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 @@ + + + + + + + + + + + + + + +Hunain-_Khi_R_Assignment2.R + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + +
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))
+ + + + +
+ + + + + + + +