, - , Dr Ammad ,500,Haris, +"Friday, February 03, 2017",44,8:00PM,6,M,Dr Ali,Child Specialist,Consultation,1000,1000, - , Dr Ammad ,300,Haris, +"Saturday, February 04, 2017",35,4:00PM,2,F,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Saturday, February 04, 2017",150,4:00PM,30,M,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Monday, February 06, 2017",118,7:30PM,32,F,Dr Kinza Alam,Gynae,Consultation+USG,1500,1500, - , Dr Ammad ,800,Haris, +"Monday, February 06, 2017",114,7:45PM,25,F,Dr Kinza Alam,Gynae,Consultation,1000,1000, - , Dr Ammad ,300,Haris, +"Monday, February 06, 2017",49,1:30PM,80,M,Dr Ali,Child Specialist,Consultation+Retain,3500,3500, - , Dr Ammad ,2000,Haris, +"Monday, February 06, 2017",126,1:30PM,70,F,Dr Alaf Khan,Dentist,Scalling,3000,3000, - , Dr Ammad ,3000,Haris, +"Monday, February 06, 2017",141,4:00PM,20,M,Dr Riffat Naheed,Psychotherapist,Consultation,2000,2000, - , Dr Ammad ,600,Haris, +"Monday, February 06, 2017",17,6:15PM,23,M,Dr Ammad,M/o,Consultation,200,200, - , Dr Ammad ,200,Haris, +"Tuesday, February 07, 2017",12,12:00PM,60,F,Dr Alaf Khan,Dentist,22 Unit Bridge,44000,30000,"14,000.00", Dr Ammad ,30000,Haris,2/14/2017 +"Tuesday, February 07, 2017",60,1:10PM,50,M,Dr Alaf Khan,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Tuesday, February 07, 2017",140,2:15PM,30,F,Dr Alaf Khan,Dentist,4 Unit Bridge,3000,3000, - , Dr Ammad ,3000,Haris, +"Tuesday, February 07, 2017",41,6:00PM,13,M,Dr Qurat ul Ain,Dentist,X Ray,500,500, - , Dr Ammad ,500,Haris, +"Tuesday, February 07, 2017",87,8:00PM,30,F,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Wednesday, February 08, 2017",132,10:13AM,13,M,Dr Alaf Khan,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris,2/17/2017 +"Wednesday, February 08, 2017",132,12:00PM,13,M,Dr Alaf Khan,Dentist,R.C.T,3500,3500, - , Dr Ammad ,3500,Haris, +"Wednesday, February 08, 2017",13,12:00PM,39,F,Dr Saad,Orthopedic,Consultation,1000,1000, - , Dr Ammad ,300,Haris, +"Wednesday, February 08, 2017",109,2:40PM,28,F,Dr Alaf Khan,Dentist,R.C.T,2000,2000, - , Dr Ammad ,2000,Haris, +"Wednesday, February 08, 2017",109,2:40PM,28,F,Dr Alaf Khan,Dentist,Crown,3000,,"3,000.00", Dr Ammad ,,Haris,2/16/2017 +"Wednesday, February 08, 2017",153,2:40PM,17,F,Dr Alaf Khan,Dentist,Orthodontics,110000,20000,"90,000.00", Dr Ammad ,20000,Haris,2/16/2017 +"Wednesday, February 08, 2017",43,10:00AM,27,M,Dr Alaf Khan,Dentist,Consultation+X Ray,800,800, - , Dr Ammad ,800,Haris,2/9/2017 +"Friday, February 10, 2017",5,9:30AM,57,M,Dr Alaf Khan,Dentist,X Ray,300,300, - , Dr Ammad ,300,Haris, +"Friday, February 10, 2017",14,6:30PM,6,M,Nursing Staff,,X Ray,300,300, - , Dr Ammad ,300,Haris, +"Friday, February 10, 2017",123,7:00PM,18,M,Dr Qurat ul Ain,Dentist,Filling,1500,1500, - , Dr Ammad ,1500,Haris, +"Saturday, February 11, 2017",137,12:00PM,25,M,Dr Ali,Child Specialist,Consultation,1000,1000, - , Mrs Shamsa ,300,Mona, +"Saturday, February 11, 2017",91,4:20PM,50,F,Dr Qurat ul Ain,Dentist,Scalling,2500,2500, - , Mrs Shamsa ,2500,Mona, +"Saturday, February 11, 2017",23,5:57PM,,F,Dr Qurat ul Ain,Dentist,Consultation,1000,1000, - , Mrs Shamsa ,1000,Mona, +"Saturday, February 11, 2017",154,6:15PM,19,F,Dr Qurat ul Ain,Dentist,Scalling,2000,2000, - , Mrs Shamsa ,2000,Mona, +"Sunday, February 12, 2017",112,7:15PM,39,M,Dr Saad,Orthopedic,Operation,35000,35000, - , Mrs Shamsa ,35000,Haris, +"Sunday, February 12, 2017",81,12:00PM,6,F,Dr Alaf Khan,Dentist,Consultation+X Ray,700,700, - , Mrs Shamsa ,700,Mona, +"Monday, February 13, 2017",15,11:20AM,40,M,Dr Waqar Azeem,Radiologist,USG Abdomen,1000,1000, - , Dr Ammad ,300,Haris, +"Monday, February 13, 2017",112,3:40PM,39,M,Dr Saad,Orthopedic,Operation,15000,15000, - , Dr Ammad ,15000,Haris, +"Monday, February 13, 2017",9,7:00PM,20,F,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Monday, February 13, 2017",2,,-,-,Dr Ali,Child Specialist,Consultation,1500,1500, - , Dr Ammad ,500,Haris, +"Tuesday, February 14, 2017",113,2:30PM,14,M,Dr Saad Riaz,Orthopedic,Pop,3700,3700, - , Dr Ammad ,1700,Haris, +"Tuesday, February 14, 2017",4,3:00PM,-,M,Nursing Staff,,Er Retain,300,300, - , Dr Ammad ,300,Haris, +"Tuesday, February 14, 2017",19,7:02PM,6M,F,Dr Waqar Azeem,Radiologist,USG,2000,2000, - , Dr Ammad ,1300,Haris, +"Wednesday, February 15, 2017",118,11:40AM,24,F,Dr Alaf Khan,Dentist,X Ray,400,400, - , Mrs Shamsa ,400,Mona, +"Wednesday, February 15, 2017",94,4:45PM,3,M,Dr Ali,Child Specialist,Consultation + Nebulize,1150,1150, - ," 150 Mrs Shamsa, 300 Dr Ammad ",450,Haris, +"Wednesday, February 15, 2017",64,6:15PM,23,M,Dr Ammad,M/o,Consultation,200,200, - , Dr Ammad ,200,Haris, +"Friday, February 17, 2017",29,4:10PM,29,M,Dr Alaf Khan,Dentist,X Ray,200,200, - , Dr Ammad ,200,Haris, +"Friday, February 17, 2017",66,5:30PM,55,M,Dr Alaf Khan,Dentist,Extraction,1000,1000, - , Dr Ammad ,1000,Haris, +"Friday, February 17, 2017",107,6:30PM,30,F,Nursing Staff,,X Ray,1000,1000, - , Dr Ammad ,1000,Haris, +"Saturday, February 18, 2017",108,6:20PM,,M,Dr Ali,Child Specialist,Consultation,3000,3000, - , Dr Ammad ,1600,Saima, +"Saturday, February 18, 2017",30,6:10PM,30,F,Dr Qurat ul Ain,Dentist,Extraction,1500,1500, - , Dr Ammad ,1500,Mona, +"Saturday, February 18, 2017",94,11:30AM,3,M,Nursing Staff,,Injection,300,300, - , Dr Ammad ,300,Saima, +"Sunday, February 19, 2017",55,2:45PM,,M,Dr Qurat ul Ain,Dentist,X Ray,300,300, - , Dr Ammad ,300,Saima, +"Monday, February 20, 2017",132,,13,M,Dr Alaf Khan,Dentist,Crown,5000,5000, - , Dr Ammad ,5000,,2/24/2017 +"Monday, February 20, 2017",68,1:25PM,10,M,Dr Shireen,M/o,Stiches,700,700, - , Dr Ammad ,700,Saima, +"Monday, February 20, 2017",80,2:00PM,30,F,Dr Shireen,M/o,Consultation,1200,1200, - , Dr Ammad ,1200,Saima, +"Monday, February 20, 2017",99,7:00PM,45,F,Dr Saima Shams,Radiologist,USG,1500,1500, - , Dr Ammad ,900,Mona, +"Monday, February 20, 2017",94,10:15PM,3,M,Nursing Staff,,Injection,300,300, - , Dr Ammad ,300,Ashfaq, +"Tuesday, February 21, 2017",151,1:00PM,38,M,Dr Alaf Khan,Dentist,R.C.T+Scalling+Crown,5000,5000, - , Dr Ammad ,5000,Saima,2/28/2017 +"Tuesday, February 21, 2017",53,6:00PM,20,F,Dr Waqar Azeem,Radiologist,USG,1000,1000, - , Dr Ammad ,400,Mona, +"Tuesday, February 21, 2017",11,7:11PM,2,F,Dr Ali,Child Specialist,Consultation,1000,1000, - , Dr Ammad ,300,Saima, +"Tuesday, February 21, 2017",94,10:10PM,3,M,Nursing Staff,,Injection,300,300, - , Dr Ammad ,300,Sub KB, +"Tuesday, February 21, 2017",64,-,,,Nursing Staff,,Medicine,100,100, - ,,100,Saima, +"Wednesday, February 22, 2017",100,3:00PM,23,F,Dr Alaf Khan,Dentist,Orthodontics,120000,30000,"90,000.00", Dr Ammad ,30000,Mona, +"Wednesday, February 22, 2017",16,4:30PM,26,M,Dr Mumtaz,General Surgeon,Consultation,1000,1000, - , Dr Ammad ,500,Mona, +"Wednesday, February 22, 2017",6,5:00PM,35,M,Dr Waqar Azeem,Radiologist,USG,1000,1000, - , Dr Ammad ,400,Mona, +"Thursday, February 23, 2017",33,1:55PM,22,M,Dr Alaf Khan,Dentist,R.C.T,3000,3000, - , Dr Ammad ,3000,Saima, +"Thursday, February 23, 2017",89,1:50PM,65,F,Dr Saad Riaz,Orthopedic,Consultation,1000,1000, - , Dr Ammad ,500,Saima, +"Thursday, February 23, 2017",13,2:00PM,45,F,Dr Saad Riaz,Orthopedic,Consultation,1000,1000, - , Dr Ammad ,300,Saima, +"Thursday, February 23, 2017",47,3:00PM,21,F,Dr Riffat Naheed,Psychotherapist,Consultation,1500,1500, - , Dr Ammad ,700,Saima, +"Friday, February 24, 2017",80,9:30PM,30,F,Dr Mehwish,Gynae,Consultation,1000,1000, - , Dr Ammad ,500,Saima, +"Saturday, February 25, 2017",128,3:45PM,64,F,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Saturday, February 25, 2017",93,4:00PM,40,F,Dr Ali,Child Specialist,,3000,3000, - , Dr Ammad ,1600,Saima, +"Monday, February 27, 2017",143,11:30AM,52,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Monday, February 27, 2017",56,12:20PM,55,F,Dr Alaf Khan,Dentist,Extraction,600,600, - , Dr Ammad ,600,Saima, +"Monday, February 27, 2017",96,-,54,M,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Tuesday, February 28, 2017",65,10:30PM,30,M,Nursing Staff,,BSR,50,50, - , Dr Ammad ,50,Haris, +"Tuesday, February 28, 2017",96,12:40PM,53,M,Dr Alaf Khan,Dentist,8 Unit Bridge+2 R.C.T,30000,8000,"22,000.00", Dr Ammad ,8000,Haris, +"Tuesday, February 28, 2017",90,,,F,Dr Alaf Khan,Dental,Consultation,1000,1000, - , Dr Ammad ,1000,Saima, +"Tuesday, February 28, 2017",151,3:00PM,38,F,Dr Alaf Khan,Dentist,R.C.T+Scalling+Crown,4500,4500, - , Dr Ammad ,4500,Haris, +"Tuesday, February 28, 2017",139,8:00PM,30,M,Nursing Staff,,X Ray,500,500, - , Dr Ammad ,500,Saima, +"Wednesday, March 01, 2017",107,5:00PM,17,F,Dr Qurat ul Ain,Dentist,Extraction,1500,1500, - , Dr Ammad ,1500,Saima, +"Wednesday, March 01, 2017",28,6:00PM,3,F,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Wednesday, March 01, 2017",46,-,17,M,Nursing Staff,,Dressing,500,500, - , Dr Ammad ,200,Saima, +"Wednesday, March 01, 2017",25,7:00PM,-,F,Dr Kinza Alam,Gynae,Consultation,1500,1500, - , Dr Ammad ,500,Saima, +"Wednesday, March 01, 2017",24,7:10PM,-,M,Dr Ammad,M/o,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Thursday, March 02, 2017",140,12:48PM,30,F,Dr Alaf Khan,Dentist,4 Unit Bridge,8000,8000, - , Dr Ammad ,8000,Saima, +"Thursday, March 02, 2017",46,3:00PM,17,M,Nursing Staff,,Injection,50,50, - , Dr Ammad ,50,Saima, +"Thursday, March 02, 2017",114,7:05PM,26,F,Dr Kinza Alam,Gynae,Consultation,1000,1000, - , Dr Ammad ,300,Saima, +"Thursday, March 02, 2017",3,-,-,-,Nursing Staff,,Dressing,100,100, - , Dr Ammad ,100,Saima, +"Friday, March 03, 2017",138,11:20AM,45,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Friday, March 03, 2017",107,12:30PM,17,F,Dr Alaf Khan,Dentist,R.C.T+Crown,8000,8000, - , Dr Ammad ,8000,Saima,3/9/2017 +"Friday, March 03, 2017",34,1:30PM,22,M,Dr Alaf Khan,Dentist,Crown,2000,2000, - , Dr Ammad ,2000,Saima,3/8/2017 +"Friday, March 03, 2017",133,4:10PM,30,F,Dr Ali,Child Specialist,Consultation,1000,1000, - , Dr Ammad ,300,Saima, +"Friday, March 03, 2017",46,5:45PM,17,M,Nursing Staff,,Dressing,300,300, - , Dr Ammad ,300,Saima, +"Friday, March 03, 2017",74,2:40PM,38,M,Dr Waqar Azeem,Radiologist,USG KUB,1000,1000, - , Dr Ammad ,300,Sub KB, +"Sunday, March 05, 2017",46,-,17,M,Nursing Staff,,Dressing,300,300, - , Dr Ammad ,200,Saima, +"Monday, March 06, 2017",83,1:20PM,34,M,Dr Alaf Khan,Dentist,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Monday, March 06, 2017",61,5:30PM,28,F,Dr Qurat ul Ain,Dentist,Consultation+X Ray,950,950, - , Dr Ammad ,950,Haris, +"Monday, March 06, 2017",122,7:00PM,78,M,Nursing Staff,,Injection,100,100, - , Dr Ammad ,100,Saima, +"Tuesday, March 07, 2017",95,-,56,M,Dr Alaf Khan,Dentist,X Ray,300,300, - , Dr Ammad ,300,Saima, +"Tuesday, March 07, 2017",69,3:00PM,53,M,Dr Alaf Khan,Dentist,,15000,15000, - , Dr Ammad ,15000,Mona, +"Tuesday, March 07, 2017",146,-,21,M,Dr Ammad,M/o,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Tuesday, March 07, 2017",46,7:40PM,17,M,Nursing Staff,,Dressing,200,200, - , Dr Ammad ,200,Saima, +"Tuesday, March 07, 2017",32,2:00PM,,F,Nursing Staff,,Coupety,300,300, - , Dr Ammad ,300,Saima, +"Tuesday, March 07, 2017",122,9:35PM,78,M,Nursing Staff,,Injection,100,100, - , Dr Ammad ,100,Sub KB, +"Wednesday, March 08, 2017",148,8:30PM,3,F,Nursing Staff,,Injection,100,100, - , Dr Ammad ,100,Ashfaq, +"Wednesday, March 08, 2017",122,10:00PM,76,M,Nursing Staff,,Injection,100,100, - , Dr Ammad ,100,Ashfaq, +"Wednesday, March 08, 2017",10,4:45PM,9,F,Dr Qurat ul Ain,Dentist,Consultation+x Ray,650,650, - , Dr Ammad ,650,Saima, +"Wednesday, March 08, 2017",76,6:55PM,32,M,Dr Paul,Dermatologist,Consultation,1500,1000,500, Dr Ammad ,300,Mona, +"Wednesday, March 08, 2017",1,12:00PM,,F,Nursing Staff,,Injection,150,150, - , Dr Ammad ,150,Mona, +"Wednesday, March 08, 2017",25,7:30PM,-,F,Dr Kinza Alam,Gynae,Consultation,1500,1500, - , Dr Ammad ,500,Mona, +"Thursday, March 09, 2017",77,12:00PM,24,M,Dr Alaf Khan,Dentist,R.C.T,5000,2000,"3,000.00", Dr Ammad ,2000,Haris,3/16/2017 +"Thursday, March 09, 2017",121,9:00AM,3,F,Nursing Staff,,Injection,100,100, - , Dr Ammad ,100,Mona, +"Thursday, March 09, 2017",122,,76,M,Nursing Staff,,Injection,100,100, - , Dr Ammad ,100,Mona, +"Thursday, March 09, 2017",1,,,,Nursing Staff,,Cancelled,,, - , Dr Ammad ,,Saima, +"Thursday, March 09, 2017",18,3:30PM,39,M,Dr Alaf Khan,Dentist,Scalling+Polishing,4000,4000, - , Dr Ammad ,4000,Saima, +"Thursday, March 09, 2017",110,6:00PM,30,M,Dr Qurat ul Ain,Dentist,Consultation,200,200, - , Dr Ammad ,200,Saima, +"Friday, March 10, 2017",122,10:20AM,76,M,Nursing Staff,,Injection,100,100, - , Dr Ammad ,100,Zaheer, +"Friday, March 10, 2017",105,11:20PM,45,F,Dr Shireen,M/o,Consultation,800,800, - , Dr Ammad ,800,Mona, diff --git a/saadkhan_khi_r_assignment2.R b/saadkhan_khi_r_assignment2.R new file mode 100644 index 0000000..350467c --- /dev/null +++ b/saadkhan_khi_r_assignment2.R @@ -0,0 +1,9 @@ +install.packages("dplyr") +library(dplyr) +mydf <- read.csv("hospitaldata.csv",stringsAsFactors = FALSE) +hos <- tbl_df(mydf) +rm(mydf) + +#Question 01 +names(hos) <- gsub(".", "", names(hos), fixed = TRUE) +names(hos) From fc71201ea58fa10a5ca8382d4880a2124598decb Mon Sep 17 00:00:00 2001 From: Saad Khan Date: Mon, 27 Mar 2017 12:06:56 +0500 Subject: [PATCH 2/6] First 10 Questions --- saadkhan_khi_r_assignment2.R | 104 ++++++++++++++++++++++++++++++++++- 1 file changed, 103 insertions(+), 1 deletion(-) diff --git a/saadkhan_khi_r_assignment2.R b/saadkhan_khi_r_assignment2.R index 350467c..d54edc4 100644 --- a/saadkhan_khi_r_assignment2.R +++ b/saadkhan_khi_r_assignment2.R @@ -1,4 +1,4 @@ -install.packages("dplyr") +#install.packages("dplyr") library(dplyr) mydf <- read.csv("hospitaldata.csv",stringsAsFactors = FALSE) hos <- tbl_df(mydf) @@ -7,3 +7,105 @@ rm(mydf) #Question 01 names(hos) <- gsub(".", "", names(hos), fixed = TRUE) names(hos) + +#Cleaning Dataset and changing column data types +hos$Date <-as.Date(hos$Date,"%a, %B %d, %Y") +library(stringr) +#Some of the data in Age column contain values as month like 6M and 28M, so we have to convert it to years +hos <- + hos %>% + mutate(Age= ifelse ( str_detect(Age,"M"), + strtoi(gsub("M", "", Age))/12, + Age)) +hos$Age <-as.numeric(hos$Age) +hos$AmountBalance <-as.numeric(hos$AmountBalance) +hos$TotalCharges <-as.numeric(hos$TotalCharges) +hos<- + hos %>% + mutate(Sex=ifelse(Sex=="" | Sex =="-",NA,Sex)) +hos$Sex<-toupper(hos$Sex) +hos$NextApt <-as.Date(hos$NextApt,"%m/%d/%Y") + +#Question 01 +x<-table(weekdays(hos$Date)) +which.max(x) + +#Question 02 +mean(hos$Age,na.rm = TRUE) + +#Question 03 +rows <- + hos %>% + filter(Age>=1,Age<=12) %>% + as.data.frame() +nrow(rows) + +#Question 04 +hos%>% + count(Sex, Procedure) %>% + slice(which.max(n)) + +#Question 05 +hos%>% + group_by(ConsultingDoctor) %>% + summarise(TotalCharges=sum(TotalCharges,na.rm=TRUE)) %>% + filter(TotalCharges==max(TotalCharges)) + +#Question 06 +hos%>% + group_by(Procedure) %>% + summarise(TotalCharges=sum(TotalCharges,na.rm=TRUE)) %>% + filter(TotalCharges==max(TotalCharges)) + +#Question 07 +#install.packages("lubridate") +library(lubridate) + +hos$Time <- as.POSIXlt(strptime(hos$Time,"%I:%M%p")) +which.max(table(hour(hos$Time))) + +#Question 08 +hos<- + hos%>% + mutate(TimeBracket=ifelse(hour(Time)>=6 & hour(Time)<=12,"Morning",NA)) +hos<- + hos%>% + mutate(TimeBracket=ifelse(hour(Time)>=12 & hour(Time)<=16,"Afternoon",TimeBracket)) +hos<- + hos%>% + mutate(TimeBracket=ifelse(hour(Time)>=16 & hour(Time)<=19,"Evening",TimeBracket)) +hos<- + hos%>% + mutate(TimeBracket=ifelse(hour(Time)>=19 & hour(Time)<=6,"Night",TimeBracket)) + +#Question 09 +rv<- + hos %>% + group_by(id) %>% + filter(n()>1) +nrow(rv) + +#Question 10 +rv$id + +#Question 11 +hos%>% + group_by(id,Specialty)%>% + filter(n()>1) + +#Question 12 +hos%>% + group_by(Sex) %>% + summarise(Age=median(Age,na.rm=TRUE)) + +#Question 13 +sum(hos$AmountBalance,na.rm=TRUE) + +#Question 14 +hos%>% + filter(Procedure=="Consultation")%>% + group_by(Procedure)%>% + summarise(SUM=sum(AmountReceived,na.rm=TRUE)) + +#Question 15 +x<-cor(hos$Age[!is.na(hos$Age)],hos$TotalCharges[!is.na(hos$TotalCharges)]) \ No newline at end of file From 622c851fe32ca77fc956a11c048ce354d862b063 Mon Sep 17 00:00:00 2001 From: Saad Khan Date: Mon, 27 Mar 2017 12:07:07 +0500 Subject: [PATCH 3/6] First 10 Questions --- saadkhan_khi_r_assignment2.R | 38 ++++++++++++++---------------------- 1 file changed, 15 insertions(+), 23 deletions(-) diff --git a/saadkhan_khi_r_assignment2.R b/saadkhan_khi_r_assignment2.R index d54edc4..65fb842 100644 --- a/saadkhan_khi_r_assignment2.R +++ b/saadkhan_khi_r_assignment2.R @@ -26,45 +26,45 @@ hos<- hos$Sex<-toupper(hos$Sex) hos$NextApt <-as.Date(hos$NextApt,"%m/%d/%Y") -#Question 01 +#Question 02 x<-table(weekdays(hos$Date)) which.max(x) -#Question 02 +#Question 03 mean(hos$Age,na.rm = TRUE) -#Question 03 +#Question 04 rows <- hos %>% filter(Age>=1,Age<=12) %>% as.data.frame() nrow(rows) -#Question 04 +#Question 05 hos%>% count(Sex, Procedure) %>% slice(which.max(n)) -#Question 05 +#Question 06 hos%>% group_by(ConsultingDoctor) %>% summarise(TotalCharges=sum(TotalCharges,na.rm=TRUE)) %>% filter(TotalCharges==max(TotalCharges)) -#Question 06 +#Question 07 hos%>% group_by(Procedure) %>% summarise(TotalCharges=sum(TotalCharges,na.rm=TRUE)) %>% filter(TotalCharges==max(TotalCharges)) -#Question 07 +#Question 08 #install.packages("lubridate") library(lubridate) hos$Time <- as.POSIXlt(strptime(hos$Time,"%I:%M%p")) which.max(table(hour(hos$Time))) -#Question 08 +#Question 09 hos<- hos%>% mutate(TimeBracket=ifelse(hour(Time)>=6 & hour(Time)<=12,"Morning",NA)) @@ -78,28 +78,21 @@ hos<- hos%>% mutate(TimeBracket=ifelse(hour(Time)>=19 & hour(Time)<=6,"Night",TimeBracket)) -#Question 09 -rv<- - hos %>% - group_by(id) %>% - filter(n()>1) -nrow(rv) +hos$Time<-as.character(hos$Time) +#Question 10 +hos$id <- as.numeric(hos$id) +length(table(hos$id)[table(hos$id)>1]) #Question 10 -rv$id +names(table(hos$id)[table(hos$id)>1]) #Question 11 -hos%>% - group_by(id,Specialty)%>% - filter(n()>1) + #Question 12 -hos%>% - group_by(Sex) %>% - summarise(Age=median(Age,na.rm=TRUE)) + #Question 13 -sum(hos$AmountBalance,na.rm=TRUE) #Question 14 hos%>% @@ -108,4 +101,3 @@ hos%>% summarise(SUM=sum(AmountReceived,na.rm=TRUE)) #Question 15 -x<-cor(hos$Age[!is.na(hos$Age)],hos$TotalCharges[!is.na(hos$TotalCharges)]) \ No newline at end of file From 6ab3c3c538d8bbfceb68640fa1443e0549c1d89e Mon Sep 17 00:00:00 2001 From: Saad Khan Date: Mon, 27 Mar 2017 15:20:53 +0500 Subject: [PATCH 4/6] Other 8 Questions --- clean_hospitaldata.csv | 223 +++++++++++++++++++++++++++++++++++ saadkhan_khi_r_assignment2.R | 58 +++++++-- 2 files changed, 270 insertions(+), 11 deletions(-) create mode 100644 clean_hospitaldata.csv diff --git a/clean_hospitaldata.csv b/clean_hospitaldata.csv new file mode 100644 index 0000000..2e1ac8d --- /dev/null +++ b/clean_hospitaldata.csv @@ -0,0 +1,223 @@ +,Date,id,Time,Age,Sex,ConsultingDoctor,Specialty,Procedure,TotalCharges,AmountReceived,AmountBalance,AmountReceivedBy,AmountinHospital,ReceptionistName,NextApt,TimeBracket +1,1/1/2017,101,NA,40,F,Dr Kinza Alam,Gynae,C Section,30000,30000,NA, Mrs Shamsa ,NA,Hamza,NA,NA +2,1/2/2017,150,3/27/2017 10:45,26,M,Nursing Staff,,Dressing,1500,1500,NA, Dr Saniya ,NA,Haris,NA,Morning +3,1/2/2017,58,3/27/2017 12:38,30,F,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000,NA, Mrs Shamsa ,300,Fiza,NA,Afternoon +4,1/2/2017,75,3/27/2017 13:00,40,M,Dr Riffat Naheed,Psychotherapist,Consultation,1500,1500,NA, Mrs Shamsa ,450,Zaheer,NA,Afternoon +5,1/2/2017,97,3/27/2017 14:45,27,M,Dr Riffat Naheed,Psychotherapist,Consultation,2000,2000,NA, Mrs Shamsa ,600,Haris,NA,Afternoon +6,1/2/2017,101,3/27/2017 15:00,40,F,Dr Kinza Alam,Gynae,C Section,35000,35000,NA, Dr Saniya ,NA,Haris,NA,Afternoon +7,1/2/2017,26,3/27/2017 15:28,43,M,Dr Saniya,M/o,Consultation,2000,2000,NA, Dr Saniya ,NA,Fiza,NA,Afternoon +8,1/2/2017,149,3/27/2017 15:45,28,F,Dr Fakiha,Dentist,Consultation,500,500,NA, Mrs Shamsa ,500,Haris,NA,Afternoon +9,1/2/2017,20,3/27/2017 15:45,2,F,Dr Fakiha,Dentist,Consultation,0,NA,NA,,NA,,NA,Afternoon +10,1/2/2017,72,3/27/2017 17:00,40,M,Dr Fakiha,Dentist,Consultation,500,500,NA, Mrs Shamsa ,500,Fiza,NA,Evening +11,1/2/2017,54,3/27/2017 17:00,32,F,Dr Saniya,M/o,Consultation,2000,2000,NA, Dr Saniya ,NA,Fiza,NA,Evening +12,1/2/2017,149,3/27/2017 17:30,28,F,Dr Fakiha,Dentist,Filling,2000,2000,NA, Mrs Shamsa ,2000,Fiza,NA,Evening +13,1/3/2017,120,3/27/2017 13:00,76,F,Dr Saniya,M/o,Laboratory Test,0,NA,NA,,NA,Haris,NA,Afternoon +14,1/3/2017,120,3/27/2017 15:25,75,F,Dr Saniya,M/o,,0,NA,NA,,NA,,NA,Afternoon +15,1/3/2017,20,3/27/2017 18:10,36,F,Dr Kinza Alam,Gynae,Consultation,1500,1500,NA, Mrs Shamsa ,450,Haris,NA,Evening +16,1/4/2017,40,3/27/2017 23:45,42,F,Dr Alaf Khan,Dentist,Consultation+Denture,1500,1500,NA, Brig Farrukh ,NA,Fiza,NA,NA +17,1/4/2017,134,3/27/2017 12:40,23,F,Dr Alaf Khan,Dentist,Consultation,500,500,NA, Brig Farrukh ,500,Fiza,NA,Afternoon +18,1/4/2017,86,3/27/2017 20:10,48,F,Dr Kinza Alam,Gynae,Consultation,1500,1500,NA, Brig Farrukh ,450,Haris,NA,NA +19,1/4/2017,114,3/27/2017 20:30,25,F,Dr Kinza Alam,Gynae,Consultation,1000,1000,NA, Brig Farrukh ,300,Haris,NA,NA +20,1/5/2017,155,3/27/2017 12:40,50,F,Dr Alaf Khan,Dentist,Extraction,2000,2000,NA, Brig Farrukh ,2000,Fiza,NA,Afternoon +21,1/5/2017,45,3/27/2017 14:00,60,F,Dr Alaf Khan,Dentist,R.P.D + Crown,4000,4000,NA, Brig Farrukh ,4000,Haris,NA,Afternoon +22,1/5/2017,4,3/27/2017 14:00,0,M,Dr Irfan,General Surgeon,Consultation + Dressing,5000,5000,NA, Brig Farrukh ,4000,Haris,NA,Afternoon +23,1/6/2017,38,3/27/2017 12:30,0,M,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000,NA, Mrs Shamsa ,300,Haris,NA,Afternoon +24,1/6/2017,130,3/27/2017 13:00,26,M,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000,NA, Mrs Shamsa ,300,Haris,NA,Afternoon +25,1/6/2017,97,3/27/2017 13:30,27,M,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000,NA, Mrs Shamsa ,300,Haris,NA,Afternoon +26,1/6/2017,50,NA,0,M,Dr Alaf Khan,Dentist,Consultation,500,500,NA, Mrs Shamsa ,500,Haris,NA,NA +27,1/6/2017,78,3/27/2017 20:15,57,F,Dr Ali,Orthopedic,Consultation,6000,6000,NA, Mrs Shamsa ,3000,Haris,NA,NA +28,1/7/2017,1,NA,0,NA,Nursing Staff,,Pharmacy,0,NA,NA,,NA,,NA,NA +29,1/9/2017,48,3/27/2017 12:36,39,F,Dr Alaf Khan,Dentist,Consultation,500,500,NA, Mrs Shamsa ,500,Fiza,NA,Afternoon +30,1/9/2017,79,3/27/2017 13:30,6,F,Dr Alaf Khan,Dentist,Consultation,500,500,NA, Mrs Shamsa ,500,Fiza,NA,Afternoon +31,1/9/2017,116,3/27/2017 14:30,26,M,Dr Alaf Khan,Dentist,X Ray,300,300,NA, Mrs Shamsa ,300,Haris,NA,Afternoon +32,1/9/2017,45,3/27/2017 15:15,60,F,Dr Alaf Khan,Dentist,R.P.D + Crown,7000,7000,NA, Mrs Shamsa ,7000,Fiza,NA,Afternoon +33,1/9/2017,67,3/27/2017 17:20,26,M,Dr Alaf Khan,Dentist,Consultation+X Ray,800,800,NA, Mrs Shamsa ,800,Fiza,NA,Evening +34,1/9/2017,36,3/27/2017 17:30,5,F,Dr Alaf Khan,Dentist,Consultation,250,250,NA, Mrs Shamsa ,250,Fiza,NA,Evening +35,1/10/2017,17,3/27/2017 15:50,40,M,Dr Alaf Khan,Dentist,RCT (4 teeth) Bridge (9 teeth),10000,10000,NA, Mrs Shamsa ,NA,Fiza,1/16/2017,Afternoon +36,1/10/2017,84,3/27/2017 18:00,9,F,Dr Irfan,General Surgeon,Consultation + X Ray,3000,3000,NA, Mrs Shamsa ,3000,Mona,NA,Evening +37,1/10/2017,1,NA,0,NA,Nursing Staff,,Pharmacy,0,NA,NA,,NA,,NA,NA +38,1/11/2017,57,NA,30,F,Dr Alaf Khan,Dentist,Laboratory Test,0,NA,NA, Mrs Shamsa ,NA,,NA,NA +39,1/11/2017,119,3/27/2017 15:00,40,F,Dr Ammara,Gynae,Consultation + USG,1500,1500,NA, Mrs Shamsa ,500,Fiza,NA,Afternoon +40,1/11/2017,145,3/27/2017 16:30,29,M,Dr Alaf Khan,Dentist,Crown,3000,3000,NA, Mrs Shamsa ,NA,Fiza,NA,Evening +41,1/11/2017,92,3/27/2017 16:30,39,F,Dr Alaf Khan,Dentist,Consultation,500,500,NA, Mrs Shamsa ,500,Fiza,NA,Evening +42,1/12/2017,63,3/27/2017 10:45,50,M,Dr Alaf Khan,Dentist,Consultation,500,500,NA, Mrs Shamsa ,500,Fiza,NA,Morning +43,1/12/2017,63,3/27/2017 14:00,50,M,Dr Alaf Khan,Dentist,Scalling,3000,3000,NA, Mrs Shamsa ,3000,Fiza,NA,Afternoon +44,1/12/2017,63,3/27/2017 14:00,50,M,Brig Asif,Medical Specialist,Consultation,500,500,NA, Mrs Shamsa ,150,Fiza,NA,Afternoon +45,1/13/2017,45,3/27/2017 11:20,60,F,Dr Alaf Khan,Dentist,Polishing,500,500,NA, Mrs Shamsa ,500,Haris,NA,Morning +46,1/13/2017,145,3/27/2017 15:00,29,M,Dr Fakiha,Dentist,Crown,1500,1500,NA, Mrs Shamsa ,1500,Fiza,NA,Afternoon +47,1/13/2017,70,3/27/2017 20:00,48,M,Brig Farrukh,Anaesthetist,Consultation,3750,3750,NA, Dr Ammad ,3750,Mona,NA,NA +48,1/14/2017,88,3/27/2017 16:30,45,F,Dr Fakiha,Dentist,Filling + X Rays,2600,2600,NA, Dr Ammad ,2600,Haris,NA,Evening +49,1/14/2017,40,3/27/2017 18:30,42,F,Dr Fakiha,Dentist,Denture+Scalling+Filling,5500,5500,NA, Dr Ammad ,5500,Haris,NA,Evening +50,1/15/2017,42,3/27/2017 21:00,29,F,Nursing Staff,,Pharmacy,900,900,NA, Dilshad ,900,Zaheer,NA,NA +51,1/16/2017,7,NA,26,M,Nursing Staff,,Laboratory Test,0,NA,NA,,NA,,NA,NA +52,1/16/2017,106,3/27/2017 13:30,34,M,Dr Alaf Khan,Dentist,Crown,5000,5000,NA, Dr Ammad ,5000,Fiza,NA,Afternoon +53,1/16/2017,22,3/27/2017 18:00,50,F,Dr Zubair,M/o,Consultation,1000,1000,NA, Dr Ammad ,400,Haris,NA,Evening +54,1/16/2017,88,3/27/2017 18:20,45,F,Dr Fakiha,Dentist,Extraction,2500,2500,NA, Dr Ammad ,2500,Haris,1/23/2017,Evening +55,1/17/2017,52,3/27/2017 11:25,30,M,Dr Alaf Khan,Dentist,RCT,3000,3000,NA, Mrs Shamsa ,3000,Fiza,1/20/2017,Morning +56,1/17/2017,17,3/27/2017 11:15,40,M,Dr Alaf Khan,Dentist,RCT (4 teeth) Bridge (9 teeth),38000,38000,NA, Mrs Shamsa ,38000,Fiza,NA,Morning +57,1/17/2017,17,3/27/2017 13:10,40,M,Brig Asif,Medical Specialist,Consultation,1000,1000,NA, Mrs Shamsa ,300,Haris,NA,Afternoon +58,1/17/2017,136,3/27/2017 15:30,29,M,Dr Fakiha,Dentist,Scalling,4000,4000,NA, Mrs Shamsa ,4000,Fiza,NA,Afternoon +59,1/17/2017,27,3/27/2017 18:15,27,M,Dr Fakiha,Dentist,Filling,2000,2000,NA, Mrs Shamsa ,2000,Sohaib,1/19/2017,Evening +60,1/18/2017,71,3/27/2017 21:40,23,M,Dr Alaf Khan,Dentist,X Ray,300,300,NA,,300,Haris,NA,NA +61,1/18/2017,12,3/27/2017 12:00,60,F,Dr Alaf Khan,Dentist,22 Unit Bridge,25500,25500,NA,,25500,Haris,NA,Afternoon +62,1/18/2017,127,3/27/2017 14:00,52,F,Dr Alaf Khan,Dentist,Extraction,1000,1000,NA,,1000,Haris,NA,Afternoon +63,1/18/2017,82,3/27/2017 17:00,21,M,Dr Zubair,M/o,Consultation,500,500,NA,,500,Haris,NA,Evening +64,1/19/2017,103,NA,32,M,Nursing Staff,,Laboratory Test,0,NA,NA,,NA,,NA,NA +65,1/19/2017,31,3/27/2017 11:00,58,F,Dr Alaf Khan,Dentist,Consultation,500,500,NA, Mrs Shamsa ,500,Haris,NA,Morning +66,1/19/2017,1,NA,0,NA,Nursing Staff,,Pharmacy,0,NA,NA,,NA,,NA,NA +67,1/19/2017,1,NA,0,NA,Nursing Staff,,Pharmacy,0,NA,NA,,NA,,NA,NA +68,1/20/2017,1,NA,0,NA,Nursing Staff,,Pharmacy,0,NA,NA,,NA,,NA,NA +69,1/21/2017,131,3/27/2017 10:15,26,F,Dr Alaf Khan,Dentist,X Ray,300,300,NA, Mrs Shamsa ,300,Haris,NA,Morning +70,1/21/2017,101,3/27/2017 13:20,40,F,Dr Kinza Alam,Gynae,Consultation,1200,1200,NA, Mrs Shamsa ,360,Haris,NA,Afternoon +71,1/21/2017,145,3/27/2017 13:30,29,M,Dr Fakiha,Dentist,Crown,500,500,NA, Mrs Shamsa ,500,Haris,NA,Afternoon +72,1/23/2017,144,3/27/2017 12:15,33,M,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000,NA, Mrs Shamsa ,300,Haris,NA,Afternoon +73,1/23/2017,37,3/27/2017 13:00,30,F,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000,NA, Mrs Shamsa ,300,Haris,NA,Afternoon +74,1/23/2017,135,3/27/2017 13:15,28,F,Dr Riffat Naheed,Psychotherapist,Consultation,2000,2000,NA, Mrs Shamsa ,600,Haris,NA,Afternoon +75,1/23/2017,59,3/27/2017 16:50,10,M,Dr Ali,Child Specialist,Consultation+ER Retain,2800,2800,NA, Mrs Shamsa ,1600,Haris,NA,Evening +76,1/24/2017,130,3/27/2017 13:00,26,M,Dr Riffat Naheed,Psychotherapist,Consultation,800,800,NA, Mrs Shamsa ,240,Haris,NA,Afternoon +77,1/24/2017,104,3/27/2017 13:15,19,M,Dr Riffat Naheed,Psychotherapist,Consultation,2000,2000,NA, Mrs Shamsa ,600,Haris,NA,Afternoon +78,1/24/2017,98,3/27/2017 14:10,53,F,Dr Saad,Orthopedic,Consultation,1000,1000,NA, Mrs Shamsa ,600,Haris,NA,Afternoon +79,1/24/2017,102,3/27/2017 13:30,30,M,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000,NA, Mrs Shamsa ,300,Haris,NA,Afternoon +80,1/25/2017,59,NA,10,M,Nursing Staff,,Laboratory Test,0,NA,NA,,NA,,NA,NA +81,1/25/2017,1,NA,0,NA,Nursing Staff,,Pharmacy,0,NA,NA,,NA,,NA,NA +82,1/26/2017,73,3/27/2017 12:50,55,M,Dr Alaf Khan,Dentist,Consultation+X Ray,700,700,NA,,700,Haris,NA,Afternoon +83,1/26/2017,116,3/27/2017 15:30,26,M,Dr Alaf Khan,Dentist,X Ray,300,300,NA,,300,Haris,NA,Afternoon +84,1/26/2017,125,3/27/2017 17:40,30,F,Dr Alaf Khan,Dentist,Consultation,500,500,NA,,500,Haris,NA,Evening +85,1/26/2017,1,NA,0,NA,Nursing Staff,,Pharmacy,0,NA,NA,,NA,,NA,NA +86,1/26/2017,1,NA,0,NA,Nursing Staff,,Pharmacy,0,NA,NA,,NA,,NA,NA +87,1/26/2017,1,NA,0,NA,Nursing Staff,,Pharmacy,0,NA,NA,,NA,,NA,NA +88,1/28/2017,129,NA,2.333333333,M,Dr Ali,Child Specialist,Consultation,1150,1150,NA, Mrs Shamsa ,NA,Sohaib,NA,NA +89,1/28/2017,85,3/27/2017 18:45,0,F,Dr Irfan,General Surgeon,,3000,3000,NA, Mrs Shamsa ,NA,Sohaib,NA,Evening +90,1/28/2017,147,3/27/2017 21:45,9,M,Nursing Staff,,Consultation,1000,1000,NA, Mrs Shamsa ,NA,Sub KB,NA,NA +91,1/29/2017,1,NA,0,NA,Nursing Staff,,Pharmacy,0,NA,NA,,NA,,NA,NA +92,1/30/2017,140,3/27/2017 13:00,28,F,Dr Alaf Khan,Dentist,Consultation,500,500,NA, Dr Ammad ,500,Haris,NA,Afternoon +93,1/30/2017,39,3/27/2017 13:30,47,M,Dr Alaf Khan,Dentist,X Ray,300,300,NA, Dr Ammad ,300,Haris,NA,Afternoon +94,1/30/2017,124,3/27/2017 17:40,49,F,Brig Asif,Medical Specialist,Consultation+ECG,1300,1300,NA, Dr Ammad ,600,Sohaib,NA,Evening +95,1/30/2017,8,3/27/2017 17:35,19,M,Dr Qurat ul Ain,Dentist,Consultation+X Ray,800,800,NA, Dr Ammad ,800,Sohaib,NA,Evening +96,1/30/2017,51,3/27/2017 18:00,31,M,Dr Qurat ul Ain,Dentist,Consultation,500,500,NA, Dr Ammad ,500,Sohaib,NA,Evening +97,1/31/2017,152,3/27/2017 17:30,7,F,Dr Fakiha,Dentist,Filling,1000,1000,NA, Mrs Shamsa ,1000,Haris,NA,Evening +98,1/31/2017,21,3/27/2017 18:30,26,M,Dr Zubair,M/o,Consultation,200,200,NA, Mrs Shamsa ,200,Mona,NA,Evening +99,1/31/2017,115,3/27/2017 18:50,8,F,Dr Qurat ul Ain,Dentist,Extraction,1500,1500,NA, Mrs Shamsa ,1500,Haris,NA,Evening +100,2/1/2017,109,3/27/2017 14:10,28,F,Dr Alaf Khan,Dentist,R.C.T,2000,2000,NA, Dr Ammad ,2000,Haris,2/6/2017,Afternoon +101,2/1/2017,153,3/27/2017 14:10,17,F,Dr Alaf Khan,Dentist,Orthodontics,10000,10000,NA, Dr Ammad ,10000,Haris,2/6/2017,Afternoon +102,2/1/2017,62,3/27/2017 13:00,54,M,Dr Alaf Khan,Dentist,Scalling,2000,2000,NA, Dr Ammad ,2000,Haris,NA,Afternoon +103,2/1/2017,111,3/27/2017 13:40,35,F,Col Ulfat Ellahi,ENT,Consultation,1000,1000,NA, Dr Ammad ,300,Haris,NA,Afternoon +104,2/1/2017,142,3/27/2017 18:00,45,M,Dr Qurat ul Ain,Dentist,Extraction,2000,2000,NA, Dr Ammad ,2000,Haris,NA,Evening +105,2/2/2017,117,3/27/2017 12:00,30,F,Dr Shireen,M/o,Consultation,500,500,NA, Dr Ammad ,500,Haris,NA,Afternoon +106,2/2/2017,140,3/27/2017 13:00,30,F,Dr Alaf Khan,Dentist,Extraction,1000,1000,NA, Dr Ammad ,1000,Haris,NA,Afternoon +107,2/2/2017,100,3/27/2017 13:25,23,F,Dr Alaf Khan,Dentist,Consultation,500,500,NA, Dr Ammad ,500,Haris,NA,Afternoon +108,2/3/2017,133,3/27/2017 16:45,27,F,Dr Alaf Khan,Dentist,X Ray,500,500,NA, Dr Ammad ,500,Haris,NA,Evening +109,2/3/2017,44,3/27/2017 20:00,6,M,Dr Ali,Child Specialist,Consultation,1000,1000,NA, Dr Ammad ,300,Haris,NA,NA +110,2/4/2017,35,3/27/2017 16:00,2,F,Dr Qurat ul Ain,Dentist,Consultation,500,500,NA, Dr Ammad ,500,Haris,NA,Evening +111,2/4/2017,150,3/27/2017 16:00,30,M,Dr Qurat ul Ain,Dentist,Consultation,500,500,NA, Dr Ammad ,500,Haris,NA,Evening +112,2/6/2017,118,3/27/2017 19:30,32,F,Dr Kinza Alam,Gynae,Consultation+USG,1500,1500,NA, Dr Ammad ,800,Haris,NA,NA +113,2/6/2017,114,3/27/2017 19:45,25,F,Dr Kinza Alam,Gynae,Consultation,1000,1000,NA, Dr Ammad ,300,Haris,NA,NA +114,2/6/2017,49,3/27/2017 13:30,80,M,Dr Ali,Child Specialist,Consultation+Retain,3500,3500,NA, Dr Ammad ,2000,Haris,NA,Afternoon +115,2/6/2017,126,3/27/2017 13:30,70,F,Dr Alaf Khan,Dentist,Scalling,3000,3000,NA, Dr Ammad ,3000,Haris,NA,Afternoon +116,2/6/2017,141,3/27/2017 16:00,20,M,Dr Riffat Naheed,Psychotherapist,Consultation,2000,2000,NA, Dr Ammad ,600,Haris,NA,Evening +117,2/6/2017,17,3/27/2017 18:15,23,M,Dr Ammad,M/o,Consultation,200,200,NA, Dr Ammad ,200,Haris,NA,Evening +118,2/7/2017,12,3/27/2017 12:00,60,F,Dr Alaf Khan,Dentist,22 Unit Bridge,44000,30000,14000, Dr Ammad ,30000,Haris,2/14/2017,Afternoon +119,2/7/2017,60,3/27/2017 13:10,50,M,Dr Alaf Khan,Dentist,Consultation,500,500,NA, Dr Ammad ,500,Haris,NA,Afternoon +120,2/7/2017,140,3/27/2017 14:15,30,F,Dr Alaf Khan,Dentist,4 Unit Bridge,3000,3000,NA, Dr Ammad ,3000,Haris,NA,Afternoon +121,2/7/2017,41,3/27/2017 18:00,13,M,Dr Qurat ul Ain,Dentist,X Ray,500,500,NA, Dr Ammad ,500,Haris,NA,Evening +122,2/7/2017,87,3/27/2017 20:00,30,F,Dr Qurat ul Ain,Dentist,Consultation,500,500,NA, Dr Ammad ,500,Haris,NA,NA +123,2/8/2017,132,3/27/2017 10:13,13,M,Dr Alaf Khan,Dentist,Consultation,500,500,NA, Dr Ammad ,500,Haris,2/17/2017,Morning +124,2/8/2017,132,3/27/2017 12:00,13,M,Dr Alaf Khan,Dentist,R.C.T,3500,3500,NA, Dr Ammad ,3500,Haris,NA,Afternoon +125,2/8/2017,13,3/27/2017 12:00,39,F,Dr Saad,Orthopedic,Consultation,1000,1000,NA, Dr Ammad ,300,Haris,NA,Afternoon +126,2/8/2017,109,3/27/2017 14:40,28,F,Dr Alaf Khan,Dentist,R.C.T,2000,2000,NA, Dr Ammad ,2000,Haris,NA,Afternoon +127,2/8/2017,109,3/27/2017 14:40,28,F,Dr Alaf Khan,Dentist,Crown,3000,NA,3000, Dr Ammad ,NA,Haris,2/16/2017,Afternoon +128,2/8/2017,153,3/27/2017 14:40,17,F,Dr Alaf Khan,Dentist,Orthodontics,110000,20000,90000, Dr Ammad ,20000,Haris,2/16/2017,Afternoon +129,2/8/2017,43,3/27/2017 10:00,27,M,Dr Alaf Khan,Dentist,Consultation+X Ray,800,800,NA, Dr Ammad ,800,Haris,2/9/2017,Morning +130,2/10/2017,5,3/27/2017 9:30,57,M,Dr Alaf Khan,Dentist,X Ray,300,300,NA, Dr Ammad ,300,Haris,NA,Morning +131,2/10/2017,14,3/27/2017 18:30,6,M,Nursing Staff,,X Ray,300,300,NA, Dr Ammad ,300,Haris,NA,Evening +132,2/10/2017,123,3/27/2017 19:00,18,M,Dr Qurat ul Ain,Dentist,Filling,1500,1500,NA, Dr Ammad ,1500,Haris,NA,NA +133,2/11/2017,137,3/27/2017 12:00,25,M,Dr Ali,Child Specialist,Consultation,1000,1000,NA, Mrs Shamsa ,300,Mona,NA,Afternoon +134,2/11/2017,91,3/27/2017 16:20,50,F,Dr Qurat ul Ain,Dentist,Scalling,2500,2500,NA, Mrs Shamsa ,2500,Mona,NA,Evening +135,2/11/2017,23,3/27/2017 17:57,0,F,Dr Qurat ul Ain,Dentist,Consultation,1000,1000,NA, Mrs Shamsa ,1000,Mona,NA,Evening +136,2/11/2017,154,3/27/2017 18:15,19,F,Dr Qurat ul Ain,Dentist,Scalling,2000,2000,NA, Mrs Shamsa ,2000,Mona,NA,Evening +137,2/12/2017,112,3/27/2017 19:15,39,M,Dr Saad,Orthopedic,Operation,35000,35000,NA, Mrs Shamsa ,35000,Haris,NA,NA +138,2/12/2017,81,3/27/2017 12:00,6,F,Dr Alaf Khan,Dentist,Consultation+X Ray,700,700,NA, Mrs Shamsa ,700,Mona,NA,Afternoon +139,2/13/2017,15,3/27/2017 11:20,40,M,Dr Waqar Azeem,Radiologist,USG Abdomen,1000,1000,NA, Dr Ammad ,300,Haris,NA,Morning +140,2/13/2017,112,3/27/2017 15:40,39,M,Dr Saad,Orthopedic,Operation,15000,15000,NA, Dr Ammad ,15000,Haris,NA,Afternoon +141,2/13/2017,9,3/27/2017 19:00,20,F,Dr Qurat ul Ain,Dentist,Consultation,500,500,NA, Dr Ammad ,500,Haris,NA,NA +142,2/13/2017,2,NA,0,NA,Dr Ali,Child Specialist,Consultation,1500,1500,NA, Dr Ammad ,500,Haris,NA,NA +143,2/14/2017,113,3/27/2017 14:30,14,M,Dr Saad Riaz,Orthopedic,Pop,3700,3700,NA, Dr Ammad ,1700,Haris,NA,Afternoon +144,2/14/2017,4,3/27/2017 15:00,0,M,Nursing Staff,,Er Retain,300,300,NA, Dr Ammad ,300,Haris,NA,Afternoon +145,2/14/2017,19,3/27/2017 19:02,0.5,F,Dr Waqar Azeem,Radiologist,USG,2000,2000,NA, Dr Ammad ,1300,Haris,NA,NA +146,2/15/2017,118,3/27/2017 11:40,24,F,Dr Alaf Khan,Dentist,X Ray,400,400,NA, Mrs Shamsa ,400,Mona,NA,Morning +147,2/15/2017,94,3/27/2017 16:45,3,M,Dr Ali,Child Specialist,Consultation + Nebulize,1150,1150,NA," 150 Mrs Shamsa, 300 Dr Ammad ",450,Haris,NA,Evening +148,2/15/2017,64,3/27/2017 18:15,23,M,Dr Ammad,M/o,Consultation,200,200,NA, Dr Ammad ,200,Haris,NA,Evening +149,2/17/2017,29,3/27/2017 16:10,29,M,Dr Alaf Khan,Dentist,X Ray,200,200,NA, Dr Ammad ,200,Haris,NA,Evening +150,2/17/2017,66,3/27/2017 17:30,55,M,Dr Alaf Khan,Dentist,Extraction,1000,1000,NA, Dr Ammad ,1000,Haris,NA,Evening +151,2/17/2017,107,3/27/2017 18:30,30,F,Nursing Staff,,X Ray,1000,1000,NA, Dr Ammad ,1000,Haris,NA,Evening +152,2/18/2017,108,3/27/2017 18:20,0,M,Dr Ali,Child Specialist,Consultation,3000,3000,NA, Dr Ammad ,1600,Saima,NA,Evening +153,2/18/2017,30,3/27/2017 18:10,30,F,Dr Qurat ul Ain,Dentist,Extraction,1500,1500,NA, Dr Ammad ,1500,Mona,NA,Evening +154,2/18/2017,94,3/27/2017 11:30,3,M,Nursing Staff,,Injection,300,300,NA, Dr Ammad ,300,Saima,NA,Morning +155,2/19/2017,55,3/27/2017 14:45,0,M,Dr Qurat ul Ain,Dentist,X Ray,300,300,NA, Dr Ammad ,300,Saima,NA,Afternoon +156,2/20/2017,132,NA,13,M,Dr Alaf Khan,Dentist,Crown,5000,5000,NA, Dr Ammad ,5000,,2/24/2017,NA +157,2/20/2017,68,3/27/2017 13:25,10,M,Dr Shireen,M/o,Stiches,700,700,NA, Dr Ammad ,700,Saima,NA,Afternoon +158,2/20/2017,80,3/27/2017 14:00,30,F,Dr Shireen,M/o,Consultation,1200,1200,NA, Dr Ammad ,1200,Saima,NA,Afternoon +159,2/20/2017,99,3/27/2017 19:00,45,F,Dr Saima Shams,Radiologist,USG,1500,1500,NA, Dr Ammad ,900,Mona,NA,NA +160,2/20/2017,94,3/27/2017 22:15,3,M,Nursing Staff,,Injection,300,300,NA, Dr Ammad ,300,Ashfaq,NA,NA +161,2/21/2017,151,3/27/2017 13:00,38,M,Dr Alaf Khan,Dentist,R.C.T+Scalling+Crown,5000,5000,NA, Dr Ammad ,5000,Saima,2/28/2017,Afternoon +162,2/21/2017,53,3/27/2017 18:00,20,F,Dr Waqar Azeem,Radiologist,USG,1000,1000,NA, Dr Ammad ,400,Mona,NA,Evening +163,2/21/2017,11,3/27/2017 19:11,2,F,Dr Ali,Child Specialist,Consultation,1000,1000,NA, Dr Ammad ,300,Saima,NA,NA +164,2/21/2017,94,3/27/2017 22:10,3,M,Nursing Staff,,Injection,300,300,NA, Dr Ammad ,300,Sub KB,NA,NA +165,2/21/2017,64,NA,0,NA,Nursing Staff,,Medicine,100,100,NA,,100,Saima,NA,NA +166,2/22/2017,100,3/27/2017 15:00,23,F,Dr Alaf Khan,Dentist,Orthodontics,120000,30000,90000, Dr Ammad ,30000,Mona,NA,Afternoon +167,2/22/2017,16,3/27/2017 16:30,26,M,Dr Mumtaz,General Surgeon,Consultation,1000,1000,NA, Dr Ammad ,500,Mona,NA,Evening +168,2/22/2017,6,3/27/2017 17:00,35,M,Dr Waqar Azeem,Radiologist,USG,1000,1000,NA, Dr Ammad ,400,Mona,NA,Evening +169,2/23/2017,33,3/27/2017 13:55,22,M,Dr Alaf Khan,Dentist,R.C.T,3000,3000,NA, Dr Ammad ,3000,Saima,NA,Afternoon +170,2/23/2017,89,3/27/2017 13:50,65,F,Dr Saad Riaz,Orthopedic,Consultation,1000,1000,NA, Dr Ammad ,500,Saima,NA,Afternoon +171,2/23/2017,13,3/27/2017 14:00,45,F,Dr Saad Riaz,Orthopedic,Consultation,1000,1000,NA, Dr Ammad ,300,Saima,NA,Afternoon +172,2/23/2017,47,3/27/2017 15:00,21,F,Dr Riffat Naheed,Psychotherapist,Consultation,1500,1500,NA, Dr Ammad ,700,Saima,NA,Afternoon +173,2/24/2017,80,3/27/2017 21:30,30,F,Dr Mehwish,Gynae,Consultation,1000,1000,NA, Dr Ammad ,500,Saima,NA,NA +174,2/25/2017,128,3/27/2017 15:45,64,F,Dr Qurat ul Ain,Dentist,Consultation,500,500,NA, Dr Ammad ,500,Saima,NA,Afternoon +175,2/25/2017,93,3/27/2017 16:00,40,F,Dr Ali,Child Specialist,,3000,3000,NA, Dr Ammad ,1600,Saima,NA,Evening +176,2/27/2017,143,3/27/2017 11:30,52,F,Dr Alaf Khan,Dentist,Consultation,500,500,NA, Dr Ammad ,500,Saima,NA,Morning +177,2/27/2017,56,3/27/2017 12:20,55,F,Dr Alaf Khan,Dentist,Extraction,600,600,NA, Dr Ammad ,600,Saima,NA,Afternoon +178,2/27/2017,96,NA,54,M,Dr Qurat ul Ain,Dentist,Consultation,500,500,NA, Dr Ammad ,500,Saima,NA,NA +179,2/28/2017,65,3/27/2017 22:30,30,M,Nursing Staff,,BSR,50,50,NA, Dr Ammad ,50,Haris,NA,NA +180,2/28/2017,96,3/27/2017 12:40,53,M,Dr Alaf Khan,Dentist,8 Unit Bridge+2 R.C.T,30000,8000,22000, Dr Ammad ,8000,Haris,NA,Afternoon +181,2/28/2017,90,NA,0,F,Dr Alaf Khan,Dental,Consultation,1000,1000,NA, Dr Ammad ,1000,Saima,NA,NA +182,2/28/2017,151,3/27/2017 15:00,38,F,Dr Alaf Khan,Dentist,R.C.T+Scalling+Crown,4500,4500,NA, Dr Ammad ,4500,Haris,NA,Afternoon +183,2/28/2017,139,3/27/2017 20:00,30,M,Nursing Staff,,X Ray,500,500,NA, Dr Ammad ,500,Saima,NA,NA +184,3/1/2017,107,3/27/2017 17:00,17,F,Dr Qurat ul Ain,Dentist,Extraction,1500,1500,NA, Dr Ammad ,1500,Saima,NA,Evening +185,3/1/2017,28,3/27/2017 18:00,3,F,Dr Qurat ul Ain,Dentist,Consultation,500,500,NA, Dr Ammad ,500,Saima,NA,Evening +186,3/1/2017,46,NA,17,M,Nursing Staff,,Dressing,500,500,NA, Dr Ammad ,200,Saima,NA,NA +187,3/1/2017,25,3/27/2017 19:00,0,F,Dr Kinza Alam,Gynae,Consultation,1500,1500,NA, Dr Ammad ,500,Saima,NA,NA +188,3/1/2017,24,3/27/2017 19:10,0,M,Dr Ammad,M/o,Consultation,500,500,NA, Dr Ammad ,500,Saima,NA,NA +189,3/2/2017,140,3/27/2017 12:48,30,F,Dr Alaf Khan,Dentist,4 Unit Bridge,8000,8000,NA, Dr Ammad ,8000,Saima,NA,Afternoon +190,3/2/2017,46,3/27/2017 15:00,17,M,Nursing Staff,,Injection,50,50,NA, Dr Ammad ,50,Saima,NA,Afternoon +191,3/2/2017,114,3/27/2017 19:05,26,F,Dr Kinza Alam,Gynae,Consultation,1000,1000,NA, Dr Ammad ,300,Saima,NA,NA +192,3/2/2017,3,NA,0,NA,Nursing Staff,,Dressing,100,100,NA, Dr Ammad ,100,Saima,NA,NA +193,3/3/2017,138,3/27/2017 11:20,45,F,Dr Alaf Khan,Dentist,Consultation,500,500,NA, Dr Ammad ,500,Saima,NA,Morning +194,3/3/2017,107,3/27/2017 12:30,17,F,Dr Alaf Khan,Dentist,R.C.T+Crown,8000,8000,NA, Dr Ammad ,8000,Saima,3/9/2017,Afternoon +195,3/3/2017,34,3/27/2017 13:30,22,M,Dr Alaf Khan,Dentist,Crown,2000,2000,NA, Dr Ammad ,2000,Saima,3/8/2017,Afternoon +196,3/3/2017,133,3/27/2017 16:10,30,F,Dr Ali,Child Specialist,Consultation,1000,1000,NA, Dr Ammad ,300,Saima,NA,Evening +197,3/3/2017,46,3/27/2017 17:45,17,M,Nursing Staff,,Dressing,300,300,NA, Dr Ammad ,300,Saima,NA,Evening +198,3/3/2017,74,3/27/2017 14:40,38,M,Dr Waqar Azeem,Radiologist,USG KUB,1000,1000,NA, Dr Ammad ,300,Sub KB,NA,Afternoon +199,3/5/2017,46,NA,17,M,Nursing Staff,,Dressing,300,300,NA, Dr Ammad ,200,Saima,NA,NA +200,3/6/2017,83,3/27/2017 13:20,34,M,Dr Alaf Khan,Dentist,Consultation,500,500,NA, Dr Ammad ,500,Saima,NA,Afternoon +201,3/6/2017,61,3/27/2017 17:30,28,F,Dr Qurat ul Ain,Dentist,Consultation+X Ray,950,950,NA, Dr Ammad ,950,Haris,NA,Evening +202,3/6/2017,122,3/27/2017 19:00,78,M,Nursing Staff,,Injection,100,100,NA, Dr Ammad ,100,Saima,NA,NA +203,3/7/2017,95,NA,56,M,Dr Alaf Khan,Dentist,X Ray,300,300,NA, Dr Ammad ,300,Saima,NA,NA +204,3/7/2017,69,3/27/2017 15:00,53,M,Dr Alaf Khan,Dentist,,15000,15000,NA, Dr Ammad ,15000,Mona,NA,Afternoon +205,3/7/2017,146,NA,21,M,Dr Ammad,M/o,Consultation,500,500,NA, Dr Ammad ,500,Saima,NA,NA +206,3/7/2017,46,3/27/2017 19:40,17,M,Nursing Staff,,Dressing,200,200,NA, Dr Ammad ,200,Saima,NA,NA +207,3/7/2017,32,3/27/2017 14:00,0,F,Nursing Staff,,Coupety,300,300,NA, Dr Ammad ,300,Saima,NA,Afternoon +208,3/7/2017,122,3/27/2017 21:35,78,M,Nursing Staff,,Injection,100,100,NA, Dr Ammad ,100,Sub KB,NA,NA +209,3/8/2017,148,3/27/2017 20:30,3,F,Nursing Staff,,Injection,100,100,NA, Dr Ammad ,100,Ashfaq,NA,NA +210,3/8/2017,122,3/27/2017 22:00,76,M,Nursing Staff,,Injection,100,100,NA, Dr Ammad ,100,Ashfaq,NA,NA +211,3/8/2017,10,3/27/2017 16:45,9,F,Dr Qurat ul Ain,Dentist,Consultation+x Ray,650,650,NA, Dr Ammad ,650,Saima,NA,Evening +212,3/8/2017,76,3/27/2017 18:55,32,M,Dr Paul,Dermatologist,Consultation,1500,1000,500, Dr Ammad ,300,Mona,NA,Evening +213,3/8/2017,1,3/27/2017 12:00,0,F,Nursing Staff,,Injection,150,150,NA, Dr Ammad ,150,Mona,NA,Afternoon +214,3/8/2017,25,3/27/2017 19:30,0,F,Dr Kinza Alam,Gynae,Consultation,1500,1500,NA, Dr Ammad ,500,Mona,NA,NA +215,3/9/2017,77,3/27/2017 12:00,24,M,Dr Alaf Khan,Dentist,R.C.T,5000,2000,3000, Dr Ammad ,2000,Haris,3/16/2017,Afternoon +216,3/9/2017,121,3/27/2017 9:00,3,F,Nursing Staff,,Injection,100,100,NA, Dr Ammad ,100,Mona,NA,Morning +217,3/9/2017,122,NA,76,M,Nursing Staff,,Injection,100,100,NA, Dr Ammad ,100,Mona,NA,NA +218,3/9/2017,1,NA,0,NA,Nursing Staff,,Cancelled,0,NA,NA, Dr Ammad ,NA,Saima,NA,NA +219,3/9/2017,18,3/27/2017 15:30,39,M,Dr Alaf Khan,Dentist,Scalling+Polishing,4000,4000,NA, Dr Ammad ,4000,Saima,NA,Afternoon +220,3/9/2017,110,3/27/2017 18:00,30,M,Dr Qurat ul Ain,Dentist,Consultation,200,200,NA, Dr Ammad ,200,Saima,NA,Evening +221,3/10/2017,122,3/27/2017 10:20,76,M,Nursing Staff,,Injection,100,100,NA, Dr Ammad ,100,Zaheer,NA,Morning +222,3/10/2017,105,3/27/2017 23:20,45,F,Dr Shireen,M/o,Consultation,800,800,NA, Dr Ammad ,800,Mona,NA,NA diff --git a/saadkhan_khi_r_assignment2.R b/saadkhan_khi_r_assignment2.R index 65fb842..1e6188c 100644 --- a/saadkhan_khi_r_assignment2.R +++ b/saadkhan_khi_r_assignment2.R @@ -17,9 +17,20 @@ hos <- mutate(Age= ifelse ( str_detect(Age,"M"), strtoi(gsub("M", "", Age))/12, Age)) +hos <- + hos %>% + mutate(AmountBalance= ifelse ( str_detect(AmountBalance,","), + gsub(",", "", AmountBalance), + AmountBalance)) + + hos$Age <-as.numeric(hos$Age) +hos[is.na(hos$Age),"Age"]<-0 hos$AmountBalance <-as.numeric(hos$AmountBalance) hos$TotalCharges <-as.numeric(hos$TotalCharges) +hos[is.na(hos$TotalCharges),"TotalCharges"]<-0 + + hos<- hos %>% mutate(Sex=ifelse(Sex=="" | Sex =="-",NA,Sex)) @@ -28,10 +39,10 @@ hos$NextApt <-as.Date(hos$NextApt,"%m/%d/%Y") #Question 02 x<-table(weekdays(hos$Date)) -which.max(x) +names(which.max(x)) #Question 03 -mean(hos$Age,na.rm = TRUE) +mean(hos$Age) #Question 04 rows <- @@ -62,42 +73,67 @@ hos%>% library(lubridate) hos$Time <- as.POSIXlt(strptime(hos$Time,"%I:%M%p")) -which.max(table(hour(hos$Time))) +names(which.max(table(hour(hos$Time)))) #Question 09 hos<- hos%>% - mutate(TimeBracket=ifelse(hour(Time)>=6 & hour(Time)<=12,"Morning",NA)) + mutate(TimeBracket=ifelse(hour(Time)>=6 & hour(Time)<12,"Morning",TimeBracket)) hos<- hos%>% - mutate(TimeBracket=ifelse(hour(Time)>=12 & hour(Time)<=16,"Afternoon",TimeBracket)) + mutate(TimeBracket=ifelse(hour(Time)>=12 & hour(Time)<16,"Afternoon",TimeBracket)) hos<- hos%>% - mutate(TimeBracket=ifelse(hour(Time)>=16 & hour(Time)<=19,"Evening",TimeBracket)) + mutate(TimeBracket=ifelse(hour(Time)>=16 & hour(Time)<19,"Evening",TimeBracket)) hos<- hos%>% - mutate(TimeBracket=ifelse(hour(Time)>=19 & hour(Time)<=6,"Night",TimeBracket)) + mutate(TimeBracket=ifelse(hour(Time)>=19 & hour(Time)<6,"Night",TimeBracket)) hos$Time<-as.character(hos$Time) #Question 10 hos$id <- as.numeric(hos$id) length(table(hos$id)[table(hos$id)>1]) -#Question 10 +#Question 11 names(table(hos$id)[table(hos$id)>1]) -#Question 11 +#Question 12 +hos %>% + select(id, Procedure) %>% + group_by(id,Procedure) %>% + tally()%>% + filter(n>1)%>% + select(id,Procedure) + + + -#Question 12 #Question 13 +hos %>% + group_by(Sex)%>% + summarise(medianAge=median(Age)) #Question 14 + +sum(hos$AmountBalance,na.rm = TRUE) + +#Question 15 hos%>% filter(Procedure=="Consultation")%>% group_by(Procedure)%>% summarise(SUM=sum(AmountReceived,na.rm=TRUE)) -#Question 15 +#Question 16 +cor(hos$Age,hos$TotalCharges) + +#Question 17 +names(which.max(table(hos$Age[hos$Age!=0]))) + +#Question 18 +sum(hos$AmountReceived[hos$Procedure=="X Ray" | hos$Procedure=="Scalling"]) + +write.csv(hos, file = "C:/Users/Saad.Khan/Documents/DIH-Assignment_02/saadkhan_khi_r_assignment2/R-Assignment-2/clean_hospitaldata.csv") + From f9c8d14fef6180ef12ddc63624bf15fa55d77e12 Mon Sep 17 00:00:00 2001 From: Saad Khan Date: Mon, 27 Mar 2017 15:24:02 +0500 Subject: [PATCH 5/6] Create csv --- saadkhan_khi_r_assignment2.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/saadkhan_khi_r_assignment2.R b/saadkhan_khi_r_assignment2.R index 1e6188c..2859845 100644 --- a/saadkhan_khi_r_assignment2.R +++ b/saadkhan_khi_r_assignment2.R @@ -135,5 +135,5 @@ names(which.max(table(hos$Age[hos$Age!=0]))) #Question 18 sum(hos$AmountReceived[hos$Procedure=="X Ray" | hos$Procedure=="Scalling"]) -write.csv(hos, file = "C:/Users/Saad.Khan/Documents/DIH-Assignment_02/saadkhan_khi_r_assignment2/R-Assignment-2/clean_hospitaldata.csv") +write.csv(hos, file = "clean_hospitaldata.csv") From 0733eee4bf93aa1b1d2fefac1ca915ec4f3d9b11 Mon Sep 17 00:00:00 2001 From: Saad Khan Date: Mon, 27 Mar 2017 15:38:09 +0500 Subject: [PATCH 6/6] Some more updates --- saadkhan_khi_r_assignment2.R | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/saadkhan_khi_r_assignment2.R b/saadkhan_khi_r_assignment2.R index 2859845..8b79c14 100644 --- a/saadkhan_khi_r_assignment2.R +++ b/saadkhan_khi_r_assignment2.R @@ -78,16 +78,16 @@ names(which.max(table(hour(hos$Time)))) #Question 09 hos<- hos%>% - mutate(TimeBracket=ifelse(hour(Time)>=6 & hour(Time)<12,"Morning",TimeBracket)) + mutate(TimeBracket=ifelse(hour(Time)>=6 | hour(Time)<12,"Morning",TimeBracket)) hos<- hos%>% - mutate(TimeBracket=ifelse(hour(Time)>=12 & hour(Time)<16,"Afternoon",TimeBracket)) + mutate(TimeBracket=ifelse(hour(Time)>=12 | hour(Time)<16,"Afternoon",TimeBracket)) hos<- hos%>% - mutate(TimeBracket=ifelse(hour(Time)>=16 & hour(Time)<19,"Evening",TimeBracket)) + mutate(TimeBracket=ifelse(hour(Time)>=16 | hour(Time)<19,"Evening",TimeBracket)) hos<- hos%>% - mutate(TimeBracket=ifelse(hour(Time)>=19 & hour(Time)<6,"Night",TimeBracket)) + mutate(TimeBracket=ifelse(hour(Time)>=19 | hour(Time)<6,"Night",TimeBracket)) hos$Time<-as.character(hos$Time) #Question 10