+
+
+
+
+
+
+Saba_Khi.R
+Saba.Ali
+Mon Mar 27 14:49:18 2017
+ +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, unionlibrary(tidyr)
+library(lubridate)##
+## Attaching package: 'lubridate'## The following object is masked from 'package:base':
+##
+## date#Question 1
+
+data <-read.csv("C:/Users/saba.ali/Desktop/Saba/hospitaldata.csv", strip.white = T, na.strings = c("-",""," ","\t","\n",NA), stringsAsFactors = F, header = TRUE)
+
+data <- rename(data, "Consulting_Doctor"=`Consulting..Doctor`, "Total_Charges"=`Total..Charges`, "Amount_Received"=`Amount..Received.`, "Amount_Balance"=`Amount..Balance`, "Amount_Received_By"=`Amount.Received.By`, "Amount_in_Hospital"=`Amount.in.Hospital`, "Receptionist_Name"=`Receptionist..Name`, "Next_Apt"=`Next.Apt`)
+
+
+#Question 2
+
+
+data$Date <- as.Date(strptime(data$Date, "%a, %B %d, %Y"))
+weekdays(as.Date(data$Date[which(table(data$Date) == max(table(data$Date)))]))## [1] "Monday"#Question 3
+
+
+data$Age <- as.numeric(gsub("[^0-9]",'',data$Age))
+mean(data$Age, na.rm = TRUE)## [1] 32.57216#Question 4
+
+
+x <- which(data$Age <=12)
+length(x)## [1] 24#Question 5
+
+
+data$Sex <- toupper(data$Sex)
+m <- data%>%
+ group_by(Sex,Procedure)%>%
+ filter(Sex == 'M')%>%
+ tally(sort=T)
+m## Source: local data frame [29 x 3]
+## Groups: Sex [1]
+##
+## Sex Procedure n
+## <chr> <chr> <int>
+## 1 M Consultation 37
+## 2 M X Ray 11
+## 3 M Injection 9
+## 4 M Crown 6
+## 5 M Dressing 5
+## 6 M Consultation+X Ray 4
+## 7 M Laboratory Test 3
+## 8 M R.C.T 3
+## 9 M Scalling 3
+## 10 M Extraction 2
+## # ... with 19 more rowsf <- data%>%
+ group_by(Sex,Procedure)%>%
+ filter(Sex == 'F')%>%
+ tally(sort=T)
+f## Source: local data frame [30 x 3]
+## Groups: Sex [1]
+##
+## Sex Procedure n
+## <chr> <chr> <int>
+## 1 F Consultation 46
+## 2 F Extraction 8
+## 3 F X Ray 4
+## 4 F Injection 3
+## 5 F Orthodontics 3
+## 6 F Scalling 3
+## 7 F USG 3
+## 8 F <NA> 3
+## 9 F 22 Unit Bridge 2
+## 10 F 4 Unit Bridge 2
+## # ... with 20 more rows#Question 6
+
+
+data$Total_Charges <- as.numeric(data$Total_Charges)## Warning: NAs introduced by coerciondata%>%
+ group_by(Consulting_Doctor)%>%
+ summarize(sum=sum(Total_Charges))%>%
+ arrange(desc(sum))## # A tibble: 23 × 2
+## Consulting_Doctor sum
+## <chr> <dbl>
+## 1 Dr Kinza Alam 76700
+## 2 Dr Saad 52000
+## 3 Dr Ali 26100
+## 4 Dr Qurat ul Ain 20900
+## 5 Dr Riffat Naheed 18800
+## 6 Dr Irfan 11000
+## 7 Dr Waqar Azeem 6000
+## 8 Dr Saad Riaz 5700
+## 9 Brig Farrukh 3750
+## 10 Dr Shireen 3200
+## # ... with 13 more rows#Question 7
+
+
+data%>%
+ group_by(Procedure)%>%
+ summarize(sum=sum(Total_Charges))%>%
+ arrange(desc(sum))## # A tibble: 48 × 2
+## Procedure sum
+## <chr> <dbl>
+## 1 Orthodontics 240000
+## 2 22 Unit Bridge 69500
+## 3 C Section 65000
+## 4 Operation 50000
+## 5 RCT (4 teeth) Bridge (9 teeth) 48000
+## 6 8 Unit Bridge+2 R.C.T 30000
+## 7 Crown 20000
+## 8 Scalling 16500
+## 9 R.C.T 15500
+## 10 Extraction 14600
+## # ... with 38 more rows#Question 8
+
+
+time = hour(strptime(data$Time,'%I:%M %p'))
+which.max(table(time))## 13
+## 5#Question 9
+
+data %>%
+ mutate(time_bracket = ifelse(time >= 6 & time <= 12, "Morning",
+ ifelse(time > 12 & time <= 16, "Afternoon",
+ ifelse(time > 16 & time <= 19, "Evening",
+ ifelse(time > 19, "Night", NA)))))## Date id Time Age Sex Consulting_Doctor Specialty
+## 1 2017-01-01 101 11:00 40 F Dr Kinza Alam Gynae
+## 2 2017-01-02 150 10:45AM 26 M Nursing Staff <NA>
+## 3 2017-01-02 58 12:38PM 30 F Dr Riffat Naheed Psychotherapist
+## 4 2017-01-02 75 1:00PM 40 M Dr Riffat Naheed Psychotherapist
+## 5 2017-01-02 97 2:45PM 27 M Dr Riffat Naheed Psychotherapist
+## 6 2017-01-02 101 3:00PM 40 F Dr Kinza Alam Gynae
+## 7 2017-01-02 26 3:28PM 43 M Dr Saniya M/o
+## 8 2017-01-02 149 3:45PM 28 F Dr Fakiha Dentist
+## 9 2017-01-02 20 3:45PM 2 F Dr Fakiha Dentist
+## 10 2017-01-02 72 5:00PM 40 M Dr Fakiha Dentist
+## 11 2017-01-02 54 5:00PM 32 F Dr Saniya M/o
+## 12 2017-01-02 149 5:30PM 28 F Dr Fakiha Dentist
+## 13 2017-01-03 120 1:00PM 76 F Dr Saniya M/o
+## 14 2017-01-03 120 3:25PM 75 F Dr Saniya M/o
+## 15 2017-01-03 20 6:10PM 36 F Dr Kinza Alam Gynae
+## 16 2017-01-04 40 11:45PM 42 F Dr Alaf Khan Dentist
+## 17 2017-01-04 134 12:40PM 23 F Dr Alaf Khan Dentist
+## 18 2017-01-04 86 8:10PM 48 F Dr Kinza Alam Gynae
+## 19 2017-01-04 114 8:30PM 25 F Dr Kinza Alam Gynae
+## 20 2017-01-05 155 12:40PM 50 F Dr Alaf Khan Dentist
+## 21 2017-01-05 45 2:00PM 60 F Dr Alaf Khan Dentist
+## 22 2017-01-05 4 2:00PM NA M Dr Irfan General Surgeon
+## 23 2017-01-06 38 12:30PM NA M Dr Riffat Naheed Psychotherapist
+## 24 2017-01-06 130 1:00PM 26 M Dr Riffat Naheed Psychotherapist
+## 25 2017-01-06 97 1:30PM 27 M Dr Riffat Naheed Psychotherapist
+## 26 2017-01-06 50 <NA> NA M Dr Alaf Khan Dentist
+## 27 2017-01-06 78 8:15PM 57 F Dr Ali Orthopedic
+## 28 2017-01-07 1 <NA> NA <NA> Nursing Staff <NA>
+## 29 2017-01-09 48 12:36PM 39 F Dr Alaf Khan Dentist
+## 30 2017-01-09 79 1:30PM 6 F Dr Alaf Khan Dentist
+## 31 2017-01-09 116 2:30PM 26 M Dr Alaf Khan Dentist
+## 32 2017-01-09 45 3:15PM 60 F Dr Alaf Khan Dentist
+## 33 2017-01-09 67 5:20PM 26 M Dr Alaf Khan Dentist
+## 34 2017-01-09 36 5:30PM 5 F Dr Alaf Khan Dentist
+## 35 2017-01-10 17 3:50PM 40 M Dr Alaf Khan Dentist
+## 36 2017-01-10 84 6:00PM 9 F Dr Irfan General Surgeon
+## 37 2017-01-10 1 <NA> NA <NA> Nursing Staff <NA>
+## 38 2017-01-11 57 <NA> 30 F Dr Alaf Khan Dentist
+## 39 2017-01-11 119 3:00PM 40 F Dr Ammara Gynae
+## 40 2017-01-11 145 4:30PM 29 M Dr Alaf Khan Dentist
+## 41 2017-01-11 92 4:30PM 39 F Dr Alaf Khan Dentist
+## 42 2017-01-12 63 10:45AM 50 M Dr Alaf Khan Dentist
+## 43 2017-01-12 63 02:00PM 50 M Dr Alaf Khan Dentist
+## 44 2017-01-12 63 02:00PM 50 M Brig Asif Medical Specialist
+## 45 2017-01-13 45 11:20AM 60 F Dr Alaf Khan Dentist
+## 46 2017-01-13 145 3:00PM 29 M Dr Fakiha Dentist
+## 47 2017-01-13 70 8:00PM 48 M Brig Farrukh Anaesthetist
+## 48 2017-01-14 88 4:30PM 45 F Dr Fakiha Dentist
+## 49 2017-01-14 40 6:30PM 42 F Dr Fakiha Dentist
+## 50 2017-01-15 42 9:00PM 29 F Nursing Staff <NA>
+## 51 2017-01-16 7 <NA> 26 M Nursing Staff <NA>
+## 52 2017-01-16 106 1:30PM 34 M Dr Alaf Khan Dentist
+## 53 2017-01-16 22 6:00PM 50 F Dr Zubair M/o
+## 54 2017-01-16 88 6:20PM 45 F Dr Fakiha Dentist
+## 55 2017-01-17 52 11:25AM 30 M Dr Alaf Khan Dentist
+## 56 2017-01-17 17 11:15AM 40 M Dr Alaf Khan Dentist
+## 57 2017-01-17 17 1:10PM 40 M Brig Asif Medical Specialist
+## 58 2017-01-17 136 3:30PM 29 M Dr Fakiha Dentist
+## 59 2017-01-17 27 6:15PM 27 M Dr Fakiha Dentist
+## 60 2017-01-18 71 9:40PM 23 M Dr Alaf Khan Dentist
+## 61 2017-01-18 12 12:00PM 60 F Dr Alaf Khan Dentist
+## 62 2017-01-18 127 2:00PM 52 F Dr Alaf Khan Dentist
+## 63 2017-01-18 82 5:00PM 21 M Dr Zubair M/o
+## 64 2017-01-19 103 <NA> 32 M Nursing Staff <NA>
+## 65 2017-01-19 31 11:00AM 58 F Dr Alaf Khan Dentist
+## 66 2017-01-19 1 <NA> NA <NA> Nursing Staff <NA>
+## 67 2017-01-19 1 <NA> NA <NA> Nursing Staff <NA>
+## 68 2017-01-20 1 <NA> NA <NA> Nursing Staff <NA>
+## 69 2017-01-21 131 10:15AM 26 F Dr Alaf Khan Dentist
+## 70 2017-01-21 101 1:20PM 40 F Dr Kinza Alam Gynae
+## 71 2017-01-21 145 1:30PM 29 M Dr Fakiha Dentist
+## 72 2017-01-23 144 12:15PM 33 M Dr Riffat Naheed Psychotherapist
+## 73 2017-01-23 37 1:00PM 30 F Dr Riffat Naheed Psychotherapist
+## 74 2017-01-23 135 1:15PM 28 F Dr Riffat Naheed Psychotherapist
+## 75 2017-01-23 59 4:50PM 10 M Dr Ali Child Specialist
+## 76 2017-01-24 130 1:00PM 26 M Dr Riffat Naheed Psychotherapist
+## 77 2017-01-24 104 1:15PM 19 M Dr Riffat Naheed Psychotherapist
+## 78 2017-01-24 98 2:10PM 53 F Dr Saad Orthopedic
+## 79 2017-01-24 102 1:30PM 30 M Dr Riffat Naheed Psychotherapist
+## 80 2017-01-25 59 <NA> 10 M Nursing Staff <NA>
+## 81 2017-01-25 1 <NA> NA <NA> Nursing Staff <NA>
+## 82 2017-01-26 73 12:50PM 55 M Dr Alaf Khan Dentist
+## 83 2017-01-26 116 3:30PM 26 M Dr Alaf Khan Dentist
+## 84 2017-01-26 125 5:40PM 30 F Dr Alaf Khan Dentist
+## 85 2017-01-26 1 <NA> NA <NA> Nursing Staff <NA>
+## 86 2017-01-26 1 <NA> NA <NA> Nursing Staff <NA>
+## 87 2017-01-26 1 <NA> NA <NA> Nursing Staff <NA>
+## 88 2017-01-28 129 <NA> 28 M Dr Ali Child Specialist
+## 89 2017-01-28 85 6:45PM NA F Dr Irfan General Surgeon
+## 90 2017-01-28 147 9:45PM 9 M Nursing Staff <NA>
+## 91 2017-01-29 1 <NA> NA <NA> Nursing Staff <NA>
+## 92 2017-01-30 140 1:00PM 28 F Dr Alaf Khan Dentist
+## 93 2017-01-30 39 1:30PM 47 M Dr Alaf Khan Dentist
+## 94 2017-01-30 124 5:40PM 49 F Brig Asif Medical Specialist
+## 95 2017-01-30 8 5:35PM 19 M Dr Qurat ul Ain Dentist
+## 96 2017-01-30 51 6:00PM 31 M Dr Qurat ul Ain Dentist
+## 97 2017-01-31 152 5:30PM 7 F Dr Fakiha Dentist
+## 98 2017-01-31 21 6:30PM 26 M Dr Zubair M/o
+## 99 2017-01-31 115 6:50PM 8 F Dr Qurat ul Ain Dentist
+## 100 2017-02-01 109 2:10PM 28 F Dr Alaf Khan Dentist
+## 101 2017-02-01 153 2:10PM 17 F Dr Alaf Khan Dentist
+## 102 2017-02-01 62 1:00PM 54 M Dr Alaf Khan Dentist
+## 103 2017-02-01 111 1:40PM 35 F Col Ulfat Ellahi ENT
+## 104 2017-02-01 142 6:00PM 45 M Dr Qurat ul Ain Dentist
+## 105 2017-02-02 117 12:00PM 30 F Dr Shireen M/o
+## 106 2017-02-02 140 1:00PM 30 F Dr Alaf Khan Dentist
+## 107 2017-02-02 100 1:25PM 23 F Dr Alaf Khan Dentist
+## 108 2017-02-03 133 4:45PM 27 F Dr Alaf Khan Dentist
+## 109 2017-02-03 44 8:00PM 6 M Dr Ali Child Specialist
+## 110 2017-02-04 35 4:00PM 2 F Dr Qurat ul Ain Dentist
+## 111 2017-02-04 150 4:00PM 30 M Dr Qurat ul Ain Dentist
+## 112 2017-02-06 118 7:30PM 32 F Dr Kinza Alam Gynae
+## 113 2017-02-06 114 7:45PM 25 F Dr Kinza Alam Gynae
+## 114 2017-02-06 49 1:30PM 80 M Dr Ali Child Specialist
+## 115 2017-02-06 126 1:30PM 70 F Dr Alaf Khan Dentist
+## 116 2017-02-06 141 4:00PM 20 M Dr Riffat Naheed Psychotherapist
+## 117 2017-02-06 17 6:15PM 23 M Dr Ammad M/o
+## 118 2017-02-07 12 12:00PM 60 F Dr Alaf Khan Dentist
+## 119 2017-02-07 60 1:10PM 50 M Dr Alaf Khan Dentist
+## 120 2017-02-07 140 2:15PM 30 F Dr Alaf Khan Dentist
+## 121 2017-02-07 41 6:00PM 13 M Dr Qurat ul Ain Dentist
+## 122 2017-02-07 87 8:00PM 30 F Dr Qurat ul Ain Dentist
+## 123 2017-02-08 132 10:13AM 13 M Dr Alaf Khan Dentist
+## 124 2017-02-08 132 12:00PM 13 M Dr Alaf Khan Dentist
+## 125 2017-02-08 13 12:00PM 39 F Dr Saad Orthopedic
+## 126 2017-02-08 109 2:40PM 28 F Dr Alaf Khan Dentist
+## 127 2017-02-08 109 2:40PM 28 F Dr Alaf Khan Dentist
+## 128 2017-02-08 153 2:40PM 17 F Dr Alaf Khan Dentist
+## 129 2017-02-08 43 10:00AM 27 M Dr Alaf Khan Dentist
+## 130 2017-02-10 5 9:30AM 57 M Dr Alaf Khan Dentist
+## 131 2017-02-10 14 6:30PM 6 M Nursing Staff <NA>
+## 132 2017-02-10 123 7:00PM 18 M Dr Qurat ul Ain Dentist
+## 133 2017-02-11 137 12:00PM 25 M Dr Ali Child Specialist
+## 134 2017-02-11 91 4:20PM 50 F Dr Qurat ul Ain Dentist
+## 135 2017-02-11 23 5:57PM NA F Dr Qurat ul Ain Dentist
+## 136 2017-02-11 154 6:15PM 19 F Dr Qurat ul Ain Dentist
+## 137 2017-02-12 112 7:15PM 39 M Dr Saad Orthopedic
+## 138 2017-02-12 81 12:00PM 6 F Dr Alaf Khan Dentist
+## 139 2017-02-13 15 11:20AM 40 M Dr Waqar Azeem Radiologist
+## 140 2017-02-13 112 3:40PM 39 M Dr Saad Orthopedic
+## 141 2017-02-13 9 7:00PM 20 F Dr Qurat ul Ain Dentist
+## 142 2017-02-13 2 <NA> NA <NA> Dr Ali Child Specialist
+## 143 2017-02-14 113 2:30PM 14 M Dr Saad Riaz Orthopedic
+## 144 2017-02-14 4 3:00PM NA M Nursing Staff <NA>
+## 145 2017-02-14 19 7:02PM 6 F Dr Waqar Azeem Radiologist
+## 146 2017-02-15 118 11:40AM 24 F Dr Alaf Khan Dentist
+## 147 2017-02-15 94 4:45PM 3 M Dr Ali Child Specialist
+## 148 2017-02-15 64 6:15PM 23 M Dr Ammad M/o
+## 149 2017-02-17 29 4:10PM 29 M Dr Alaf Khan Dentist
+## 150 2017-02-17 66 5:30PM 55 M Dr Alaf Khan Dentist
+## 151 2017-02-17 107 6:30PM 30 F Nursing Staff <NA>
+## 152 2017-02-18 108 6:20PM NA M Dr Ali Child Specialist
+## 153 2017-02-18 30 6:10PM 30 F Dr Qurat ul Ain Dentist
+## 154 2017-02-18 94 11:30AM 3 M Nursing Staff <NA>
+## 155 2017-02-19 55 2:45PM NA M Dr Qurat ul Ain Dentist
+## 156 2017-02-20 132 <NA> 13 M Dr Alaf Khan Dentist
+## 157 2017-02-20 68 1:25PM 10 M Dr Shireen M/o
+## 158 2017-02-20 80 2:00PM 30 F Dr Shireen M/o
+## 159 2017-02-20 99 7:00PM 45 F Dr Saima Shams Radiologist
+## 160 2017-02-20 94 10:15PM 3 M Nursing Staff <NA>
+## 161 2017-02-21 151 1:00PM 38 M Dr Alaf Khan Dentist
+## 162 2017-02-21 53 6:00PM 20 F Dr Waqar Azeem Radiologist
+## 163 2017-02-21 11 7:11PM 2 F Dr Ali Child Specialist
+## 164 2017-02-21 94 10:10PM 3 M Nursing Staff <NA>
+## 165 2017-02-21 64 <NA> NA <NA> Nursing Staff <NA>
+## 166 2017-02-22 100 3:00PM 23 F Dr Alaf Khan Dentist
+## 167 2017-02-22 16 4:30PM 26 M Dr Mumtaz General Surgeon
+## 168 2017-02-22 6 5:00PM 35 M Dr Waqar Azeem Radiologist
+## 169 2017-02-23 33 1:55PM 22 M Dr Alaf Khan Dentist
+## 170 2017-02-23 89 1:50PM 65 F Dr Saad Riaz Orthopedic
+## 171 2017-02-23 13 2:00PM 45 F Dr Saad Riaz Orthopedic
+## 172 2017-02-23 47 3:00PM 21 F Dr Riffat Naheed Psychotherapist
+## 173 2017-02-24 80 9:30PM 30 F Dr Mehwish Gynae
+## 174 2017-02-25 128 3:45PM 64 F Dr Qurat ul Ain Dentist
+## 175 2017-02-25 93 4:00PM 40 F Dr Ali Child Specialist
+## 176 2017-02-27 143 11:30AM 52 F Dr Alaf Khan Dentist
+## 177 2017-02-27 56 12:20PM 55 F Dr Alaf Khan Dentist
+## 178 2017-02-27 96 <NA> 54 M Dr Qurat ul Ain Dentist
+## 179 2017-02-28 65 10:30PM 30 M Nursing Staff <NA>
+## 180 2017-02-28 96 12:40PM 53 M Dr Alaf Khan Dentist
+## 181 2017-02-28 90 <NA> NA F Dr Alaf Khan Dental
+## 182 2017-02-28 151 3:00PM 38 F Dr Alaf Khan Dentist
+## 183 2017-02-28 139 8:00PM 30 M Nursing Staff <NA>
+## 184 2017-03-01 107 5:00PM 17 F Dr Qurat ul Ain Dentist
+## 185 2017-03-01 28 6:00PM 3 F Dr Qurat ul Ain Dentist
+## 186 2017-03-01 46 <NA> 17 M Nursing Staff <NA>
+## 187 2017-03-01 25 7:00PM NA F Dr Kinza Alam Gynae
+## 188 2017-03-01 24 7:10PM NA M Dr Ammad M/o
+## 189 2017-03-02 140 12:48PM 30 F Dr Alaf Khan Dentist
+## 190 2017-03-02 46 3:00PM 17 M Nursing Staff <NA>
+## 191 2017-03-02 114 7:05PM 26 F Dr Kinza Alam Gynae
+## 192 2017-03-02 3 <NA> NA <NA> Nursing Staff <NA>
+## 193 2017-03-03 138 11:20AM 45 F Dr Alaf Khan Dentist
+## 194 2017-03-03 107 12:30PM 17 F Dr Alaf Khan Dentist
+## 195 2017-03-03 34 1:30PM 22 M Dr Alaf Khan Dentist
+## 196 2017-03-03 133 4:10PM 30 F Dr Ali Child Specialist
+## 197 2017-03-03 46 5:45PM 17 M Nursing Staff <NA>
+## 198 2017-03-03 74 2:40PM 38 M Dr Waqar Azeem Radiologist
+## 199 2017-03-05 46 <NA> 17 M Nursing Staff <NA>
+## 200 2017-03-06 83 1:20PM 34 M Dr Alaf Khan Dentist
+## 201 2017-03-06 61 5:30PM 28 F Dr Qurat ul Ain Dentist
+## 202 2017-03-06 122 7:00PM 78 M Nursing Staff <NA>
+## 203 2017-03-07 95 <NA> 56 M Dr Alaf Khan Dentist
+## 204 2017-03-07 69 3:00PM 53 M Dr Alaf Khan Dentist
+## 205 2017-03-07 146 <NA> 21 M Dr Ammad M/o
+## 206 2017-03-07 46 7:40PM 17 M Nursing Staff <NA>
+## 207 2017-03-07 32 2:00PM NA F Nursing Staff <NA>
+## 208 2017-03-07 122 9:35PM 78 M Nursing Staff <NA>
+## 209 2017-03-08 148 8:30PM 3 F Nursing Staff <NA>
+## 210 2017-03-08 122 10:00PM 76 M Nursing Staff <NA>
+## 211 2017-03-08 10 4:45PM 9 F Dr Qurat ul Ain Dentist
+## 212 2017-03-08 76 6:55PM 32 M Dr Paul Dermatologist
+## 213 2017-03-08 1 12:00PM NA F Nursing Staff <NA>
+## 214 2017-03-08 25 7:30PM NA F Dr Kinza Alam Gynae
+## 215 2017-03-09 77 12:00PM 24 M Dr Alaf Khan Dentist
+## 216 2017-03-09 121 9:00AM 3 F Nursing Staff <NA>
+## 217 2017-03-09 122 <NA> 76 M Nursing Staff <NA>
+## 218 2017-03-09 1 <NA> NA <NA> Nursing Staff <NA>
+## 219 2017-03-09 18 3:30PM 39 M Dr Alaf Khan Dentist
+## 220 2017-03-09 110 6:00PM 30 M Dr Qurat ul Ain Dentist
+## 221 2017-03-10 122 10:20AM 76 M Nursing Staff <NA>
+## 222 2017-03-10 105 11:20PM 45 F Dr Shireen M/o
+## Procedure Total_Charges Amount_Received
+## 1 C Section 30000 30000
+## 2 Dressing 1500 1500
+## 3 Consultation 1000 1000
+## 4 Consultation 1500 1500
+## 5 Consultation 2000 2000
+## 6 C Section 35000 35000
+## 7 Consultation 2000 2000
+## 8 Consultation 500 500
+## 9 Consultation NA NA
+## 10 Consultation 500 500
+## 11 Consultation 2000 2000
+## 12 Filling 2000 2000
+## 13 Laboratory Test NA NA
+## 14 <NA> NA NA
+## 15 Consultation 1500 1500
+## 16 Consultation+Denture 1500 1500
+## 17 Consultation 500 500
+## 18 Consultation 1500 1500
+## 19 Consultation 1000 1000
+## 20 Extraction 2000 2000
+## 21 R.P.D + Crown 4000 4000
+## 22 Consultation + Dressing 5000 5000
+## 23 Consultation 1000 1000
+## 24 Consultation 1000 1000
+## 25 Consultation 1000 1000
+## 26 Consultation 500 500
+## 27 Consultation 6000 6000
+## 28 Pharmacy NA NA
+## 29 Consultation 500 500
+## 30 Consultation 500 500
+## 31 X Ray 300 300
+## 32 R.P.D + Crown 7000 7000
+## 33 Consultation+X Ray 800 800
+## 34 Consultation 250 250
+## 35 RCT (4 teeth) Bridge (9 teeth) 10000 10000
+## 36 Consultation + X Ray 3000 3000
+## 37 Pharmacy NA NA
+## 38 Laboratory Test NA NA
+## 39 Consultation + USG 1500 1500
+## 40 Crown 3000 3000
+## 41 Consultation 500 500
+## 42 Consultation 500 500
+## 43 Scalling 3000 3000
+## 44 Consultation 500 500
+## 45 Polishing 500 500
+## 46 Crown 1500 1500
+## 47 Consultation 3750 3750
+## 48 Filling + X Rays 2600 2600
+## 49 Denture+Scalling+Filling 5500 5500
+## 50 Pharmacy 900 900
+## 51 Laboratory Test NA NA
+## 52 Crown 5000 5000
+## 53 Consultation 1000 1000
+## 54 Extraction 2500 2500
+## 55 RCT 3000 3000
+## 56 RCT (4 teeth) Bridge (9 teeth) 38000 38000
+## 57 Consultation 1000 1000
+## 58 Scalling 4000 4000
+## 59 Filling 2000 2000
+## 60 X Ray 300 300
+## 61 22 Unit Bridge 25500 25500
+## 62 Extraction 1000 1000
+## 63 Consultation 500 500
+## 64 Laboratory Test NA NA
+## 65 Consultation 500 500
+## 66 Pharmacy NA NA
+## 67 Pharmacy NA NA
+## 68 Pharmacy NA NA
+## 69 X Ray 300 300
+## 70 Consultation 1200 1200
+## 71 Crown 500 500
+## 72 Consultation 1000 1000
+## 73 Consultation 1000 1000
+## 74 Consultation 2000 2000
+## 75 Consultation+ER Retain 2800 2800
+## 76 Consultation 800 800
+## 77 Consultation 2000 2000
+## 78 Consultation 1000 1000
+## 79 Consultation 1000 1000
+## 80 Laboratory Test NA NA
+## 81 Pharmacy NA NA
+## 82 Consultation+X Ray 700 700
+## 83 X Ray 300 300
+## 84 Consultation 500 500
+## 85 Pharmacy NA NA
+## 86 Pharmacy NA NA
+## 87 Pharmacy NA NA
+## 88 Consultation 1150 1150
+## 89 <NA> 3000 3000
+## 90 Consultation 1000 1000
+## 91 Pharmacy NA NA
+## 92 Consultation 500 500
+## 93 X Ray 300 300
+## 94 Consultation+ECG 1300 1300
+## 95 Consultation+X Ray 800 800
+## 96 Consultation 500 500
+## 97 Filling 1000 1000
+## 98 Consultation 200 200
+## 99 Extraction 1500 1500
+## 100 R.C.T 2000 2000
+## 101 Orthodontics 10000 10000
+## 102 Scalling 2000 2000
+## 103 Consultation 1000 1000
+## 104 Extraction 2000 2000
+## 105 Consultation 500 500
+## 106 Extraction 1000 1000
+## 107 Consultation 500 500
+## 108 X Ray 500 500
+## 109 Consultation 1000 1000
+## 110 Consultation 500 500
+## 111 Consultation 500 500
+## 112 Consultation+USG 1500 1500
+## 113 Consultation 1000 1000
+## 114 Consultation+Retain 3500 3500
+## 115 Scalling 3000 3000
+## 116 Consultation 2000 2000
+## 117 Consultation 200 200
+## 118 22 Unit Bridge 44000 30000
+## 119 Consultation 500 500
+## 120 4 Unit Bridge 3000 3000
+## 121 X Ray 500 500
+## 122 Consultation 500 500
+## 123 Consultation 500 500
+## 124 R.C.T 3500 3500
+## 125 Consultation 1000 1000
+## 126 R.C.T 2000 2000
+## 127 Crown 3000 NA
+## 128 Orthodontics 110000 20000
+## 129 Consultation+X Ray 800 800
+## 130 X Ray 300 300
+## 131 X Ray 300 300
+## 132 Filling 1500 1500
+## 133 Consultation 1000 1000
+## 134 Scalling 2500 2500
+## 135 Consultation 1000 1000
+## 136 Scalling 2000 2000
+## 137 Operation 35000 35000
+## 138 Consultation+X Ray 700 700
+## 139 USG Abdomen 1000 1000
+## 140 Operation 15000 15000
+## 141 Consultation 500 500
+## 142 Consultation 1500 1500
+## 143 Pop 3700 3700
+## 144 Er Retain 300 300
+## 145 USG 2000 2000
+## 146 X Ray 400 400
+## 147 Consultation + Nebulize 1150 1150
+## 148 Consultation 200 200
+## 149 X Ray 200 200
+## 150 Extraction 1000 1000
+## 151 X Ray 1000 1000
+## 152 Consultation 3000 3000
+## 153 Extraction 1500 1500
+## 154 Injection 300 300
+## 155 X Ray 300 300
+## 156 Crown 5000 5000
+## 157 Stiches 700 700
+## 158 Consultation 1200 1200
+## 159 USG 1500 1500
+## 160 Injection 300 300
+## 161 R.C.T+Scalling+Crown 5000 5000
+## 162 USG 1000 1000
+## 163 Consultation 1000 1000
+## 164 Injection 300 300
+## 165 Medicine 100 100
+## 166 Orthodontics 120000 30000
+## 167 Consultation 1000 1000
+## 168 USG 1000 1000
+## 169 R.C.T 3000 3000
+## 170 Consultation 1000 1000
+## 171 Consultation 1000 1000
+## 172 Consultation 1500 1500
+## 173 Consultation 1000 1000
+## 174 Consultation 500 500
+## 175 <NA> 3000 3000
+## 176 Consultation 500 500
+## 177 Extraction 600 600
+## 178 Consultation 500 500
+## 179 BSR 50 50
+## 180 8 Unit Bridge+2 R.C.T 30000 8000
+## 181 Consultation 1000 1000
+## 182 R.C.T+Scalling+Crown 4500 4500
+## 183 X Ray 500 500
+## 184 Extraction 1500 1500
+## 185 Consultation 500 500
+## 186 Dressing 500 500
+## 187 Consultation 1500 1500
+## 188 Consultation 500 500
+## 189 4 Unit Bridge 8000 8000
+## 190 Injection 50 50
+## 191 Consultation 1000 1000
+## 192 Dressing 100 100
+## 193 Consultation 500 500
+## 194 R.C.T+Crown 8000 8000
+## 195 Crown 2000 2000
+## 196 Consultation 1000 1000
+## 197 Dressing 300 300
+## 198 USG KUB 1000 1000
+## 199 Dressing 300 300
+## 200 Consultation 500 500
+## 201 Consultation+X Ray 950 950
+## 202 Injection 100 100
+## 203 X Ray 300 300
+## 204 <NA> 15000 15000
+## 205 Consultation 500 500
+## 206 Dressing 200 200
+## 207 Coupety 300 300
+## 208 Injection 100 100
+## 209 Injection 100 100
+## 210 Injection 100 100
+## 211 Consultation+x Ray 650 650
+## 212 Consultation 1500 1000
+## 213 Injection 150 150
+## 214 Consultation 1500 1500
+## 215 R.C.T 5000 2000
+## 216 Injection 100 100
+## 217 Injection 100 100
+## 218 Cancelled NA NA
+## 219 Scalling+Polishing 4000 4000
+## 220 Consultation 200 200
+## 221 Injection 100 100
+## 222 Consultation 800 800
+## Amount_Balance Amount_Received_By Amount_in_Hospital
+## 1 <NA> Mrs Shamsa NA
+## 2 <NA> Dr Saniya NA
+## 3 <NA> Mrs Shamsa 300
+## 4 <NA> Mrs Shamsa 450
+## 5 <NA> Mrs Shamsa 600
+## 6 <NA> Dr Saniya NA
+## 7 <NA> Dr Saniya NA
+## 8 <NA> Mrs Shamsa 500
+## 9 <NA> <NA> NA
+## 10 <NA> Mrs Shamsa 500
+## 11 <NA> Dr Saniya NA
+## 12 <NA> Mrs Shamsa 2000
+## 13 <NA> <NA> NA
+## 14 <NA> <NA> NA
+## 15 <NA> Mrs Shamsa 450
+## 16 <NA> Brig Farrukh NA
+## 17 <NA> Brig Farrukh 500
+## 18 <NA> Brig Farrukh 450
+## 19 <NA> Brig Farrukh 300
+## 20 <NA> Brig Farrukh 2000
+## 21 <NA> Brig Farrukh 4000
+## 22 <NA> Brig Farrukh 4000
+## 23 <NA> Mrs Shamsa 300
+## 24 <NA> Mrs Shamsa 300
+## 25 <NA> Mrs Shamsa 300
+## 26 <NA> Mrs Shamsa 500
+## 27 <NA> Mrs Shamsa 3000
+## 28 <NA> <NA> NA
+## 29 <NA> Mrs Shamsa 500
+## 30 <NA> Mrs Shamsa 500
+## 31 <NA> Mrs Shamsa 300
+## 32 <NA> Mrs Shamsa 7000
+## 33 <NA> Mrs Shamsa 800
+## 34 <NA> Mrs Shamsa 250
+## 35 <NA> Mrs Shamsa NA
+## 36 <NA> Mrs Shamsa 3000
+## 37 <NA> <NA> NA
+## 38 <NA> Mrs Shamsa NA
+## 39 <NA> Mrs Shamsa 500
+## 40 <NA> Mrs Shamsa NA
+## 41 <NA> Mrs Shamsa 500
+## 42 <NA> Mrs Shamsa 500
+## 43 <NA> Mrs Shamsa 3000
+## 44 <NA> Mrs Shamsa 150
+## 45 <NA> Mrs Shamsa 500
+## 46 <NA> Mrs Shamsa 1500
+## 47 <NA> Dr Ammad 3750
+## 48 <NA> Dr Ammad 2600
+## 49 <NA> Dr Ammad 5500
+## 50 <NA> Dilshad 900
+## 51 <NA> <NA> NA
+## 52 <NA> Dr Ammad 5000
+## 53 <NA> Dr Ammad 400
+## 54 <NA> Dr Ammad 2500
+## 55 <NA> Mrs Shamsa 3000
+## 56 <NA> Mrs Shamsa 38000
+## 57 <NA> Mrs Shamsa 300
+## 58 <NA> Mrs Shamsa 4000
+## 59 <NA> Mrs Shamsa 2000
+## 60 <NA> <NA> 300
+## 61 <NA> <NA> 25500
+## 62 <NA> <NA> 1000
+## 63 <NA> <NA> 500
+## 64 <NA> <NA> NA
+## 65 <NA> Mrs Shamsa 500
+## 66 <NA> <NA> NA
+## 67 <NA> <NA> NA
+## 68 <NA> <NA> NA
+## 69 <NA> Mrs Shamsa 300
+## 70 <NA> Mrs Shamsa 360
+## 71 <NA> Mrs Shamsa 500
+## 72 <NA> Mrs Shamsa 300
+## 73 <NA> Mrs Shamsa 300
+## 74 <NA> Mrs Shamsa 600
+## 75 <NA> Mrs Shamsa 1600
+## 76 <NA> Mrs Shamsa 240
+## 77 <NA> Mrs Shamsa 600
+## 78 <NA> Mrs Shamsa 600
+## 79 <NA> Mrs Shamsa 300
+## 80 <NA> <NA> NA
+## 81 <NA> <NA> NA
+## 82 <NA> <NA> 700
+## 83 <NA> <NA> 300
+## 84 <NA> <NA> 500
+## 85 <NA> <NA> NA
+## 86 <NA> <NA> NA
+## 87 <NA> <NA> NA
+## 88 <NA> Mrs Shamsa NA
+## 89 <NA> Mrs Shamsa NA
+## 90 <NA> Mrs Shamsa NA
+## 91 <NA> <NA> NA
+## 92 <NA> Dr Ammad 500
+## 93 <NA> Dr Ammad 300
+## 94 <NA> Dr Ammad 600
+## 95 <NA> Dr Ammad 800
+## 96 <NA> Dr Ammad 500
+## 97 <NA> Mrs Shamsa 1000
+## 98 <NA> Mrs Shamsa 200
+## 99 <NA> Mrs Shamsa 1500
+## 100 <NA> Dr Ammad 2000
+## 101 <NA> Dr Ammad 10000
+## 102 <NA> Dr Ammad 2000
+## 103 <NA> Dr Ammad 300
+## 104 <NA> Dr Ammad 2000
+## 105 <NA> Dr Ammad 500
+## 106 <NA> Dr Ammad 1000
+## 107 <NA> Dr Ammad 500
+## 108 <NA> Dr Ammad 500
+## 109 <NA> Dr Ammad 300
+## 110 <NA> Dr Ammad 500
+## 111 <NA> Dr Ammad 500
+## 112 <NA> Dr Ammad 800
+## 113 <NA> Dr Ammad 300
+## 114 <NA> Dr Ammad 2000
+## 115 <NA> Dr Ammad 3000
+## 116 <NA> Dr Ammad 600
+## 117 <NA> Dr Ammad 200
+## 118 14,000.00 Dr Ammad 30000
+## 119 <NA> Dr Ammad 500
+## 120 <NA> Dr Ammad 3000
+## 121 <NA> Dr Ammad 500
+## 122 <NA> Dr Ammad 500
+## 123 <NA> Dr Ammad 500
+## 124 <NA> Dr Ammad 3500
+## 125 <NA> Dr Ammad 300
+## 126 <NA> Dr Ammad 2000
+## 127 3,000.00 Dr Ammad NA
+## 128 90,000.00 Dr Ammad 20000
+## 129 <NA> Dr Ammad 800
+## 130 <NA> Dr Ammad 300
+## 131 <NA> Dr Ammad 300
+## 132 <NA> Dr Ammad 1500
+## 133 <NA> Mrs Shamsa 300
+## 134 <NA> Mrs Shamsa 2500
+## 135 <NA> Mrs Shamsa 1000
+## 136 <NA> Mrs Shamsa 2000
+## 137 <NA> Mrs Shamsa 35000
+## 138 <NA> Mrs Shamsa 700
+## 139 <NA> Dr Ammad 300
+## 140 <NA> Dr Ammad 15000
+## 141 <NA> Dr Ammad 500
+## 142 <NA> Dr Ammad 500
+## 143 <NA> Dr Ammad 1700
+## 144 <NA> Dr Ammad 300
+## 145 <NA> Dr Ammad 1300
+## 146 <NA> Mrs Shamsa 400
+## 147 <NA> 150 Mrs Shamsa, 300 Dr Ammad 450
+## 148 <NA> Dr Ammad 200
+## 149 <NA> Dr Ammad 200
+## 150 <NA> Dr Ammad 1000
+## 151 <NA> Dr Ammad 1000
+## 152 <NA> Dr Ammad 1600
+## 153 <NA> Dr Ammad 1500
+## 154 <NA> Dr Ammad 300
+## 155 <NA> Dr Ammad 300
+## 156 <NA> Dr Ammad 5000
+## 157 <NA> Dr Ammad 700
+## 158 <NA> Dr Ammad 1200
+## 159 <NA> Dr Ammad 900
+## 160 <NA> Dr Ammad 300
+## 161 <NA> Dr Ammad 5000
+## 162 <NA> Dr Ammad 400
+## 163 <NA> Dr Ammad 300
+## 164 <NA> Dr Ammad 300
+## 165 <NA> <NA> 100
+## 166 90,000.00 Dr Ammad 30000
+## 167 <NA> Dr Ammad 500
+## 168 <NA> Dr Ammad 400
+## 169 <NA> Dr Ammad 3000
+## 170 <NA> Dr Ammad 500
+## 171 <NA> Dr Ammad 300
+## 172 <NA> Dr Ammad 700
+## 173 <NA> Dr Ammad 500
+## 174 <NA> Dr Ammad 500
+## 175 <NA> Dr Ammad 1600
+## 176 <NA> Dr Ammad 500
+## 177 <NA> Dr Ammad 600
+## 178 <NA> Dr Ammad 500
+## 179 <NA> Dr Ammad 50
+## 180 22,000.00 Dr Ammad 8000
+## 181 <NA> Dr Ammad 1000
+## 182 <NA> Dr Ammad 4500
+## 183 <NA> Dr Ammad 500
+## 184 <NA> Dr Ammad 1500
+## 185 <NA> Dr Ammad 500
+## 186 <NA> Dr Ammad 200
+## 187 <NA> Dr Ammad 500
+## 188 <NA> Dr Ammad 500
+## 189 <NA> Dr Ammad 8000
+## 190 <NA> Dr Ammad 50
+## 191 <NA> Dr Ammad 300
+## 192 <NA> Dr Ammad 100
+## 193 <NA> Dr Ammad 500
+## 194 <NA> Dr Ammad 8000
+## 195 <NA> Dr Ammad 2000
+## 196 <NA> Dr Ammad 300
+## 197 <NA> Dr Ammad 300
+## 198 <NA> Dr Ammad 300
+## 199 <NA> Dr Ammad 200
+## 200 <NA> Dr Ammad 500
+## 201 <NA> Dr Ammad 950
+## 202 <NA> Dr Ammad 100
+## 203 <NA> Dr Ammad 300
+## 204 <NA> Dr Ammad 15000
+## 205 <NA> Dr Ammad 500
+## 206 <NA> Dr Ammad 200
+## 207 <NA> Dr Ammad 300
+## 208 <NA> Dr Ammad 100
+## 209 <NA> Dr Ammad 100
+## 210 <NA> Dr Ammad 100
+## 211 <NA> Dr Ammad 650
+## 212 500 Dr Ammad 300
+## 213 <NA> Dr Ammad 150
+## 214 <NA> Dr Ammad 500
+## 215 3,000.00 Dr Ammad 2000
+## 216 <NA> Dr Ammad 100
+## 217 <NA> Dr Ammad 100
+## 218 <NA> Dr Ammad NA
+## 219 <NA> Dr Ammad 4000
+## 220 <NA> Dr Ammad 200
+## 221 <NA> Dr Ammad 100
+## 222 <NA> Dr Ammad 800
+## Receptionist_Name Next_Apt time_bracket
+## 1 Hamza <NA> <NA>
+## 2 Haris <NA> Morning
+## 3 Fiza <NA> Morning
+## 4 Zaheer <NA> Afternoon
+## 5 Haris <NA> Afternoon
+## 6 Haris <NA> Afternoon
+## 7 Fiza <NA> Afternoon
+## 8 Haris <NA> Afternoon
+## 9 <NA> <NA> Afternoon
+## 10 Fiza <NA> Evening
+## 11 Fiza <NA> Evening
+## 12 Fiza In case of pain Evening
+## 13 Haris <NA> Afternoon
+## 14 <NA> <NA> Afternoon
+## 15 Haris <NA> Evening
+## 16 Fiza <NA> Night
+## 17 Fiza <NA> Morning
+## 18 Haris <NA> Night
+## 19 Haris <NA> Night
+## 20 Fiza <NA> Morning
+## 21 Haris <NA> Afternoon
+## 22 Haris <NA> Afternoon
+## 23 Haris <NA> Morning
+## 24 Haris <NA> Afternoon
+## 25 Haris <NA> Afternoon
+## 26 Haris <NA> <NA>
+## 27 Haris <NA> Night
+## 28 <NA> <NA> <NA>
+## 29 Fiza <NA> Morning
+## 30 Fiza <NA> Afternoon
+## 31 Haris <NA> Afternoon
+## 32 Fiza <NA> Afternoon
+## 33 Fiza <NA> Evening
+## 34 Fiza <NA> Evening
+## 35 Fiza 1/16/2017 Afternoon
+## 36 Mona <NA> Evening
+## 37 <NA> <NA> <NA>
+## 38 <NA> <NA> <NA>
+## 39 Fiza <NA> Afternoon
+## 40 Fiza <NA> Afternoon
+## 41 Fiza <NA> Afternoon
+## 42 Fiza <NA> Morning
+## 43 Fiza <NA> Afternoon
+## 44 Fiza <NA> Afternoon
+## 45 Haris <NA> Morning
+## 46 Fiza <NA> Afternoon
+## 47 Mona <NA> Night
+## 48 Haris <NA> Afternoon
+## 49 Haris <NA> Evening
+## 50 Zaheer <NA> Night
+## 51 <NA> <NA> <NA>
+## 52 Fiza <NA> Afternoon
+## 53 Haris <NA> Evening
+## 54 Haris 1/23/2017 Evening
+## 55 Fiza 1/20/2017 Morning
+## 56 Fiza <NA> Morning
+## 57 Haris <NA> Afternoon
+## 58 Fiza <NA> Afternoon
+## 59 Sohaib 1/19/2017 Evening
+## 60 Haris <NA> Night
+## 61 Haris <NA> Morning
+## 62 Haris <NA> Afternoon
+## 63 Haris <NA> Evening
+## 64 <NA> <NA> <NA>
+## 65 Haris <NA> Morning
+## 66 <NA> <NA> <NA>
+## 67 <NA> <NA> <NA>
+## 68 <NA> <NA> <NA>
+## 69 Haris <NA> Morning
+## 70 Haris <NA> Afternoon
+## 71 Haris <NA> Afternoon
+## 72 Haris <NA> Morning
+## 73 Haris <NA> Afternoon
+## 74 Haris <NA> Afternoon
+## 75 Haris <NA> Afternoon
+## 76 Haris <NA> Afternoon
+## 77 Haris <NA> Afternoon
+## 78 Haris <NA> Afternoon
+## 79 Haris <NA> Afternoon
+## 80 <NA> <NA> <NA>
+## 81 <NA> <NA> <NA>
+## 82 Haris <NA> Morning
+## 83 Haris <NA> Afternoon
+## 84 Haris <NA> Evening
+## 85 <NA> <NA> <NA>
+## 86 <NA> <NA> <NA>
+## 87 <NA> <NA> <NA>
+## 88 Sohaib <NA> <NA>
+## 89 Sohaib <NA> Evening
+## 90 Sub KB <NA> Night
+## 91 <NA> <NA> <NA>
+## 92 Haris <NA> Afternoon
+## 93 Haris <NA> Afternoon
+## 94 Sohaib <NA> Evening
+## 95 Sohaib <NA> Evening
+## 96 Sohaib <NA> Evening
+## 97 Haris <NA> Evening
+## 98 Mona <NA> Evening
+## 99 Haris <NA> Evening
+## 100 Haris 2/6/2017 Afternoon
+## 101 Haris 2/6/2017 Afternoon
+## 102 Haris <NA> Afternoon
+## 103 Haris <NA> Afternoon
+## 104 Haris <NA> Evening
+## 105 Haris <NA> Morning
+## 106 Haris <NA> Afternoon
+## 107 Haris <NA> Afternoon
+## 108 Haris <NA> Afternoon
+## 109 Haris <NA> Night
+## 110 Haris <NA> Afternoon
+## 111 Haris <NA> Afternoon
+## 112 Haris <NA> Evening
+## 113 Haris <NA> Evening
+## 114 Haris <NA> Afternoon
+## 115 Haris <NA> Afternoon
+## 116 Haris <NA> Afternoon
+## 117 Haris <NA> Evening
+## 118 Haris 2/14/2017 Morning
+## 119 Haris <NA> Afternoon
+## 120 Haris <NA> Afternoon
+## 121 Haris <NA> Evening
+## 122 Haris <NA> Night
+## 123 Haris 2/17/2017 Morning
+## 124 Haris <NA> Morning
+## 125 Haris <NA> Morning
+## 126 Haris <NA> Afternoon
+## 127 Haris 2/16/2017 Afternoon
+## 128 Haris 2/16/2017 Afternoon
+## 129 Haris 2/9/2017 Morning
+## 130 Haris <NA> Morning
+## 131 Haris <NA> Evening
+## 132 Haris <NA> Evening
+## 133 Mona <NA> Morning
+## 134 Mona <NA> Afternoon
+## 135 Mona <NA> Evening
+## 136 Mona <NA> Evening
+## 137 Haris <NA> Evening
+## 138 Mona <NA> Morning
+## 139 Haris <NA> Morning
+## 140 Haris <NA> Afternoon
+## 141 Haris <NA> Evening
+## 142 Haris <NA> <NA>
+## 143 Haris <NA> Afternoon
+## 144 Haris <NA> Afternoon
+## 145 Haris <NA> Evening
+## 146 Mona <NA> Morning
+## 147 Haris <NA> Afternoon
+## 148 Haris <NA> Evening
+## 149 Haris <NA> Afternoon
+## 150 Haris <NA> Evening
+## 151 Haris <NA> Evening
+## 152 Saima <NA> Evening
+## 153 Mona <NA> Evening
+## 154 Saima <NA> Morning
+## 155 Saima <NA> Afternoon
+## 156 <NA> 2/24/2017 <NA>
+## 157 Saima <NA> Afternoon
+## 158 Saima <NA> Afternoon
+## 159 Mona <NA> Evening
+## 160 Ashfaq <NA> Night
+## 161 Saima 2/28/2017 Afternoon
+## 162 Mona <NA> Evening
+## 163 Saima <NA> Evening
+## 164 Sub KB <NA> Night
+## 165 Saima <NA> <NA>
+## 166 Mona <NA> Afternoon
+## 167 Mona <NA> Afternoon
+## 168 Mona <NA> Evening
+## 169 Saima <NA> Afternoon
+## 170 Saima <NA> Afternoon
+## 171 Saima <NA> Afternoon
+## 172 Saima <NA> Afternoon
+## 173 Saima <NA> Night
+## 174 Saima <NA> Afternoon
+## 175 Saima <NA> Afternoon
+## 176 Saima <NA> Morning
+## 177 Saima <NA> Morning
+## 178 Saima <NA> <NA>
+## 179 Haris <NA> Night
+## 180 Haris <NA> Morning
+## 181 Saima <NA> <NA>
+## 182 Haris <NA> Afternoon
+## 183 Saima <NA> Night
+## 184 Saima <NA> Evening
+## 185 Saima <NA> Evening
+## 186 Saima <NA> <NA>
+## 187 Saima <NA> Evening
+## 188 Saima <NA> Evening
+## 189 Saima <NA> Morning
+## 190 Saima <NA> Afternoon
+## 191 Saima <NA> Evening
+## 192 Saima <NA> <NA>
+## 193 Saima <NA> Morning
+## 194 Saima 3/9/2017 Morning
+## 195 Saima 3/8/2017 Afternoon
+## 196 Saima <NA> Afternoon
+## 197 Saima <NA> Evening
+## 198 Sub KB <NA> Afternoon
+## 199 Saima <NA> <NA>
+## 200 Saima <NA> Afternoon
+## 201 Haris <NA> Evening
+## 202 Saima <NA> Evening
+## 203 Saima <NA> <NA>
+## 204 Mona <NA> Afternoon
+## 205 Saima <NA> <NA>
+## 206 Saima <NA> Evening
+## 207 Saima <NA> Afternoon
+## 208 Sub KB <NA> Night
+## 209 Ashfaq <NA> Night
+## 210 Ashfaq <NA> Night
+## 211 Saima <NA> Afternoon
+## 212 Mona <NA> Evening
+## 213 Mona <NA> Morning
+## 214 Mona <NA> Evening
+## 215 Haris 3/16/2017 Morning
+## 216 Mona <NA> Morning
+## 217 Mona <NA> <NA>
+## 218 Saima <NA> <NA>
+## 219 Saima <NA> Afternoon
+## 220 Saima <NA> Evening
+## 221 Zaheer <NA> Morning
+## 222 Mona <NA> Night#Question 10
+
+
+a <- data%>%
+ group_by(id)%>%
+ summarize(l = n())%>%
+ filter(l>1)
+count(a)## # A tibble: 1 × 1
+## n
+## <int>
+## 1 37#Question 11
+
+
+a <- data%>%
+ group_by(id)%>%
+ summarize(l = n())%>%
+ filter(l>1)
+a## # A tibble: 37 × 2
+## id l
+## <int> <int>
+## 1 1 12
+## 2 4 2
+## 3 12 2
+## 4 13 2
+## 5 17 4
+## 6 20 2
+## 7 25 2
+## 8 40 2
+## 9 45 3
+## 10 46 5
+## # ... with 27 more rows#Question 12
+
+
+a <- data%>%
+ group_by(id,Procedure)%>%
+ summarize(l = n())%>%
+ filter(l>1)
+a## Source: local data frame [24 x 3]
+## Groups: id [23]
+##
+## id Procedure l
+## <int> <chr> <int>
+## 1 1 Pharmacy 10
+## 2 12 22 Unit Bridge 2
+## 3 13 Consultation 2
+## 4 17 Consultation 2
+## 5 17 RCT (4 teeth) Bridge (9 teeth) 2
+## 6 20 Consultation 2
+## 7 25 Consultation 2
+## 8 45 R.P.D + Crown 2
+## 9 46 Dressing 4
+## 10 63 Consultation 2
+## # ... with 14 more rows#Question 13
+
+
+f_age <- data%>%
+ filter(Sex == 'F')%>%
+ select(Age)%>%
+ summarize(median = median(Age,na.rm=T))
+f_age## median
+## 1 30m_age <- data%>%
+ filter(Sex == 'M')%>%
+ select(Age)%>%
+ summarize(median = median(Age,na.rm=T))
+m_age## median
+## 1 29#Question 14
+
+
+data$Amount_Balance <- gsub(",", "", data$Amount_Balance, fixed = TRUE)
+data$Amount_Balance <- gsub(".00", "", data$Amount_Balance, fixed = TRUE)
+data$Amount_Balance <- as.integer(data$Amount_Balance, na.rm=T)
+
+total <- data%>%
+ select(Amount_Balance)%>%
+ summarize(sum = sum(Amount_Balance, na.rm=T))
+total## sum
+## 1 222500#Question 15
+
+
+money <- data%>%
+ filter(Procedure == 'Consultation')%>%
+ select(Total_Charges)%>%
+ summarize(sum = sum(Total_Charges,na.rm=T))
+money## sum
+## 1 83950#Question 16
+
+
+data %>%
+ select(Age,Total_Charges)%>%
+ filter(!is.na(Age),!is.na(Total_Charges))%>%
+ summarize(cor = cor(Age,Total_Charges))## cor
+## 1 0.02952065#Question 17
+
+
+hist(data$Age)
#Question 18
+
+
+money <- data%>%
+ filter(Procedure == 'X Ray'| Procedure == 'Scalling')%>%
+ select(Total_Charges)%>%
+ summarize(sum = sum(Total_Charges,na.rm=T))
+money## sum
+## 1 22300write.csv(data,"C:/Users/saba.ali/Desktop/SabaMohammadAli_Khi_r_assignment2/CleanData.csv")