diff --git a/Hunain- Khi_R_Assignment2.R b/Hunain- Khi_R_Assignment2.R new file mode 100644 index 0000000..3800cd6 --- /dev/null +++ b/Hunain- Khi_R_Assignment2.R @@ -0,0 +1,122 @@ +library(dplyr) +library(readr) +library(tidyr) + +Hosdf <- read.csv('D://Dih//Hunain- Khi_R_Assignment2//hospitaldata.csv',header = TRUE, stringsAsFactors = FALSE) + +glimpse(Hosdf) + + + +names(Hosdf) <- gsub("\\.", "", names(Hosdf)) +Hosdf +#QS 1 +#install.packages("lubridate") +#library(lubridate) + + + +# Q:3 +x <- Hosdf$Age +y <- as.numeric(x) +y[which(is.na(as.numeric(as.character(y))))]<-0 +mean(y) + +# Q:4 +x <- Hosdf$Age +y <- as.numeric(x) +y[which(is.na(as.numeric(as.character(y))))]<-0 +length(which(y <= 12)) + + +# Qs : 6 +x <- Hosdf %>% + filter(ConsultingDoctor!='Nursing Staff' ,!is.na(AmountReceived)) %>% + group_by(ConsultingDoctor) %>% + summarize(tot_con_doc_wise_amt = sum(AmountReceived)) %>% + filter(tot_con_doc_wise_amt==max(tot_con_doc_wise_amt)) + + +# Qs : 7 +x <- Hosdf %>% + group_by(Procedure) %>% + summarize(tot_pro_wise_amt = sum(AmountReceived)) %>% + filter(!is.na(tot_pro_wise_amt)) %>% + filter(tot_pro_wise_amt == max(tot_pro_wise_amt)) + + +# Qs : 8 +x <- Hosdf %>% + filter(!is.na(Time), Time != '-') %>% + group_by(Time) %>% + summarize(time_wise_cnt = n()) %>% + filter(Time != '') %>% + filter(time_wise_cnt == max(time_wise_cnt)) + + +# Qs : 10 +x <- Hosdf %>% + group_by(id)%>% + summarize(pat_wise_cnt = n()) %>% + filter(pat_wise_cnt > 1) %>% + summarize(tot_rep_vis = n()) + + +# Qs : 11 +x <- Hosdf %>% + group_by(id)%>% + summarize(pat_wise_cnt = n()) %>% + filter(pat_wise_cnt > 1) %>% + arrange(desc(pat_wise_cnt)) + + +# Qs : 12 +x <- Hosdf %>% + group_by(id, Procedure)%>% + summarize(pat_wise_cnt = n()) %>% + filter(pat_wise_cnt > 1) %>% + # summarize(tot_rep_vis = n()) + arrange(id) + + +# Qs : 13 +x <- Hosdf %>% + filter(!is.na(Sex), Sex!='-', !is.na(Age), Age!='-') %>% + group_by(Sex) %>% + summarize(M_mean=mean(parse_number(Age))) + +# Qs : 14 +x <- Hosdf$AmountBalance +x <- as.numeric(parse_number(x)) +x <- as.numeric(x) +x[which(is.na(as.numeric(as.character(x))))]<-0 +x = sum(x) + +x <- Hosdf %>% + filter(!is.na(AmountBalance), AmountBalance!= '-') %>% + summarize(M_mean=sum(parse_number(AmountBalance))) + + +# Qs : 15 +x <- Hosdf %>% + filter( Procedure == 'Consultation', !is.na(AmountReceived), AmountReceived!= '-') %>% + group_by(Procedure) %>% + summarize(tot_pro_wise_amt = sum(AmountReceived)) + + +# Qs : 17 +x <- Hosdf %>% + filter(!is.na(Age), Age!='-') %>% + group_by(Age) %>% + summarize(Age_wise_cnt=n()) %>% + filter(Age!='') %>% + filter(Age_wise_cnt == max(Age_wise_cnt)) + + +# Qs : 18 +x <- Hosdf %>% + filter( Procedure == 'X Ray'|Procedure == 'Scalling', !is.na(AmountReceived), AmountReceived!= '-') %>% + group_by(Procedure) %>% + summarize(proc_wise_tot = sum(AmountReceived)) + + diff --git a/Hunain-_Khi_R_Assignment2.html b/Hunain-_Khi_R_Assignment2.html new file mode 100644 index 0000000..bcc8d74 --- /dev/null +++ b/Hunain-_Khi_R_Assignment2.html @@ -0,0 +1,1207 @@ + + + + +
+ + + + + + + + + +library(dplyr)
+##
+## Attaching package: 'dplyr'
+## The following objects are masked from 'package:stats':
+##
+## filter, lag
+## The following objects are masked from 'package:base':
+##
+## intersect, setdiff, setequal, union
+library(readr)
+library(tidyr)
+
+Hosdf <- read.csv('D://Dih//Hunain- Khi_R_Assignment2//hospitaldata.csv',header = TRUE, stringsAsFactors = FALSE)
+
+glimpse(Hosdf)
+## Observations: 222
+## Variables: 15
+## $ Date <chr> "Sunday, January 01, 2017", "Monday, Januar...
+## $ id <int> 101, 150, 58, 75, 97, 101, 26, 149, 20, 72,...
+## $ Time <chr> "11:00", "10:45AM", "12:38PM", "1:00PM", "2...
+## $ Age <chr> "40", "26", "30", "40", "27", "40", "43", "...
+## $ Sex <chr> "F", "M", "F", "M", "M", "F", "M", "F", "F"...
+## $ Consulting..Doctor <chr> "Dr Kinza Alam", "Nursing Staff", "Dr Riffa...
+## $ Specialty <chr> "Gynae", "", "Psychotherapist", "Psychother...
+## $ Procedure <chr> "C Section", "Dressing", "Consultation", "C...
+## $ Total..Charges <chr> "30000", "1500", "1000", "1500", "2000", "3...
+## $ Amount..Received. <int> 30000, 1500, 1000, 1500, 2000, 35000, 2000,...
+## $ Amount..Balance <chr> " - ", " - ", " - ", " - ", " - "...
+## $ Amount.Received.By <chr> " Mrs Shamsa ", " Dr Saniya ", " Mrs Shamsa...
+## $ Amount.in.Hospital <int> NA, NA, 300, 450, 600, NA, NA, 500, NA, 500...
+## $ Receptionist..Name <chr> "Hamza", "Haris", "Fiza", "Zaheer", "Haris"...
+## $ Next.Apt <chr> "", "", "", "", "", "", "", "", "", "", "",...
+names(Hosdf) <- gsub("\\.", "", names(Hosdf))
+Hosdf
+## Date id Time Age Sex ConsultingDoctor
+## 1 Sunday, January 01, 2017 101 11:00 40 F Dr Kinza Alam
+## 2 Monday, January 02, 2017 150 10:45AM 26 M Nursing Staff
+## 3 Monday, January 02, 2017 58 12:38PM 30 F Dr Riffat Naheed
+## 4 Monday, January 02, 2017 75 1:00PM 40 M Dr Riffat Naheed
+## 5 Monday, January 02, 2017 97 2:45PM 27 M Dr Riffat Naheed
+## 6 Monday, January 02, 2017 101 3:00PM 40 F Dr Kinza Alam
+## 7 Monday, January 02, 2017 26 3:28PM 43 M Dr Saniya
+## 8 Monday, January 02, 2017 149 3:45PM 28 F Dr Fakiha
+## 9 Monday, January 02, 2017 20 3:45PM 2 F Dr Fakiha
+## 10 Monday, January 02, 2017 72 5:00PM 40 M Dr Fakiha
+## 11 Monday, January 02, 2017 54 5:00PM 32 F Dr Saniya
+## 12 Monday, January 02, 2017 149 5:30PM 28 F Dr Fakiha
+## 13 Tuesday, January 03, 2017 120 1:00PM 76 F Dr Saniya
+## 14 Tuesday, January 03, 2017 120 3:25PM 75 F Dr Saniya
+## 15 Tuesday, January 03, 2017 20 6:10PM 36 F Dr Kinza Alam
+## 16 Wednesday, January 04, 2017 40 11:45PM 42 F Dr Alaf Khan
+## 17 Wednesday, January 04, 2017 134 12:40PM 23 F Dr Alaf Khan
+## 18 Wednesday, January 04, 2017 86 8:10PM 48 F Dr Kinza Alam
+## 19 Wednesday, January 04, 2017 114 8:30PM 25 F Dr Kinza Alam
+## 20 Thursday, January 05, 2017 155 12:40PM 50 F Dr Alaf Khan
+## 21 Thursday, January 05, 2017 45 2:00PM 60 F Dr Alaf Khan
+## 22 Thursday, January 05, 2017 4 2:00PM - M Dr Irfan
+## 23 Friday, January 06, 2017 38 12:30PM - M Dr Riffat Naheed
+## 24 Friday, January 06, 2017 130 1:00PM 26 M Dr Riffat Naheed
+## 25 Friday, January 06, 2017 97 1:30PM 27 M Dr Riffat Naheed
+## 26 Friday, January 06, 2017 50 - - M Dr Alaf Khan
+## 27 Friday, January 06, 2017 78 8:15PM 57 F Dr Ali
+## 28 Saturday, January 07, 2017 1 Nursing Staff
+## 29 Monday, January 09, 2017 48 12:36PM 39 F Dr Alaf Khan
+## 30 Monday, January 09, 2017 79 1:30PM 6 F Dr Alaf Khan
+## 31 Monday, January 09, 2017 116 2:30PM 26 M Dr Alaf Khan
+## 32 Monday, January 09, 2017 45 3:15PM 60 F Dr Alaf Khan
+## 33 Monday, January 09, 2017 67 5:20PM 26 M Dr Alaf Khan
+## 34 Monday, January 09, 2017 36 5:30PM 5 F Dr Alaf Khan
+## 35 Tuesday, January 10, 2017 17 3:50PM 40 M Dr Alaf Khan
+## 36 Tuesday, January 10, 2017 84 6:00PM 9 F Dr Irfan
+## 37 Tuesday, January 10, 2017 1 Nursing Staff
+## 38 Wednesday, January 11, 2017 57 30 F Dr Alaf Khan
+## 39 Wednesday, January 11, 2017 119 3:00PM 40 F Dr Ammara
+## 40 Wednesday, January 11, 2017 145 4:30PM 29 M Dr Alaf Khan
+## 41 Wednesday, January 11, 2017 92 4:30PM 39 F Dr Alaf Khan
+## 42 Thursday, January 12, 2017 63 10:45AM 50 M Dr Alaf Khan
+## 43 Thursday, January 12, 2017 63 02:00PM 50 M Dr Alaf Khan
+## 44 Thursday, January 12, 2017 63 02:00PM 50 M Brig Asif
+## 45 Friday, January 13, 2017 45 11:20AM 60 F Dr Alaf Khan
+## 46 Friday, January 13, 2017 145 3:00PM 29 M Dr Fakiha
+## 47 Friday, January 13, 2017 70 8:00PM 48 M Brig Farrukh
+## 48 Saturday, January 14, 2017 88 4:30PM 45 F Dr Fakiha
+## 49 Saturday, January 14, 2017 40 6:30PM 42 F Dr Fakiha
+## 50 Sunday, January 15, 2017 42 9:00PM 29 F Nursing Staff
+## 51 Monday, January 16, 2017 7 26 M Nursing Staff
+## 52 Monday, January 16, 2017 106 1:30PM 34 M Dr Alaf Khan
+## 53 Monday, January 16, 2017 22 6:00PM 50 F Dr Zubair
+## 54 Monday, January 16, 2017 88 6:20PM 45 F Dr Fakiha
+## 55 Tuesday, January 17, 2017 52 11:25AM 30 M Dr Alaf Khan
+## 56 Tuesday, January 17, 2017 17 11:15AM 40 M Dr Alaf Khan
+## 57 Tuesday, January 17, 2017 17 1:10PM 40 M Brig Asif
+## 58 Tuesday, January 17, 2017 136 3:30PM 29 M Dr Fakiha
+## 59 Tuesday, January 17, 2017 27 6:15PM 27 M Dr Fakiha
+## 60 Wednesday, January 18, 2017 71 9:40PM 23 M Dr Alaf Khan
+## 61 Wednesday, January 18, 2017 12 12:00PM 60 F Dr Alaf Khan
+## 62 Wednesday, January 18, 2017 127 2:00PM 52 F Dr Alaf Khan
+## 63 Wednesday, January 18, 2017 82 5:00PM 21 M Dr Zubair
+## 64 Thursday, January 19, 2017 103 32 M Nursing Staff
+## 65 Thursday, January 19, 2017 31 11:00AM 58 f Dr Alaf Khan
+## 66 Thursday, January 19, 2017 1 Nursing Staff
+## 67 Thursday, January 19, 2017 1 Nursing Staff
+## 68 Friday, January 20, 2017 1 Nursing Staff
+## 69 Saturday, January 21, 2017 131 10:15AM 26 F Dr Alaf Khan
+## 70 Saturday, January 21, 2017 101 1:20PM 40 F Dr Kinza Alam
+## 71 Saturday, January 21, 2017 145 1:30PM 29 M Dr Fakiha
+## 72 Monday, January 23, 2017 144 12:15PM 33 M Dr Riffat Naheed
+## 73 Monday, January 23, 2017 37 1:00PM 30 F Dr Riffat Naheed
+## 74 Monday, January 23, 2017 135 1:15PM 28 F Dr Riffat Naheed
+## 75 Monday, January 23, 2017 59 4:50PM 10 M Dr Ali
+## 76 Tuesday, January 24, 2017 130 1:00PM 26 M Dr Riffat Naheed
+## 77 Tuesday, January 24, 2017 104 1:15PM 19 M Dr Riffat Naheed
+## 78 Tuesday, January 24, 2017 98 2:10PM 53 F Dr Saad
+## 79 Tuesday, January 24, 2017 102 1:30PM 30 M Dr Riffat Naheed
+## 80 Wednesday, January 25, 2017 59 10 M Nursing Staff
+## 81 Wednesday, January 25, 2017 1 Nursing Staff
+## 82 Thursday, January 26, 2017 73 12:50PM 55 M Dr Alaf Khan
+## 83 Thursday, January 26, 2017 116 3:30PM 26 M Dr Alaf Khan
+## 84 Thursday, January 26, 2017 125 5:40PM 30 F Dr Alaf Khan
+## 85 Thursday, January 26, 2017 1 Nursing Staff
+## 86 Thursday, January 26, 2017 1 Nursing Staff
+## 87 Thursday, January 26, 2017 1 Nursing Staff
+## 88 Saturday, January 28, 2017 129 28M M Dr Ali
+## 89 Saturday, January 28, 2017 85 6:45PM F Dr Irfan
+## 90 Saturday, January 28, 2017 147 9:45PM 9 M Nursing Staff
+## 91 Sunday, January 29, 2017 1 Nursing Staff
+## 92 Monday, January 30, 2017 140 1:00PM 28 F Dr Alaf Khan
+## 93 Monday, January 30, 2017 39 1:30PM 47 M Dr Alaf Khan
+## 94 Monday, January 30, 2017 124 5:40PM 49 F Brig Asif
+## 95 Monday, January 30, 2017 8 5:35PM 19 M Dr Qurat ul Ain
+## 96 Monday, January 30, 2017 51 6:00PM 31 M Dr Qurat ul Ain
+## 97 Tuesday, January 31, 2017 152 5:30PM 7 F Dr Fakiha
+## 98 Tuesday, January 31, 2017 21 6:30PM 26 M Dr Zubair
+## 99 Tuesday, January 31, 2017 115 6:50PM 8 F Dr Qurat ul Ain
+## 100 Wednesday, February 01, 2017 109 2:10PM 28 F Dr Alaf Khan
+## 101 Wednesday, February 01, 2017 153 2:10PM 17 F Dr Alaf Khan
+## 102 Wednesday, February 01, 2017 62 1:00PM 54 M Dr Alaf Khan
+## 103 Wednesday, February 01, 2017 111 1:40PM 35 F Col Ulfat Ellahi
+## 104 Wednesday, February 01, 2017 142 6:00PM 45 M Dr Qurat ul Ain
+## 105 Thursday, February 02, 2017 117 12:00PM 30 F Dr Shireen
+## 106 Thursday, February 02, 2017 140 1:00PM 30 F Dr Alaf Khan
+## 107 Thursday, February 02, 2017 100 1:25PM 23 F Dr Alaf Khan
+## 108 Friday, February 03, 2017 133 4:45PM 27 F Dr Alaf Khan
+## 109 Friday, February 03, 2017 44 8:00PM 6 M Dr Ali
+## 110 Saturday, February 04, 2017 35 4:00PM 2 F Dr Qurat ul Ain
+## 111 Saturday, February 04, 2017 150 4:00PM 30 M Dr Qurat ul Ain
+## 112 Monday, February 06, 2017 118 7:30PM 32 F Dr Kinza Alam
+## 113 Monday, February 06, 2017 114 7:45PM 25 F Dr Kinza Alam
+## 114 Monday, February 06, 2017 49 1:30PM 80 M Dr Ali
+## 115 Monday, February 06, 2017 126 1:30PM 70 F Dr Alaf Khan
+## 116 Monday, February 06, 2017 141 4:00PM 20 M Dr Riffat Naheed
+## 117 Monday, February 06, 2017 17 6:15PM 23 M Dr Ammad
+## 118 Tuesday, February 07, 2017 12 12:00PM 60 F Dr Alaf Khan
+## 119 Tuesday, February 07, 2017 60 1:10PM 50 M Dr Alaf Khan
+## 120 Tuesday, February 07, 2017 140 2:15PM 30 F Dr Alaf Khan
+## 121 Tuesday, February 07, 2017 41 6:00PM 13 M Dr Qurat ul Ain
+## 122 Tuesday, February 07, 2017 87 8:00PM 30 F Dr Qurat ul Ain
+## 123 Wednesday, February 08, 2017 132 10:13AM 13 M Dr Alaf Khan
+## 124 Wednesday, February 08, 2017 132 12:00PM 13 M Dr Alaf Khan
+## 125 Wednesday, February 08, 2017 13 12:00PM 39 F Dr Saad
+## 126 Wednesday, February 08, 2017 109 2:40PM 28 F Dr Alaf Khan
+## 127 Wednesday, February 08, 2017 109 2:40PM 28 F Dr Alaf Khan
+## 128 Wednesday, February 08, 2017 153 2:40PM 17 F Dr Alaf Khan
+## 129 Wednesday, February 08, 2017 43 10:00AM 27 M Dr Alaf Khan
+## 130 Friday, February 10, 2017 5 9:30AM 57 M Dr Alaf Khan
+## 131 Friday, February 10, 2017 14 6:30PM 6 M Nursing Staff
+## 132 Friday, February 10, 2017 123 7:00PM 18 M Dr Qurat ul Ain
+## 133 Saturday, February 11, 2017 137 12:00PM 25 M Dr Ali
+## 134 Saturday, February 11, 2017 91 4:20PM 50 F Dr Qurat ul Ain
+## 135 Saturday, February 11, 2017 23 5:57PM F Dr Qurat ul Ain
+## 136 Saturday, February 11, 2017 154 6:15PM 19 F Dr Qurat ul Ain
+## 137 Sunday, February 12, 2017 112 7:15PM 39 M Dr Saad
+## 138 Sunday, February 12, 2017 81 12:00PM 6 F Dr Alaf Khan
+## 139 Monday, February 13, 2017 15 11:20AM 40 M Dr Waqar Azeem
+## 140 Monday, February 13, 2017 112 3:40PM 39 M Dr Saad
+## 141 Monday, February 13, 2017 9 7:00PM 20 F Dr Qurat ul Ain
+## 142 Monday, February 13, 2017 2 - - Dr Ali
+## 143 Tuesday, February 14, 2017 113 2:30PM 14 M Dr Saad Riaz
+## 144 Tuesday, February 14, 2017 4 3:00PM - M Nursing Staff
+## 145 Tuesday, February 14, 2017 19 7:02PM 6M F Dr Waqar Azeem
+## 146 Wednesday, February 15, 2017 118 11:40AM 24 F Dr Alaf Khan
+## 147 Wednesday, February 15, 2017 94 4:45PM 3 M Dr Ali
+## 148 Wednesday, February 15, 2017 64 6:15PM 23 M Dr Ammad
+## 149 Friday, February 17, 2017 29 4:10PM 29 M Dr Alaf Khan
+## 150 Friday, February 17, 2017 66 5:30PM 55 M Dr Alaf Khan
+## 151 Friday, February 17, 2017 107 6:30PM 30 F Nursing Staff
+## 152 Saturday, February 18, 2017 108 6:20PM M Dr Ali
+## 153 Saturday, February 18, 2017 30 6:10PM 30 F Dr Qurat ul Ain
+## 154 Saturday, February 18, 2017 94 11:30AM 3 M Nursing Staff
+## 155 Sunday, February 19, 2017 55 2:45PM M Dr Qurat ul Ain
+## 156 Monday, February 20, 2017 132 13 M Dr Alaf Khan
+## 157 Monday, February 20, 2017 68 1:25PM 10 M Dr Shireen
+## 158 Monday, February 20, 2017 80 2:00PM 30 F Dr Shireen
+## 159 Monday, February 20, 2017 99 7:00PM 45 F Dr Saima Shams
+## 160 Monday, February 20, 2017 94 10:15PM 3 M Nursing Staff
+## 161 Tuesday, February 21, 2017 151 1:00PM 38 M Dr Alaf Khan
+## 162 Tuesday, February 21, 2017 53 6:00PM 20 F Dr Waqar Azeem
+## 163 Tuesday, February 21, 2017 11 7:11PM 2 F Dr Ali
+## 164 Tuesday, February 21, 2017 94 10:10PM 3 M Nursing Staff
+## 165 Tuesday, February 21, 2017 64 - Nursing Staff
+## 166 Wednesday, February 22, 2017 100 3:00PM 23 F Dr Alaf Khan
+## 167 Wednesday, February 22, 2017 16 4:30PM 26 M Dr Mumtaz
+## 168 Wednesday, February 22, 2017 6 5:00PM 35 M Dr Waqar Azeem
+## 169 Thursday, February 23, 2017 33 1:55PM 22 M Dr Alaf Khan
+## 170 Thursday, February 23, 2017 89 1:50PM 65 F Dr Saad Riaz
+## 171 Thursday, February 23, 2017 13 2:00PM 45 F Dr Saad Riaz
+## 172 Thursday, February 23, 2017 47 3:00PM 21 F Dr Riffat Naheed
+## 173 Friday, February 24, 2017 80 9:30PM 30 F Dr Mehwish
+## 174 Saturday, February 25, 2017 128 3:45PM 64 F Dr Qurat ul Ain
+## 175 Saturday, February 25, 2017 93 4:00PM 40 F Dr Ali
+## 176 Monday, February 27, 2017 143 11:30AM 52 F Dr Alaf Khan
+## 177 Monday, February 27, 2017 56 12:20PM 55 F Dr Alaf Khan
+## 178 Monday, February 27, 2017 96 - 54 M Dr Qurat ul Ain
+## 179 Tuesday, February 28, 2017 65 10:30PM 30 M Nursing Staff
+## 180 Tuesday, February 28, 2017 96 12:40PM 53 M Dr Alaf Khan
+## 181 Tuesday, February 28, 2017 90 F Dr Alaf Khan
+## 182 Tuesday, February 28, 2017 151 3:00PM 38 F Dr Alaf Khan
+## 183 Tuesday, February 28, 2017 139 8:00PM 30 M Nursing Staff
+## 184 Wednesday, March 01, 2017 107 5:00PM 17 F Dr Qurat ul Ain
+## 185 Wednesday, March 01, 2017 28 6:00PM 3 F Dr Qurat ul Ain
+## 186 Wednesday, March 01, 2017 46 - 17 M Nursing Staff
+## 187 Wednesday, March 01, 2017 25 7:00PM - F Dr Kinza Alam
+## 188 Wednesday, March 01, 2017 24 7:10PM - M Dr Ammad
+## 189 Thursday, March 02, 2017 140 12:48PM 30 F Dr Alaf Khan
+## 190 Thursday, March 02, 2017 46 3:00PM 17 M Nursing Staff
+## 191 Thursday, March 02, 2017 114 7:05PM 26 F Dr Kinza Alam
+## 192 Thursday, March 02, 2017 3 - - - Nursing Staff
+## 193 Friday, March 03, 2017 138 11:20AM 45 F Dr Alaf Khan
+## 194 Friday, March 03, 2017 107 12:30PM 17 F Dr Alaf Khan
+## 195 Friday, March 03, 2017 34 1:30PM 22 M Dr Alaf Khan
+## 196 Friday, March 03, 2017 133 4:10PM 30 F Dr Ali
+## 197 Friday, March 03, 2017 46 5:45PM 17 M Nursing Staff
+## 198 Friday, March 03, 2017 74 2:40PM 38 M Dr Waqar Azeem
+## 199 Sunday, March 05, 2017 46 - 17 M Nursing Staff
+## 200 Monday, March 06, 2017 83 1:20PM 34 M Dr Alaf Khan
+## 201 Monday, March 06, 2017 61 5:30PM 28 F Dr Qurat ul Ain
+## 202 Monday, March 06, 2017 122 7:00PM 78 M Nursing Staff
+## 203 Tuesday, March 07, 2017 95 - 56 M Dr Alaf Khan
+## 204 Tuesday, March 07, 2017 69 3:00PM 53 M Dr Alaf Khan
+## 205 Tuesday, March 07, 2017 146 - 21 M Dr Ammad
+## 206 Tuesday, March 07, 2017 46 7:40PM 17 M Nursing Staff
+## 207 Tuesday, March 07, 2017 32 2:00PM F Nursing Staff
+## 208 Tuesday, March 07, 2017 122 9:35PM 78 M Nursing Staff
+## 209 Wednesday, March 08, 2017 148 8:30PM 3 F Nursing Staff
+## 210 Wednesday, March 08, 2017 122 10:00PM 76 M Nursing Staff
+## 211 Wednesday, March 08, 2017 10 4:45PM 9 F Dr Qurat ul Ain
+## 212 Wednesday, March 08, 2017 76 6:55PM 32 M Dr Paul
+## 213 Wednesday, March 08, 2017 1 12:00PM F Nursing Staff
+## 214 Wednesday, March 08, 2017 25 7:30PM - F Dr Kinza Alam
+## 215 Thursday, March 09, 2017 77 12:00PM 24 M Dr Alaf Khan
+## 216 Thursday, March 09, 2017 121 9:00AM 3 F Nursing Staff
+## 217 Thursday, March 09, 2017 122 76 M Nursing Staff
+## 218 Thursday, March 09, 2017 1 Nursing Staff
+## 219 Thursday, March 09, 2017 18 3:30PM 39 M Dr Alaf Khan
+## 220 Thursday, March 09, 2017 110 6:00PM 30 M Dr Qurat ul Ain
+## 221 Friday, March 10, 2017 122 10:20AM 76 M Nursing Staff
+## 222 Friday, March 10, 2017 105 11:20PM 45 F Dr Shireen
+## Specialty Procedure TotalCharges
+## 1 Gynae C Section 30000
+## 2 Dressing 1500
+## 3 Psychotherapist Consultation 1000
+## 4 Psychotherapist Consultation 1500
+## 5 Psychotherapist Consultation 2000
+## 6 Gynae C Section 35000
+## 7 M/o Consultation 2000
+## 8 Dentist Consultation 500
+## 9 Dentist Consultation Cancelled
+## 10 Dentist Consultation 500
+## 11 M/o Consultation 2000
+## 12 Dentist Filling 2000
+## 13 M/o Laboratory Test
+## 14 M/o Cancelled
+## 15 Gynae Consultation 1500
+## 16 Dentist Consultation+Denture 1500
+## 17 Dentist Consultation 500
+## 18 Gynae Consultation 1500
+## 19 Gynae Consultation 1000
+## 20 Dentist Extraction 2000
+## 21 Dentist R.P.D + Crown 4000
+## 22 General Surgeon Consultation + Dressing 5000
+## 23 Psychotherapist Consultation 1000
+## 24 Psychotherapist Consultation 1000
+## 25 Psychotherapist Consultation 1000
+## 26 Dentist Consultation 500
+## 27 Orthopedic Consultation 6000
+## 28 Pharmacy
+## 29 Dentist Consultation 500
+## 30 Dentist Consultation 500
+## 31 Dentist X Ray 300
+## 32 Dentist R.P.D + Crown 7000
+## 33 Dentist Consultation+X Ray 800
+## 34 Dentist Consultation 250
+## 35 Dentist RCT (4 teeth) Bridge (9 teeth) 10000
+## 36 General Surgeon Consultation + X Ray 3000
+## 37 Pharmacy
+## 38 Dentist Laboratory Test
+## 39 Gynae Consultation + USG 1500
+## 40 Dentist Crown 3000
+## 41 Dentist Consultation 500
+## 42 Dentist Consultation 500
+## 43 Dentist Scalling 3000
+## 44 Medical Specialist Consultation 500
+## 45 Dentist Polishing 500
+## 46 Dentist Crown 1500
+## 47 Anaesthetist Consultation 3750
+## 48 Dentist Filling + X Rays 2600
+## 49 Dentist Denture+Scalling+Filling 5500
+## 50 Pharmacy 900
+## 51 Laboratory Test
+## 52 Dentist Crown 5000
+## 53 M/o Consultation 1000
+## 54 Dentist Extraction 2500
+## 55 Dentist RCT 3000
+## 56 Dentist RCT (4 teeth) Bridge (9 teeth) 38000
+## 57 Medical Specialist Consultation 1000
+## 58 Dentist Scalling 4000
+## 59 Dentist Filling 2000
+## 60 Dentist X Ray 300
+## 61 Dentist 22 Unit Bridge 25500
+## 62 Dentist Extraction 1000
+## 63 M/o Consultation 500
+## 64 Laboratory Test
+## 65 Dentist Consultation 500
+## 66 Pharmacy
+## 67 Pharmacy
+## 68 Pharmacy
+## 69 Dentist X Ray 300
+## 70 Gynae Consultation 1200
+## 71 Dentist Crown 500
+## 72 Psychotherapist Consultation 1000
+## 73 Psychotherapist Consultation 1000
+## 74 Psychotherapist Consultation 2000
+## 75 Child Specialist Consultation+ER Retain 2800
+## 76 Psychotherapist Consultation 800
+## 77 Psychotherapist Consultation 2000
+## 78 Orthopedic Consultation 1000
+## 79 Psychotherapist Consultation 1000
+## 80 Laboratory Test
+## 81 Pharmacy
+## 82 Dentist Consultation+X Ray 700
+## 83 Dentist X Ray 300
+## 84 Dentist Consultation 500
+## 85 Pharmacy
+## 86 Pharmacy
+## 87 Pharmacy
+## 88 Child Specialist Consultation 1150
+## 89 General Surgeon 3000
+## 90 Consultation 1000
+## 91 Pharmacy
+## 92 Dentist Consultation 500
+## 93 Dentist X Ray 300
+## 94 Medical Specialist Consultation+ECG 1300
+## 95 Dentist Consultation+X Ray 800
+## 96 Dentist Consultation 500
+## 97 Dentist Filling 1000
+## 98 M/o Consultation 200
+## 99 Dentist Extraction 1500
+## 100 Dentist R.C.T 2000
+## 101 Dentist Orthodontics 10000
+## 102 Dentist Scalling 2000
+## 103 ENT Consultation 1000
+## 104 Dentist Extraction 2000
+## 105 M/o Consultation 500
+## 106 Dentist Extraction 1000
+## 107 Dentist Consultation 500
+## 108 Dentist X Ray 500
+## 109 Child Specialist Consultation 1000
+## 110 Dentist Consultation 500
+## 111 Dentist Consultation 500
+## 112 Gynae Consultation+USG 1500
+## 113 Gynae Consultation 1000
+## 114 Child Specialist Consultation+Retain 3500
+## 115 Dentist Scalling 3000
+## 116 Psychotherapist Consultation 2000
+## 117 M/o Consultation 200
+## 118 Dentist 22 Unit Bridge 44000
+## 119 Dentist Consultation 500
+## 120 Dentist 4 Unit Bridge 3000
+## 121 Dentist X Ray 500
+## 122 Dentist Consultation 500
+## 123 Dentist Consultation 500
+## 124 Dentist R.C.T 3500
+## 125 Orthopedic Consultation 1000
+## 126 Dentist R.C.T 2000
+## 127 Dentist Crown 3000
+## 128 Dentist Orthodontics 110000
+## 129 Dentist Consultation+X Ray 800
+## 130 Dentist X Ray 300
+## 131 X Ray 300
+## 132 Dentist Filling 1500
+## 133 Child Specialist Consultation 1000
+## 134 Dentist Scalling 2500
+## 135 Dentist Consultation 1000
+## 136 Dentist Scalling 2000
+## 137 Orthopedic Operation 35000
+## 138 Dentist Consultation+X Ray 700
+## 139 Radiologist USG Abdomen 1000
+## 140 Orthopedic Operation 15000
+## 141 Dentist Consultation 500
+## 142 Child Specialist Consultation 1500
+## 143 Orthopedic Pop 3700
+## 144 Er Retain 300
+## 145 Radiologist USG 2000
+## 146 Dentist X Ray 400
+## 147 Child Specialist Consultation + Nebulize 1150
+## 148 M/o Consultation 200
+## 149 Dentist X Ray 200
+## 150 Dentist Extraction 1000
+## 151 X Ray 1000
+## 152 Child Specialist Consultation 3000
+## 153 Dentist Extraction 1500
+## 154 Injection 300
+## 155 Dentist X Ray 300
+## 156 Dentist Crown 5000
+## 157 M/o Stiches 700
+## 158 M/o Consultation 1200
+## 159 Radiologist USG 1500
+## 160 Injection 300
+## 161 Dentist R.C.T+Scalling+Crown 5000
+## 162 Radiologist USG 1000
+## 163 Child Specialist Consultation 1000
+## 164 Injection 300
+## 165 Medicine 100
+## 166 Dentist Orthodontics 120000
+## 167 General Surgeon Consultation 1000
+## 168 Radiologist USG 1000
+## 169 Dentist R.C.T 3000
+## 170 Orthopedic Consultation 1000
+## 171 Orthopedic Consultation 1000
+## 172 Psychotherapist Consultation 1500
+## 173 Gynae Consultation 1000
+## 174 Dentist Consultation 500
+## 175 Child Specialist 3000
+## 176 Dentist Consultation 500
+## 177 Dentist Extraction 600
+## 178 Dentist Consultation 500
+## 179 BSR 50
+## 180 Dentist 8 Unit Bridge+2 R.C.T 30000
+## 181 Dental Consultation 1000
+## 182 Dentist R.C.T+Scalling+Crown 4500
+## 183 X Ray 500
+## 184 Dentist Extraction 1500
+## 185 Dentist Consultation 500
+## 186 Dressing 500
+## 187 Gynae Consultation 1500
+## 188 M/o Consultation 500
+## 189 Dentist 4 Unit Bridge 8000
+## 190 Injection 50
+## 191 Gynae Consultation 1000
+## 192 Dressing 100
+## 193 Dentist Consultation 500
+## 194 Dentist R.C.T+Crown 8000
+## 195 Dentist Crown 2000
+## 196 Child Specialist Consultation 1000
+## 197 Dressing 300
+## 198 Radiologist USG KUB 1000
+## 199 Dressing 300
+## 200 Dentist Consultation 500
+## 201 Dentist Consultation+X Ray 950
+## 202 Injection 100
+## 203 Dentist X Ray 300
+## 204 Dentist 15000
+## 205 M/o Consultation 500
+## 206 Dressing 200
+## 207 Coupety 300
+## 208 Injection 100
+## 209 Injection 100
+## 210 Injection 100
+## 211 Dentist Consultation+x Ray 650
+## 212 Dermatologist Consultation 1500
+## 213 Injection 150
+## 214 Gynae Consultation 1500
+## 215 Dentist R.C.T 5000
+## 216 Injection 100
+## 217 Injection 100
+## 218 Cancelled
+## 219 Dentist Scalling+Polishing 4000
+## 220 Dentist Consultation 200
+## 221 Injection 100
+## 222 M/o Consultation 800
+## AmountReceived AmountBalance AmountReceivedBy
+## 1 30000 - Mrs Shamsa
+## 2 1500 - Dr Saniya
+## 3 1000 - Mrs Shamsa
+## 4 1500 - Mrs Shamsa
+## 5 2000 - Mrs Shamsa
+## 6 35000 - Dr Saniya
+## 7 2000 - Dr Saniya
+## 8 500 - Mrs Shamsa
+## 9 NA
+## 10 500 - Mrs Shamsa
+## 11 2000 - Dr Saniya
+## 12 2000 - Mrs Shamsa
+## 13 NA -
+## 14 NA
+## 15 1500 - Mrs Shamsa
+## 16 1500 - Brig Farrukh
+## 17 500 - Brig Farrukh
+## 18 1500 - Brig Farrukh
+## 19 1000 - Brig Farrukh
+## 20 2000 - Brig Farrukh
+## 21 4000 Brig Farrukh
+## 22 5000 - Brig Farrukh
+## 23 1000 - Mrs Shamsa
+## 24 1000 - Mrs Shamsa
+## 25 1000 - Mrs Shamsa
+## 26 500 - Mrs Shamsa
+## 27 6000 - Mrs Shamsa
+## 28 NA -
+## 29 500 - Mrs Shamsa
+## 30 500 - Mrs Shamsa
+## 31 300 - Mrs Shamsa
+## 32 7000 - Mrs Shamsa
+## 33 800 - Mrs Shamsa
+## 34 250 - Mrs Shamsa
+## 35 10000 - Mrs Shamsa
+## 36 3000 - Mrs Shamsa
+## 37 NA -
+## 38 NA - Mrs Shamsa
+## 39 1500 - Mrs Shamsa
+## 40 3000 - Mrs Shamsa
+## 41 500 - Mrs Shamsa
+## 42 500 - Mrs Shamsa
+## 43 3000 - Mrs Shamsa
+## 44 500 - Mrs Shamsa
+## 45 500 - Mrs Shamsa
+## 46 1500 - Mrs Shamsa
+## 47 3750 - Dr Ammad
+## 48 2600 - Dr Ammad
+## 49 5500 - Dr Ammad
+## 50 900 - Dilshad
+## 51 NA -
+## 52 5000 - Dr Ammad
+## 53 1000 - Dr Ammad
+## 54 2500 - Dr Ammad
+## 55 3000 - Mrs Shamsa
+## 56 38000 - Mrs Shamsa
+## 57 1000 - Mrs Shamsa
+## 58 4000 - Mrs Shamsa
+## 59 2000 - Mrs Shamsa
+## 60 300 -
+## 61 25500 -
+## 62 1000 -
+## 63 500 -
+## 64 NA -
+## 65 500 - Mrs Shamsa
+## 66 NA -
+## 67 NA -
+## 68 NA -
+## 69 300 - Mrs Shamsa
+## 70 1200 - Mrs Shamsa
+## 71 500 - Mrs Shamsa
+## 72 1000 - Mrs Shamsa
+## 73 1000 - Mrs Shamsa
+## 74 2000 - Mrs Shamsa
+## 75 2800 - Mrs Shamsa
+## 76 800 - Mrs Shamsa
+## 77 2000 - Mrs Shamsa
+## 78 1000 - Mrs Shamsa
+## 79 1000 - Mrs Shamsa
+## 80 NA -
+## 81 NA -
+## 82 700 -
+## 83 300 -
+## 84 500 -
+## 85 NA -
+## 86 NA -
+## 87 NA -
+## 88 1150 - Mrs Shamsa
+## 89 3000 - Mrs Shamsa
+## 90 1000 - Mrs Shamsa
+## 91 NA -
+## 92 500 - Dr Ammad
+## 93 300 - Dr Ammad
+## 94 1300 - Dr Ammad
+## 95 800 - Dr Ammad
+## 96 500 - Dr Ammad
+## 97 1000 - Mrs Shamsa
+## 98 200 - Mrs Shamsa
+## 99 1500 - Mrs Shamsa
+## 100 2000 - Dr Ammad
+## 101 10000 Dr Ammad
+## 102 2000 - Dr Ammad
+## 103 1000 - Dr Ammad
+## 104 2000 - Dr Ammad
+## 105 500 - Dr Ammad
+## 106 1000 - Dr Ammad
+## 107 500 - Dr Ammad
+## 108 500 - Dr Ammad
+## 109 1000 - Dr Ammad
+## 110 500 - Dr Ammad
+## 111 500 - Dr Ammad
+## 112 1500 - Dr Ammad
+## 113 1000 - Dr Ammad
+## 114 3500 - Dr Ammad
+## 115 3000 - Dr Ammad
+## 116 2000 - Dr Ammad
+## 117 200 - Dr Ammad
+## 118 30000 14,000.00 Dr Ammad
+## 119 500 - Dr Ammad
+## 120 3000 - Dr Ammad
+## 121 500 - Dr Ammad
+## 122 500 - Dr Ammad
+## 123 500 - Dr Ammad
+## 124 3500 - Dr Ammad
+## 125 1000 - Dr Ammad
+## 126 2000 - Dr Ammad
+## 127 NA 3,000.00 Dr Ammad
+## 128 20000 90,000.00 Dr Ammad
+## 129 800 - Dr Ammad
+## 130 300 - Dr Ammad
+## 131 300 - Dr Ammad
+## 132 1500 - Dr Ammad
+## 133 1000 - Mrs Shamsa
+## 134 2500 - Mrs Shamsa
+## 135 1000 - Mrs Shamsa
+## 136 2000 - Mrs Shamsa
+## 137 35000 - Mrs Shamsa
+## 138 700 - Mrs Shamsa
+## 139 1000 - Dr Ammad
+## 140 15000 - Dr Ammad
+## 141 500 - Dr Ammad
+## 142 1500 - Dr Ammad
+## 143 3700 - Dr Ammad
+## 144 300 - Dr Ammad
+## 145 2000 - Dr Ammad
+## 146 400 - Mrs Shamsa
+## 147 1150 - 150 Mrs Shamsa, 300 Dr Ammad
+## 148 200 - Dr Ammad
+## 149 200 - Dr Ammad
+## 150 1000 - Dr Ammad
+## 151 1000 - Dr Ammad
+## 152 3000 - Dr Ammad
+## 153 1500 - Dr Ammad
+## 154 300 - Dr Ammad
+## 155 300 - Dr Ammad
+## 156 5000 - Dr Ammad
+## 157 700 - Dr Ammad
+## 158 1200 - Dr Ammad
+## 159 1500 - Dr Ammad
+## 160 300 - Dr Ammad
+## 161 5000 - Dr Ammad
+## 162 1000 - Dr Ammad
+## 163 1000 - Dr Ammad
+## 164 300 - Dr Ammad
+## 165 100 -
+## 166 30000 90,000.00 Dr Ammad
+## 167 1000 - Dr Ammad
+## 168 1000 - Dr Ammad
+## 169 3000 - Dr Ammad
+## 170 1000 - Dr Ammad
+## 171 1000 - Dr Ammad
+## 172 1500 - Dr Ammad
+## 173 1000 - Dr Ammad
+## 174 500 - Dr Ammad
+## 175 3000 - Dr Ammad
+## 176 500 - Dr Ammad
+## 177 600 - Dr Ammad
+## 178 500 - Dr Ammad
+## 179 50 - Dr Ammad
+## 180 8000 22,000.00 Dr Ammad
+## 181 1000 - Dr Ammad
+## 182 4500 - Dr Ammad
+## 183 500 - Dr Ammad
+## 184 1500 - Dr Ammad
+## 185 500 - Dr Ammad
+## 186 500 - Dr Ammad
+## 187 1500 - Dr Ammad
+## 188 500 - Dr Ammad
+## 189 8000 - Dr Ammad
+## 190 50 - Dr Ammad
+## 191 1000 - Dr Ammad
+## 192 100 - Dr Ammad
+## 193 500 - Dr Ammad
+## 194 8000 - Dr Ammad
+## 195 2000 - Dr Ammad
+## 196 1000 - Dr Ammad
+## 197 300 - Dr Ammad
+## 198 1000 - Dr Ammad
+## 199 300 - Dr Ammad
+## 200 500 - Dr Ammad
+## 201 950 - Dr Ammad
+## 202 100 - Dr Ammad
+## 203 300 - Dr Ammad
+## 204 15000 - Dr Ammad
+## 205 500 - Dr Ammad
+## 206 200 - Dr Ammad
+## 207 300 - Dr Ammad
+## 208 100 - Dr Ammad
+## 209 100 - Dr Ammad
+## 210 100 - Dr Ammad
+## 211 650 - Dr Ammad
+## 212 1000 500 Dr Ammad
+## 213 150 - Dr Ammad
+## 214 1500 - Dr Ammad
+## 215 2000 3,000.00 Dr Ammad
+## 216 100 - Dr Ammad
+## 217 100 - Dr Ammad
+## 218 NA - Dr Ammad
+## 219 4000 - Dr Ammad
+## 220 200 - Dr Ammad
+## 221 100 - Dr Ammad
+## 222 800 - Dr Ammad
+## AmountinHospital ReceptionistName NextApt
+## 1 NA Hamza
+## 2 NA Haris
+## 3 300 Fiza
+## 4 450 Zaheer
+## 5 600 Haris
+## 6 NA Haris
+## 7 NA Fiza
+## 8 500 Haris
+## 9 NA
+## 10 500 Fiza
+## 11 NA Fiza
+## 12 2000 Fiza In case of pain
+## 13 NA Haris
+## 14 NA
+## 15 450 Haris
+## 16 NA Fiza
+## 17 500 Fiza
+## 18 450 Haris
+## 19 300 Haris
+## 20 2000 Fiza
+## 21 4000 Haris
+## 22 4000 Haris
+## 23 300 Haris
+## 24 300 Haris
+## 25 300 Haris
+## 26 500 Haris
+## 27 3000 Haris
+## 28 NA
+## 29 500 Fiza
+## 30 500 Fiza
+## 31 300 Haris
+## 32 7000 Fiza
+## 33 800 Fiza
+## 34 250 Fiza
+## 35 NA Fiza 1/16/2017
+## 36 3000 Mona
+## 37 NA
+## 38 NA
+## 39 500 Fiza
+## 40 NA Fiza
+## 41 500 Fiza
+## 42 500 Fiza
+## 43 3000 Fiza
+## 44 150 Fiza
+## 45 500 Haris
+## 46 1500 Fiza
+## 47 3750 Mona
+## 48 2600 Haris
+## 49 5500 Haris
+## 50 900 Zaheer
+## 51 NA
+## 52 5000 Fiza
+## 53 400 Haris
+## 54 2500 Haris 1/23/2017
+## 55 3000 Fiza 1/20/2017
+## 56 38000 Fiza
+## 57 300 Haris
+## 58 4000 Fiza
+## 59 2000 Sohaib 1/19/2017
+## 60 300 Haris
+## 61 25500 Haris
+## 62 1000 Haris
+## 63 500 Haris
+## 64 NA
+## 65 500 Haris
+## 66 NA
+## 67 NA
+## 68 NA
+## 69 300 Haris
+## 70 360 Haris
+## 71 500 Haris
+## 72 300 Haris
+## 73 300 Haris
+## 74 600 Haris
+## 75 1600 Haris
+## 76 240 Haris
+## 77 600 Haris
+## 78 600 Haris
+## 79 300 Haris
+## 80 NA
+## 81 NA
+## 82 700 Haris
+## 83 300 Haris
+## 84 500 Haris
+## 85 NA
+## 86 NA
+## 87 NA
+## 88 NA Sohaib
+## 89 NA Sohaib
+## 90 NA Sub KB
+## 91 NA
+## 92 500 Haris
+## 93 300 Haris
+## 94 600 Sohaib
+## 95 800 Sohaib
+## 96 500 Sohaib
+## 97 1000 Haris
+## 98 200 Mona
+## 99 1500 Haris
+## 100 2000 Haris 2/6/2017
+## 101 10000 Haris 2/6/2017
+## 102 2000 Haris
+## 103 300 Haris
+## 104 2000 Haris
+## 105 500 Haris
+## 106 1000 Haris
+## 107 500 Haris
+## 108 500 Haris
+## 109 300 Haris
+## 110 500 Haris
+## 111 500 Haris
+## 112 800 Haris
+## 113 300 Haris
+## 114 2000 Haris
+## 115 3000 Haris
+## 116 600 Haris
+## 117 200 Haris
+## 118 30000 Haris 2/14/2017
+## 119 500 Haris
+## 120 3000 Haris
+## 121 500 Haris
+## 122 500 Haris
+## 123 500 Haris 2/17/2017
+## 124 3500 Haris
+## 125 300 Haris
+## 126 2000 Haris
+## 127 NA Haris 2/16/2017
+## 128 20000 Haris 2/16/2017
+## 129 800 Haris 2/9/2017
+## 130 300 Haris
+## 131 300 Haris
+## 132 1500 Haris
+## 133 300 Mona
+## 134 2500 Mona
+## 135 1000 Mona
+## 136 2000 Mona
+## 137 35000 Haris
+## 138 700 Mona
+## 139 300 Haris
+## 140 15000 Haris
+## 141 500 Haris
+## 142 500 Haris
+## 143 1700 Haris
+## 144 300 Haris
+## 145 1300 Haris
+## 146 400 Mona
+## 147 450 Haris
+## 148 200 Haris
+## 149 200 Haris
+## 150 1000 Haris
+## 151 1000 Haris
+## 152 1600 Saima
+## 153 1500 Mona
+## 154 300 Saima
+## 155 300 Saima
+## 156 5000 2/24/2017
+## 157 700 Saima
+## 158 1200 Saima
+## 159 900 Mona
+## 160 300 Ashfaq
+## 161 5000 Saima 2/28/2017
+## 162 400 Mona
+## 163 300 Saima
+## 164 300 Sub KB
+## 165 100 Saima
+## 166 30000 Mona
+## 167 500 Mona
+## 168 400 Mona
+## 169 3000 Saima
+## 170 500 Saima
+## 171 300 Saima
+## 172 700 Saima
+## 173 500 Saima
+## 174 500 Saima
+## 175 1600 Saima
+## 176 500 Saima
+## 177 600 Saima
+## 178 500 Saima
+## 179 50 Haris
+## 180 8000 Haris
+## 181 1000 Saima
+## 182 4500 Haris
+## 183 500 Saima
+## 184 1500 Saima
+## 185 500 Saima
+## 186 200 Saima
+## 187 500 Saima
+## 188 500 Saima
+## 189 8000 Saima
+## 190 50 Saima
+## 191 300 Saima
+## 192 100 Saima
+## 193 500 Saima
+## 194 8000 Saima 3/9/2017
+## 195 2000 Saima 3/8/2017
+## 196 300 Saima
+## 197 300 Saima
+## 198 300 Sub KB
+## 199 200 Saima
+## 200 500 Saima
+## 201 950 Haris
+## 202 100 Saima
+## 203 300 Saima
+## 204 15000 Mona
+## 205 500 Saima
+## 206 200 Saima
+## 207 300 Saima
+## 208 100 Sub KB
+## 209 100 Ashfaq
+## 210 100 Ashfaq
+## 211 650 Saima
+## 212 300 Mona
+## 213 150 Mona
+## 214 500 Mona
+## 215 2000 Haris 3/16/2017
+## 216 100 Mona
+## 217 100 Mona
+## 218 NA Saima
+## 219 4000 Saima
+## 220 200 Saima
+## 221 100 Zaheer
+## 222 800 Mona
+#QS 1
+#install.packages("lubridate")
+#library(lubridate)
+
+
+
+# Q:3
+x <- Hosdf$Age
+y <- as.numeric(x)
+## Warning: NAs introduced by coercion
+y[which(is.na(as.numeric(as.character(y))))]<-0
+mean(y)
+## [1] 28.31081
+# Q:4
+x <- Hosdf$Age
+y <- as.numeric(x)
+## Warning: NAs introduced by coercion
+y[which(is.na(as.numeric(as.character(y))))]<-0
+length(which(y <= 12))
+## [1] 53
+# Qs : 6
+x <- Hosdf %>%
+ filter(ConsultingDoctor!='Nursing Staff' ,!is.na(AmountReceived)) %>%
+ group_by(ConsultingDoctor) %>%
+ summarize(tot_con_doc_wise_amt = sum(AmountReceived)) %>%
+ filter(tot_con_doc_wise_amt==max(tot_con_doc_wise_amt))
+
+
+# Qs : 7
+x <- Hosdf %>%
+ group_by(Procedure) %>%
+ summarize(tot_pro_wise_amt = sum(AmountReceived)) %>%
+ filter(!is.na(tot_pro_wise_amt)) %>%
+ filter(tot_pro_wise_amt == max(tot_pro_wise_amt))
+
+
+# Qs : 8
+x <- Hosdf %>%
+ filter(!is.na(Time), Time != '-') %>%
+ group_by(Time) %>%
+ summarize(time_wise_cnt = n()) %>%
+ filter(Time != '') %>%
+ filter(time_wise_cnt == max(time_wise_cnt))
+
+
+# Qs : 10
+x <- Hosdf %>%
+ group_by(id)%>%
+ summarize(pat_wise_cnt = n()) %>%
+ filter(pat_wise_cnt > 1) %>%
+ summarize(tot_rep_vis = n())
+
+
+# Qs : 11
+x <- Hosdf %>%
+ group_by(id)%>%
+ summarize(pat_wise_cnt = n()) %>%
+ filter(pat_wise_cnt > 1) %>%
+ arrange(desc(pat_wise_cnt))
+
+
+# Qs : 12
+x <- Hosdf %>%
+ group_by(id, Procedure)%>%
+ summarize(pat_wise_cnt = n()) %>%
+ filter(pat_wise_cnt > 1) %>%
+ # summarize(tot_rep_vis = n())
+ arrange(id)
+
+
+# Qs : 13
+x <- Hosdf %>%
+ filter(!is.na(Sex), Sex!='-', !is.na(Age), Age!='-') %>%
+ group_by(Sex) %>%
+ summarize(M_mean=mean(parse_number(Age)))
+
+# Qs : 14
+x <- Hosdf$AmountBalance
+x <- as.numeric(parse_number(x))
+## Warning: 211 parsing failures.
+## row col expected actual
+## 1 -- a number -
+## 2 -- a number -
+## 3 -- a number -
+## 4 -- a number -
+## 5 -- a number -
+## ... ... ........ ......
+## See problems(...) for more details.
+x <- as.numeric(x)
+x[which(is.na(as.numeric(as.character(x))))]<-0
+x = sum(x)
+
+x <- Hosdf %>%
+ filter(!is.na(AmountBalance), AmountBalance!= '-') %>%
+ summarize(M_mean=sum(parse_number(AmountBalance)))
+## Warning: 211 parsing failures.
+## row col expected actual
+## 1 -- a number -
+## 2 -- a number -
+## 3 -- a number -
+## 4 -- a number -
+## 5 -- a number -
+## ... ... ........ ......
+## See problems(...) for more details.
+# Qs : 15
+x <- Hosdf %>%
+ filter( Procedure == 'Consultation', !is.na(AmountReceived), AmountReceived!= '-') %>%
+ group_by(Procedure) %>%
+ summarize(tot_pro_wise_amt = sum(AmountReceived))
+
+
+# Qs : 17
+x <- Hosdf %>%
+ filter(!is.na(Age), Age!='-') %>%
+ group_by(Age) %>%
+ summarize(Age_wise_cnt=n()) %>%
+ filter(Age!='') %>%
+ filter(Age_wise_cnt == max(Age_wise_cnt))
+
+
+# Qs : 18
+x <- Hosdf %>%
+ filter( Procedure == 'X Ray'|Procedure == 'Scalling', !is.na(AmountReceived), AmountReceived!= '-') %>%
+ group_by(Procedure) %>%
+ summarize(proc_wise_tot = sum(AmountReceived))
+
+
+
+
+