From e608df448d4e992026102ab841109cee1553580a Mon Sep 17 00:00:00 2001 From: albabahmadkhan Date: Mon, 27 Mar 2017 23:09:20 +0500 Subject: [PATCH 01/20] Added Question no. 1 --- .../Albab-Ahmad-Khan_Islamabad_R_Assignment2.R | 12 ++++++++++++ 1 file changed, 12 insertions(+) create mode 100644 Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R diff --git a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R new file mode 100644 index 0000000..8ba556c --- /dev/null +++ b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R @@ -0,0 +1,12 @@ +library (dplyr) +library(tidyr) +library(lubridate) + +# Question 1 +# Please remove the dots in the names, so it may become easier for you to work through it. +hospitaldata <- read.csv("C:/Users/albab.ahmad/Desktop/Assessment 2/Albab-Ahmad-Khan_Rawalpindi_R_Assignment2/hospitaldata.csv") +df = hospitaldata +View(df) +#names(df) <- gsub(x= "\\.", " ", names(df), fixed = TRUE) +names(df) <- gsub(x= names(df), pattern = "\\.", replace = "") +names(df) From fcac2124f4d6cf34d8f5bd22b0e7ef94e85221a0 Mon Sep 17 00:00:00 2001 From: albabahmadkhan Date: Mon, 27 Mar 2017 23:10:22 +0500 Subject: [PATCH 02/20] Added Question no. 2 --- .../Albab-Ahmad-Khan_Islamabad_R_Assignment2.R | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R index 8ba556c..6844aa7 100644 --- a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R +++ b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R @@ -10,3 +10,10 @@ View(df) #names(df) <- gsub(x= "\\.", " ", names(df), fixed = TRUE) names(df) <- gsub(x= names(df), pattern = "\\.", replace = "") names(df) + +# Question 2 +# Which day of the week is expected to have most visits? +xx <- tbl_df(df) +df <- separate(df, Date, into = c("Day", "Date"), sep = ",", extra = "merge") +new <- df %>% count(Day) %>% slice(which.max(n)) +new From 62ad2699e0b4d9a0d71e09f83d669110801d02f8 Mon Sep 17 00:00:00 2001 From: albabahmadkhan Date: Mon, 27 Mar 2017 23:11:18 +0500 Subject: [PATCH 03/20] Added Question no. 3 --- .../Albab-Ahmad-Khan_Islamabad_R_Assignment2.R | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R index 6844aa7..8754152 100644 --- a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R +++ b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R @@ -17,3 +17,11 @@ xx <- tbl_df(df) df <- separate(df, Date, into = c("Day", "Date"), sep = ",", extra = "merge") new <- df %>% count(Day) %>% slice(which.max(n)) new + +# Question 3 +# What is the average age of patients? +ages <- hospitaldata$Age +gsub("-", "NA", ages) +df1= as.numeric(ages) +class(df1) +mean(df1, na.rm = TRUE) From f0be6f98ec4c0ba64654219cdbd2b340549305d2 Mon Sep 17 00:00:00 2001 From: albabahmadkhan Date: Mon, 27 Mar 2017 23:11:59 +0500 Subject: [PATCH 04/20] Added Question no. 4 --- .../Albab-Ahmad-Khan_Islamabad_R_Assignment2.R | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R index 8754152..f397acd 100644 --- a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R +++ b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R @@ -25,3 +25,8 @@ gsub("-", "NA", ages) df1= as.numeric(ages) class(df1) mean(df1, na.rm = TRUE) + +# Question 4 +# How many children were entertained? (Make a Bracket of Age from 1-12) +four <- filter(df, df1< 12) +count(four, na.rm = TRUE) From e6601924dbd19e6c6635cca5b5e57ac717372720 Mon Sep 17 00:00:00 2001 From: albabahmadkhan Date: Mon, 27 Mar 2017 23:12:39 +0500 Subject: [PATCH 05/20] Added Question no. 5 --- .../Albab-Ahmad-Khan_Islamabad_R_Assignment2.R | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R index f397acd..8b12ac8 100644 --- a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R +++ b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R @@ -30,3 +30,14 @@ mean(df1, na.rm = TRUE) # How many children were entertained? (Make a Bracket of Age from 1-12) four <- filter(df, df1< 12) count(four, na.rm = TRUE) + +# Question 5 +# Which gender type had what kind of procedure in abundance? i.e. Female visit mostly because of Gynae Problem +df$Sex <- gsub("-", "", df$Sex) +df$Sex <- as.character(Map({function (a) toupper(a)}, df$Sex)) +df %>% + filter(Sex != "") %>% + group_by(Sex, Specialty) %>% + summarise(n=n()) %>% + slice(which.max(n)) %>% + arrange(desc(n)) From 9abe78cabfc98122293c7e8bda878da2b2d94f35 Mon Sep 17 00:00:00 2001 From: albabahmadkhan Date: Mon, 27 Mar 2017 23:13:19 +0500 Subject: [PATCH 06/20] Added Question no. 6 --- .../Albab-Ahmad-Khan_Islamabad_R_Assignment2.R | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R index 8b12ac8..a9965a3 100644 --- a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R +++ b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R @@ -41,3 +41,14 @@ df %>% summarise(n=n()) %>% slice(which.max(n)) %>% arrange(desc(n)) + +# Question 6 +# Which Doctor is earning highest? +View(df) +df$TotalCharges <- as.numeric(df$TotalCharges) +df %>% + filter(ConsultingDoctor != "") %>% + group_by(ConsultingDoctor) %>% + summarise(sum= sum(TotalCharges, na.rm = TRUE)) %>% + slice(which.max(sum)) %>% + arrange(desc(sum)) From fc0550a3b2be98c47b55187be5807db38ebe87fd Mon Sep 17 00:00:00 2001 From: albabahmadkhan Date: Mon, 27 Mar 2017 23:13:50 +0500 Subject: [PATCH 07/20] Added Question no. 7 --- .../Albab-Ahmad-Khan_Islamabad_R_Assignment2.R | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R index a9965a3..7bad37b 100644 --- a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R +++ b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R @@ -52,3 +52,12 @@ df %>% summarise(sum= sum(TotalCharges, na.rm = TRUE)) %>% slice(which.max(sum)) %>% arrange(desc(sum)) + +# Question 7 +# Which procedure type earns more money? +df %>% + filter(Procedure != "") %>% + group_by(Procedure) %>% + summarise(sum= sum(TotalCharges, na.rm = TRUE)) %>% + slice(which.max(sum)) %>% + arrange(desc(sum)) From 5b3bbac759330f9b5e656e8ca96e8e39a9929ec2 Mon Sep 17 00:00:00 2001 From: albabahmadkhan Date: Mon, 27 Mar 2017 23:14:24 +0500 Subject: [PATCH 08/20] Added Question no. 8 --- .../Albab-Ahmad-Khan_Islamabad_R_Assignment2.R | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R index 7bad37b..3b0c977 100644 --- a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R +++ b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R @@ -61,3 +61,15 @@ df %>% summarise(sum= sum(TotalCharges, na.rm = TRUE)) %>% slice(which.max(sum)) %>% arrange(desc(sum)) + +# Question 8 +# Which time of the day has highest frequency of visits by hour? + gsub(x= df$Time, pattern = "-", replacement = "") + #filter(df$Time != "") %>% + fulltime <- as.POSIXct(parse_date_time(df$Time, "%H:%M%p")) + hour(fulltime) + + df %>% + group_by(hour(fulltime)) %>% + summarise(cnt = n()) %>% + slice(which.max(cnt)) From 920e54804958fc37413e32cf77d8323af0cf220a Mon Sep 17 00:00:00 2001 From: albabahmadkhan Date: Mon, 27 Mar 2017 23:15:03 +0500 Subject: [PATCH 09/20] Added Question no. 9 --- ...Albab-Ahmad-Khan_Islamabad_R_Assignment2.R | 23 +++++++++++++++++++ 1 file changed, 23 insertions(+) diff --git a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R index 3b0c977..bc41254 100644 --- a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R +++ b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R @@ -73,3 +73,26 @@ df %>% group_by(hour(fulltime)) %>% summarise(cnt = n()) %>% slice(which.max(cnt)) + +#Question 9. +# Create a bracket of time by Morning, Afternoon, Evening, Night +# (6am - 12pm - Morning, 12 pm- 4 pm, Afternoon, 4 pm- 7pm, Evening, 7pm - 6 am, Night). + gsub(x= df$Time, pattern = "-", replacement = "") + filter(df$Time != "") %>% + filter(is.na(df$Time)) %>% + fulltime <- as.POSIXct(parse_date_time(df$Time, "%H:%M%p")) + a <- hour(fulltime) + + check <- function() + { + if ( findInterval(a, c(6:12))){ + print("Morning") + }else if ( findInterval(a, c(12:16))) { + print ("Afternoon") + } else if ( findInterval(a, c(16:19))) { + print("Evening") + } else + print("Night") + } +check(24) +check(1) From ad4b4e1f0029193aa454d746646141130f9a7d5f Mon Sep 17 00:00:00 2001 From: albabahmadkhan Date: Mon, 27 Mar 2017 23:15:23 +0500 Subject: [PATCH 10/20] Added Question no. 10 --- .../Albab-Ahmad-Khan_Islamabad_R_Assignment2.R | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R index bc41254..11945e6 100644 --- a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R +++ b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R @@ -96,3 +96,11 @@ df %>% } check(24) check(1) + +# Question 10. +# How many patients are repeated visitors? + df %>% + group_by(id) %>% + summarise(n=n()) %>% + filter(n>1) %>% + count() From fd1b5c11b819db4b6b25147ac86df3861cca79a6 Mon Sep 17 00:00:00 2001 From: albabahmadkhan Date: Mon, 27 Mar 2017 23:15:52 +0500 Subject: [PATCH 11/20] Question no. 11 --- .../Albab-Ahmad-Khan_Islamabad_R_Assignment2.R | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R index 11945e6..28aed43 100644 --- a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R +++ b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R @@ -104,3 +104,11 @@ check(1) summarise(n=n()) %>% filter(n>1) %>% count() + +# Question 11. +# Give us the id of repeated visitors. +x <- df %>% + group_by(id) %>% + summarise(n=n()) %>% + filter(n>1) + x$id From 3ddb86ad7e628149170bf8d55027f118c21b1985 Mon Sep 17 00:00:00 2001 From: albabahmadkhan Date: Mon, 27 Mar 2017 23:16:19 +0500 Subject: [PATCH 12/20] Question no. 12 --- .../Albab-Ahmad-Khan_Islamabad_R_Assignment2.R | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R index 28aed43..45f95c9 100644 --- a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R +++ b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R @@ -112,3 +112,12 @@ x <- df %>% summarise(n=n()) %>% filter(n>1) x$id + +# Question 12 +# Which patients visited again for the same problem? + df %>% + group_by(id, Specialty) %>% + summarise(n=n()) %>% + filter(n>1) +View(df) +df$Age <- as.numeric(df$Age) From 792ac97c394aedbc4f62b2eb54d409c5b5df4c09 Mon Sep 17 00:00:00 2001 From: albabahmadkhan Date: Mon, 27 Mar 2017 23:16:48 +0500 Subject: [PATCH 13/20] Added Question no. 13 --- .../Albab-Ahmad-Khan_Islamabad_R_Assignment2.R | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R index 45f95c9..8bf4358 100644 --- a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R +++ b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R @@ -121,3 +121,10 @@ x <- df %>% filter(n>1) View(df) df$Age <- as.numeric(df$Age) + +#Question 13 +# What is the median age for Females and Males? + df %>% + filter(Sex != "") %>% + group_by(Sex) %>% + summarise(Median = median(Age, na.rm=TRUE)) From 3c54d51d71dbcfedc1d021b3a555102ecbbf867a Mon Sep 17 00:00:00 2001 From: albabahmadkhan Date: Mon, 27 Mar 2017 23:17:25 +0500 Subject: [PATCH 14/20] Added Question no. 14 --- .../Albab-Ahmad-Khan_Islamabad_R_Assignment2.R | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R index 8bf4358..125cf52 100644 --- a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R +++ b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R @@ -128,3 +128,11 @@ df$Age <- as.numeric(df$Age) filter(Sex != "") %>% group_by(Sex) %>% summarise(Median = median(Age, na.rm=TRUE)) + +# Question 14 +# What is the total amount in balance? +df$AmountBalance <- as.character (df$AmountBalance) +df$AmountBalance <- gsub(x= df$AmountBalance, pattern = "-", replacement = "") +df$AmountBalance <- gsub(x= df$AmountBalance, pattern = ",", replacement = "" ) +df$AmountBalance <- as.numeric(df$AmountBalance) +sum(df$AmountBalance, na.rm=TRUE) From a4934ca44bb47d72fe27bcb950db4cfe5be51c7b Mon Sep 17 00:00:00 2001 From: albabahmadkhan Date: Mon, 27 Mar 2017 23:18:05 +0500 Subject: [PATCH 15/20] Added Question no. 15 --- .../Albab-Ahmad-Khan_Islamabad_R_Assignment2.R | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R index 125cf52..c2c8d6b 100644 --- a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R +++ b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R @@ -136,3 +136,10 @@ df$AmountBalance <- gsub(x= df$AmountBalance, pattern = "-", replacement = "") df$AmountBalance <- gsub(x= df$AmountBalance, pattern = ",", replacement = "" ) df$AmountBalance <- as.numeric(df$AmountBalance) sum(df$AmountBalance, na.rm=TRUE) + +#Question 15 +#How much money was made by Procedure Type "Consultation"? +df$TotalCharges <- as.numeric(df$TotalCharges) +df %>% + filter(Procedure == "Consultation") %>% + summarise(sum=sum(TotalCharges, na.rm = TRUE )) From 2844356a4da7554de9036c59966b7f0b820ceedd Mon Sep 17 00:00:00 2001 From: albabahmadkhan Date: Mon, 27 Mar 2017 23:18:24 +0500 Subject: [PATCH 16/20] Added Question no. 16 --- .../Albab-Ahmad-Khan_Islamabad_R_Assignment2.R | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R index c2c8d6b..11cc38d 100644 --- a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R +++ b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R @@ -143,3 +143,9 @@ df$TotalCharges <- as.numeric(df$TotalCharges) df %>% filter(Procedure == "Consultation") %>% summarise(sum=sum(TotalCharges, na.rm = TRUE )) + +#Question 16 +# Is there a relation between Age and Total Charges paid? +df$Age <- as.numeric(df$Age) +df$TotalCharges <- as.numeric(df$TotalCharges) +cor.test(x= df$Age, y= df$TotalCharges) From d30680bef324e36c8642661a8ba735c0e8fa3fba Mon Sep 17 00:00:00 2001 From: albabahmadkhan Date: Mon, 27 Mar 2017 23:18:51 +0500 Subject: [PATCH 17/20] Added Question no. 17 --- .../Albab-Ahmad-Khan_Islamabad_R_Assignment2.R | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R index 11cc38d..a7a2798 100644 --- a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R +++ b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R @@ -149,3 +149,12 @@ df %>% df$Age <- as.numeric(df$Age) df$TotalCharges <- as.numeric(df$TotalCharges) cor.test(x= df$Age, y= df$TotalCharges) + +#Question 17 +# Which Age group had highest number of visits? +df %>% + group_by(Age) %>% + filter(Age != "NA") %>% + summarise(n=n()) %>% + slice(which.max(n)) + From c950e48584c24d59a39774a6ece2641fc3c1ca16 Mon Sep 17 00:00:00 2001 From: albabahmadkhan Date: Mon, 27 Mar 2017 23:19:21 +0500 Subject: [PATCH 18/20] Added Question no. 18 --- .../Albab-Ahmad-Khan_Islamabad_R_Assignment2.R | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R index a7a2798..712d27b 100644 --- a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R +++ b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R @@ -158,3 +158,10 @@ df %>% summarise(n=n()) %>% slice(which.max(n)) + +#Question 18 +#What is the total cost earned by Procedure Type X Ray and Scalling together? +df %>% + filter(Procedure == 'X Ray'| Procedure == 'Scalling' ) %>% + summarise(s=sum(TotalCharges, na.rm= TRUE)) + From c489883caaa0394019263763fa6714b87d8fbdc3 Mon Sep 17 00:00:00 2001 From: albabahmadkhan Date: Mon, 27 Mar 2017 23:20:27 +0500 Subject: [PATCH 19/20] file write --- .../Albab-Ahmad-Khan_Islamabad_R_Assignment2.R | 1 + 1 file changed, 1 insertion(+) diff --git a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R index 712d27b..cb2907c 100644 --- a/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R +++ b/Albab-Ahmad-Khan_ISB_R_Assessment2/Albab-Ahmad-Khan_Islamabad_R_Assignment2.R @@ -165,3 +165,4 @@ df %>% filter(Procedure == 'X Ray'| Procedure == 'Scalling' ) %>% summarise(s=sum(TotalCharges, na.rm= TRUE)) +write.csv(df, file = "CleanDataset.csv") From bac187ee87885e08f3dae8100fc7e2d9cd56e4db Mon Sep 17 00:00:00 2001 From: albabahmadkhan Date: Mon, 27 Mar 2017 23:21:34 +0500 Subject: [PATCH 20/20] Added Clean Dataset --- .../Clean_Dataset.csv | 223 ++++++++++++++++++ 1 file changed, 223 insertions(+) create mode 100644 Albab-Ahmad-Khan_ISB_R_Assessment2/Clean_Dataset.csv diff --git a/Albab-Ahmad-Khan_ISB_R_Assessment2/Clean_Dataset.csv b/Albab-Ahmad-Khan_ISB_R_Assessment2/Clean_Dataset.csv new file mode 100644 index 0000000..44f97d3 --- /dev/null +++ b/Albab-Ahmad-Khan_ISB_R_Assessment2/Clean_Dataset.csv @@ -0,0 +1,223 @@ +"","Day","Date","id","Time","Age","Sex","ConsultingDoctor","Specialty","Procedure","TotalCharges","AmountReceived","AmountBalance","AmountReceivedBy","AmountinHospital","ReceptionistName","NextApt" +"1","Sunday"," January 01, 2017",101,"11:00",31,"F","Dr Kinza Alam","Gynae","C Section",22,30000,NA," Mrs Shamsa ",NA,"Hamza","" +"2","Monday"," January 02, 2017",150,"10:45AM",16,"M","Nursing Staff","","Dressing",11,1500,NA," Dr Saniya ",NA,"Haris","" +"3","Monday"," January 02, 2017",58,"12:38PM",22,"F","Dr Riffat Naheed","Psychotherapist","Consultation",3,1000,NA," Mrs Shamsa ",300,"Fiza","" +"4","Monday"," January 02, 2017",75,"1:00PM",31,"M","Dr Riffat Naheed","Psychotherapist","Consultation",11,1500,NA," Mrs Shamsa ",450,"Zaheer","" +"5","Monday"," January 02, 2017",97,"2:45PM",17,"M","Dr Riffat Naheed","Psychotherapist","Consultation",14,2000,NA," Mrs Shamsa ",600,"Haris","" +"6","Monday"," January 02, 2017",101,"3:00PM",31,"F","Dr Kinza Alam","Gynae","C Section",24,35000,NA," Dr Saniya ",NA,"Haris","" +"7","Monday"," January 02, 2017",26,"3:28PM",33,"M","Dr Saniya","M/o","Consultation",14,2000,NA," Dr Saniya ",NA,"Fiza","" +"8","Monday"," January 02, 2017",149,"3:45PM",18,"F","Dr Fakiha","Dentist","Consultation",33,500,NA," Mrs Shamsa ",500,"Haris","" +"9","Monday"," January 02, 2017",20,"3:45PM",9,"F","Dr Fakiha","Dentist","Consultation",45,NA,NA,"",NA,"","" +"10","Monday"," January 02, 2017",72,"5:00PM",31,"M","Dr Fakiha","Dentist","Consultation",33,500,NA," Mrs Shamsa ",500,"Fiza","" +"11","Monday"," January 02, 2017",54,"5:00PM",24,"F","Dr Saniya","M/o","Consultation",14,2000,NA," Dr Saniya ",NA,"Fiza","" +"12","Monday"," January 02, 2017",149,"5:30PM",18,"F","Dr Fakiha","Dentist","Filling",14,2000,NA," Mrs Shamsa ",2000,"Fiza","In case of pain" +"13","Tuesday"," January 03, 2017",120,"1:00PM",55,"F","Dr Saniya","M/o","Laboratory Test",1,NA,NA,"",NA,"Haris","" +"14","Tuesday"," January 03, 2017",120,"3:25PM",54,"F","Dr Saniya","M/o","",45,NA,NA,"",NA,"","" +"15","Tuesday"," January 03, 2017",20,"6:10PM",28,"F","Dr Kinza Alam","Gynae","Consultation",11,1500,NA," Mrs Shamsa ",450,"Haris","" +"16","Wednesday"," January 04, 2017",40,"11:45PM",32,"F","Dr Alaf Khan","Dentist","Consultation+Denture",11,1500,NA," Brig Farrukh ",NA,"Fiza","" +"17","Wednesday"," January 04, 2017",134,"12:40PM",13,"F","Dr Alaf Khan","Dentist","Consultation",33,500,NA," Brig Farrukh ",500,"Fiza","" +"18","Wednesday"," January 04, 2017",86,"8:10PM",36,"F","Dr Kinza Alam","Gynae","Consultation",11,1500,NA," Brig Farrukh ",450,"Haris","" +"19","Wednesday"," January 04, 2017",114,"8:30PM",15,"F","Dr Kinza Alam","Gynae","Consultation",3,1000,NA," Brig Farrukh ",300,"Haris","" +"20","Thursday"," January 05, 2017",155,"12:40PM",39,"F","Dr Alaf Khan","Dentist","Extraction",14,2000,NA," Brig Farrukh ",2000,"Fiza","" +"21","Thursday"," January 05, 2017",45,"2:00PM",48,"F","Dr Alaf Khan","Dentist","R.P.D + Crown",29,4000,NA," Brig Farrukh ",4000,"Haris","" +"22","Thursday"," January 05, 2017",4,"2:00PM",2,"M","Dr Irfan","General Surgeon","Consultation + Dressing",34,5000,NA," Brig Farrukh ",4000,"Haris","" +"23","Friday"," January 06, 2017",38,"12:30PM",2,"M","Dr Riffat Naheed","Psychotherapist","Consultation",3,1000,NA," Mrs Shamsa ",300,"Haris","" +"24","Friday"," January 06, 2017",130,"1:00PM",16,"M","Dr Riffat Naheed","Psychotherapist","Consultation",3,1000,NA," Mrs Shamsa ",300,"Haris","" +"25","Friday"," January 06, 2017",97,"1:30PM",17,"M","Dr Riffat Naheed","Psychotherapist","Consultation",3,1000,NA," Mrs Shamsa ",300,"Haris","" +"26","Friday"," January 06, 2017",50,"-",2,"M","Dr Alaf Khan","Dentist","Consultation",33,500,NA," Mrs Shamsa ",500,"Haris","" +"27","Friday"," January 06, 2017",78,"8:15PM",45,"F","Dr Ali","Orthopedic","Consultation",37,6000,NA," Mrs Shamsa ",3000,"Haris","" +"28","Saturday"," January 07, 2017",1,"",1,"","Nursing Staff","","Pharmacy",1,NA,NA,"",NA,"","" +"29","Monday"," January 09, 2017",48,"12:36PM",30,"F","Dr Alaf Khan","Dentist","Consultation",33,500,NA," Mrs Shamsa ",500,"Fiza","" +"30","Monday"," January 09, 2017",79,"1:30PM",47,"F","Dr Alaf Khan","Dentist","Consultation",33,500,NA," Mrs Shamsa ",500,"Fiza","" +"31","Monday"," January 09, 2017",116,"2:30PM",16,"M","Dr Alaf Khan","Dentist","X Ray",20,300,NA," Mrs Shamsa ",300,"Haris","" +"32","Monday"," January 09, 2017",45,"3:15PM",48,"F","Dr Alaf Khan","Dentist","R.P.D + Crown",40,7000,NA," Mrs Shamsa ",7000,"Fiza","" +"33","Monday"," January 09, 2017",67,"5:20PM",16,"M","Dr Alaf Khan","Dentist","Consultation+X Ray",41,800,NA," Mrs Shamsa ",800,"Fiza","" +"34","Monday"," January 09, 2017",36,"5:30PM",38,"F","Dr Alaf Khan","Dentist","Consultation",15,250,NA," Mrs Shamsa ",250,"Fiza","" +"35","Tuesday"," January 10, 2017",17,"3:50PM",31,"M","Dr Alaf Khan","Dentist","RCT (4 teeth) Bridge (9 teeth)",4,10000,NA," Mrs Shamsa ",NA,"Fiza","1/16/2017" +"36","Tuesday"," January 10, 2017",84,"6:00PM",59,"F","Dr Irfan","General Surgeon","Consultation + X Ray",21,3000,NA," Mrs Shamsa ",3000,"Mona","" +"37","Tuesday"," January 10, 2017",1,"",1,"","Nursing Staff","","Pharmacy",1,NA,NA,"",NA,"","" +"38","Wednesday"," January 11, 2017",57,"",22,"F","Dr Alaf Khan","Dentist","Laboratory Test",1,NA,NA," Mrs Shamsa ",NA,"","" +"39","Wednesday"," January 11, 2017",119,"3:00PM",31,"F","Dr Ammara","Gynae","Consultation + USG",11,1500,NA," Mrs Shamsa ",500,"Fiza","" +"40","Wednesday"," January 11, 2017",145,"4:30PM",20,"M","Dr Alaf Khan","Dentist","Crown",21,3000,NA," Mrs Shamsa ",NA,"Fiza","" +"41","Wednesday"," January 11, 2017",92,"4:30PM",30,"F","Dr Alaf Khan","Dentist","Consultation",33,500,NA," Mrs Shamsa ",500,"Fiza","" +"42","Thursday"," January 12, 2017",63,"10:45AM",39,"M","Dr Alaf Khan","Dentist","Consultation",33,500,NA," Mrs Shamsa ",500,"Fiza","" +"43","Thursday"," January 12, 2017",63,"02:00PM",39,"M","Dr Alaf Khan","Dentist","Scalling",21,3000,NA," Mrs Shamsa ",3000,"Fiza","" +"44","Thursday"," January 12, 2017",63,"02:00PM",39,"M","Brig Asif","Medical Specialist","Consultation",33,500,NA," Mrs Shamsa ",150,"Fiza","" +"45","Friday"," January 13, 2017",45,"11:20AM",48,"F","Dr Alaf Khan","Dentist","Polishing",33,500,NA," Mrs Shamsa ",500,"Haris","" +"46","Friday"," January 13, 2017",145,"3:00PM",20,"M","Dr Fakiha","Dentist","Crown",11,1500,NA," Mrs Shamsa ",1500,"Fiza","" +"47","Friday"," January 13, 2017",70,"8:00PM",36,"M","Brig Farrukh","Anaesthetist","Consultation",26,3750,NA," Dr Ammad ",3750,"Mona","" +"48","Saturday"," January 14, 2017",88,"4:30PM",34,"F","Dr Fakiha","Dentist","Filling + X Rays",18,2600,NA," Dr Ammad ",2600,"Haris","" +"49","Saturday"," January 14, 2017",40,"6:30PM",32,"F","Dr Fakiha","Dentist","Denture+Scalling+Filling",35,5500,NA," Dr Ammad ",5500,"Haris","" +"50","Sunday"," January 15, 2017",42,"9:00PM",20,"F","Nursing Staff","","Pharmacy",43,900,NA," Dilshad ",900,"Zaheer","" +"51","Monday"," January 16, 2017",7,"",16,"M","Nursing Staff","","Laboratory Test",1,NA,NA,"",NA,"","" +"52","Monday"," January 16, 2017",106,"1:30PM",26,"M","Dr Alaf Khan","Dentist","Crown",34,5000,NA," Dr Ammad ",5000,"Fiza","" +"53","Monday"," January 16, 2017",22,"6:00PM",39,"F","Dr Zubair","M/o","Consultation",3,1000,NA," Dr Ammad ",400,"Haris","" +"54","Monday"," January 16, 2017",88,"6:20PM",34,"F","Dr Fakiha","Dentist","Extraction",16,2500,NA," Dr Ammad ",2500,"Haris","1/23/2017" +"55","Tuesday"," January 17, 2017",52,"11:25AM",22,"M","Dr Alaf Khan","Dentist","RCT",21,3000,NA," Mrs Shamsa ",3000,"Fiza","1/20/2017" +"56","Tuesday"," January 17, 2017",17,"11:15AM",31,"M","Dr Alaf Khan","Dentist","RCT (4 teeth) Bridge (9 teeth)",27,38000,NA," Mrs Shamsa ",38000,"Fiza","" +"57","Tuesday"," January 17, 2017",17,"1:10PM",31,"M","Brig Asif","Medical Specialist","Consultation",3,1000,NA," Mrs Shamsa ",300,"Haris","" +"58","Tuesday"," January 17, 2017",136,"3:30PM",20,"M","Dr Fakiha","Dentist","Scalling",29,4000,NA," Mrs Shamsa ",4000,"Fiza","" +"59","Tuesday"," January 17, 2017",27,"6:15PM",17,"M","Dr Fakiha","Dentist","Filling",14,2000,NA," Mrs Shamsa ",2000,"Sohaib","1/19/2017" +"60","Wednesday"," January 18, 2017",71,"9:40PM",13,"M","Dr Alaf Khan","Dentist","X Ray",20,300,NA,"",300,"Haris","" +"61","Wednesday"," January 18, 2017",12,"12:00PM",48,"F","Dr Alaf Khan","Dentist","22 Unit Bridge",17,25500,NA,"",25500,"Haris","" +"62","Wednesday"," January 18, 2017",127,"2:00PM",40,"F","Dr Alaf Khan","Dentist","Extraction",3,1000,NA,"",1000,"Haris","" +"63","Wednesday"," January 18, 2017",82,"5:00PM",11,"M","Dr Zubair","M/o","Consultation",33,500,NA,"",500,"Haris","" +"64","Thursday"," January 19, 2017",103,"",24,"M","Nursing Staff","","Laboratory Test",1,NA,NA,"",NA,"","" +"65","Thursday"," January 19, 2017",31,"11:00AM",46,"F","Dr Alaf Khan","Dentist","Consultation",33,500,NA," Mrs Shamsa ",500,"Haris","" +"66","Thursday"," January 19, 2017",1,"",1,"","Nursing Staff","","Pharmacy",1,NA,NA,"",NA,"","" +"67","Thursday"," January 19, 2017",1,"",1,"","Nursing Staff","","Pharmacy",1,NA,NA,"",NA,"","" +"68","Friday"," January 20, 2017",1,"",1,"","Nursing Staff","","Pharmacy",1,NA,NA,"",NA,"","" +"69","Saturday"," January 21, 2017",131,"10:15AM",16,"F","Dr Alaf Khan","Dentist","X Ray",20,300,NA," Mrs Shamsa ",300,"Haris","" +"70","Saturday"," January 21, 2017",101,"1:20PM",31,"F","Dr Kinza Alam","Gynae","Consultation",7,1200,NA," Mrs Shamsa ",360,"Haris","" +"71","Saturday"," January 21, 2017",145,"1:30PM",20,"M","Dr Fakiha","Dentist","Crown",33,500,NA," Mrs Shamsa ",500,"Haris","" +"72","Monday"," January 23, 2017",144,"12:15PM",25,"M","Dr Riffat Naheed","Psychotherapist","Consultation",3,1000,NA," Mrs Shamsa ",300,"Haris","" +"73","Monday"," January 23, 2017",37,"1:00PM",22,"F","Dr Riffat Naheed","Psychotherapist","Consultation",3,1000,NA," Mrs Shamsa ",300,"Haris","" +"74","Monday"," January 23, 2017",135,"1:15PM",18,"F","Dr Riffat Naheed","Psychotherapist","Consultation",14,2000,NA," Mrs Shamsa ",600,"Haris","" +"75","Monday"," January 23, 2017",59,"4:50PM",3,"M","Dr Ali","Child Specialist","Consultation+ER Retain",19,2800,NA," Mrs Shamsa ",1600,"Haris","" +"76","Tuesday"," January 24, 2017",130,"1:00PM",16,"M","Dr Riffat Naheed","Psychotherapist","Consultation",41,800,NA," Mrs Shamsa ",240,"Haris","" +"77","Tuesday"," January 24, 2017",104,"1:15PM",8,"M","Dr Riffat Naheed","Psychotherapist","Consultation",14,2000,NA," Mrs Shamsa ",600,"Haris","" +"78","Tuesday"," January 24, 2017",98,"2:10PM",41,"F","Dr Saad","Orthopedic","Consultation",3,1000,NA," Mrs Shamsa ",600,"Haris","" +"79","Tuesday"," January 24, 2017",102,"1:30PM",22,"M","Dr Riffat Naheed","Psychotherapist","Consultation",3,1000,NA," Mrs Shamsa ",300,"Haris","" +"80","Wednesday"," January 25, 2017",59,"",3,"M","Nursing Staff","","Laboratory Test",1,NA,NA,"",NA,"","" +"81","Wednesday"," January 25, 2017",1,"",1,"","Nursing Staff","","Pharmacy",1,NA,NA,"",NA,"","" +"82","Thursday"," January 26, 2017",73,"12:50PM",43,"M","Dr Alaf Khan","Dentist","Consultation+X Ray",39,700,NA,"",700,"Haris","" +"83","Thursday"," January 26, 2017",116,"3:30PM",16,"M","Dr Alaf Khan","Dentist","X Ray",20,300,NA,"",300,"Haris","" +"84","Thursday"," January 26, 2017",125,"5:40PM",22,"F","Dr Alaf Khan","Dentist","Consultation",33,500,NA,"",500,"Haris","" +"85","Thursday"," January 26, 2017",1,"",1,"","Nursing Staff","","Pharmacy",1,NA,NA,"",NA,"","" +"86","Thursday"," January 26, 2017",1,"",1,"","Nursing Staff","","Pharmacy",1,NA,NA,"",NA,"","" +"87","Thursday"," January 26, 2017",1,"",1,"","Nursing Staff","","Pharmacy",1,NA,NA,"",NA,"","" +"88","Saturday"," January 28, 2017",129,"",19,"M","Dr Ali","Child Specialist","Consultation",6,1150,NA," Mrs Shamsa ",NA,"Sohaib","" +"89","Saturday"," January 28, 2017",85,"6:45PM",1,"F","Dr Irfan","General Surgeon","",21,3000,NA," Mrs Shamsa ",NA,"Sohaib","" +"90","Saturday"," January 28, 2017",147,"9:45PM",59,"M","Nursing Staff","","Consultation",3,1000,NA," Mrs Shamsa ",NA,"Sub KB","" +"91","Sunday"," January 29, 2017",1,"",1,"","Nursing Staff","","Pharmacy",1,NA,NA,"",NA,"","" +"92","Monday"," January 30, 2017",140,"1:00PM",18,"F","Dr Alaf Khan","Dentist","Consultation",33,500,NA," Dr Ammad ",500,"Haris","" +"93","Monday"," January 30, 2017",39,"1:30PM",35,"M","Dr Alaf Khan","Dentist","X Ray",20,300,NA," Dr Ammad ",300,"Haris","" +"94","Monday"," January 30, 2017",124,"5:40PM",37,"F","Brig Asif","Medical Specialist","Consultation+ECG",9,1300,NA," Dr Ammad ",600,"Sohaib","" +"95","Monday"," January 30, 2017",8,"5:35PM",8,"M","Dr Qurat ul Ain","Dentist","Consultation+X Ray",41,800,NA," Dr Ammad ",800,"Sohaib","" +"96","Monday"," January 30, 2017",51,"6:00PM",23,"M","Dr Qurat ul Ain","Dentist","Consultation",33,500,NA," Dr Ammad ",500,"Sohaib","" +"97","Tuesday"," January 31, 2017",152,"5:30PM",52,"F","Dr Fakiha","Dentist","Filling",3,1000,NA," Mrs Shamsa ",1000,"Haris","" +"98","Tuesday"," January 31, 2017",21,"6:30PM",16,"M","Dr Zubair","M/o","Consultation",13,200,NA," Mrs Shamsa ",200,"Mona","" +"99","Tuesday"," January 31, 2017",115,"6:50PM",57,"F","Dr Qurat ul Ain","Dentist","Extraction",11,1500,NA," Mrs Shamsa ",1500,"Haris","" +"100","Wednesday"," February 01, 2017",109,"2:10PM",18,"F","Dr Alaf Khan","Dentist","R.C.T",14,2000,NA," Dr Ammad ",2000,"Haris","2/6/2017" +"101","Wednesday"," February 01, 2017",153,"2:10PM",6,"F","Dr Alaf Khan","Dentist","Orthodontics",4,10000,NA," Dr Ammad ",10000,"Haris","2/6/2017" +"102","Wednesday"," February 01, 2017",62,"1:00PM",42,"M","Dr Alaf Khan","Dentist","Scalling",14,2000,NA," Dr Ammad ",2000,"Haris","" +"103","Wednesday"," February 01, 2017",111,"1:40PM",27,"F","Col Ulfat Ellahi","ENT","Consultation",3,1000,NA," Dr Ammad ",300,"Haris","" +"104","Wednesday"," February 01, 2017",142,"6:00PM",34,"M","Dr Qurat ul Ain","Dentist","Extraction",14,2000,NA," Dr Ammad ",2000,"Haris","" +"105","Thursday"," February 02, 2017",117,"12:00PM",22,"F","Dr Shireen","M/o","Consultation",33,500,NA," Dr Ammad ",500,"Haris","" +"106","Thursday"," February 02, 2017",140,"1:00PM",22,"F","Dr Alaf Khan","Dentist","Extraction",3,1000,NA," Dr Ammad ",1000,"Haris","" +"107","Thursday"," February 02, 2017",100,"1:25PM",13,"F","Dr Alaf Khan","Dentist","Consultation",33,500,NA," Dr Ammad ",500,"Haris","" +"108","Friday"," February 03, 2017",133,"4:45PM",17,"F","Dr Alaf Khan","Dentist","X Ray",33,500,NA," Dr Ammad ",500,"Haris","" +"109","Friday"," February 03, 2017",44,"8:00PM",47,"M","Dr Ali","Child Specialist","Consultation",3,1000,NA," Dr Ammad ",300,"Haris","" +"110","Saturday"," February 04, 2017",35,"4:00PM",9,"F","Dr Qurat ul Ain","Dentist","Consultation",33,500,NA," Dr Ammad ",500,"Haris","" +"111","Saturday"," February 04, 2017",150,"4:00PM",22,"M","Dr Qurat ul Ain","Dentist","Consultation",33,500,NA," Dr Ammad ",500,"Haris","" +"112","Monday"," February 06, 2017",118,"7:30PM",24,"F","Dr Kinza Alam","Gynae","Consultation+USG",11,1500,NA," Dr Ammad ",800,"Haris","" +"113","Monday"," February 06, 2017",114,"7:45PM",15,"F","Dr Kinza Alam","Gynae","Consultation",3,1000,NA," Dr Ammad ",300,"Haris","" +"114","Monday"," February 06, 2017",49,"1:30PM",58,"M","Dr Ali","Child Specialist","Consultation+Retain",23,3500,NA," Dr Ammad ",2000,"Haris","" +"115","Monday"," February 06, 2017",126,"1:30PM",53,"F","Dr Alaf Khan","Dentist","Scalling",21,3000,NA," Dr Ammad ",3000,"Haris","" +"116","Monday"," February 06, 2017",141,"4:00PM",10,"M","Dr Riffat Naheed","Psychotherapist","Consultation",14,2000,NA," Dr Ammad ",600,"Haris","" +"117","Monday"," February 06, 2017",17,"6:15PM",13,"M","Dr Ammad","M/o","Consultation",13,200,NA," Dr Ammad ",200,"Haris","" +"118","Tuesday"," February 07, 2017",12,"12:00PM",48,"F","Dr Alaf Khan","Dentist","22 Unit Bridge",30,30000,14000," Dr Ammad ",30000,"Haris","2/14/2017" +"119","Tuesday"," February 07, 2017",60,"1:10PM",39,"M","Dr Alaf Khan","Dentist","Consultation",33,500,NA," Dr Ammad ",500,"Haris","" +"120","Tuesday"," February 07, 2017",140,"2:15PM",22,"F","Dr Alaf Khan","Dentist","4 Unit Bridge",21,3000,NA," Dr Ammad ",3000,"Haris","" +"121","Tuesday"," February 07, 2017",41,"6:00PM",4,"M","Dr Qurat ul Ain","Dentist","X Ray",33,500,NA," Dr Ammad ",500,"Haris","" +"122","Tuesday"," February 07, 2017",87,"8:00PM",22,"F","Dr Qurat ul Ain","Dentist","Consultation",33,500,NA," Dr Ammad ",500,"Haris","" +"123","Wednesday"," February 08, 2017",132,"10:13AM",4,"M","Dr Alaf Khan","Dentist","Consultation",33,500,NA," Dr Ammad ",500,"Haris","2/17/2017" +"124","Wednesday"," February 08, 2017",132,"12:00PM",4,"M","Dr Alaf Khan","Dentist","R.C.T",23,3500,NA," Dr Ammad ",3500,"Haris","" +"125","Wednesday"," February 08, 2017",13,"12:00PM",30,"F","Dr Saad","Orthopedic","Consultation",3,1000,NA," Dr Ammad ",300,"Haris","" +"126","Wednesday"," February 08, 2017",109,"2:40PM",18,"F","Dr Alaf Khan","Dentist","R.C.T",14,2000,NA," Dr Ammad ",2000,"Haris","" +"127","Wednesday"," February 08, 2017",109,"2:40PM",18,"F","Dr Alaf Khan","Dentist","Crown",21,NA,3000," Dr Ammad ",NA,"Haris","2/16/2017" +"128","Wednesday"," February 08, 2017",153,"2:40PM",6,"F","Dr Alaf Khan","Dentist","Orthodontics",5,20000,90000," Dr Ammad ",20000,"Haris","2/16/2017" +"129","Wednesday"," February 08, 2017",43,"10:00AM",17,"M","Dr Alaf Khan","Dentist","Consultation+X Ray",41,800,NA," Dr Ammad ",800,"Haris","2/9/2017" +"130","Friday"," February 10, 2017",5,"9:30AM",45,"M","Dr Alaf Khan","Dentist","X Ray",20,300,NA," Dr Ammad ",300,"Haris","" +"131","Friday"," February 10, 2017",14,"6:30PM",47,"M","Nursing Staff","","X Ray",20,300,NA," Dr Ammad ",300,"Haris","" +"132","Friday"," February 10, 2017",123,"7:00PM",7,"M","Dr Qurat ul Ain","Dentist","Filling",11,1500,NA," Dr Ammad ",1500,"Haris","" +"133","Saturday"," February 11, 2017",137,"12:00PM",15,"M","Dr Ali","Child Specialist","Consultation",3,1000,NA," Mrs Shamsa ",300,"Mona","" +"134","Saturday"," February 11, 2017",91,"4:20PM",39,"F","Dr Qurat ul Ain","Dentist","Scalling",16,2500,NA," Mrs Shamsa ",2500,"Mona","" +"135","Saturday"," February 11, 2017",23,"5:57PM",1,"F","Dr Qurat ul Ain","Dentist","Consultation",3,1000,NA," Mrs Shamsa ",1000,"Mona","" +"136","Saturday"," February 11, 2017",154,"6:15PM",8,"F","Dr Qurat ul Ain","Dentist","Scalling",14,2000,NA," Mrs Shamsa ",2000,"Mona","" +"137","Sunday"," February 12, 2017",112,"7:15PM",30,"M","Dr Saad","Orthopedic","Operation",24,35000,NA," Mrs Shamsa ",35000,"Haris","" +"138","Sunday"," February 12, 2017",81,"12:00PM",47,"F","Dr Alaf Khan","Dentist","Consultation+X Ray",39,700,NA," Mrs Shamsa ",700,"Mona","" +"139","Monday"," February 13, 2017",15,"11:20AM",31,"M","Dr Waqar Azeem","Radiologist","USG Abdomen",3,1000,NA," Dr Ammad ",300,"Haris","" +"140","Monday"," February 13, 2017",112,"3:40PM",30,"M","Dr Saad","Orthopedic","Operation",12,15000,NA," Dr Ammad ",15000,"Haris","" +"141","Monday"," February 13, 2017",9,"7:00PM",10,"F","Dr Qurat ul Ain","Dentist","Consultation",33,500,NA," Dr Ammad ",500,"Haris","" +"142","Monday"," February 13, 2017",2,"",2,"","Dr Ali","Child Specialist","Consultation",11,1500,NA," Dr Ammad ",500,"Haris","" +"143","Tuesday"," February 14, 2017",113,"2:30PM",5,"M","Dr Saad Riaz","Orthopedic","Pop",25,3700,NA," Dr Ammad ",1700,"Haris","" +"144","Tuesday"," February 14, 2017",4,"3:00PM",2,"M","Nursing Staff","","Er Retain",20,300,NA," Dr Ammad ",300,"Haris","" +"145","Tuesday"," February 14, 2017",19,"7:02PM",51,"F","Dr Waqar Azeem","Radiologist","USG",14,2000,NA," Dr Ammad ",1300,"Haris","" +"146","Wednesday"," February 15, 2017",118,"11:40AM",14,"F","Dr Alaf Khan","Dentist","X Ray",28,400,NA," Mrs Shamsa ",400,"Mona","" +"147","Wednesday"," February 15, 2017",94,"4:45PM",21,"M","Dr Ali","Child Specialist","Consultation + Nebulize",6,1150,NA," 150 Mrs Shamsa, 300 Dr Ammad ",450,"Haris","" +"148","Wednesday"," February 15, 2017",64,"6:15PM",13,"M","Dr Ammad","M/o","Consultation",13,200,NA," Dr Ammad ",200,"Haris","" +"149","Friday"," February 17, 2017",29,"4:10PM",20,"M","Dr Alaf Khan","Dentist","X Ray",13,200,NA," Dr Ammad ",200,"Haris","" +"150","Friday"," February 17, 2017",66,"5:30PM",43,"M","Dr Alaf Khan","Dentist","Extraction",3,1000,NA," Dr Ammad ",1000,"Haris","" +"151","Friday"," February 17, 2017",107,"6:30PM",22,"F","Nursing Staff","","X Ray",3,1000,NA," Dr Ammad ",1000,"Haris","" +"152","Saturday"," February 18, 2017",108,"6:20PM",1,"M","Dr Ali","Child Specialist","Consultation",21,3000,NA," Dr Ammad ",1600,"Saima","" +"153","Saturday"," February 18, 2017",30,"6:10PM",22,"F","Dr Qurat ul Ain","Dentist","Extraction",11,1500,NA," Dr Ammad ",1500,"Mona","" +"154","Saturday"," February 18, 2017",94,"11:30AM",21,"M","Nursing Staff","","Injection",20,300,NA," Dr Ammad ",300,"Saima","" +"155","Sunday"," February 19, 2017",55,"2:45PM",1,"M","Dr Qurat ul Ain","Dentist","X Ray",20,300,NA," Dr Ammad ",300,"Saima","" +"156","Monday"," February 20, 2017",132,"",4,"M","Dr Alaf Khan","Dentist","Crown",34,5000,NA," Dr Ammad ",5000,"","2/24/2017" +"157","Monday"," February 20, 2017",68,"1:25PM",3,"M","Dr Shireen","M/o","Stiches",39,700,NA," Dr Ammad ",700,"Saima","" +"158","Monday"," February 20, 2017",80,"2:00PM",22,"F","Dr Shireen","M/o","Consultation",7,1200,NA," Dr Ammad ",1200,"Saima","" +"159","Monday"," February 20, 2017",99,"7:00PM",34,"F","Dr Saima Shams","Radiologist","USG",11,1500,NA," Dr Ammad ",900,"Mona","" +"160","Monday"," February 20, 2017",94,"10:15PM",21,"M","Nursing Staff","","Injection",20,300,NA," Dr Ammad ",300,"Ashfaq","" +"161","Tuesday"," February 21, 2017",151,"1:00PM",29,"M","Dr Alaf Khan","Dentist","R.C.T+Scalling+Crown",34,5000,NA," Dr Ammad ",5000,"Saima","2/28/2017" +"162","Tuesday"," February 21, 2017",53,"6:00PM",10,"F","Dr Waqar Azeem","Radiologist","USG",3,1000,NA," Dr Ammad ",400,"Mona","" +"163","Tuesday"," February 21, 2017",11,"7:11PM",9,"F","Dr Ali","Child Specialist","Consultation",3,1000,NA," Dr Ammad ",300,"Saima","" +"164","Tuesday"," February 21, 2017",94,"10:10PM",21,"M","Nursing Staff","","Injection",20,300,NA," Dr Ammad ",300,"Sub KB","" +"165","Tuesday"," February 21, 2017",64,"-",1,"","Nursing Staff","","Medicine",2,100,NA,"",100,"Saima","" +"166","Wednesday"," February 22, 2017",100,"3:00PM",13,"F","Dr Alaf Khan","Dentist","Orthodontics",8,30000,90000," Dr Ammad ",30000,"Mona","" +"167","Wednesday"," February 22, 2017",16,"4:30PM",16,"M","Dr Mumtaz","General Surgeon","Consultation",3,1000,NA," Dr Ammad ",500,"Mona","" +"168","Wednesday"," February 22, 2017",6,"5:00PM",27,"M","Dr Waqar Azeem","Radiologist","USG",3,1000,NA," Dr Ammad ",400,"Mona","" +"169","Thursday"," February 23, 2017",33,"1:55PM",12,"M","Dr Alaf Khan","Dentist","R.C.T",21,3000,NA," Dr Ammad ",3000,"Saima","" +"170","Thursday"," February 23, 2017",89,"1:50PM",50,"F","Dr Saad Riaz","Orthopedic","Consultation",3,1000,NA," Dr Ammad ",500,"Saima","" +"171","Thursday"," February 23, 2017",13,"2:00PM",34,"F","Dr Saad Riaz","Orthopedic","Consultation",3,1000,NA," Dr Ammad ",300,"Saima","" +"172","Thursday"," February 23, 2017",47,"3:00PM",11,"F","Dr Riffat Naheed","Psychotherapist","Consultation",11,1500,NA," Dr Ammad ",700,"Saima","" +"173","Friday"," February 24, 2017",80,"9:30PM",22,"F","Dr Mehwish","Gynae","Consultation",3,1000,NA," Dr Ammad ",500,"Saima","" +"174","Saturday"," February 25, 2017",128,"3:45PM",49,"F","Dr Qurat ul Ain","Dentist","Consultation",33,500,NA," Dr Ammad ",500,"Saima","" +"175","Saturday"," February 25, 2017",93,"4:00PM",31,"F","Dr Ali","Child Specialist","",21,3000,NA," Dr Ammad ",1600,"Saima","" +"176","Monday"," February 27, 2017",143,"11:30AM",40,"F","Dr Alaf Khan","Dentist","Consultation",33,500,NA," Dr Ammad ",500,"Saima","" +"177","Monday"," February 27, 2017",56,"12:20PM",43,"F","Dr Alaf Khan","Dentist","Extraction",36,600,NA," Dr Ammad ",600,"Saima","" +"178","Monday"," February 27, 2017",96,"-",42,"M","Dr Qurat ul Ain","Dentist","Consultation",33,500,NA," Dr Ammad ",500,"Saima","" +"179","Tuesday"," February 28, 2017",65,"10:30PM",22,"M","Nursing Staff","","BSR",32,50,NA," Dr Ammad ",50,"Haris","" +"180","Tuesday"," February 28, 2017",96,"12:40PM",41,"M","Dr Alaf Khan","Dentist","8 Unit Bridge+2 R.C.T",22,8000,22000," Dr Ammad ",8000,"Haris","" +"181","Tuesday"," February 28, 2017",90,"",1,"F","Dr Alaf Khan","Dental","Consultation",3,1000,NA," Dr Ammad ",1000,"Saima","" +"182","Tuesday"," February 28, 2017",151,"3:00PM",29,"F","Dr Alaf Khan","Dentist","R.C.T+Scalling+Crown",31,4500,NA," Dr Ammad ",4500,"Haris","" +"183","Tuesday"," February 28, 2017",139,"8:00PM",22,"M","Nursing Staff","","X Ray",33,500,NA," Dr Ammad ",500,"Saima","" +"184","Wednesday"," March 01, 2017",107,"5:00PM",6,"F","Dr Qurat ul Ain","Dentist","Extraction",11,1500,NA," Dr Ammad ",1500,"Saima","" +"185","Wednesday"," March 01, 2017",28,"6:00PM",21,"F","Dr Qurat ul Ain","Dentist","Consultation",33,500,NA," Dr Ammad ",500,"Saima","" +"186","Wednesday"," March 01, 2017",46,"-",6,"M","Nursing Staff","","Dressing",33,500,NA," Dr Ammad ",200,"Saima","" +"187","Wednesday"," March 01, 2017",25,"7:00PM",2,"F","Dr Kinza Alam","Gynae","Consultation",11,1500,NA," Dr Ammad ",500,"Saima","" +"188","Wednesday"," March 01, 2017",24,"7:10PM",2,"M","Dr Ammad","M/o","Consultation",33,500,NA," Dr Ammad ",500,"Saima","" +"189","Thursday"," March 02, 2017",140,"12:48PM",22,"F","Dr Alaf Khan","Dentist","4 Unit Bridge",42,8000,NA," Dr Ammad ",8000,"Saima","" +"190","Thursday"," March 02, 2017",46,"3:00PM",6,"M","Nursing Staff","","Injection",32,50,NA," Dr Ammad ",50,"Saima","" +"191","Thursday"," March 02, 2017",114,"7:05PM",16,"F","Dr Kinza Alam","Gynae","Consultation",3,1000,NA," Dr Ammad ",300,"Saima","" +"192","Thursday"," March 02, 2017",3,"-",2,"","Nursing Staff","","Dressing",2,100,NA," Dr Ammad ",100,"Saima","" +"193","Friday"," March 03, 2017",138,"11:20AM",34,"F","Dr Alaf Khan","Dentist","Consultation",33,500,NA," Dr Ammad ",500,"Saima","" +"194","Friday"," March 03, 2017",107,"12:30PM",6,"F","Dr Alaf Khan","Dentist","R.C.T+Crown",42,8000,NA," Dr Ammad ",8000,"Saima","3/9/2017" +"195","Friday"," March 03, 2017",34,"1:30PM",12,"M","Dr Alaf Khan","Dentist","Crown",14,2000,NA," Dr Ammad ",2000,"Saima","3/8/2017" +"196","Friday"," March 03, 2017",133,"4:10PM",22,"F","Dr Ali","Child Specialist","Consultation",3,1000,NA," Dr Ammad ",300,"Saima","" +"197","Friday"," March 03, 2017",46,"5:45PM",6,"M","Nursing Staff","","Dressing",20,300,NA," Dr Ammad ",300,"Saima","" +"198","Friday"," March 03, 2017",74,"2:40PM",29,"M","Dr Waqar Azeem","Radiologist","USG KUB",3,1000,NA," Dr Ammad ",300,"Sub KB","" +"199","Sunday"," March 05, 2017",46,"-",6,"M","Nursing Staff","","Dressing",20,300,NA," Dr Ammad ",200,"Saima","" +"200","Monday"," March 06, 2017",83,"1:20PM",26,"M","Dr Alaf Khan","Dentist","Consultation",33,500,NA," Dr Ammad ",500,"Saima","" +"201","Monday"," March 06, 2017",61,"5:30PM",18,"F","Dr Qurat ul Ain","Dentist","Consultation+X Ray",44,950,NA," Dr Ammad ",950,"Haris","" +"202","Monday"," March 06, 2017",122,"7:00PM",56,"M","Nursing Staff","","Injection",2,100,NA," Dr Ammad ",100,"Saima","" +"203","Tuesday"," March 07, 2017",95,"-",44,"M","Dr Alaf Khan","Dentist","X Ray",20,300,NA," Dr Ammad ",300,"Saima","" +"204","Tuesday"," March 07, 2017",69,"3:00PM",41,"M","Dr Alaf Khan","Dentist","",12,15000,NA," Dr Ammad ",15000,"Mona","" +"205","Tuesday"," March 07, 2017",146,"-",11,"M","Dr Ammad","M/o","Consultation",33,500,NA," Dr Ammad ",500,"Saima","" +"206","Tuesday"," March 07, 2017",46,"7:40PM",6,"M","Nursing Staff","","Dressing",13,200,NA," Dr Ammad ",200,"Saima","" +"207","Tuesday"," March 07, 2017",32,"2:00PM",1,"F","Nursing Staff","","Coupety",20,300,NA," Dr Ammad ",300,"Saima","" +"208","Tuesday"," March 07, 2017",122,"9:35PM",56,"M","Nursing Staff","","Injection",2,100,NA," Dr Ammad ",100,"Sub KB","" +"209","Wednesday"," March 08, 2017",148,"8:30PM",21,"F","Nursing Staff","","Injection",2,100,NA," Dr Ammad ",100,"Ashfaq","" +"210","Wednesday"," March 08, 2017",122,"10:00PM",55,"M","Nursing Staff","","Injection",2,100,NA," Dr Ammad ",100,"Ashfaq","" +"211","Wednesday"," March 08, 2017",10,"4:45PM",59,"F","Dr Qurat ul Ain","Dentist","Consultation+x Ray",38,650,NA," Dr Ammad ",650,"Saima","" +"212","Wednesday"," March 08, 2017",76,"6:55PM",24,"M","Dr Paul","Dermatologist","Consultation",11,1000,500," Dr Ammad ",300,"Mona","" +"213","Wednesday"," March 08, 2017",1,"12:00PM",1,"F","Nursing Staff","","Injection",10,150,NA," Dr Ammad ",150,"Mona","" +"214","Wednesday"," March 08, 2017",25,"7:30PM",2,"F","Dr Kinza Alam","Gynae","Consultation",11,1500,NA," Dr Ammad ",500,"Mona","" +"215","Thursday"," March 09, 2017",77,"12:00PM",14,"M","Dr Alaf Khan","Dentist","R.C.T",34,2000,3000," Dr Ammad ",2000,"Haris","3/16/2017" +"216","Thursday"," March 09, 2017",121,"9:00AM",21,"F","Nursing Staff","","Injection",2,100,NA," Dr Ammad ",100,"Mona","" +"217","Thursday"," March 09, 2017",122,"",55,"M","Nursing Staff","","Injection",2,100,NA," Dr Ammad ",100,"Mona","" +"218","Thursday"," March 09, 2017",1,"",1,"","Nursing Staff","","Cancelled",1,NA,NA," Dr Ammad ",NA,"Saima","" +"219","Thursday"," March 09, 2017",18,"3:30PM",30,"M","Dr Alaf Khan","Dentist","Scalling+Polishing",29,4000,NA," Dr Ammad ",4000,"Saima","" +"220","Thursday"," March 09, 2017",110,"6:00PM",22,"M","Dr Qurat ul Ain","Dentist","Consultation",13,200,NA," Dr Ammad ",200,"Saima","" +"221","Friday"," March 10, 2017",122,"10:20AM",55,"M","Nursing Staff","","Injection",2,100,NA," Dr Ammad ",100,"Zaheer","" +"222","Friday"," March 10, 2017",105,"11:20PM",34,"F","Dr Shireen","M/o","Consultation",41,800,NA," Dr Ammad ",800,"Mona",""