diff --git a/R_assg_2.R b/R_assg_2.R new file mode 100644 index 0000000..0d4ff37 --- /dev/null +++ b/R_assg_2.R @@ -0,0 +1,163 @@ +df <-read.csv("E://DIH//Assignment2//hospitaldata.csv", strip.white = T, na.strings = c("-",""," ","\t","\n",NA), stringsAsFactors = F) +library("dplyr") +library("lubridate") +library("ggplot2") +View(df) +head(df) +#renaming columns +df<-rename(df, + Consulting_Doctor=`Consulting..Doctor`, + Total_Charges=`Total..Charges`, + Amount_Received=`Amount..Received.`, + Amount_Balance=`Amount..Balance`, + Amount_Received_By=`Amount.Received.By`, + Amount_in_Hospital=`Amount.in.Hospital`, + Receptionist_Name=`Receptionist..Name`, + Next_Apt=`Next.Apt`) + +df$Date <- as.Date(strptime(df$Date, "%a, %B %d, %Y")) + +df$Time <- format(strptime(df$Time, format='%I:%M %p'), '%I:%M %p') + +health_data<-tbl_df(df) + +health_data<-mutate(health_data, + Age= as.integer(Age), + Total_Charges=as.integer(Total_Charges), + Amount_in_Hospital=as.integer(Amount_in_Hospital), + Time=as.character(Time), + Date=as.character(Date)) + +health_data%>% +select(Date)%>% +transmute(Date=substring(Date, regexpr(' ', Date)+1, nchar(Date)))-> Dates +Dates + +health_data%>% +select(Date)%>% +transmute(day= substring(Date,1,regexpr(',', Date)-1))-> Days +Days + + + +#Q2 +#Dates<-select(health_data, Date) +#Dates<-mutate(Dates, substring(Date,",")[[1]][1]) +df['Date']<-lapply(df['Date'], as.character) + +#Q3 +summarize(health_data, average=mean(Age)) + +#Q4 +health_data%>% +filter(Age<12)%>% +select(Age)%>% +summarize(total.count=n()) + +#Q5 +health_data%>% +filter(Sex=='M')%>% +group_by(Procedure)%>% +tally(sort=T) + +health_data%>% + filter(Sex=='F' | Sex=='f')%>% + group_by(Procedure)%>% + tally(sort=T) + +#Q6 +health_data%>% + group_by(Consulting_Doctor)%>% + summarize(sum=sum(Total_Charges))%>% + arrange(desc(sum)) + +#Q7 +health_data%>% + group_by(Procedure)%>% + summarize(sum=sum(Total_Charges))%>% + arrange(desc(sum)) + +#Q8 +time<-hour(strptime(health_data$Time, "%I:%M %p")) +which.max(table(time)) + +#Q9 +health_data%>% + mutate(time_bracket = ifelse(time >= 6 & time <= 12, "Morning", + ifelse(time > 12 & time <= 16, "Afternoon", + ifelse(time > 16 & time <= 19, "Evening", + ifelse(time > 19, "Night", NA))))) + + + +#Q10 +health_data%>% + group_by(id)%>% + summarize(length=n())%>% + filter(length>1)%>% + nrow() + +#Q11 +health_data%>% + group_by(id,Procedure)%>% + summarize(length=n())%>% + filter(length>1)%>% + print() + +#Q12 +health_data%>% + group_by(id)%>% + summarize(length=n())%>% + filter(length>1)%>% + print() + +#Q13 +health_data%>% + filter(Sex=='M')%>% + select(Age)%>% + summarize(median=median(Age,na.rm=TRUE))%>% + print() + +health_data%>% + filter(Sex=='F'| Sex=='f')%>% + select(Age)%>% + summarize(median=median(Age,na.rm=TRUE))%>% + print() + +#Q14 +health_data$Amount_Balance<-gsub(",", "" ,health_data$Amount_Balance, fixed=TRUE) +health_data$Amount_Balance<-gsub(".00", "" ,health_data$Amount_Balance, fixed=TRUE) + +health_data%>% + mutate(Amount_Balance=as.integer(Amount_Balance))%>% + select(Amount_Balance)%>% + summarize(sum=sum(Amount_Balance,na.rm=TRUE))%>% + print() + +#Q15 +health_data%>% + filter(Procedure=="Consultation")%>% + select(Total_Charges)%>% + summarize(sum=sum(Total_Charges,na.rm=TRUE))%>% + print() + +#Q16 +health_data%>% + select(Age,Total_Charges) %>% + filter(!is.na(Age),!is.na(Total_Charges)) ->corr + +cor(corr$Age,corr$Total_Charges) + +#Q17 +qplot(health_data$Age, xlab="Age") + +#Q18 +health_data%>% + filter(Procedure== 'X Ray' | Procedure== 'Scalling' ) %>% + select(Total_Charges)%>% + summarize(sum=sum(Total_Charges,na.rm=TRUE))%>% + print() + +write.csv(health_data, "E://DIH//Assignment2//clean_hospital_data_R.csv") + + \ No newline at end of file diff --git a/R_assg_2.pdf b/R_assg_2.pdf new file mode 100644 index 0000000..20b5e22 Binary files /dev/null and b/R_assg_2.pdf differ diff --git a/clean_hospital_data_R.csv b/clean_hospital_data_R.csv new file mode 100644 index 0000000..b556968 --- /dev/null +++ b/clean_hospital_data_R.csv @@ -0,0 +1,223 @@ +"","Date","id","Time","Age","Sex","Consulting_Doctor","Specialty","Procedure","Total_Charges","Amount_Received","Amount_Balance","Amount_Received_By","Amount_in_Hospital","Receptionist_Name","Next_Apt" +"1","2017-01-01",101,NA,40,"F","Dr Kinza Alam","Gynae","C Section",30000,30000,NA,"Mrs Shamsa",NA,"Hamza",NA +"2","2017-01-02",150,"10:45 AM",26,"M","Nursing Staff",NA,"Dressing",1500,1500,NA,"Dr Saniya",NA,"Haris",NA +"3","2017-01-02",58,"12:38 PM",30,"F","Dr Riffat Naheed","Psychotherapist","Consultation",1000,1000,NA,"Mrs Shamsa",300,"Fiza",NA +"4","2017-01-02",75,"01:00 PM",40,"M","Dr Riffat Naheed","Psychotherapist","Consultation",1500,1500,NA,"Mrs Shamsa",450,"Zaheer",NA +"5","2017-01-02",97,"02:45 PM",27,"M","Dr Riffat Naheed","Psychotherapist","Consultation",2000,2000,NA,"Mrs Shamsa",600,"Haris",NA +"6","2017-01-02",101,"03:00 PM",40,"F","Dr Kinza Alam","Gynae","C Section",35000,35000,NA,"Dr Saniya",NA,"Haris",NA +"7","2017-01-02",26,"03:28 PM",43,"M","Dr Saniya","M/o","Consultation",2000,2000,NA,"Dr Saniya",NA,"Fiza",NA +"8","2017-01-02",149,"03:45 PM",28,"F","Dr Fakiha","Dentist","Consultation",500,500,NA,"Mrs Shamsa",500,"Haris",NA +"9","2017-01-02",20,"03:45 PM",2,"F","Dr Fakiha","Dentist","Consultation",NA,NA,NA,NA,NA,NA,NA +"10","2017-01-02",72,"05:00 PM",40,"M","Dr Fakiha","Dentist","Consultation",500,500,NA,"Mrs Shamsa",500,"Fiza",NA +"11","2017-01-02",54,"05:00 PM",32,"F","Dr Saniya","M/o","Consultation",2000,2000,NA,"Dr Saniya",NA,"Fiza",NA +"12","2017-01-02",149,"05:30 PM",28,"F","Dr Fakiha","Dentist","Filling",2000,2000,NA,"Mrs Shamsa",2000,"Fiza","In case of pain" +"13","2017-01-03",120,"01:00 PM",76,"F","Dr Saniya","M/o","Laboratory Test",NA,NA,NA,NA,NA,"Haris",NA +"14","2017-01-03",120,"03:25 PM",75,"F","Dr Saniya","M/o",NA,NA,NA,NA,NA,NA,NA,NA +"15","2017-01-03",20,"06:10 PM",36,"F","Dr Kinza Alam","Gynae","Consultation",1500,1500,NA,"Mrs Shamsa",450,"Haris",NA +"16","2017-01-04",40,"11:45 PM",42,"F","Dr Alaf Khan","Dentist","Consultation+Denture",1500,1500,NA,"Brig Farrukh",NA,"Fiza",NA +"17","2017-01-04",134,"12:40 PM",23,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Brig Farrukh",500,"Fiza",NA +"18","2017-01-04",86,"08:10 PM",48,"F","Dr Kinza Alam","Gynae","Consultation",1500,1500,NA,"Brig Farrukh",450,"Haris",NA +"19","2017-01-04",114,"08:30 PM",25,"F","Dr Kinza Alam","Gynae","Consultation",1000,1000,NA,"Brig Farrukh",300,"Haris",NA +"20","2017-01-05",155,"12:40 PM",50,"F","Dr Alaf Khan","Dentist","Extraction",2000,2000,NA,"Brig Farrukh",2000,"Fiza",NA +"21","2017-01-05",45,"02:00 PM",60,"F","Dr Alaf Khan","Dentist","R.P.D + Crown",4000,4000,NA,"Brig Farrukh",4000,"Haris",NA +"22","2017-01-05",4,"02:00 PM",NA,"M","Dr Irfan","General Surgeon","Consultation + Dressing",5000,5000,NA,"Brig Farrukh",4000,"Haris",NA +"23","2017-01-06",38,"12:30 PM",NA,"M","Dr Riffat Naheed","Psychotherapist","Consultation",1000,1000,NA,"Mrs Shamsa",300,"Haris",NA +"24","2017-01-06",130,"01:00 PM",26,"M","Dr Riffat Naheed","Psychotherapist","Consultation",1000,1000,NA,"Mrs Shamsa",300,"Haris",NA +"25","2017-01-06",97,"01:30 PM",27,"M","Dr Riffat Naheed","Psychotherapist","Consultation",1000,1000,NA,"Mrs Shamsa",300,"Haris",NA +"26","2017-01-06",50,NA,NA,"M","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Mrs Shamsa",500,"Haris",NA +"27","2017-01-06",78,"08:15 PM",57,"F","Dr Ali","Orthopedic","Consultation",6000,6000,NA,"Mrs Shamsa",3000,"Haris",NA +"28","2017-01-07",1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,NA,NA,NA,NA,NA +"29","2017-01-09",48,"12:36 PM",39,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Mrs Shamsa",500,"Fiza",NA +"30","2017-01-09",79,"01:30 PM",6,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Mrs Shamsa",500,"Fiza",NA +"31","2017-01-09",116,"02:30 PM",26,"M","Dr Alaf Khan","Dentist","X Ray",300,300,NA,"Mrs Shamsa",300,"Haris",NA +"32","2017-01-09",45,"03:15 PM",60,"F","Dr Alaf Khan","Dentist","R.P.D + Crown",7000,7000,NA,"Mrs Shamsa",7000,"Fiza",NA +"33","2017-01-09",67,"05:20 PM",26,"M","Dr Alaf Khan","Dentist","Consultation+X Ray",800,800,NA,"Mrs Shamsa",800,"Fiza",NA +"34","2017-01-09",36,"05:30 PM",5,"F","Dr Alaf Khan","Dentist","Consultation",250,250,NA,"Mrs Shamsa",250,"Fiza",NA +"35","2017-01-10",17,"03:50 PM",40,"M","Dr Alaf Khan","Dentist","RCT (4 teeth) Bridge (9 teeth)",10000,10000,NA,"Mrs Shamsa",NA,"Fiza","1/16/2017" +"36","2017-01-10",84,"06:00 PM",9,"F","Dr Irfan","General Surgeon","Consultation + X Ray",3000,3000,NA,"Mrs Shamsa",3000,"Mona",NA +"37","2017-01-10",1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,NA,NA,NA,NA,NA +"38","2017-01-11",57,NA,30,"F","Dr Alaf Khan","Dentist","Laboratory Test",NA,NA,NA,"Mrs Shamsa",NA,NA,NA +"39","2017-01-11",119,"03:00 PM",40,"F","Dr Ammara","Gynae","Consultation + USG",1500,1500,NA,"Mrs Shamsa",500,"Fiza",NA +"40","2017-01-11",145,"04:30 PM",29,"M","Dr Alaf Khan","Dentist","Crown",3000,3000,NA,"Mrs Shamsa",NA,"Fiza",NA +"41","2017-01-11",92,"04:30 PM",39,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Mrs Shamsa",500,"Fiza",NA +"42","2017-01-12",63,"10:45 AM",50,"M","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Mrs Shamsa",500,"Fiza",NA +"43","2017-01-12",63,"02:00 PM",50,"M","Dr Alaf Khan","Dentist","Scalling",3000,3000,NA,"Mrs Shamsa",3000,"Fiza",NA +"44","2017-01-12",63,"02:00 PM",50,"M","Brig Asif","Medical Specialist","Consultation",500,500,NA,"Mrs Shamsa",150,"Fiza",NA +"45","2017-01-13",45,"11:20 AM",60,"F","Dr Alaf Khan","Dentist","Polishing",500,500,NA,"Mrs Shamsa",500,"Haris",NA +"46","2017-01-13",145,"03:00 PM",29,"M","Dr Fakiha","Dentist","Crown",1500,1500,NA,"Mrs Shamsa",1500,"Fiza",NA +"47","2017-01-13",70,"08:00 PM",48,"M","Brig Farrukh","Anaesthetist","Consultation",3750,3750,NA,"Dr Ammad",3750,"Mona",NA +"48","2017-01-14",88,"04:30 PM",45,"F","Dr Fakiha","Dentist","Filling + X Rays",2600,2600,NA,"Dr Ammad",2600,"Haris",NA +"49","2017-01-14",40,"06:30 PM",42,"F","Dr Fakiha","Dentist","Denture+Scalling+Filling",5500,5500,NA,"Dr Ammad",5500,"Haris",NA +"50","2017-01-15",42,"09:00 PM",29,"F","Nursing Staff",NA,"Pharmacy",900,900,NA,"Dilshad",900,"Zaheer",NA +"51","2017-01-16",7,NA,26,"M","Nursing Staff",NA,"Laboratory Test",NA,NA,NA,NA,NA,NA,NA +"52","2017-01-16",106,"01:30 PM",34,"M","Dr Alaf Khan","Dentist","Crown",5000,5000,NA,"Dr Ammad",5000,"Fiza",NA +"53","2017-01-16",22,"06:00 PM",50,"F","Dr Zubair","M/o","Consultation",1000,1000,NA,"Dr Ammad",400,"Haris",NA +"54","2017-01-16",88,"06:20 PM",45,"F","Dr Fakiha","Dentist","Extraction",2500,2500,NA,"Dr Ammad",2500,"Haris","1/23/2017" +"55","2017-01-17",52,"11:25 AM",30,"M","Dr Alaf Khan","Dentist","RCT",3000,3000,NA,"Mrs Shamsa",3000,"Fiza","1/20/2017" +"56","2017-01-17",17,"11:15 AM",40,"M","Dr Alaf Khan","Dentist","RCT (4 teeth) Bridge (9 teeth)",38000,38000,NA,"Mrs Shamsa",38000,"Fiza",NA +"57","2017-01-17",17,"01:10 PM",40,"M","Brig Asif","Medical Specialist","Consultation",1000,1000,NA,"Mrs Shamsa",300,"Haris",NA +"58","2017-01-17",136,"03:30 PM",29,"M","Dr Fakiha","Dentist","Scalling",4000,4000,NA,"Mrs Shamsa",4000,"Fiza",NA +"59","2017-01-17",27,"06:15 PM",27,"M","Dr Fakiha","Dentist","Filling",2000,2000,NA,"Mrs Shamsa",2000,"Sohaib","1/19/2017" +"60","2017-01-18",71,"09:40 PM",23,"M","Dr Alaf Khan","Dentist","X Ray",300,300,NA,NA,300,"Haris",NA +"61","2017-01-18",12,"12:00 PM",60,"F","Dr Alaf Khan","Dentist","22 Unit Bridge",25500,25500,NA,NA,25500,"Haris",NA +"62","2017-01-18",127,"02:00 PM",52,"F","Dr Alaf Khan","Dentist","Extraction",1000,1000,NA,NA,1000,"Haris",NA +"63","2017-01-18",82,"05:00 PM",21,"M","Dr Zubair","M/o","Consultation",500,500,NA,NA,500,"Haris",NA +"64","2017-01-19",103,NA,32,"M","Nursing Staff",NA,"Laboratory Test",NA,NA,NA,NA,NA,NA,NA +"65","2017-01-19",31,"11:00 AM",58,"f","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Mrs Shamsa",500,"Haris",NA +"66","2017-01-19",1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,NA,NA,NA,NA,NA +"67","2017-01-19",1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,NA,NA,NA,NA,NA +"68","2017-01-20",1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,NA,NA,NA,NA,NA +"69","2017-01-21",131,"10:15 AM",26,"F","Dr Alaf Khan","Dentist","X Ray",300,300,NA,"Mrs Shamsa",300,"Haris",NA +"70","2017-01-21",101,"01:20 PM",40,"F","Dr Kinza Alam","Gynae","Consultation",1200,1200,NA,"Mrs Shamsa",360,"Haris",NA +"71","2017-01-21",145,"01:30 PM",29,"M","Dr Fakiha","Dentist","Crown",500,500,NA,"Mrs Shamsa",500,"Haris",NA +"72","2017-01-23",144,"12:15 PM",33,"M","Dr Riffat Naheed","Psychotherapist","Consultation",1000,1000,NA,"Mrs Shamsa",300,"Haris",NA +"73","2017-01-23",37,"01:00 PM",30,"F","Dr Riffat Naheed","Psychotherapist","Consultation",1000,1000,NA,"Mrs Shamsa",300,"Haris",NA +"74","2017-01-23",135,"01:15 PM",28,"F","Dr Riffat Naheed","Psychotherapist","Consultation",2000,2000,NA,"Mrs Shamsa",600,"Haris",NA +"75","2017-01-23",59,"04:50 PM",10,"M","Dr Ali","Child Specialist","Consultation+ER Retain",2800,2800,NA,"Mrs Shamsa",1600,"Haris",NA +"76","2017-01-24",130,"01:00 PM",26,"M","Dr Riffat Naheed","Psychotherapist","Consultation",800,800,NA,"Mrs Shamsa",240,"Haris",NA +"77","2017-01-24",104,"01:15 PM",19,"M","Dr Riffat Naheed","Psychotherapist","Consultation",2000,2000,NA,"Mrs Shamsa",600,"Haris",NA +"78","2017-01-24",98,"02:10 PM",53,"F","Dr Saad","Orthopedic","Consultation",1000,1000,NA,"Mrs Shamsa",600,"Haris",NA +"79","2017-01-24",102,"01:30 PM",30,"M","Dr Riffat Naheed","Psychotherapist","Consultation",1000,1000,NA,"Mrs Shamsa",300,"Haris",NA +"80","2017-01-25",59,NA,10,"M","Nursing Staff",NA,"Laboratory Test",NA,NA,NA,NA,NA,NA,NA +"81","2017-01-25",1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,NA,NA,NA,NA,NA +"82","2017-01-26",73,"12:50 PM",55,"M","Dr Alaf Khan","Dentist","Consultation+X Ray",700,700,NA,NA,700,"Haris",NA +"83","2017-01-26",116,"03:30 PM",26,"M","Dr Alaf Khan","Dentist","X Ray",300,300,NA,NA,300,"Haris",NA +"84","2017-01-26",125,"05:40 PM",30,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA,NA,500,"Haris",NA +"85","2017-01-26",1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,NA,NA,NA,NA,NA +"86","2017-01-26",1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,NA,NA,NA,NA,NA +"87","2017-01-26",1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,NA,NA,NA,NA,NA +"88","2017-01-28",129,NA,NA,"M","Dr Ali","Child Specialist","Consultation",1150,1150,NA,"Mrs Shamsa",NA,"Sohaib",NA +"89","2017-01-28",85,"06:45 PM",NA,"F","Dr Irfan","General Surgeon",NA,3000,3000,NA,"Mrs Shamsa",NA,"Sohaib",NA +"90","2017-01-28",147,"09:45 PM",9,"M","Nursing Staff",NA,"Consultation",1000,1000,NA,"Mrs Shamsa",NA,"Sub KB",NA +"91","2017-01-29",1,NA,NA,NA,"Nursing Staff",NA,"Pharmacy",NA,NA,NA,NA,NA,NA,NA +"92","2017-01-30",140,"01:00 PM",28,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Haris",NA +"93","2017-01-30",39,"01:30 PM",47,"M","Dr Alaf Khan","Dentist","X Ray",300,300,NA,"Dr Ammad",300,"Haris",NA +"94","2017-01-30",124,"05:40 PM",49,"F","Brig Asif","Medical Specialist","Consultation+ECG",1300,1300,NA,"Dr Ammad",600,"Sohaib",NA +"95","2017-01-30",8,"05:35 PM",19,"M","Dr Qurat ul Ain","Dentist","Consultation+X Ray",800,800,NA,"Dr Ammad",800,"Sohaib",NA +"96","2017-01-30",51,"06:00 PM",31,"M","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Sohaib",NA +"97","2017-01-31",152,"05:30 PM",7,"F","Dr Fakiha","Dentist","Filling",1000,1000,NA,"Mrs Shamsa",1000,"Haris",NA +"98","2017-01-31",21,"06:30 PM",26,"M","Dr Zubair","M/o","Consultation",200,200,NA,"Mrs Shamsa",200,"Mona",NA +"99","2017-01-31",115,"06:50 PM",8,"F","Dr Qurat ul Ain","Dentist","Extraction",1500,1500,NA,"Mrs Shamsa",1500,"Haris",NA +"100","2017-02-01",109,"02:10 PM",28,"F","Dr Alaf Khan","Dentist","R.C.T",2000,2000,NA,"Dr Ammad",2000,"Haris","2/6/2017" +"101","2017-02-01",153,"02:10 PM",17,"F","Dr Alaf Khan","Dentist","Orthodontics",10000,10000,NA,"Dr Ammad",10000,"Haris","2/6/2017" +"102","2017-02-01",62,"01:00 PM",54,"M","Dr Alaf Khan","Dentist","Scalling",2000,2000,NA,"Dr Ammad",2000,"Haris",NA +"103","2017-02-01",111,"01:40 PM",35,"F","Col Ulfat Ellahi","ENT","Consultation",1000,1000,NA,"Dr Ammad",300,"Haris",NA +"104","2017-02-01",142,"06:00 PM",45,"M","Dr Qurat ul Ain","Dentist","Extraction",2000,2000,NA,"Dr Ammad",2000,"Haris",NA +"105","2017-02-02",117,"12:00 PM",30,"F","Dr Shireen","M/o","Consultation",500,500,NA,"Dr Ammad",500,"Haris",NA +"106","2017-02-02",140,"01:00 PM",30,"F","Dr Alaf Khan","Dentist","Extraction",1000,1000,NA,"Dr Ammad",1000,"Haris",NA +"107","2017-02-02",100,"01:25 PM",23,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Haris",NA +"108","2017-02-03",133,"04:45 PM",27,"F","Dr Alaf Khan","Dentist","X Ray",500,500,NA,"Dr Ammad",500,"Haris",NA +"109","2017-02-03",44,"08:00 PM",6,"M","Dr Ali","Child Specialist","Consultation",1000,1000,NA,"Dr Ammad",300,"Haris",NA +"110","2017-02-04",35,"04:00 PM",2,"F","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Haris",NA +"111","2017-02-04",150,"04:00 PM",30,"M","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Haris",NA +"112","2017-02-06",118,"07:30 PM",32,"F","Dr Kinza Alam","Gynae","Consultation+USG",1500,1500,NA,"Dr Ammad",800,"Haris",NA +"113","2017-02-06",114,"07:45 PM",25,"F","Dr Kinza Alam","Gynae","Consultation",1000,1000,NA,"Dr Ammad",300,"Haris",NA +"114","2017-02-06",49,"01:30 PM",80,"M","Dr Ali","Child Specialist","Consultation+Retain",3500,3500,NA,"Dr Ammad",2000,"Haris",NA +"115","2017-02-06",126,"01:30 PM",70,"F","Dr Alaf Khan","Dentist","Scalling",3000,3000,NA,"Dr Ammad",3000,"Haris",NA +"116","2017-02-06",141,"04:00 PM",20,"M","Dr Riffat Naheed","Psychotherapist","Consultation",2000,2000,NA,"Dr Ammad",600,"Haris",NA +"117","2017-02-06",17,"06:15 PM",23,"M","Dr Ammad","M/o","Consultation",200,200,NA,"Dr Ammad",200,"Haris",NA +"118","2017-02-07",12,"12:00 PM",60,"F","Dr Alaf Khan","Dentist","22 Unit Bridge",44000,30000,"14000","Dr Ammad",30000,"Haris","2/14/2017" +"119","2017-02-07",60,"01:10 PM",50,"M","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Haris",NA +"120","2017-02-07",140,"02:15 PM",30,"F","Dr Alaf Khan","Dentist","4 Unit Bridge",3000,3000,NA,"Dr Ammad",3000,"Haris",NA +"121","2017-02-07",41,"06:00 PM",13,"M","Dr Qurat ul Ain","Dentist","X Ray",500,500,NA,"Dr Ammad",500,"Haris",NA +"122","2017-02-07",87,"08:00 PM",30,"F","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Haris",NA +"123","2017-02-08",132,"10:13 AM",13,"M","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Haris","2/17/2017" +"124","2017-02-08",132,"12:00 PM",13,"M","Dr Alaf Khan","Dentist","R.C.T",3500,3500,NA,"Dr Ammad",3500,"Haris",NA +"125","2017-02-08",13,"12:00 PM",39,"F","Dr Saad","Orthopedic","Consultation",1000,1000,NA,"Dr Ammad",300,"Haris",NA +"126","2017-02-08",109,"02:40 PM",28,"F","Dr Alaf Khan","Dentist","R.C.T",2000,2000,NA,"Dr Ammad",2000,"Haris",NA +"127","2017-02-08",109,"02:40 PM",28,"F","Dr Alaf Khan","Dentist","Crown",3000,NA,"3000","Dr Ammad",NA,"Haris","2/16/2017" +"128","2017-02-08",153,"02:40 PM",17,"F","Dr Alaf Khan","Dentist","Orthodontics",110000,20000,"90000","Dr Ammad",20000,"Haris","2/16/2017" +"129","2017-02-08",43,"10:00 AM",27,"M","Dr Alaf Khan","Dentist","Consultation+X Ray",800,800,NA,"Dr Ammad",800,"Haris","2/9/2017" +"130","2017-02-10",5,"09:30 AM",57,"M","Dr Alaf Khan","Dentist","X Ray",300,300,NA,"Dr Ammad",300,"Haris",NA +"131","2017-02-10",14,"06:30 PM",6,"M","Nursing Staff",NA,"X Ray",300,300,NA,"Dr Ammad",300,"Haris",NA +"132","2017-02-10",123,"07:00 PM",18,"M","Dr Qurat ul Ain","Dentist","Filling",1500,1500,NA,"Dr Ammad",1500,"Haris",NA +"133","2017-02-11",137,"12:00 PM",25,"M","Dr Ali","Child Specialist","Consultation",1000,1000,NA,"Mrs Shamsa",300,"Mona",NA +"134","2017-02-11",91,"04:20 PM",50,"F","Dr Qurat ul Ain","Dentist","Scalling",2500,2500,NA,"Mrs Shamsa",2500,"Mona",NA +"135","2017-02-11",23,"05:57 PM",NA,"F","Dr Qurat ul Ain","Dentist","Consultation",1000,1000,NA,"Mrs Shamsa",1000,"Mona",NA +"136","2017-02-11",154,"06:15 PM",19,"F","Dr Qurat ul Ain","Dentist","Scalling",2000,2000,NA,"Mrs Shamsa",2000,"Mona",NA +"137","2017-02-12",112,"07:15 PM",39,"M","Dr Saad","Orthopedic","Operation",35000,35000,NA,"Mrs Shamsa",35000,"Haris",NA +"138","2017-02-12",81,"12:00 PM",6,"F","Dr Alaf Khan","Dentist","Consultation+X Ray",700,700,NA,"Mrs Shamsa",700,"Mona",NA +"139","2017-02-13",15,"11:20 AM",40,"M","Dr Waqar Azeem","Radiologist","USG Abdomen",1000,1000,NA,"Dr Ammad",300,"Haris",NA +"140","2017-02-13",112,"03:40 PM",39,"M","Dr Saad","Orthopedic","Operation",15000,15000,NA,"Dr Ammad",15000,"Haris",NA +"141","2017-02-13",9,"07:00 PM",20,"F","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Haris",NA +"142","2017-02-13",2,NA,NA,NA,"Dr Ali","Child Specialist","Consultation",1500,1500,NA,"Dr Ammad",500,"Haris",NA +"143","2017-02-14",113,"02:30 PM",14,"M","Dr Saad Riaz","Orthopedic","Pop",3700,3700,NA,"Dr Ammad",1700,"Haris",NA +"144","2017-02-14",4,"03:00 PM",NA,"M","Nursing Staff",NA,"Er Retain",300,300,NA,"Dr Ammad",300,"Haris",NA +"145","2017-02-14",19,"07:02 PM",NA,"F","Dr Waqar Azeem","Radiologist","USG",2000,2000,NA,"Dr Ammad",1300,"Haris",NA +"146","2017-02-15",118,"11:40 AM",24,"F","Dr Alaf Khan","Dentist","X Ray",400,400,NA,"Mrs Shamsa",400,"Mona",NA +"147","2017-02-15",94,"04:45 PM",3,"M","Dr Ali","Child Specialist","Consultation + Nebulize",1150,1150,NA," 150 Mrs Shamsa, 300 Dr Ammad ",450,"Haris",NA +"148","2017-02-15",64,"06:15 PM",23,"M","Dr Ammad","M/o","Consultation",200,200,NA,"Dr Ammad",200,"Haris",NA +"149","2017-02-17",29,"04:10 PM",29,"M","Dr Alaf Khan","Dentist","X Ray",200,200,NA,"Dr Ammad",200,"Haris",NA +"150","2017-02-17",66,"05:30 PM",55,"M","Dr Alaf Khan","Dentist","Extraction",1000,1000,NA,"Dr Ammad",1000,"Haris",NA +"151","2017-02-17",107,"06:30 PM",30,"F","Nursing Staff",NA,"X Ray",1000,1000,NA,"Dr Ammad",1000,"Haris",NA +"152","2017-02-18",108,"06:20 PM",NA,"M","Dr Ali","Child Specialist","Consultation",3000,3000,NA,"Dr Ammad",1600,"Saima",NA +"153","2017-02-18",30,"06:10 PM",30,"F","Dr Qurat ul Ain","Dentist","Extraction",1500,1500,NA,"Dr Ammad",1500,"Mona",NA +"154","2017-02-18",94,"11:30 AM",3,"M","Nursing Staff",NA,"Injection",300,300,NA,"Dr Ammad",300,"Saima",NA +"155","2017-02-19",55,"02:45 PM",NA,"M","Dr Qurat ul Ain","Dentist","X Ray",300,300,NA,"Dr Ammad",300,"Saima",NA +"156","2017-02-20",132,NA,13,"M","Dr Alaf Khan","Dentist","Crown",5000,5000,NA,"Dr Ammad",5000,NA,"2/24/2017" +"157","2017-02-20",68,"01:25 PM",10,"M","Dr Shireen","M/o","Stiches",700,700,NA,"Dr Ammad",700,"Saima",NA +"158","2017-02-20",80,"02:00 PM",30,"F","Dr Shireen","M/o","Consultation",1200,1200,NA,"Dr Ammad",1200,"Saima",NA +"159","2017-02-20",99,"07:00 PM",45,"F","Dr Saima Shams","Radiologist","USG",1500,1500,NA,"Dr Ammad",900,"Mona",NA +"160","2017-02-20",94,"10:15 PM",3,"M","Nursing Staff",NA,"Injection",300,300,NA,"Dr Ammad",300,"Ashfaq",NA +"161","2017-02-21",151,"01:00 PM",38,"M","Dr Alaf Khan","Dentist","R.C.T+Scalling+Crown",5000,5000,NA,"Dr Ammad",5000,"Saima","2/28/2017" +"162","2017-02-21",53,"06:00 PM",20,"F","Dr Waqar Azeem","Radiologist","USG",1000,1000,NA,"Dr Ammad",400,"Mona",NA +"163","2017-02-21",11,"07:11 PM",2,"F","Dr Ali","Child Specialist","Consultation",1000,1000,NA,"Dr Ammad",300,"Saima",NA +"164","2017-02-21",94,"10:10 PM",3,"M","Nursing Staff",NA,"Injection",300,300,NA,"Dr Ammad",300,"Sub KB",NA +"165","2017-02-21",64,NA,NA,NA,"Nursing Staff",NA,"Medicine",100,100,NA,NA,100,"Saima",NA +"166","2017-02-22",100,"03:00 PM",23,"F","Dr Alaf Khan","Dentist","Orthodontics",120000,30000,"90000","Dr Ammad",30000,"Mona",NA +"167","2017-02-22",16,"04:30 PM",26,"M","Dr Mumtaz","General Surgeon","Consultation",1000,1000,NA,"Dr Ammad",500,"Mona",NA +"168","2017-02-22",6,"05:00 PM",35,"M","Dr Waqar Azeem","Radiologist","USG",1000,1000,NA,"Dr Ammad",400,"Mona",NA +"169","2017-02-23",33,"01:55 PM",22,"M","Dr Alaf Khan","Dentist","R.C.T",3000,3000,NA,"Dr Ammad",3000,"Saima",NA +"170","2017-02-23",89,"01:50 PM",65,"F","Dr Saad Riaz","Orthopedic","Consultation",1000,1000,NA,"Dr Ammad",500,"Saima",NA +"171","2017-02-23",13,"02:00 PM",45,"F","Dr Saad Riaz","Orthopedic","Consultation",1000,1000,NA,"Dr Ammad",300,"Saima",NA +"172","2017-02-23",47,"03:00 PM",21,"F","Dr Riffat Naheed","Psychotherapist","Consultation",1500,1500,NA,"Dr Ammad",700,"Saima",NA +"173","2017-02-24",80,"09:30 PM",30,"F","Dr Mehwish","Gynae","Consultation",1000,1000,NA,"Dr Ammad",500,"Saima",NA +"174","2017-02-25",128,"03:45 PM",64,"F","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Saima",NA +"175","2017-02-25",93,"04:00 PM",40,"F","Dr Ali","Child Specialist",NA,3000,3000,NA,"Dr Ammad",1600,"Saima",NA +"176","2017-02-27",143,"11:30 AM",52,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Saima",NA +"177","2017-02-27",56,"12:20 PM",55,"F","Dr Alaf Khan","Dentist","Extraction",600,600,NA,"Dr Ammad",600,"Saima",NA +"178","2017-02-27",96,NA,54,"M","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Saima",NA +"179","2017-02-28",65,"10:30 PM",30,"M","Nursing Staff",NA,"BSR",50,50,NA,"Dr Ammad",50,"Haris",NA +"180","2017-02-28",96,"12:40 PM",53,"M","Dr Alaf Khan","Dentist","8 Unit Bridge+2 R.C.T",30000,8000,"22000","Dr Ammad",8000,"Haris",NA +"181","2017-02-28",90,NA,NA,"F","Dr Alaf Khan","Dental","Consultation",1000,1000,NA,"Dr Ammad",1000,"Saima",NA +"182","2017-02-28",151,"03:00 PM",38,"F","Dr Alaf Khan","Dentist","R.C.T+Scalling+Crown",4500,4500,NA,"Dr Ammad",4500,"Haris",NA +"183","2017-02-28",139,"08:00 PM",30,"M","Nursing Staff",NA,"X Ray",500,500,NA,"Dr Ammad",500,"Saima",NA +"184","2017-03-01",107,"05:00 PM",17,"F","Dr Qurat ul Ain","Dentist","Extraction",1500,1500,NA,"Dr Ammad",1500,"Saima",NA +"185","2017-03-01",28,"06:00 PM",3,"F","Dr Qurat ul Ain","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Saima",NA +"186","2017-03-01",46,NA,17,"M","Nursing Staff",NA,"Dressing",500,500,NA,"Dr Ammad",200,"Saima",NA +"187","2017-03-01",25,"07:00 PM",NA,"F","Dr Kinza Alam","Gynae","Consultation",1500,1500,NA,"Dr Ammad",500,"Saima",NA +"188","2017-03-01",24,"07:10 PM",NA,"M","Dr Ammad","M/o","Consultation",500,500,NA,"Dr Ammad",500,"Saima",NA +"189","2017-03-02",140,"12:48 PM",30,"F","Dr Alaf Khan","Dentist","4 Unit Bridge",8000,8000,NA,"Dr Ammad",8000,"Saima",NA +"190","2017-03-02",46,"03:00 PM",17,"M","Nursing Staff",NA,"Injection",50,50,NA,"Dr Ammad",50,"Saima",NA +"191","2017-03-02",114,"07:05 PM",26,"F","Dr Kinza Alam","Gynae","Consultation",1000,1000,NA,"Dr Ammad",300,"Saima",NA +"192","2017-03-02",3,NA,NA,NA,"Nursing Staff",NA,"Dressing",100,100,NA,"Dr Ammad",100,"Saima",NA +"193","2017-03-03",138,"11:20 AM",45,"F","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Saima",NA +"194","2017-03-03",107,"12:30 PM",17,"F","Dr Alaf Khan","Dentist","R.C.T+Crown",8000,8000,NA,"Dr Ammad",8000,"Saima","3/9/2017" +"195","2017-03-03",34,"01:30 PM",22,"M","Dr Alaf Khan","Dentist","Crown",2000,2000,NA,"Dr Ammad",2000,"Saima","3/8/2017" +"196","2017-03-03",133,"04:10 PM",30,"F","Dr Ali","Child Specialist","Consultation",1000,1000,NA,"Dr Ammad",300,"Saima",NA +"197","2017-03-03",46,"05:45 PM",17,"M","Nursing Staff",NA,"Dressing",300,300,NA,"Dr Ammad",300,"Saima",NA +"198","2017-03-03",74,"02:40 PM",38,"M","Dr Waqar Azeem","Radiologist","USG KUB",1000,1000,NA,"Dr Ammad",300,"Sub KB",NA +"199","2017-03-05",46,NA,17,"M","Nursing Staff",NA,"Dressing",300,300,NA,"Dr Ammad",200,"Saima",NA +"200","2017-03-06",83,"01:20 PM",34,"M","Dr Alaf Khan","Dentist","Consultation",500,500,NA,"Dr Ammad",500,"Saima",NA +"201","2017-03-06",61,"05:30 PM",28,"F","Dr Qurat ul Ain","Dentist","Consultation+X Ray",950,950,NA,"Dr Ammad",950,"Haris",NA +"202","2017-03-06",122,"07:00 PM",78,"M","Nursing Staff",NA,"Injection",100,100,NA,"Dr Ammad",100,"Saima",NA +"203","2017-03-07",95,NA,56,"M","Dr Alaf Khan","Dentist","X Ray",300,300,NA,"Dr Ammad",300,"Saima",NA +"204","2017-03-07",69,"03:00 PM",53,"M","Dr Alaf Khan","Dentist",NA,15000,15000,NA,"Dr Ammad",15000,"Mona",NA +"205","2017-03-07",146,NA,21,"M","Dr Ammad","M/o","Consultation",500,500,NA,"Dr Ammad",500,"Saima",NA +"206","2017-03-07",46,"07:40 PM",17,"M","Nursing Staff",NA,"Dressing",200,200,NA,"Dr Ammad",200,"Saima",NA +"207","2017-03-07",32,"02:00 PM",NA,"F","Nursing Staff",NA,"Coupety",300,300,NA,"Dr Ammad",300,"Saima",NA +"208","2017-03-07",122,"09:35 PM",78,"M","Nursing Staff",NA,"Injection",100,100,NA,"Dr Ammad",100,"Sub KB",NA +"209","2017-03-08",148,"08:30 PM",3,"F","Nursing Staff",NA,"Injection",100,100,NA,"Dr Ammad",100,"Ashfaq",NA +"210","2017-03-08",122,"10:00 PM",76,"M","Nursing Staff",NA,"Injection",100,100,NA,"Dr Ammad",100,"Ashfaq",NA +"211","2017-03-08",10,"04:45 PM",9,"F","Dr Qurat ul Ain","Dentist","Consultation+x Ray",650,650,NA,"Dr Ammad",650,"Saima",NA +"212","2017-03-08",76,"06:55 PM",32,"M","Dr Paul","Dermatologist","Consultation",1500,1000,"500","Dr Ammad",300,"Mona",NA +"213","2017-03-08",1,"12:00 PM",NA,"F","Nursing Staff",NA,"Injection",150,150,NA,"Dr Ammad",150,"Mona",NA +"214","2017-03-08",25,"07:30 PM",NA,"F","Dr Kinza Alam","Gynae","Consultation",1500,1500,NA,"Dr Ammad",500,"Mona",NA +"215","2017-03-09",77,"12:00 PM",24,"M","Dr Alaf Khan","Dentist","R.C.T",5000,2000,"3000","Dr Ammad",2000,"Haris","3/16/2017" +"216","2017-03-09",121,"09:00 AM",3,"F","Nursing Staff",NA,"Injection",100,100,NA,"Dr Ammad",100,"Mona",NA +"217","2017-03-09",122,NA,76,"M","Nursing Staff",NA,"Injection",100,100,NA,"Dr Ammad",100,"Mona",NA +"218","2017-03-09",1,NA,NA,NA,"Nursing Staff",NA,"Cancelled",NA,NA,NA,"Dr Ammad",NA,"Saima",NA +"219","2017-03-09",18,"03:30 PM",39,"M","Dr Alaf Khan","Dentist","Scalling+Polishing",4000,4000,NA,"Dr Ammad",4000,"Saima",NA +"220","2017-03-09",110,"06:00 PM",30,"M","Dr Qurat ul Ain","Dentist","Consultation",200,200,NA,"Dr Ammad",200,"Saima",NA +"221","2017-03-10",122,"10:20 AM",76,"M","Nursing Staff",NA,"Injection",100,100,NA,"Dr Ammad",100,"Zaheer",NA +"222","2017-03-10",105,"11:20 PM",45,"F","Dr Shireen","M/o","Consultation",800,800,NA,"Dr Ammad",800,"Mona",NA