From e88f9b6d83ce6bc105684803d446469ebb0f6d2f Mon Sep 17 00:00:00 2001 From: ahsentaqikazmi Date: Fri, 24 Mar 2017 17:33:23 +0500 Subject: [PATCH 1/3] Questoin # 1 is complete --- ahsentaqi_isb_r_assignment2/hospitaldata.csv | 223 +++++++++++++++++++ ahsentaqi_isb_r_assignment2/r_assignment_2.R | 11 + 2 files changed, 234 insertions(+) create mode 100644 ahsentaqi_isb_r_assignment2/hospitaldata.csv create mode 100644 ahsentaqi_isb_r_assignment2/r_assignment_2.R diff --git a/ahsentaqi_isb_r_assignment2/hospitaldata.csv b/ahsentaqi_isb_r_assignment2/hospitaldata.csv new file mode 100644 index 0000000..d195a06 --- /dev/null +++ b/ahsentaqi_isb_r_assignment2/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/ahsentaqi_isb_r_assignment2/r_assignment_2.R b/ahsentaqi_isb_r_assignment2/r_assignment_2.R new file mode 100644 index 0000000..8891ad7 --- /dev/null +++ b/ahsentaqi_isb_r_assignment2/r_assignment_2.R @@ -0,0 +1,11 @@ +hsptldf <- read_csv("D:/DIH/Assigments/R-Assignment-2/ahsentaqi_isb_r_assignment2/hospitaldata.csv") +View(hsptldf) +hsptldata <- tbl_df(hsptldf) +rm(hstpldf) +hsptldata + + +## Question 1 + +names(hsptldata) <- gsub(".", "", names(hsptldata), fixed = TRUE) +names(hsptldata) From dc381bf6743f54b92cdb05ff3920037b07d81560 Mon Sep 17 00:00:00 2001 From: ahsentaqikazmi Date: Sat, 25 Mar 2017 01:28:54 +0500 Subject: [PATCH 2/3] Question # 2 is complete --- ahsentaqi_isb_r_assignment2/r_assignment_2.R | 13 +++++++++++++ 1 file changed, 13 insertions(+) diff --git a/ahsentaqi_isb_r_assignment2/r_assignment_2.R b/ahsentaqi_isb_r_assignment2/r_assignment_2.R index 8891ad7..cba4695 100644 --- a/ahsentaqi_isb_r_assignment2/r_assignment_2.R +++ b/ahsentaqi_isb_r_assignment2/r_assignment_2.R @@ -9,3 +9,16 @@ hsptldata names(hsptldata) <- gsub(".", "", names(hsptldata), fixed = TRUE) names(hsptldata) + +## Question 2 + +#separating weekdays, day of month and year column to get the weedays in separate column +hsptldata <- separate( hsptldata, Date , into = c("day_only" , "date_only", "year"), sep = ",") + +#counting weekdays to get total visits on a each day +days_count <- count(hsptldata, day_only) + +#getting num of max visits +max_visits <- max(days_count$n) +print(days_count) +print(max_visits) From 34fe1cf94ea4183174ebdc8476507e3ddf3ddcd5 Mon Sep 17 00:00:00 2001 From: ahsentaqikazmi Date: Mon, 27 Mar 2017 16:28:15 +0500 Subject: [PATCH 3/3] Complete R assignment --- .../hospital_clean.csv | 223 ++++++++++++++++++ ahsentaqi_isb_r_assignment2/r_assignment_2.R | 156 +++++++++++- 2 files changed, 370 insertions(+), 9 deletions(-) create mode 100644 ahsentaqi_isb_r_assignment2/hospital_clean.csv diff --git a/ahsentaqi_isb_r_assignment2/hospital_clean.csv b/ahsentaqi_isb_r_assignment2/hospital_clean.csv new file mode 100644 index 0000000..d8c162e --- /dev/null +++ b/ahsentaqi_isb_r_assignment2/hospital_clean.csv @@ -0,0 +1,223 @@ +"","day_only","month_dayOfMonth","year","id","Time","Age","Sex","ConsultingDoctor","Specialty","Procedure","TotalCharges","AmountReceived","AmountBalance","AmountReceivedBy","AmountinHospital","ReceptionistName","NextApt","hour","time_bracket" +"1","Sunday"," January 01"," 2017",101,"11:00","40","F","Dr Kinza Alam","Gynae","C Section","30000",30000,"-","Mrs Shamsa",NA,"Hamza",NA,NA,NA +"2","Monday"," January 02"," 2017",150,"10:45AM","26","M","Nursing Staff",NA,"Dressing","1500",1500,"-","Dr Saniya",NA,"Haris",NA,10,"Morning" +"3","Monday"," January 02"," 2017",58,"12:38PM","30","F","Dr Riffat Naheed","Psychotherapist","Consultation","1000",1000,"-","Mrs Shamsa",300,"Fiza",NA,12,"Morning" +"4","Monday"," January 02"," 2017",75,"1:00PM","40","M","Dr Riffat Naheed","Psychotherapist","Consultation","1500",1500,"-","Mrs Shamsa",450,"Zaheer",NA,13,"Afternoon" +"5","Monday"," January 02"," 2017",97,"2:45PM","27","M","Dr Riffat Naheed","Psychotherapist","Consultation","2000",2000,"-","Mrs Shamsa",600,"Haris",NA,14,"Afternoon" +"6","Monday"," January 02"," 2017",101,"3:00PM","40","F","Dr Kinza Alam","Gynae","C Section","35000",35000,"-","Dr Saniya",NA,"Haris",NA,15,"Afternoon" +"7","Monday"," January 02"," 2017",26,"3:28PM","43","M","Dr Saniya","M/o","Consultation","2000",2000,"-","Dr Saniya",NA,"Fiza",NA,15,"Afternoon" +"8","Monday"," January 02"," 2017",149,"3:45PM","28","F","Dr Fakiha","Dentist","Consultation","500",500,"-","Mrs Shamsa",500,"Haris",NA,15,"Afternoon" +"9","Monday"," January 02"," 2017",20,"3:45PM","2","F","Dr Fakiha","Dentist","Consultation","Cancelled",NA,NA,NA,NA,NA,NA,15,"Afternoon" +"10","Monday"," January 02"," 2017",72,"5:00PM","40","M","Dr Fakiha","Dentist","Consultation","500",500,"-","Mrs Shamsa",500,"Fiza",NA,17,"Evening" +"11","Monday"," January 02"," 2017",54,"5:00PM","32","F","Dr Saniya","M/o","Consultation","2000",2000,"-","Dr Saniya",NA,"Fiza",NA,17,"Evening" +"12","Monday"," January 02"," 2017",149,"5:30PM","28","F","Dr Fakiha","Dentist","Filling","2000",2000,"-","Mrs Shamsa",2000,"Fiza","In case of pain",17,"Evening" +"13","Tuesday"," January 03"," 2017",120,"1:00PM","76","F","Dr Saniya","M/o","Laboratory Test",NA,NA,"-",NA,NA,"Haris",NA,13,"Afternoon" +"14","Tuesday"," January 03"," 2017",120,"3:25PM","75","F","Dr Saniya","M/o",NA,"Cancelled",NA,NA,NA,NA,NA,NA,15,"Afternoon" +"15","Tuesday"," January 03"," 2017",20,"6:10PM","36","F","Dr Kinza Alam","Gynae","Consultation","1500",1500,"-","Mrs Shamsa",450,"Haris",NA,18,"Evening" +"16","Wednesday"," January 04"," 2017",40,"11:45PM","42","F","Dr Alaf Khan","Dentist","Consultation+Denture","1500",1500,"-","Brig Farrukh",NA,"Fiza",NA,23,"Night" +"17","Wednesday"," January 04"," 2017",134,"12:40PM","23","F","Dr Alaf Khan","Dentist","Consultation","500",500,"-","Brig Farrukh",500,"Fiza",NA,12,"Morning" +"18","Wednesday"," January 04"," 2017",86,"8:10PM","48","F","Dr Kinza Alam","Gynae","Consultation","1500",1500,"-","Brig Farrukh",450,"Haris",NA,20,"Night" +"19","Wednesday"," January 04"," 2017",114,"8:30PM","25","F","Dr Kinza Alam","Gynae","Consultation","1000",1000,"-","Brig Farrukh",300,"Haris",NA,20,"Night" +"20","Thursday"," January 05"," 2017",155,"12:40PM","50","F","Dr Alaf Khan","Dentist","Extraction","2000",2000,"-","Brig Farrukh",2000,"Fiza",NA,12,"Morning" +"21","Thursday"," January 05"," 2017",45,"2:00PM","60","F","Dr Alaf Khan","Dentist","R.P.D + Crown","4000",4000,NA,"Brig Farrukh",4000,"Haris",NA,14,"Afternoon" +"22","Thursday"," January 05"," 2017",4,"2:00PM","-","M","Dr Irfan","General Surgeon","Consultation + Dressing","5000",5000,"-","Brig Farrukh",4000,"Haris",NA,14,"Afternoon" +"23","Friday"," January 06"," 2017",38,"12:30PM","-","M","Dr Riffat Naheed","Psychotherapist","Consultation","1000",1000,"-","Mrs Shamsa",300,"Haris",NA,12,"Morning" +"24","Friday"," January 06"," 2017",130,"1:00PM","26","M","Dr Riffat Naheed","Psychotherapist","Consultation","1000",1000,"-","Mrs Shamsa",300,"Haris",NA,13,"Afternoon" +"25","Friday"," January 06"," 2017",97,"1:30PM","27","M","Dr Riffat Naheed","Psychotherapist","Consultation","1000",1000,"-","Mrs Shamsa",300,"Haris",NA,13,"Afternoon" +"26","Friday"," January 06"," 2017",50,NA,"-","M","Dr Alaf Khan","Dentist","Consultation","500",500,"-","Mrs Shamsa",500,"Haris",NA,NA,NA +"27","Friday"," January 06"," 2017",78,"8:15PM","57","F","Dr Ali","Orthopedic","Consultation","6000",6000,"-","Mrs Shamsa",3000,"Haris",NA,20,"Night" +"28","Saturday"," January 07"," 2017",1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,"-",NA,NA,NA,NA,NA,NA +"29","Monday"," January 09"," 2017",48,"12:36PM","39","F","Dr Alaf Khan","Dentist","Consultation","500",500,"-","Mrs Shamsa",500,"Fiza",NA,12,"Morning" +"30","Monday"," January 09"," 2017",79,"1:30PM","6","F","Dr Alaf Khan","Dentist","Consultation","500",500,"-","Mrs Shamsa",500,"Fiza",NA,13,"Afternoon" +"31","Monday"," January 09"," 2017",116,"2:30PM","26","M","Dr Alaf Khan","Dentist","X Ray","300",300,"-","Mrs Shamsa",300,"Haris",NA,14,"Afternoon" +"32","Monday"," January 09"," 2017",45,"3:15PM","60","F","Dr Alaf Khan","Dentist","R.P.D + Crown","7000",7000,"-","Mrs Shamsa",7000,"Fiza",NA,15,"Afternoon" +"33","Monday"," January 09"," 2017",67,"5:20PM","26","M","Dr Alaf Khan","Dentist","Consultation+X Ray","800",800,"-","Mrs Shamsa",800,"Fiza",NA,17,"Evening" +"34","Monday"," January 09"," 2017",36,"5:30PM","5","F","Dr Alaf Khan","Dentist","Consultation","250",250,"-","Mrs Shamsa",250,"Fiza",NA,17,"Evening" +"35","Tuesday"," January 10"," 2017",17,"3:50PM","40","M","Dr Alaf Khan","Dentist","RCT (4 teeth) Bridge (9 teeth)","10000",10000,"-","Mrs Shamsa",NA,"Fiza","1/16/2017",15,"Afternoon" +"36","Tuesday"," January 10"," 2017",84,"6:00PM","9","F","Dr Irfan","General Surgeon","Consultation + X Ray","3000",3000,"-","Mrs Shamsa",3000,"Mona",NA,18,"Evening" +"37","Tuesday"," January 10"," 2017",1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,"-",NA,NA,NA,NA,NA,NA +"38","Wednesday"," January 11"," 2017",57,NA,"30","F","Dr Alaf Khan","Dentist","Laboratory Test",NA,NA,"-","Mrs Shamsa",NA,NA,NA,NA,NA +"39","Wednesday"," January 11"," 2017",119,"3:00PM","40","F","Dr Ammara","Gynae","Consultation + USG","1500",1500,"-","Mrs Shamsa",500,"Fiza",NA,15,"Afternoon" +"40","Wednesday"," January 11"," 2017",145,"4:30PM","29","M","Dr Alaf Khan","Dentist","Crown","3000",3000,"-","Mrs Shamsa",NA,"Fiza",NA,16,"Afternoon" +"41","Wednesday"," January 11"," 2017",92,"4:30PM","39","F","Dr Alaf Khan","Dentist","Consultation","500",500,"-","Mrs Shamsa",500,"Fiza",NA,16,"Afternoon" +"42","Thursday"," January 12"," 2017",63,"10:45AM","50","M","Dr Alaf Khan","Dentist","Consultation","500",500,"-","Mrs Shamsa",500,"Fiza",NA,10,"Morning" +"43","Thursday"," January 12"," 2017",63,"02:00PM","50","M","Dr Alaf Khan","Dentist","Scalling","3000",3000,"-","Mrs Shamsa",3000,"Fiza",NA,14,"Afternoon" +"44","Thursday"," January 12"," 2017",63,"02:00PM","50","M","Brig Asif","Medical Specialist","Consultation","500",500,"-","Mrs Shamsa",150,"Fiza",NA,14,"Afternoon" +"45","Friday"," January 13"," 2017",45,"11:20AM","60","F","Dr Alaf Khan","Dentist","Polishing","500",500,"-","Mrs Shamsa",500,"Haris",NA,11,"Morning" +"46","Friday"," January 13"," 2017",145,"3:00PM","29","M","Dr Fakiha","Dentist","Crown","1500",1500,"-","Mrs Shamsa",1500,"Fiza",NA,15,"Afternoon" +"47","Friday"," January 13"," 2017",70,"8:00PM","48","M","Brig Farrukh","Anaesthetist","Consultation","3750",3750,"-","Dr Ammad",3750,"Mona",NA,20,"Night" +"48","Saturday"," January 14"," 2017",88,"4:30PM","45","F","Dr Fakiha","Dentist","Filling + X Rays","2600",2600,"-","Dr Ammad",2600,"Haris",NA,16,"Afternoon" +"49","Saturday"," January 14"," 2017",40,"6:30PM","42","F","Dr Fakiha","Dentist","Denture+Scalling+Filling","5500",5500,"-","Dr Ammad",5500,"Haris",NA,18,"Evening" +"50","Sunday"," January 15"," 2017",42,"9:00PM","29","F","Nursing Staff",NA,"Pharmacy","900",900,"-","Dilshad",900,"Zaheer",NA,21,"Night" +"51","Monday"," January 16"," 2017",7,NA,"26","M","Nursing Staff",NA,"Laboratory Test",NA,NA,"-",NA,NA,NA,NA,NA,NA +"52","Monday"," January 16"," 2017",106,"1:30PM","34","M","Dr Alaf Khan","Dentist","Crown","5000",5000,"-","Dr Ammad",5000,"Fiza",NA,13,"Afternoon" +"53","Monday"," January 16"," 2017",22,"6:00PM","50","F","Dr Zubair","M/o","Consultation","1000",1000,"-","Dr Ammad",400,"Haris",NA,18,"Evening" +"54","Monday"," January 16"," 2017",88,"6:20PM","45","F","Dr Fakiha","Dentist","Extraction","2500",2500,"-","Dr Ammad",2500,"Haris","1/23/2017",18,"Evening" +"55","Tuesday"," January 17"," 2017",52,"11:25AM","30","M","Dr Alaf Khan","Dentist","RCT","3000",3000,"-","Mrs Shamsa",3000,"Fiza","1/20/2017",11,"Morning" +"56","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",NA,11,"Morning" +"57","Tuesday"," January 17"," 2017",17,"1:10PM","40","M","Brig Asif","Medical Specialist","Consultation","1000",1000,"-","Mrs Shamsa",300,"Haris",NA,13,"Afternoon" +"58","Tuesday"," January 17"," 2017",136,"3:30PM","29","M","Dr Fakiha","Dentist","Scalling","4000",4000,"-","Mrs Shamsa",4000,"Fiza",NA,15,"Afternoon" +"59","Tuesday"," January 17"," 2017",27,"6:15PM","27","M","Dr Fakiha","Dentist","Filling","2000",2000,"-","Mrs Shamsa",2000,"Sohaib","1/19/2017",18,"Evening" +"60","Wednesday"," January 18"," 2017",71,"9:40PM","23","M","Dr Alaf Khan","Dentist","X Ray","300",300,"-",NA,300,"Haris",NA,21,"Night" +"61","Wednesday"," January 18"," 2017",12,"12:00PM","60","F","Dr Alaf Khan","Dentist","22 Unit Bridge","25500",25500,"-",NA,25500,"Haris",NA,12,"Morning" +"62","Wednesday"," January 18"," 2017",127,"2:00PM","52","F","Dr Alaf Khan","Dentist","Extraction","1000",1000,"-",NA,1000,"Haris",NA,14,"Afternoon" +"63","Wednesday"," January 18"," 2017",82,"5:00PM","21","M","Dr Zubair","M/o","Consultation","500",500,"-",NA,500,"Haris",NA,17,"Evening" +"64","Thursday"," January 19"," 2017",103,NA,"32","M","Nursing Staff",NA,"Laboratory Test",NA,NA,"-",NA,NA,NA,NA,NA,NA +"65","Thursday"," January 19"," 2017",31,"11:00AM","58","f","Dr Alaf Khan","Dentist","Consultation","500",500,"-","Mrs Shamsa",500,"Haris",NA,11,"Morning" +"66","Thursday"," January 19"," 2017",1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,"-",NA,NA,NA,NA,NA,NA +"67","Thursday"," January 19"," 2017",1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,"-",NA,NA,NA,NA,NA,NA +"68","Friday"," January 20"," 2017",1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,"-",NA,NA,NA,NA,NA,NA +"69","Saturday"," January 21"," 2017",131,"10:15AM","26","F","Dr Alaf Khan","Dentist","X Ray","300",300,"-","Mrs Shamsa",300,"Haris",NA,10,"Morning" +"70","Saturday"," January 21"," 2017",101,"1:20PM","40","F","Dr Kinza Alam","Gynae","Consultation","1200",1200,"-","Mrs Shamsa",360,"Haris",NA,13,"Afternoon" +"71","Saturday"," January 21"," 2017",145,"1:30PM","29","M","Dr Fakiha","Dentist","Crown","500",500,"-","Mrs Shamsa",500,"Haris",NA,13,"Afternoon" +"72","Monday"," January 23"," 2017",144,"12:15PM","33","M","Dr Riffat Naheed","Psychotherapist","Consultation","1000",1000,"-","Mrs Shamsa",300,"Haris",NA,12,"Morning" +"73","Monday"," January 23"," 2017",37,"1:00PM","30","F","Dr Riffat Naheed","Psychotherapist","Consultation","1000",1000,"-","Mrs Shamsa",300,"Haris",NA,13,"Afternoon" +"74","Monday"," January 23"," 2017",135,"1:15PM","28","F","Dr Riffat Naheed","Psychotherapist","Consultation","2000",2000,"-","Mrs Shamsa",600,"Haris",NA,13,"Afternoon" +"75","Monday"," January 23"," 2017",59,"4:50PM","10","M","Dr Ali","Child Specialist","Consultation+ER Retain","2800",2800,"-","Mrs Shamsa",1600,"Haris",NA,16,"Afternoon" +"76","Tuesday"," January 24"," 2017",130,"1:00PM","26","M","Dr Riffat Naheed","Psychotherapist","Consultation","800",800,"-","Mrs Shamsa",240,"Haris",NA,13,"Afternoon" +"77","Tuesday"," January 24"," 2017",104,"1:15PM","19","M","Dr Riffat Naheed","Psychotherapist","Consultation","2000",2000,"-","Mrs Shamsa",600,"Haris",NA,13,"Afternoon" +"78","Tuesday"," January 24"," 2017",98,"2:10PM","53","F","Dr Saad","Orthopedic","Consultation","1000",1000,"-","Mrs Shamsa",600,"Haris",NA,14,"Afternoon" +"79","Tuesday"," January 24"," 2017",102,"1:30PM","30","M","Dr Riffat Naheed","Psychotherapist","Consultation","1000",1000,"-","Mrs Shamsa",300,"Haris",NA,13,"Afternoon" +"80","Wednesday"," January 25"," 2017",59,NA,"10","M","Nursing Staff",NA,"Laboratory Test",NA,NA,"-",NA,NA,NA,NA,NA,NA +"81","Wednesday"," January 25"," 2017",1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,"-",NA,NA,NA,NA,NA,NA +"82","Thursday"," January 26"," 2017",73,"12:50PM","55","M","Dr Alaf Khan","Dentist","Consultation+X Ray","700",700,"-",NA,700,"Haris",NA,12,"Morning" +"83","Thursday"," January 26"," 2017",116,"3:30PM","26","M","Dr Alaf Khan","Dentist","X Ray","300",300,"-",NA,300,"Haris",NA,15,"Afternoon" +"84","Thursday"," January 26"," 2017",125,"5:40PM","30","F","Dr Alaf Khan","Dentist","Consultation","500",500,"-",NA,500,"Haris",NA,17,"Evening" +"85","Thursday"," January 26"," 2017",1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,"-",NA,NA,NA,NA,NA,NA +"86","Thursday"," January 26"," 2017",1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,"-",NA,NA,NA,NA,NA,NA +"87","Thursday"," January 26"," 2017",1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,"-",NA,NA,NA,NA,NA,NA +"88","Saturday"," January 28"," 2017",129,NA,"28M","M","Dr Ali","Child Specialist","Consultation","1150",1150,"-","Mrs Shamsa",NA,"Sohaib",NA,NA,NA +"89","Saturday"," January 28"," 2017",85,"6:45PM",NA,"F","Dr Irfan","General Surgeon",NA,"3000",3000,"-","Mrs Shamsa",NA,"Sohaib",NA,18,"Evening" +"90","Saturday"," January 28"," 2017",147,"9:45PM","9","M","Nursing Staff",NA,"Consultation","1000",1000,"-","Mrs Shamsa",NA,"Sub KB",NA,21,"Night" +"91","Sunday"," January 29"," 2017",1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,"-",NA,NA,NA,NA,NA,NA +"92","Monday"," January 30"," 2017",140,"1:00PM","28","F","Dr Alaf Khan","Dentist","Consultation","500",500,"-","Dr Ammad",500,"Haris",NA,13,"Afternoon" +"93","Monday"," January 30"," 2017",39,"1:30PM","47","M","Dr Alaf Khan","Dentist","X Ray","300",300,"-","Dr Ammad",300,"Haris",NA,13,"Afternoon" +"94","Monday"," January 30"," 2017",124,"5:40PM","49","F","Brig Asif","Medical Specialist","Consultation+ECG","1300",1300,"-","Dr Ammad",600,"Sohaib",NA,17,"Evening" +"95","Monday"," January 30"," 2017",8,"5:35PM","19","M","Dr Qurat ul Ain","Dentist","Consultation+X Ray","800",800,"-","Dr Ammad",800,"Sohaib",NA,17,"Evening" +"96","Monday"," January 30"," 2017",51,"6:00PM","31","M","Dr Qurat ul Ain","Dentist","Consultation","500",500,"-","Dr Ammad",500,"Sohaib",NA,18,"Evening" +"97","Tuesday"," January 31"," 2017",152,"5:30PM","7","F","Dr Fakiha","Dentist","Filling","1000",1000,"-","Mrs Shamsa",1000,"Haris",NA,17,"Evening" +"98","Tuesday"," January 31"," 2017",21,"6:30PM","26","M","Dr Zubair","M/o","Consultation","200",200,"-","Mrs Shamsa",200,"Mona",NA,18,"Evening" +"99","Tuesday"," January 31"," 2017",115,"6:50PM","8","F","Dr Qurat ul Ain","Dentist","Extraction","1500",1500,"-","Mrs Shamsa",1500,"Haris",NA,18,"Evening" +"100","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",14,"Afternoon" +"101","Wednesday"," February 01"," 2017",153,"2:10PM","17","F","Dr Alaf Khan","Dentist","Orthodontics","10000",10000,NA,"Dr Ammad",10000,"Haris","2/6/2017",14,"Afternoon" +"102","Wednesday"," February 01"," 2017",62,"1:00PM","54","M","Dr Alaf Khan","Dentist","Scalling","2000",2000,"-","Dr Ammad",2000,"Haris",NA,13,"Afternoon" +"103","Wednesday"," February 01"," 2017",111,"1:40PM","35","F","Col Ulfat Ellahi","ENT","Consultation","1000",1000,"-","Dr Ammad",300,"Haris",NA,13,"Afternoon" +"104","Wednesday"," February 01"," 2017",142,"6:00PM","45","M","Dr Qurat ul Ain","Dentist","Extraction","2000",2000,"-","Dr Ammad",2000,"Haris",NA,18,"Evening" +"105","Thursday"," February 02"," 2017",117,"12:00PM","30","F","Dr Shireen","M/o","Consultation","500",500,"-","Dr Ammad",500,"Haris",NA,12,"Morning" +"106","Thursday"," February 02"," 2017",140,"1:00PM","30","F","Dr Alaf Khan","Dentist","Extraction","1000",1000,"-","Dr Ammad",1000,"Haris",NA,13,"Afternoon" +"107","Thursday"," February 02"," 2017",100,"1:25PM","23","F","Dr Alaf Khan","Dentist","Consultation","500",500,"-","Dr Ammad",500,"Haris",NA,13,"Afternoon" +"108","Friday"," February 03"," 2017",133,"4:45PM","27","F","Dr Alaf Khan","Dentist","X Ray","500",500,"-","Dr Ammad",500,"Haris",NA,16,"Afternoon" +"109","Friday"," February 03"," 2017",44,"8:00PM","6","M","Dr Ali","Child Specialist","Consultation","1000",1000,"-","Dr Ammad",300,"Haris",NA,20,"Night" +"110","Saturday"," February 04"," 2017",35,"4:00PM","2","F","Dr Qurat ul Ain","Dentist","Consultation","500",500,"-","Dr Ammad",500,"Haris",NA,16,"Afternoon" +"111","Saturday"," February 04"," 2017",150,"4:00PM","30","M","Dr Qurat ul Ain","Dentist","Consultation","500",500,"-","Dr Ammad",500,"Haris",NA,16,"Afternoon" +"112","Monday"," February 06"," 2017",118,"7:30PM","32","F","Dr Kinza Alam","Gynae","Consultation+USG","1500",1500,"-","Dr Ammad",800,"Haris",NA,19,"Evening" +"113","Monday"," February 06"," 2017",114,"7:45PM","25","F","Dr Kinza Alam","Gynae","Consultation","1000",1000,"-","Dr Ammad",300,"Haris",NA,19,"Evening" +"114","Monday"," February 06"," 2017",49,"1:30PM","80","M","Dr Ali","Child Specialist","Consultation+Retain","3500",3500,"-","Dr Ammad",2000,"Haris",NA,13,"Afternoon" +"115","Monday"," February 06"," 2017",126,"1:30PM","70","F","Dr Alaf Khan","Dentist","Scalling","3000",3000,"-","Dr Ammad",3000,"Haris",NA,13,"Afternoon" +"116","Monday"," February 06"," 2017",141,"4:00PM","20","M","Dr Riffat Naheed","Psychotherapist","Consultation","2000",2000,"-","Dr Ammad",600,"Haris",NA,16,"Afternoon" +"117","Monday"," February 06"," 2017",17,"6:15PM","23","M","Dr Ammad","M/o","Consultation","200",200,"-","Dr Ammad",200,"Haris",NA,18,"Evening" +"118","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",12,"Morning" +"119","Tuesday"," February 07"," 2017",60,"1:10PM","50","M","Dr Alaf Khan","Dentist","Consultation","500",500,"-","Dr Ammad",500,"Haris",NA,13,"Afternoon" +"120","Tuesday"," February 07"," 2017",140,"2:15PM","30","F","Dr Alaf Khan","Dentist","4 Unit Bridge","3000",3000,"-","Dr Ammad",3000,"Haris",NA,14,"Afternoon" +"121","Tuesday"," February 07"," 2017",41,"6:00PM","13","M","Dr Qurat ul Ain","Dentist","X Ray","500",500,"-","Dr Ammad",500,"Haris",NA,18,"Evening" +"122","Tuesday"," February 07"," 2017",87,"8:00PM","30","F","Dr Qurat ul Ain","Dentist","Consultation","500",500,"-","Dr Ammad",500,"Haris",NA,20,"Night" +"123","Wednesday"," February 08"," 2017",132,"10:13AM","13","M","Dr Alaf Khan","Dentist","Consultation","500",500,"-","Dr Ammad",500,"Haris","2/17/2017",10,"Morning" +"124","Wednesday"," February 08"," 2017",132,"12:00PM","13","M","Dr Alaf Khan","Dentist","R.C.T","3500",3500,"-","Dr Ammad",3500,"Haris",NA,12,"Morning" +"125","Wednesday"," February 08"," 2017",13,"12:00PM","39","F","Dr Saad","Orthopedic","Consultation","1000",1000,"-","Dr Ammad",300,"Haris",NA,12,"Morning" +"126","Wednesday"," February 08"," 2017",109,"2:40PM","28","F","Dr Alaf Khan","Dentist","R.C.T","2000",2000,"-","Dr Ammad",2000,"Haris",NA,14,"Afternoon" +"127","Wednesday"," February 08"," 2017",109,"2:40PM","28","F","Dr Alaf Khan","Dentist","Crown","3000",NA,"3,000.00","Dr Ammad",NA,"Haris","2/16/2017",14,"Afternoon" +"128","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",14,"Afternoon" +"129","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",10,"Morning" +"130","Friday"," February 10"," 2017",5,"9:30AM","57","M","Dr Alaf Khan","Dentist","X Ray","300",300,"-","Dr Ammad",300,"Haris",NA,9,"Morning" +"131","Friday"," February 10"," 2017",14,"6:30PM","6","M","Nursing Staff",NA,"X Ray","300",300,"-","Dr Ammad",300,"Haris",NA,18,"Evening" +"132","Friday"," February 10"," 2017",123,"7:00PM","18","M","Dr Qurat ul Ain","Dentist","Filling","1500",1500,"-","Dr Ammad",1500,"Haris",NA,19,"Evening" +"133","Saturday"," February 11"," 2017",137,"12:00PM","25","M","Dr Ali","Child Specialist","Consultation","1000",1000,"-","Mrs Shamsa",300,"Mona",NA,12,"Morning" +"134","Saturday"," February 11"," 2017",91,"4:20PM","50","F","Dr Qurat ul Ain","Dentist","Scalling","2500",2500,"-","Mrs Shamsa",2500,"Mona",NA,16,"Afternoon" +"135","Saturday"," February 11"," 2017",23,"5:57PM",NA,"F","Dr Qurat ul Ain","Dentist","Consultation","1000",1000,"-","Mrs Shamsa",1000,"Mona",NA,17,"Evening" +"136","Saturday"," February 11"," 2017",154,"6:15PM","19","F","Dr Qurat ul Ain","Dentist","Scalling","2000",2000,"-","Mrs Shamsa",2000,"Mona",NA,18,"Evening" +"137","Sunday"," February 12"," 2017",112,"7:15PM","39","M","Dr Saad","Orthopedic","Operation","35000",35000,"-","Mrs Shamsa",35000,"Haris",NA,19,"Evening" +"138","Sunday"," February 12"," 2017",81,"12:00PM","6","F","Dr Alaf Khan","Dentist","Consultation+X Ray","700",700,"-","Mrs Shamsa",700,"Mona",NA,12,"Morning" +"139","Monday"," February 13"," 2017",15,"11:20AM","40","M","Dr Waqar Azeem","Radiologist","USG Abdomen","1000",1000,"-","Dr Ammad",300,"Haris",NA,11,"Morning" +"140","Monday"," February 13"," 2017",112,"3:40PM","39","M","Dr Saad","Orthopedic","Operation","15000",15000,"-","Dr Ammad",15000,"Haris",NA,15,"Afternoon" +"141","Monday"," February 13"," 2017",9,"7:00PM","20","F","Dr Qurat ul Ain","Dentist","Consultation","500",500,"-","Dr Ammad",500,"Haris",NA,19,"Evening" +"142","Monday"," February 13"," 2017",2,NA,"-","-","Dr Ali","Child Specialist","Consultation","1500",1500,"-","Dr Ammad",500,"Haris",NA,NA,NA +"143","Tuesday"," February 14"," 2017",113,"2:30PM","14","M","Dr Saad Riaz","Orthopedic","Pop","3700",3700,"-","Dr Ammad",1700,"Haris",NA,14,"Afternoon" +"144","Tuesday"," February 14"," 2017",4,"3:00PM","-","M","Nursing Staff",NA,"Er Retain","300",300,"-","Dr Ammad",300,"Haris",NA,15,"Afternoon" +"145","Tuesday"," February 14"," 2017",19,"7:02PM","6M","F","Dr Waqar Azeem","Radiologist","USG","2000",2000,"-","Dr Ammad",1300,"Haris",NA,19,"Evening" +"146","Wednesday"," February 15"," 2017",118,"11:40AM","24","F","Dr Alaf Khan","Dentist","X Ray","400",400,"-","Mrs Shamsa",400,"Mona",NA,11,"Morning" +"147","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",NA,16,"Afternoon" +"148","Wednesday"," February 15"," 2017",64,"6:15PM","23","M","Dr Ammad","M/o","Consultation","200",200,"-","Dr Ammad",200,"Haris",NA,18,"Evening" +"149","Friday"," February 17"," 2017",29,"4:10PM","29","M","Dr Alaf Khan","Dentist","X Ray","200",200,"-","Dr Ammad",200,"Haris",NA,16,"Afternoon" +"150","Friday"," February 17"," 2017",66,"5:30PM","55","M","Dr Alaf Khan","Dentist","Extraction","1000",1000,"-","Dr Ammad",1000,"Haris",NA,17,"Evening" +"151","Friday"," February 17"," 2017",107,"6:30PM","30","F","Nursing Staff",NA,"X Ray","1000",1000,"-","Dr Ammad",1000,"Haris",NA,18,"Evening" +"152","Saturday"," February 18"," 2017",108,"6:20PM",NA,"M","Dr Ali","Child Specialist","Consultation","3000",3000,"-","Dr Ammad",1600,"Saima",NA,18,"Evening" +"153","Saturday"," February 18"," 2017",30,"6:10PM","30","F","Dr Qurat ul Ain","Dentist","Extraction","1500",1500,"-","Dr Ammad",1500,"Mona",NA,18,"Evening" +"154","Saturday"," February 18"," 2017",94,"11:30AM","3","M","Nursing Staff",NA,"Injection","300",300,"-","Dr Ammad",300,"Saima",NA,11,"Morning" +"155","Sunday"," February 19"," 2017",55,"2:45PM",NA,"M","Dr Qurat ul Ain","Dentist","X Ray","300",300,"-","Dr Ammad",300,"Saima",NA,14,"Afternoon" +"156","Monday"," February 20"," 2017",132,NA,"13","M","Dr Alaf Khan","Dentist","Crown","5000",5000,"-","Dr Ammad",5000,NA,"2/24/2017",NA,NA +"157","Monday"," February 20"," 2017",68,"1:25PM","10","M","Dr Shireen","M/o","Stiches","700",700,"-","Dr Ammad",700,"Saima",NA,13,"Afternoon" +"158","Monday"," February 20"," 2017",80,"2:00PM","30","F","Dr Shireen","M/o","Consultation","1200",1200,"-","Dr Ammad",1200,"Saima",NA,14,"Afternoon" +"159","Monday"," February 20"," 2017",99,"7:00PM","45","F","Dr Saima Shams","Radiologist","USG","1500",1500,"-","Dr Ammad",900,"Mona",NA,19,"Evening" +"160","Monday"," February 20"," 2017",94,"10:15PM","3","M","Nursing Staff",NA,"Injection","300",300,"-","Dr Ammad",300,"Ashfaq",NA,22,"Night" +"161","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",13,"Afternoon" +"162","Tuesday"," February 21"," 2017",53,"6:00PM","20","F","Dr Waqar Azeem","Radiologist","USG","1000",1000,"-","Dr Ammad",400,"Mona",NA,18,"Evening" +"163","Tuesday"," February 21"," 2017",11,"7:11PM","2","F","Dr Ali","Child Specialist","Consultation","1000",1000,"-","Dr Ammad",300,"Saima",NA,19,"Evening" +"164","Tuesday"," February 21"," 2017",94,"10:10PM","3","M","Nursing Staff",NA,"Injection","300",300,"-","Dr Ammad",300,"Sub KB",NA,22,"Night" +"165","Tuesday"," February 21"," 2017",64,NA,NA,NA,"Nursing Staff",NA,"Medicine","100",100,"-",NA,100,"Saima",NA,NA,NA +"166","Wednesday"," February 22"," 2017",100,"3:00PM","23","F","Dr Alaf Khan","Dentist","Orthodontics","120000",30000,"90,000.00","Dr Ammad",30000,"Mona",NA,15,"Afternoon" +"167","Wednesday"," February 22"," 2017",16,"4:30PM","26","M","Dr Mumtaz","General Surgeon","Consultation","1000",1000,"-","Dr Ammad",500,"Mona",NA,16,"Afternoon" +"168","Wednesday"," February 22"," 2017",6,"5:00PM","35","M","Dr Waqar Azeem","Radiologist","USG","1000",1000,"-","Dr Ammad",400,"Mona",NA,17,"Evening" +"169","Thursday"," February 23"," 2017",33,"1:55PM","22","M","Dr Alaf Khan","Dentist","R.C.T","3000",3000,"-","Dr Ammad",3000,"Saima",NA,13,"Afternoon" +"170","Thursday"," February 23"," 2017",89,"1:50PM","65","F","Dr Saad Riaz","Orthopedic","Consultation","1000",1000,"-","Dr Ammad",500,"Saima",NA,13,"Afternoon" +"171","Thursday"," February 23"," 2017",13,"2:00PM","45","F","Dr Saad Riaz","Orthopedic","Consultation","1000",1000,"-","Dr Ammad",300,"Saima",NA,14,"Afternoon" +"172","Thursday"," February 23"," 2017",47,"3:00PM","21","F","Dr Riffat Naheed","Psychotherapist","Consultation","1500",1500,"-","Dr Ammad",700,"Saima",NA,15,"Afternoon" +"173","Friday"," February 24"," 2017",80,"9:30PM","30","F","Dr Mehwish","Gynae","Consultation","1000",1000,"-","Dr Ammad",500,"Saima",NA,21,"Night" +"174","Saturday"," February 25"," 2017",128,"3:45PM","64","F","Dr Qurat ul Ain","Dentist","Consultation","500",500,"-","Dr Ammad",500,"Saima",NA,15,"Afternoon" +"175","Saturday"," February 25"," 2017",93,"4:00PM","40","F","Dr Ali","Child Specialist",NA,"3000",3000,"-","Dr Ammad",1600,"Saima",NA,16,"Afternoon" +"176","Monday"," February 27"," 2017",143,"11:30AM","52","F","Dr Alaf Khan","Dentist","Consultation","500",500,"-","Dr Ammad",500,"Saima",NA,11,"Morning" +"177","Monday"," February 27"," 2017",56,"12:20PM","55","F","Dr Alaf Khan","Dentist","Extraction","600",600,"-","Dr Ammad",600,"Saima",NA,12,"Morning" +"178","Monday"," February 27"," 2017",96,NA,"54","M","Dr Qurat ul Ain","Dentist","Consultation","500",500,"-","Dr Ammad",500,"Saima",NA,NA,NA +"179","Tuesday"," February 28"," 2017",65,"10:30PM","30","M","Nursing Staff",NA,"BSR","50",50,"-","Dr Ammad",50,"Haris",NA,22,"Night" +"180","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",NA,12,"Morning" +"181","Tuesday"," February 28"," 2017",90,NA,NA,"F","Dr Alaf Khan","Dental","Consultation","1000",1000,"-","Dr Ammad",1000,"Saima",NA,NA,NA +"182","Tuesday"," February 28"," 2017",151,"3:00PM","38","F","Dr Alaf Khan","Dentist","R.C.T+Scalling+Crown","4500",4500,"-","Dr Ammad",4500,"Haris",NA,15,"Afternoon" +"183","Tuesday"," February 28"," 2017",139,"8:00PM","30","M","Nursing Staff",NA,"X Ray","500",500,"-","Dr Ammad",500,"Saima",NA,20,"Night" +"184","Wednesday"," March 01"," 2017",107,"5:00PM","17","F","Dr Qurat ul Ain","Dentist","Extraction","1500",1500,"-","Dr Ammad",1500,"Saima",NA,17,"Evening" +"185","Wednesday"," March 01"," 2017",28,"6:00PM","3","F","Dr Qurat ul Ain","Dentist","Consultation","500",500,"-","Dr Ammad",500,"Saima",NA,18,"Evening" +"186","Wednesday"," March 01"," 2017",46,NA,"17","M","Nursing Staff",NA,"Dressing","500",500,"-","Dr Ammad",200,"Saima",NA,NA,NA +"187","Wednesday"," March 01"," 2017",25,"7:00PM","-","F","Dr Kinza Alam","Gynae","Consultation","1500",1500,"-","Dr Ammad",500,"Saima",NA,19,"Evening" +"188","Wednesday"," March 01"," 2017",24,"7:10PM","-","M","Dr Ammad","M/o","Consultation","500",500,"-","Dr Ammad",500,"Saima",NA,19,"Evening" +"189","Thursday"," March 02"," 2017",140,"12:48PM","30","F","Dr Alaf Khan","Dentist","4 Unit Bridge","8000",8000,"-","Dr Ammad",8000,"Saima",NA,12,"Morning" +"190","Thursday"," March 02"," 2017",46,"3:00PM","17","M","Nursing Staff",NA,"Injection","50",50,"-","Dr Ammad",50,"Saima",NA,15,"Afternoon" +"191","Thursday"," March 02"," 2017",114,"7:05PM","26","F","Dr Kinza Alam","Gynae","Consultation","1000",1000,"-","Dr Ammad",300,"Saima",NA,19,"Evening" +"192","Thursday"," March 02"," 2017",3,NA,"-","-","Nursing Staff",NA,"Dressing","100",100,"-","Dr Ammad",100,"Saima",NA,NA,NA +"193","Friday"," March 03"," 2017",138,"11:20AM","45","F","Dr Alaf Khan","Dentist","Consultation","500",500,"-","Dr Ammad",500,"Saima",NA,11,"Morning" +"194","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",12,"Morning" +"195","Friday"," March 03"," 2017",34,"1:30PM","22","M","Dr Alaf Khan","Dentist","Crown","2000",2000,"-","Dr Ammad",2000,"Saima","3/8/2017",13,"Afternoon" +"196","Friday"," March 03"," 2017",133,"4:10PM","30","F","Dr Ali","Child Specialist","Consultation","1000",1000,"-","Dr Ammad",300,"Saima",NA,16,"Afternoon" +"197","Friday"," March 03"," 2017",46,"5:45PM","17","M","Nursing Staff",NA,"Dressing","300",300,"-","Dr Ammad",300,"Saima",NA,17,"Evening" +"198","Friday"," March 03"," 2017",74,"2:40PM","38","M","Dr Waqar Azeem","Radiologist","USG KUB","1000",1000,"-","Dr Ammad",300,"Sub KB",NA,14,"Afternoon" +"199","Sunday"," March 05"," 2017",46,NA,"17","M","Nursing Staff",NA,"Dressing","300",300,"-","Dr Ammad",200,"Saima",NA,NA,NA +"200","Monday"," March 06"," 2017",83,"1:20PM","34","M","Dr Alaf Khan","Dentist","Consultation","500",500,"-","Dr Ammad",500,"Saima",NA,13,"Afternoon" +"201","Monday"," March 06"," 2017",61,"5:30PM","28","F","Dr Qurat ul Ain","Dentist","Consultation+X Ray","950",950,"-","Dr Ammad",950,"Haris",NA,17,"Evening" +"202","Monday"," March 06"," 2017",122,"7:00PM","78","M","Nursing Staff",NA,"Injection","100",100,"-","Dr Ammad",100,"Saima",NA,19,"Evening" +"203","Tuesday"," March 07"," 2017",95,NA,"56","M","Dr Alaf Khan","Dentist","X Ray","300",300,"-","Dr Ammad",300,"Saima",NA,NA,NA +"204","Tuesday"," March 07"," 2017",69,"3:00PM","53","M","Dr Alaf Khan","Dentist",NA,"15000",15000,"-","Dr Ammad",15000,"Mona",NA,15,"Afternoon" +"205","Tuesday"," March 07"," 2017",146,NA,"21","M","Dr Ammad","M/o","Consultation","500",500,"-","Dr Ammad",500,"Saima",NA,NA,NA +"206","Tuesday"," March 07"," 2017",46,"7:40PM","17","M","Nursing Staff",NA,"Dressing","200",200,"-","Dr Ammad",200,"Saima",NA,19,"Evening" +"207","Tuesday"," March 07"," 2017",32,"2:00PM",NA,"F","Nursing Staff",NA,"Coupety","300",300,"-","Dr Ammad",300,"Saima",NA,14,"Afternoon" +"208","Tuesday"," March 07"," 2017",122,"9:35PM","78","M","Nursing Staff",NA,"Injection","100",100,"-","Dr Ammad",100,"Sub KB",NA,21,"Night" +"209","Wednesday"," March 08"," 2017",148,"8:30PM","3","F","Nursing Staff",NA,"Injection","100",100,"-","Dr Ammad",100,"Ashfaq",NA,20,"Night" +"210","Wednesday"," March 08"," 2017",122,"10:00PM","76","M","Nursing Staff",NA,"Injection","100",100,"-","Dr Ammad",100,"Ashfaq",NA,22,"Night" +"211","Wednesday"," March 08"," 2017",10,"4:45PM","9","F","Dr Qurat ul Ain","Dentist","Consultation+x Ray","650",650,"-","Dr Ammad",650,"Saima",NA,16,"Afternoon" +"212","Wednesday"," March 08"," 2017",76,"6:55PM","32","M","Dr Paul","Dermatologist","Consultation","1500",1000,"500","Dr Ammad",300,"Mona",NA,18,"Evening" +"213","Wednesday"," March 08"," 2017",1,"12:00PM",NA,"F","Nursing Staff",NA,"Injection","150",150,"-","Dr Ammad",150,"Mona",NA,12,"Morning" +"214","Wednesday"," March 08"," 2017",25,"7:30PM","-","F","Dr Kinza Alam","Gynae","Consultation","1500",1500,"-","Dr Ammad",500,"Mona",NA,19,"Evening" +"215","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",12,"Morning" +"216","Thursday"," March 09"," 2017",121,"9:00AM","3","F","Nursing Staff",NA,"Injection","100",100,"-","Dr Ammad",100,"Mona",NA,9,"Morning" +"217","Thursday"," March 09"," 2017",122,NA,"76","M","Nursing Staff",NA,"Injection","100",100,"-","Dr Ammad",100,"Mona",NA,NA,NA +"218","Thursday"," March 09"," 2017",1,NA,NA,NA,"Nursing Staff",NA,"Cancelled",NA,NA,"-","Dr Ammad",NA,"Saima",NA,NA,NA +"219","Thursday"," March 09"," 2017",18,"3:30PM","39","M","Dr Alaf Khan","Dentist","Scalling+Polishing","4000",4000,"-","Dr Ammad",4000,"Saima",NA,15,"Afternoon" +"220","Thursday"," March 09"," 2017",110,"6:00PM","30","M","Dr Qurat ul Ain","Dentist","Consultation","200",200,"-","Dr Ammad",200,"Saima",NA,18,"Evening" +"221","Friday"," March 10"," 2017",122,"10:20AM","76","M","Nursing Staff",NA,"Injection","100",100,"-","Dr Ammad",100,"Zaheer",NA,10,"Morning" +"222","Friday"," March 10"," 2017",105,"11:20PM","45","F","Dr Shireen","M/o","Consultation","800",800,"-","Dr Ammad",800,"Mona",NA,23,"Night" diff --git a/ahsentaqi_isb_r_assignment2/r_assignment_2.R b/ahsentaqi_isb_r_assignment2/r_assignment_2.R index cba4695..83ff33e 100644 --- a/ahsentaqi_isb_r_assignment2/r_assignment_2.R +++ b/ahsentaqi_isb_r_assignment2/r_assignment_2.R @@ -1,24 +1,162 @@ -hsptldf <- read_csv("D:/DIH/Assigments/R-Assignment-2/ahsentaqi_isb_r_assignment2/hospitaldata.csv") -View(hsptldf) -hsptldata <- tbl_df(hsptldf) -rm(hstpldf) -hsptldata +library("dplyr") +library("tidyr") +library("lubridate") +library("readr") +hsptldata <- read_csv("D:/DIH/Assigments/R-Assignment-2/ahsentaqi_isb_r_assignment2/hospitaldata.csv" ) +View(hsptldata) +hsptldf <- tbl_df(hsptldata) +rm(hsptldata) +install.packages("ggplot2") +library("ggplot2") ## Question 1 -names(hsptldata) <- gsub(".", "", names(hsptldata), fixed = TRUE) -names(hsptldata) +names(hsptldf) <- gsub(".", "", names(hsptldf), fixed = TRUE) +names(hsptldf) ## Question 2 #separating weekdays, day of month and year column to get the weedays in separate column -hsptldata <- separate( hsptldata, Date , into = c("day_only" , "date_only", "year"), sep = ",") +hsptldf <- separate( hsptldf, Date , into = c("day_only" , "month_dayOfMonth", "year"), sep = ",") #counting weekdays to get total visits on a each day -days_count <- count(hsptldata, day_only) +days_count <- count(hsptldf, day_only) + #getting num of max visits +qplot(data = hsptldf , hsptldf$day_only) max_visits <- max(days_count$n) print(days_count) print(max_visits) + + +## Question # 3 + + +# checking the type of column 'Age' +typeof(hsptldf$Age) + +# converting type of 'Age' from Character to Integer and calculating Average Age of patients +average_age <- mean(as.integer(hsptldf$Age) , na.rm = TRUE) +print(average_age) +hsptltest <- read_csv("D:/DIH/Assigments/R-Assignment-2/ahsentaqi_isb_r_assignment2/hospitaldata.csv", na.strings=c("","-"," ", "NA")) + + ## Question # 4 +child_count <- filter(hsptldf, Age <= 12 ) +count(child_count) +## Question # 5 + +hsptldf$Sex <- toupper(hsptldf$Sex) +hsptldf$Sex <- hsptldf$Sex.na.strings("", "-"," ", "NA") +female_patient <- filter(hsptldf, Sex == "F") +qplot(data = female_patient, female_patient$Specialty) +male_patient <- filter(hsptldf, Sex == "M" ) +qplot(data = male_patient, male_patient$Specialty) + +## Question 6 + +unique(hsptldf$ConsultingDoctor) +doc_fee <- select(hsptldf, ConsultingDoctor, TotalCharges ) +doc_fee$TotalCharges <- as.integer(doc_fee$TotalCharges) +doc_group <- group_by(doc_fee, ConsultingDoctor ) +summary <- summarise(doc_group, count = n(), total_pay = sum(TotalCharges, na.rm = TRUE)) +highest_earning <- arrange( summary, desc(total_pay)) +max(summary$total_pay, na.rm = TRUE) + +## Question # 7 + +unique(hsptldf$Procedure) +hsptldf$TotalCharges <- as.integer(hsptldf$TotalCharges) +procd_table <- select(hsptldf, Procedure, TotalCharges) +procd_group <- group_by(procd_table, Procedure) +prod_sumry <- summarise(procd_group, total_earning = sum(TotalCharges , na.rm = TRUE)) +highest_earning_procedure <- arrange(prod_sumry, desc(total_earning)) +highest_earning_procedure + +## Question # 8 + +hsptldf$Time <- gsub( "-", NA, hsptldf$Time) +hsptldf<- mutate( hsptldf, hour = hour(hm( format(strptime( hsptldf$Time, "%I:%M %p"), "%H:%M")))) + +hour_grp <- group_by(hsptldf, hour) +hour_summary <- summarise(hour_grp, count = n()) +qplot(data = hour_summary,factor( hour_summary$hour), hour_summary$count) + geom_bar(stat = "identity") + +hour_summary <- arrange(hour_summary, desc(count)) +hour_summary + +## QUestion # 9 + +label = c("Morning","Afternoon", "Evening", "Night" ) +time_frame = c(6, 12, 16, 19, 23) + +hsptldf <- mutate( hsptldf , time_bracket = cut(hsptldf$hour, time_frame, label)) +hsptldf + +## Question 10 + +repeated_vis <- group_by(hsptldf , id) +vis_sumry <- summarise(repeated_vis , count= n()) +total_repeated_vis <- count(filter(vis_sumry, count > 1)) +total_repeated_vis + +## Question # 11 + +vis_repeated <- filter(vis_sumry , count > 1) +vis_repeated + +## Question # 12(incomplete) + +patient_Specialty <- select(hsptldf, id , Specialty) +Specialty_grouped <- group_by(patient_Specialty,id , Specialty) +unique(patient_Specialty$Specialty) +Specialty_summary <- summarise(Specialty_grouped , count= n()) +count_id <- filter(Specialty_summary , count > 1) + +# Question # 13 + +gender_group <- group_by(hsptldf , Sex) +summarise( gender_group, median_age = median(gender_group$Age, na.rm = TRUE)) + +## Question # 14 +typeof(hsptldf$AmountBalance) +hsptldf$AmountBalance <- as.numeric(hsptldf$AmountBalance) +total_Balance <- sum(hsptldf$AmountBalance , na.rm = TRUE) +total_Balance + +## Question # 15 + +consulttbl <- select( hsptldf, Procedure, TotalCharges) +consult_grp <- group_by(consulttbl, Procedure) +typeof(consulttbl$TotalCharges) + +consulttbl$TotalCharges <- as.numeric(consulttbl$TotalCharges) +typeof(consulttbl$TotalCharges) +consult_summary <- summarise(consult_grp, total_charges = sum(consulttbl$TotalCharges, na.rm = TRUE)) + +consultation_earning <- filter( consult_summary , consult_summary$Procedure == "Consultation") +View(consultation_earning) + +## Question # 16 +relation <- select(hsptldf, Age, TotalCharges) +relation$Age <- as.numeric(relation$Age) +relation$TotalCharges <- as.numeric(relation$TotalCharges) +cor.test(x = relation$Age, y= relation$TotalCharges , na.rm= TRUE, use = "complete.obs") +# answer -> there is no corelation + +# Question # 17 + +age_group <- group_by(relation, Age) +age_summary <- summarise(age_group, count = n()) +high_visits <- max(age_summary$count) + +## Question # 18 + +consult_summary <- summarise(consult_grp, total_charges = sum(consulttbl$TotalCharges, na.rm = TRUE)) +xrayscal_earning <- filter( consult_summary , consult_summary$Procedure == "Scalling" |consult_summary$Procedure == "X Ray") + +total_sum <- sum(xrayscal_earning$total_charges, na.rm = TRUE ) +View(total_sum) + +write.csv(hsptldf, "D:\\DIH\\Assigments\\R-Assignment-2\\ahsentaqi_isb_r_assignment2\\hospital_clean.csv")