diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 0000000..5bec301 --- /dev/null +++ b/Dockerfile @@ -0,0 +1,14 @@ +FROM ipython/notebook + +RUN pip install pandas +RUN pip install datetime + +RUN mkdir /docker_assignment +WORKDIR /docker_assignment +RUN mkdir ./files ./data + +COPY files/*.ipynb ./files/ + +COPY data/* ./data/ + +WORKDIR /docker_assignment/files/ diff --git a/README.md b/README.md index ee19b22..379db47 100644 --- a/README.md +++ b/README.md @@ -1 +1,18 @@ -# Dockers_Assignment_1 \ No newline at end of file +# Dockers_Assignment_1 +# Delete all containers +docker rm $(docker ps -a -q) +# Delete all images +docker rmi $(docker images -q) +#Build docker file, while inside directory +docker build -t salah_docker_asgn1 . +#Check Image Created +sudo docker images +#Run container from image +docker run -p 8888:8888 --rm assignment sh -c "ipython notebook --ip=*" +#URL to open ipython +http://localhost:8888/tree +#Stop container +sudo docker stop +#Stop Docker +sudo service docker stop + diff --git a/data/hospitaldata.csv b/data/hospitaldata.csv new file mode 100644 index 0000000..d195a06 --- /dev/null +++ b/data/hospitaldata.csv @@ -0,0 +1,223 @@ +Date,id,Time,Age,Sex,Consulting..Doctor,Specialty,Procedure,Total..Charges,Amount..Received.,Amount..Balance,Amount.Received.By,Amount.in.Hospital,Receptionist..Name,Next.Apt +"Sunday, January 01, 2017",101,11:00,40,F,Dr Kinza Alam,Gynae,C Section,30000,30000, - , Mrs Shamsa ,,Hamza, +"Monday, January 02, 2017",150,10:45AM,26,M,Nursing Staff,,Dressing,1500,1500, - , Dr Saniya ,,Haris, +"Monday, January 02, 2017",58,12:38PM,30,F,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000, - , Mrs Shamsa ,300,Fiza, +"Monday, January 02, 2017",75,1:00PM,40,M,Dr Riffat Naheed,Psychotherapist,Consultation,1500,1500, - , Mrs Shamsa ,450,Zaheer, +"Monday, January 02, 2017",97,2:45PM,27,M,Dr Riffat Naheed,Psychotherapist,Consultation,2000,2000, - , Mrs Shamsa ,600,Haris, +"Monday, January 02, 2017",101,3:00PM,40,F,Dr Kinza Alam,Gynae,C Section,35000,35000, - , Dr Saniya ,,Haris, +"Monday, January 02, 2017",26,3:28PM,43,M,Dr Saniya,M/o,Consultation,2000,2000, - , Dr Saniya ,,Fiza, +"Monday, January 02, 2017",149,3:45PM,28,F,Dr Fakiha,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Haris, +"Monday, January 02, 2017",20,3:45PM,2,F,Dr Fakiha,Dentist,Consultation,Cancelled,,,,,, +"Monday, January 02, 2017",72,5:00PM,40,M,Dr Fakiha,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Fiza, +"Monday, January 02, 2017",54,5:00PM,32,F,Dr Saniya,M/o,Consultation,2000,2000, - , Dr Saniya ,,Fiza, +"Monday, January 02, 2017",149,5:30PM,28,F,Dr Fakiha,Dentist,Filling,2000,2000, - , Mrs Shamsa ,2000,Fiza,In case of pain +"Tuesday, January 03, 2017",120,1:00PM,76,F,Dr Saniya,M/o,Laboratory Test,,, - ,,,Haris, +"Tuesday, January 03, 2017",120,3:25PM,75,F,Dr Saniya,M/o,,Cancelled,,,,,, +"Tuesday, January 03, 2017",20,6:10PM,36,F,Dr Kinza Alam,Gynae,Consultation,1500,1500, - , Mrs Shamsa ,450,Haris, +"Wednesday, January 04, 2017",40,11:45PM,42,F,Dr Alaf Khan,Dentist,Consultation+Denture,1500,1500, - , Brig Farrukh ,,Fiza, +"Wednesday, January 04, 2017",134,12:40PM,23,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Brig Farrukh ,500,Fiza, +"Wednesday, January 04, 2017",86,8:10PM,48,F,Dr Kinza Alam,Gynae,Consultation,1500,1500, - , Brig Farrukh ,450,Haris, +"Wednesday, January 04, 2017",114,8:30PM,25,F,Dr Kinza Alam,Gynae,Consultation,1000,1000, - , Brig Farrukh ,300,Haris, +"Thursday, January 05, 2017",155,12:40PM,50,F,Dr Alaf Khan,Dentist,Extraction,2000,2000, - , Brig Farrukh ,2000,Fiza, +"Thursday, January 05, 2017",45,2:00PM,60,F,Dr Alaf Khan,Dentist,R.P.D + Crown,4000,4000,, Brig Farrukh ,4000,Haris, +"Thursday, January 05, 2017",4,2:00PM,-,M,Dr Irfan,General Surgeon,Consultation + Dressing,5000,5000, - , Brig Farrukh ,4000,Haris, +"Friday, January 06, 2017",38,12:30PM,-,M,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000, - , Mrs Shamsa ,300,Haris, +"Friday, January 06, 2017",130,1:00PM,26,M,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000, - , Mrs Shamsa ,300,Haris, +"Friday, January 06, 2017",97,1:30PM,27,M,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000, - , Mrs Shamsa ,300,Haris, +"Friday, January 06, 2017",50,-,-,M,Dr Alaf Khan,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Haris, +"Friday, January 06, 2017",78,8:15PM,57,F,Dr Ali,Orthopedic,Consultation,6000,6000, - , Mrs Shamsa ,3000,Haris, +"Saturday, January 07, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Monday, January 09, 2017",48,12:36PM,39,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Fiza, +"Monday, January 09, 2017",79,1:30PM,6,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Fiza, +"Monday, January 09, 2017",116,2:30PM,26,M,Dr Alaf Khan,Dentist,X Ray,300,300, - , Mrs Shamsa ,300,Haris, +"Monday, January 09, 2017",45,3:15PM,60,F,Dr Alaf Khan,Dentist,R.P.D + Crown,7000,7000, - , Mrs Shamsa ,7000,Fiza, +"Monday, January 09, 2017",67,5:20PM,26,M,Dr Alaf Khan,Dentist,Consultation+X Ray,800,800, - , Mrs Shamsa ,800,Fiza, +"Monday, January 09, 2017",36,5:30PM,5,F,Dr Alaf Khan,Dentist,Consultation,250,250, - , Mrs Shamsa ,250,Fiza, +"Tuesday, January 10, 2017",17,3:50PM,40,M,Dr Alaf Khan,Dentist,RCT (4 teeth) Bridge (9 teeth),10000,10000, - , Mrs Shamsa ,,Fiza,1/16/2017 +"Tuesday, January 10, 2017",84,6:00PM,9,F,Dr Irfan,General Surgeon,Consultation + X Ray,3000,3000, - , Mrs Shamsa ,3000,Mona, +"Tuesday, January 10, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Wednesday, January 11, 2017",57,,30,F,Dr Alaf Khan,Dentist,Laboratory Test,,, - , Mrs Shamsa ,,, +"Wednesday, January 11, 2017",119,3:00PM,40,F,Dr Ammara,Gynae,Consultation + USG,1500,1500, - , Mrs Shamsa ,500,Fiza, +"Wednesday, January 11, 2017",145,4:30PM,29,M,Dr Alaf Khan,Dentist,Crown,3000,3000, - , Mrs Shamsa ,,Fiza, +"Wednesday, January 11, 2017",92,4:30PM,39,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Fiza, +"Thursday, January 12, 2017",63,10:45AM,50,M,Dr Alaf Khan,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Fiza, +"Thursday, January 12, 2017",63,02:00PM,50,M,Dr Alaf Khan,Dentist,Scalling,3000,3000, - , Mrs Shamsa ,3000,Fiza, +"Thursday, January 12, 2017",63,02:00PM,50,M,Brig Asif,Medical Specialist,Consultation,500,500, - , Mrs Shamsa ,150,Fiza, +"Friday, January 13, 2017",45,11:20AM,60,F,Dr Alaf Khan,Dentist,Polishing,500,500, - , Mrs Shamsa ,500,Haris, +"Friday, January 13, 2017",145,3:00PM,29,M,Dr Fakiha,Dentist,Crown,1500,1500, - , Mrs Shamsa ,1500,Fiza, +"Friday, January 13, 2017",70,8:00PM,48,M,Brig Farrukh,Anaesthetist,Consultation,3750,3750, - , Dr Ammad ,3750,Mona, +"Saturday, January 14, 2017",88,4:30PM,45,F,Dr Fakiha,Dentist,Filling + X Rays,2600,2600, - , Dr Ammad ,2600,Haris, +"Saturday, January 14, 2017",40,6:30PM,42,F,Dr Fakiha,Dentist,Denture+Scalling+Filling,5500,5500, - , Dr Ammad ,5500,Haris, +"Sunday, January 15, 2017",42,9:00PM,29,F,Nursing Staff,,Pharmacy,900,900, - , Dilshad ,900,Zaheer, +"Monday, January 16, 2017",7,,26,M,Nursing Staff,,Laboratory Test,,, - ,,,, +"Monday, January 16, 2017",106,1:30PM,34,M,Dr Alaf Khan,Dentist,Crown,5000,5000, - , Dr Ammad ,5000,Fiza, +"Monday, January 16, 2017",22,6:00PM,50,F,Dr Zubair,M/o,Consultation,1000,1000, - , Dr Ammad ,400,Haris, +"Monday, January 16, 2017",88,6:20PM,45,F,Dr Fakiha,Dentist,Extraction,2500,2500, - , Dr Ammad ,2500,Haris,1/23/2017 +"Tuesday, January 17, 2017",52,11:25AM,30,M,Dr Alaf Khan,Dentist,RCT,3000,3000, - , Mrs Shamsa ,3000,Fiza,1/20/2017 +"Tuesday, January 17, 2017",17,11:15AM,40,M,Dr Alaf Khan,Dentist,RCT (4 teeth) Bridge (9 teeth),38000,38000, - , Mrs Shamsa ,38000,Fiza, +"Tuesday, January 17, 2017",17,1:10PM,40,M,Brig Asif,Medical Specialist,Consultation,1000,1000, - , Mrs Shamsa ,300,Haris, +"Tuesday, January 17, 2017",136,3:30PM,29,M,Dr Fakiha,Dentist,Scalling,4000,4000, - , Mrs Shamsa ,4000,Fiza, +"Tuesday, January 17, 2017",27,6:15PM,27,M,Dr Fakiha,Dentist,Filling,2000,2000, - , Mrs Shamsa ,2000,Sohaib,1/19/2017 +"Wednesday, January 18, 2017",71,9:40PM,23,M,Dr Alaf Khan,Dentist,X Ray,300,300, - ,,300,Haris, +"Wednesday, January 18, 2017",12,12:00PM,60,F,Dr Alaf Khan,Dentist,22 Unit Bridge,25500,25500, - ,,25500,Haris, +"Wednesday, January 18, 2017",127,2:00PM,52,F,Dr Alaf Khan,Dentist,Extraction,1000,1000, - ,,1000,Haris, +"Wednesday, January 18, 2017",82,5:00PM,21,M,Dr Zubair,M/o,Consultation,500,500, - ,,500,Haris, +"Thursday, January 19, 2017",103,,32,M,Nursing Staff,,Laboratory Test,,, - ,,,, +"Thursday, January 19, 2017",31,11:00AM,58,f,Dr Alaf Khan,Dentist,Consultation,500,500, - , Mrs Shamsa ,500,Haris, +"Thursday, January 19, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Thursday, January 19, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Friday, January 20, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Saturday, January 21, 2017",131,10:15AM,26,F,Dr Alaf Khan,Dentist,X Ray,300,300, - , Mrs Shamsa ,300,Haris, +"Saturday, January 21, 2017",101,1:20PM,40,F,Dr Kinza Alam,Gynae,Consultation,1200,1200, - , Mrs Shamsa ,360,Haris, +"Saturday, January 21, 2017",145,1:30PM,29,M,Dr Fakiha,Dentist,Crown,500,500, - , Mrs Shamsa ,500,Haris, +"Monday, January 23, 2017",144,12:15PM,33,M,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000, - , Mrs Shamsa ,300,Haris, +"Monday, January 23, 2017",37,1:00PM,30,F,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000, - , Mrs Shamsa ,300,Haris, +"Monday, January 23, 2017",135,1:15PM,28,F,Dr Riffat Naheed,Psychotherapist,Consultation,2000,2000, - , Mrs Shamsa ,600,Haris, +"Monday, January 23, 2017",59,4:50PM,10,M,Dr Ali,Child Specialist,Consultation+ER Retain,2800,2800, - , Mrs Shamsa ,1600,Haris, +"Tuesday, January 24, 2017",130,1:00PM,26,M,Dr Riffat Naheed,Psychotherapist,Consultation,800,800, - , Mrs Shamsa ,240,Haris, +"Tuesday, January 24, 2017",104,1:15PM,19,M,Dr Riffat Naheed,Psychotherapist,Consultation,2000,2000, - , Mrs Shamsa ,600,Haris, +"Tuesday, January 24, 2017",98,2:10PM,53,F,Dr Saad,Orthopedic,Consultation,1000,1000, - , Mrs Shamsa ,600,Haris, +"Tuesday, January 24, 2017",102,1:30PM,30,M,Dr Riffat Naheed,Psychotherapist,Consultation,1000,1000, - , Mrs Shamsa ,300,Haris, +"Wednesday, January 25, 2017",59,,10,M,Nursing Staff,,Laboratory Test,,, - ,,,, +"Wednesday, January 25, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Thursday, January 26, 2017",73,12:50PM,55,M,Dr Alaf Khan,Dentist,Consultation+X Ray,700,700, - ,,700,Haris, +"Thursday, January 26, 2017",116,3:30PM,26,M,Dr Alaf Khan,Dentist,X Ray,300,300, - ,,300,Haris, +"Thursday, January 26, 2017",125,5:40PM,30,F,Dr Alaf Khan,Dentist,Consultation,500,500, - ,,500,Haris, +"Thursday, January 26, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Thursday, January 26, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Thursday, January 26, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Saturday, January 28, 2017",129,,28M,M,Dr Ali,Child Specialist,Consultation,1150,1150, - , Mrs Shamsa ,,Sohaib, +"Saturday, January 28, 2017",85,6:45PM,,F,Dr Irfan,General Surgeon,,3000,3000, - , Mrs Shamsa ,,Sohaib, +"Saturday, January 28, 2017",147,9:45PM,9,M,Nursing Staff,,Consultation,1000,1000, - , Mrs Shamsa ,,Sub KB, +"Sunday, January 29, 2017",1,,,,Nursing Staff,,Pharmacy,,, - ,,,, +"Monday, January 30, 2017",140,1:00PM,28,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Monday, January 30, 2017",39,1:30PM,47,M,Dr Alaf Khan,Dentist,X Ray,300,300, - , Dr Ammad ,300,Haris, +"Monday, January 30, 2017",124,5:40PM,49,F,Brig Asif,Medical Specialist,Consultation+ECG,1300,1300, - , Dr Ammad ,600,Sohaib, +"Monday, January 30, 2017",8,5:35PM,19,M,Dr Qurat ul Ain,Dentist,Consultation+X Ray,800,800, - , Dr Ammad ,800,Sohaib, +"Monday, January 30, 2017",51,6:00PM,31,M,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Sohaib, +"Tuesday, January 31, 2017",152,5:30PM,7,F,Dr Fakiha,Dentist,Filling,1000,1000, - , Mrs Shamsa ,1000,Haris, +"Tuesday, January 31, 2017",21,6:30PM,26,M,Dr Zubair,M/o,Consultation,200,200, - , Mrs Shamsa ,200,Mona, +"Tuesday, January 31, 2017",115,6:50PM,8,F,Dr Qurat ul Ain,Dentist,Extraction,1500,1500, - , Mrs Shamsa ,1500,Haris, +"Wednesday, February 01, 2017",109,2:10PM,28,F,Dr Alaf Khan,Dentist,R.C.T,2000,2000, - , Dr Ammad ,2000,Haris,2/6/2017 +"Wednesday, February 01, 2017",153,2:10PM,17,F,Dr Alaf Khan,Dentist,Orthodontics,10000,10000,, Dr Ammad ,10000,Haris,2/6/2017 +"Wednesday, February 01, 2017",62,1:00PM,54,M,Dr Alaf Khan,Dentist,Scalling,2000,2000, - , Dr Ammad ,2000,Haris, +"Wednesday, February 01, 2017",111,1:40PM,35,F,Col Ulfat Ellahi,ENT,Consultation,1000,1000, - , Dr Ammad ,300,Haris, +"Wednesday, February 01, 2017",142,6:00PM,45,M,Dr Qurat ul Ain,Dentist,Extraction,2000,2000, - , Dr Ammad ,2000,Haris, +"Thursday, February 02, 2017",117,12:00PM,30,F,Dr Shireen,M/o,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Thursday, February 02, 2017",140,1:00PM,30,F,Dr Alaf Khan,Dentist,Extraction,1000,1000, - , Dr Ammad ,1000,Haris, +"Thursday, February 02, 2017",100,1:25PM,23,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Friday, February 03, 2017",133,4:45PM,27,F,Dr Alaf Khan,Dentist,X Ray,500,500, - , Dr Ammad ,500,Haris, +"Friday, February 03, 2017",44,8:00PM,6,M,Dr Ali,Child Specialist,Consultation,1000,1000, - , Dr Ammad ,300,Haris, +"Saturday, February 04, 2017",35,4:00PM,2,F,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Saturday, February 04, 2017",150,4:00PM,30,M,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Monday, February 06, 2017",118,7:30PM,32,F,Dr Kinza Alam,Gynae,Consultation+USG,1500,1500, - , Dr Ammad ,800,Haris, +"Monday, February 06, 2017",114,7:45PM,25,F,Dr Kinza Alam,Gynae,Consultation,1000,1000, - , Dr Ammad ,300,Haris, +"Monday, February 06, 2017",49,1:30PM,80,M,Dr Ali,Child Specialist,Consultation+Retain,3500,3500, - , Dr Ammad ,2000,Haris, +"Monday, February 06, 2017",126,1:30PM,70,F,Dr Alaf Khan,Dentist,Scalling,3000,3000, - , Dr Ammad ,3000,Haris, +"Monday, February 06, 2017",141,4:00PM,20,M,Dr Riffat Naheed,Psychotherapist,Consultation,2000,2000, - , Dr Ammad ,600,Haris, +"Monday, February 06, 2017",17,6:15PM,23,M,Dr Ammad,M/o,Consultation,200,200, - , Dr Ammad ,200,Haris, +"Tuesday, February 07, 2017",12,12:00PM,60,F,Dr Alaf Khan,Dentist,22 Unit Bridge,44000,30000,"14,000.00", Dr Ammad ,30000,Haris,2/14/2017 +"Tuesday, February 07, 2017",60,1:10PM,50,M,Dr Alaf Khan,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Tuesday, February 07, 2017",140,2:15PM,30,F,Dr Alaf Khan,Dentist,4 Unit Bridge,3000,3000, - , Dr Ammad ,3000,Haris, +"Tuesday, February 07, 2017",41,6:00PM,13,M,Dr Qurat ul Ain,Dentist,X Ray,500,500, - , Dr Ammad ,500,Haris, +"Tuesday, February 07, 2017",87,8:00PM,30,F,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Wednesday, February 08, 2017",132,10:13AM,13,M,Dr Alaf Khan,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris,2/17/2017 +"Wednesday, February 08, 2017",132,12:00PM,13,M,Dr Alaf Khan,Dentist,R.C.T,3500,3500, - , Dr Ammad ,3500,Haris, +"Wednesday, February 08, 2017",13,12:00PM,39,F,Dr Saad,Orthopedic,Consultation,1000,1000, - , Dr Ammad ,300,Haris, +"Wednesday, February 08, 2017",109,2:40PM,28,F,Dr Alaf Khan,Dentist,R.C.T,2000,2000, - , Dr Ammad ,2000,Haris, +"Wednesday, February 08, 2017",109,2:40PM,28,F,Dr Alaf Khan,Dentist,Crown,3000,,"3,000.00", Dr Ammad ,,Haris,2/16/2017 +"Wednesday, February 08, 2017",153,2:40PM,17,F,Dr Alaf Khan,Dentist,Orthodontics,110000,20000,"90,000.00", Dr Ammad ,20000,Haris,2/16/2017 +"Wednesday, February 08, 2017",43,10:00AM,27,M,Dr Alaf Khan,Dentist,Consultation+X Ray,800,800, - , Dr Ammad ,800,Haris,2/9/2017 +"Friday, February 10, 2017",5,9:30AM,57,M,Dr Alaf Khan,Dentist,X Ray,300,300, - , Dr Ammad ,300,Haris, +"Friday, February 10, 2017",14,6:30PM,6,M,Nursing Staff,,X Ray,300,300, - , Dr Ammad ,300,Haris, +"Friday, February 10, 2017",123,7:00PM,18,M,Dr Qurat ul Ain,Dentist,Filling,1500,1500, - , Dr Ammad ,1500,Haris, +"Saturday, February 11, 2017",137,12:00PM,25,M,Dr Ali,Child Specialist,Consultation,1000,1000, - , Mrs Shamsa ,300,Mona, +"Saturday, February 11, 2017",91,4:20PM,50,F,Dr Qurat ul Ain,Dentist,Scalling,2500,2500, - , Mrs Shamsa ,2500,Mona, +"Saturday, February 11, 2017",23,5:57PM,,F,Dr Qurat ul Ain,Dentist,Consultation,1000,1000, - , Mrs Shamsa ,1000,Mona, +"Saturday, February 11, 2017",154,6:15PM,19,F,Dr Qurat ul Ain,Dentist,Scalling,2000,2000, - , Mrs Shamsa ,2000,Mona, +"Sunday, February 12, 2017",112,7:15PM,39,M,Dr Saad,Orthopedic,Operation,35000,35000, - , Mrs Shamsa ,35000,Haris, +"Sunday, February 12, 2017",81,12:00PM,6,F,Dr Alaf Khan,Dentist,Consultation+X Ray,700,700, - , Mrs Shamsa ,700,Mona, +"Monday, February 13, 2017",15,11:20AM,40,M,Dr Waqar Azeem,Radiologist,USG Abdomen,1000,1000, - , Dr Ammad ,300,Haris, +"Monday, February 13, 2017",112,3:40PM,39,M,Dr Saad,Orthopedic,Operation,15000,15000, - , Dr Ammad ,15000,Haris, +"Monday, February 13, 2017",9,7:00PM,20,F,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Haris, +"Monday, February 13, 2017",2,,-,-,Dr Ali,Child Specialist,Consultation,1500,1500, - , Dr Ammad ,500,Haris, +"Tuesday, February 14, 2017",113,2:30PM,14,M,Dr Saad Riaz,Orthopedic,Pop,3700,3700, - , Dr Ammad ,1700,Haris, +"Tuesday, February 14, 2017",4,3:00PM,-,M,Nursing Staff,,Er Retain,300,300, - , Dr Ammad ,300,Haris, +"Tuesday, February 14, 2017",19,7:02PM,6M,F,Dr Waqar Azeem,Radiologist,USG,2000,2000, - , Dr Ammad ,1300,Haris, +"Wednesday, February 15, 2017",118,11:40AM,24,F,Dr Alaf Khan,Dentist,X Ray,400,400, - , Mrs Shamsa ,400,Mona, +"Wednesday, February 15, 2017",94,4:45PM,3,M,Dr Ali,Child Specialist,Consultation + Nebulize,1150,1150, - ," 150 Mrs Shamsa, 300 Dr Ammad ",450,Haris, +"Wednesday, February 15, 2017",64,6:15PM,23,M,Dr Ammad,M/o,Consultation,200,200, - , Dr Ammad ,200,Haris, +"Friday, February 17, 2017",29,4:10PM,29,M,Dr Alaf Khan,Dentist,X Ray,200,200, - , Dr Ammad ,200,Haris, +"Friday, February 17, 2017",66,5:30PM,55,M,Dr Alaf Khan,Dentist,Extraction,1000,1000, - , Dr Ammad ,1000,Haris, +"Friday, February 17, 2017",107,6:30PM,30,F,Nursing Staff,,X Ray,1000,1000, - , Dr Ammad ,1000,Haris, +"Saturday, February 18, 2017",108,6:20PM,,M,Dr Ali,Child Specialist,Consultation,3000,3000, - , Dr Ammad ,1600,Saima, +"Saturday, February 18, 2017",30,6:10PM,30,F,Dr Qurat ul Ain,Dentist,Extraction,1500,1500, - , Dr Ammad ,1500,Mona, +"Saturday, February 18, 2017",94,11:30AM,3,M,Nursing Staff,,Injection,300,300, - , Dr Ammad ,300,Saima, +"Sunday, February 19, 2017",55,2:45PM,,M,Dr Qurat ul Ain,Dentist,X Ray,300,300, - , Dr Ammad ,300,Saima, +"Monday, February 20, 2017",132,,13,M,Dr Alaf Khan,Dentist,Crown,5000,5000, - , Dr Ammad ,5000,,2/24/2017 +"Monday, February 20, 2017",68,1:25PM,10,M,Dr Shireen,M/o,Stiches,700,700, - , Dr Ammad ,700,Saima, +"Monday, February 20, 2017",80,2:00PM,30,F,Dr Shireen,M/o,Consultation,1200,1200, - , Dr Ammad ,1200,Saima, +"Monday, February 20, 2017",99,7:00PM,45,F,Dr Saima Shams,Radiologist,USG,1500,1500, - , Dr Ammad ,900,Mona, +"Monday, February 20, 2017",94,10:15PM,3,M,Nursing Staff,,Injection,300,300, - , Dr Ammad ,300,Ashfaq, +"Tuesday, February 21, 2017",151,1:00PM,38,M,Dr Alaf Khan,Dentist,R.C.T+Scalling+Crown,5000,5000, - , Dr Ammad ,5000,Saima,2/28/2017 +"Tuesday, February 21, 2017",53,6:00PM,20,F,Dr Waqar Azeem,Radiologist,USG,1000,1000, - , Dr Ammad ,400,Mona, +"Tuesday, February 21, 2017",11,7:11PM,2,F,Dr Ali,Child Specialist,Consultation,1000,1000, - , Dr Ammad ,300,Saima, +"Tuesday, February 21, 2017",94,10:10PM,3,M,Nursing Staff,,Injection,300,300, - , Dr Ammad ,300,Sub KB, +"Tuesday, February 21, 2017",64,-,,,Nursing Staff,,Medicine,100,100, - ,,100,Saima, +"Wednesday, February 22, 2017",100,3:00PM,23,F,Dr Alaf Khan,Dentist,Orthodontics,120000,30000,"90,000.00", Dr Ammad ,30000,Mona, +"Wednesday, February 22, 2017",16,4:30PM,26,M,Dr Mumtaz,General Surgeon,Consultation,1000,1000, - , Dr Ammad ,500,Mona, +"Wednesday, February 22, 2017",6,5:00PM,35,M,Dr Waqar Azeem,Radiologist,USG,1000,1000, - , Dr Ammad ,400,Mona, +"Thursday, February 23, 2017",33,1:55PM,22,M,Dr Alaf Khan,Dentist,R.C.T,3000,3000, - , Dr Ammad ,3000,Saima, +"Thursday, February 23, 2017",89,1:50PM,65,F,Dr Saad Riaz,Orthopedic,Consultation,1000,1000, - , Dr Ammad ,500,Saima, +"Thursday, February 23, 2017",13,2:00PM,45,F,Dr Saad Riaz,Orthopedic,Consultation,1000,1000, - , Dr Ammad ,300,Saima, +"Thursday, February 23, 2017",47,3:00PM,21,F,Dr Riffat Naheed,Psychotherapist,Consultation,1500,1500, - , Dr Ammad ,700,Saima, +"Friday, February 24, 2017",80,9:30PM,30,F,Dr Mehwish,Gynae,Consultation,1000,1000, - , Dr Ammad ,500,Saima, +"Saturday, February 25, 2017",128,3:45PM,64,F,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Saturday, February 25, 2017",93,4:00PM,40,F,Dr Ali,Child Specialist,,3000,3000, - , Dr Ammad ,1600,Saima, +"Monday, February 27, 2017",143,11:30AM,52,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Monday, February 27, 2017",56,12:20PM,55,F,Dr Alaf Khan,Dentist,Extraction,600,600, - , Dr Ammad ,600,Saima, +"Monday, February 27, 2017",96,-,54,M,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Tuesday, February 28, 2017",65,10:30PM,30,M,Nursing Staff,,BSR,50,50, - , Dr Ammad ,50,Haris, +"Tuesday, February 28, 2017",96,12:40PM,53,M,Dr Alaf Khan,Dentist,8 Unit Bridge+2 R.C.T,30000,8000,"22,000.00", Dr Ammad ,8000,Haris, +"Tuesday, February 28, 2017",90,,,F,Dr Alaf Khan,Dental,Consultation,1000,1000, - , Dr Ammad ,1000,Saima, +"Tuesday, February 28, 2017",151,3:00PM,38,F,Dr Alaf Khan,Dentist,R.C.T+Scalling+Crown,4500,4500, - , Dr Ammad ,4500,Haris, +"Tuesday, February 28, 2017",139,8:00PM,30,M,Nursing Staff,,X Ray,500,500, - , Dr Ammad ,500,Saima, +"Wednesday, March 01, 2017",107,5:00PM,17,F,Dr Qurat ul Ain,Dentist,Extraction,1500,1500, - , Dr Ammad ,1500,Saima, +"Wednesday, March 01, 2017",28,6:00PM,3,F,Dr Qurat ul Ain,Dentist,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Wednesday, March 01, 2017",46,-,17,M,Nursing Staff,,Dressing,500,500, - , Dr Ammad ,200,Saima, +"Wednesday, March 01, 2017",25,7:00PM,-,F,Dr Kinza Alam,Gynae,Consultation,1500,1500, - , Dr Ammad ,500,Saima, +"Wednesday, March 01, 2017",24,7:10PM,-,M,Dr Ammad,M/o,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Thursday, March 02, 2017",140,12:48PM,30,F,Dr Alaf Khan,Dentist,4 Unit Bridge,8000,8000, - , Dr Ammad ,8000,Saima, +"Thursday, March 02, 2017",46,3:00PM,17,M,Nursing Staff,,Injection,50,50, - , Dr Ammad ,50,Saima, +"Thursday, March 02, 2017",114,7:05PM,26,F,Dr Kinza Alam,Gynae,Consultation,1000,1000, - , Dr Ammad ,300,Saima, +"Thursday, March 02, 2017",3,-,-,-,Nursing Staff,,Dressing,100,100, - , Dr Ammad ,100,Saima, +"Friday, March 03, 2017",138,11:20AM,45,F,Dr Alaf Khan,Dentist,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Friday, March 03, 2017",107,12:30PM,17,F,Dr Alaf Khan,Dentist,R.C.T+Crown,8000,8000, - , Dr Ammad ,8000,Saima,3/9/2017 +"Friday, March 03, 2017",34,1:30PM,22,M,Dr Alaf Khan,Dentist,Crown,2000,2000, - , Dr Ammad ,2000,Saima,3/8/2017 +"Friday, March 03, 2017",133,4:10PM,30,F,Dr Ali,Child Specialist,Consultation,1000,1000, - , Dr Ammad ,300,Saima, +"Friday, March 03, 2017",46,5:45PM,17,M,Nursing Staff,,Dressing,300,300, - , Dr Ammad ,300,Saima, +"Friday, March 03, 2017",74,2:40PM,38,M,Dr Waqar Azeem,Radiologist,USG KUB,1000,1000, - , Dr Ammad ,300,Sub KB, +"Sunday, March 05, 2017",46,-,17,M,Nursing Staff,,Dressing,300,300, - , Dr Ammad ,200,Saima, +"Monday, March 06, 2017",83,1:20PM,34,M,Dr Alaf Khan,Dentist,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Monday, March 06, 2017",61,5:30PM,28,F,Dr Qurat ul Ain,Dentist,Consultation+X Ray,950,950, - , Dr Ammad ,950,Haris, +"Monday, March 06, 2017",122,7:00PM,78,M,Nursing Staff,,Injection,100,100, - , Dr Ammad ,100,Saima, +"Tuesday, March 07, 2017",95,-,56,M,Dr Alaf Khan,Dentist,X Ray,300,300, - , Dr Ammad ,300,Saima, +"Tuesday, March 07, 2017",69,3:00PM,53,M,Dr Alaf Khan,Dentist,,15000,15000, - , Dr Ammad ,15000,Mona, +"Tuesday, March 07, 2017",146,-,21,M,Dr Ammad,M/o,Consultation,500,500, - , Dr Ammad ,500,Saima, +"Tuesday, March 07, 2017",46,7:40PM,17,M,Nursing Staff,,Dressing,200,200, - , Dr Ammad ,200,Saima, +"Tuesday, March 07, 2017",32,2:00PM,,F,Nursing Staff,,Coupety,300,300, - , Dr Ammad ,300,Saima, +"Tuesday, March 07, 2017",122,9:35PM,78,M,Nursing Staff,,Injection,100,100, - , Dr Ammad ,100,Sub KB, +"Wednesday, March 08, 2017",148,8:30PM,3,F,Nursing Staff,,Injection,100,100, - , Dr Ammad ,100,Ashfaq, +"Wednesday, March 08, 2017",122,10:00PM,76,M,Nursing Staff,,Injection,100,100, - , Dr Ammad ,100,Ashfaq, +"Wednesday, March 08, 2017",10,4:45PM,9,F,Dr Qurat ul Ain,Dentist,Consultation+x Ray,650,650, - , Dr Ammad ,650,Saima, +"Wednesday, March 08, 2017",76,6:55PM,32,M,Dr Paul,Dermatologist,Consultation,1500,1000,500, Dr Ammad ,300,Mona, +"Wednesday, March 08, 2017",1,12:00PM,,F,Nursing Staff,,Injection,150,150, - , Dr Ammad ,150,Mona, +"Wednesday, March 08, 2017",25,7:30PM,-,F,Dr Kinza Alam,Gynae,Consultation,1500,1500, - , Dr Ammad ,500,Mona, +"Thursday, March 09, 2017",77,12:00PM,24,M,Dr Alaf Khan,Dentist,R.C.T,5000,2000,"3,000.00", Dr Ammad ,2000,Haris,3/16/2017 +"Thursday, March 09, 2017",121,9:00AM,3,F,Nursing Staff,,Injection,100,100, - , Dr Ammad ,100,Mona, +"Thursday, March 09, 2017",122,,76,M,Nursing Staff,,Injection,100,100, - , Dr Ammad ,100,Mona, +"Thursday, March 09, 2017",1,,,,Nursing Staff,,Cancelled,,, - , Dr Ammad ,,Saima, +"Thursday, March 09, 2017",18,3:30PM,39,M,Dr Alaf Khan,Dentist,Scalling+Polishing,4000,4000, - , Dr Ammad ,4000,Saima, +"Thursday, March 09, 2017",110,6:00PM,30,M,Dr Qurat ul Ain,Dentist,Consultation,200,200, - , Dr Ammad ,200,Saima, +"Friday, March 10, 2017",122,10:20AM,76,M,Nursing Staff,,Injection,100,100, - , Dr Ammad ,100,Zaheer, +"Friday, March 10, 2017",105,11:20PM,45,F,Dr Shireen,M/o,Consultation,800,800, - , Dr Ammad ,800,Mona, diff --git a/files/saadkhan_khi_python_assignment2.ipynb b/files/saadkhan_khi_python_assignment2.ipynb new file mode 100644 index 0000000..df283bc --- /dev/null +++ b/files/saadkhan_khi_python_assignment2.ipynb @@ -0,0 +1,212 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Question 01\n", + "Index(['Date', 'id', 'Time', 'Age', 'Sex', 'ConsultingDoctor', 'Specialty',\n", + " 'Procedure', 'TotalCharges', 'AmountReceived', 'AmountBalance',\n", + " 'AmountReceivedBy', 'AmountinHospital', 'ReceptionistName', 'NextApt'],\n", + " dtype='object')\n", + "Question 02\n", + "Monday\n", + "Question 03\n", + "28.0\n", + "Question 04\n", + "24\n", + "Question 05\n", + "Sex\n", + "F Consultation\n", + "M Consultation\n", + "dtype: object\n", + "Question 06\n", + "Dr Alaf Khan\n", + "Question 07\n", + "Orthodontics\n", + "Question 08\n", + "01:00 PM\n", + "Question 09\n", + "Question 10\n", + "37\n", + "Question 11\n", + "Int64Index([ 1, 46, 122, 140, 94, 17, 45, 101, 63, 132, 114, 109, 107,\n", + " 145, 20, 97, 59, 88, 96, 112, 116, 118, 25, 80, 120, 40,\n", + " 100, 64, 4, 133, 12, 13, 150, 149, 151, 130, 153],\n", + " dtype='int64')\n", + "Question 12\n", + "[(12, 'Dentist'), (13, 'Orthopedic'), (17, 'Dentist'), (25, 'Gynae'), (40, 'Dentist'), (45, 'Dentist'), (63, 'Dentist'), (88, 'Dentist'), (96, 'Dentist'), (97, 'Psychotherapist'), (100, 'Dentist'), (101, 'Gynae'), (107, 'Dentist'), (109, 'Dentist'), (112, 'Orthopedic'), (114, 'Gynae'), (116, 'Dentist'), (120, 'M/o'), (130, 'Psychotherapist'), (132, 'Dentist'), (140, 'Dentist'), (145, 'Dentist'), (149, 'Dentist'), (151, 'Dentist'), (153, 'Dentist')]\n", + "Question 13\n", + "Sex\n", + "F 30.0\n", + "M 27.0\n", + "Name: Age, dtype: float64\n", + "Question 14\n", + "222500.0\n", + "Question 15\n", + "Procedure\n", + "Consultation 83450.0\n", + "Name: AmountReceived, dtype: float64\n", + "Question 16\n", + " Age TotalCharges\n", + "Age 1.000000 0.056849\n", + "TotalCharges 0.056849 1.000000\n", + "Question 17\n", + "30.0\n", + "Question 18\n", + "22300.0\n", + "File created successfully\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import datetime\n", + "\n", + "df=pd.read_csv(\"hospitaldata.csv\")\n", + "\n", + "#Question 01\n", + "print(\"Question 01\")\n", + "df.columns=[names.replace('.', '') for names in list(df)]\n", + "print(df.columns)\n", + "\n", + "#Cleaning Dataset\n", + "df.Date=pd.to_datetime(df.Date)\n", + "\n", + "#Some of the data in age column contains value for months like 6M and 28M, we have to convert those values to years\n", + "df.loc[(df[\"Age\"]!='nan') &(df[\"Age\"].str.contains(\"M\")),\"Age\"]=df.loc[(df[\"Age\"]!='nan') &(df[\"Age\"].str.contains(\"M\")),\"Age\"].apply(lambda x: str( round(float(float(str(x).replace(\"M\",\"\"))/12),1) ))\n", + "\n", + "\n", + "df.Age=pd.to_numeric(df.Age,errors=\"coerce\")\n", + "df.Age=df.Age.fillna(0)\n", + "df.AmountBalance=df[\"AmountBalance\"].str.strip()\n", + "df.AmountBalance=df[\"AmountBalance\"].str.replace(\"-\",'nan')\n", + "df.AmountBalance=df[\"AmountBalance\"].str.replace(\",\", \"\").astype(float)\n", + "\n", + "df.loc[:,\"Sex\"]=df.loc[:,\"Sex\"].replace(\"-\",float('nan'))\n", + "df[\"Sex\"]=df[\"Sex\"].str.upper()\n", + "df.TotalCharges=pd.to_numeric(df.TotalCharges,errors=\"coerce\")\n", + "df.Time = pd.to_datetime(df.Time,errors=\"coerce\",format=\"%I:%M%p\")\n", + "\n", + "df.NextApt = pd.to_datetime(df.NextApt,errors=\"coerce\", format=\"%m/%d/%Y\")\n", + "\n", + "\n", + "#df.AmountReceivedBy=df.AmountReceivedBy.apply(lambda x: str(x).replace('\\d+', ''))\n", + "\n", + "#Question 02: Which day of the weeks has more visits?\n", + "print(\"Question 02\")\n", + "print(df.Date.dt.weekday_name.value_counts().idxmax())\n", + "\n", + "#Question 03: Average age of patients\n", + "print(\"Question 03\")\n", + "print(round(df.Age.mean(),0))\n", + "\n", + "#Question 04: Num of visits by childeren\n", + "print(\"Question 04\")\n", + "print(len(df[(df[\"Age\"]>1) & (df[\"Age\"]<=12)]))\n", + "\n", + "\n", + "#Question 05: Which gender type had what kind of procedure in abundance?\n", + "print(\"Question 05\")\n", + "print(df.groupby(['Sex']).apply(lambda x: x['Procedure'].value_counts().idxmax()))\n", + "\n", + "#Question 06: Which Doctor is earning highest\n", + "print(\"Question 06\")\n", + "print(df.groupby(['ConsultingDoctor'])[\"TotalCharges\"].sum().idxmax())\n", + "\n", + "#Question 07: Which Procedure type earns more money\n", + "print(\"Question 07\")\n", + "print(df.groupby(['Procedure'])[\"TotalCharges\"].sum().idxmax())\n", + "\n", + "#Question 08: Which time of the day has highest frequency of visits by hour?\n", + "print(\"Question 08\")\n", + "print(datetime.datetime.strptime(str(df.Time.dt.hour.value_counts().idxmax()), '%H.%M').strftime(\"%I:%M %p\"))\n", + "\n", + "#Question 09: Create a bracket of time by Morning, Afternoon, Evening, Night (6am – 12pm – Morning, 12 pm- 4 pm, Afternoon, 4 pm- 7pm, Evening, 7pm – 6 am, Night).\n", + "print(\"Question 09\")\n", + "df.loc[(df.Time >= datetime.datetime.strptime('06:00AM', '%I:%M%p') ) & (df.Time <= datetime.datetime.strptime('12:00PM', '%I:%M%p')), 'TimeBracket'] = \"Morning\"\n", + "df.loc[(df.Time >= datetime.datetime.strptime('12:00PM', '%I:%M%p') ) & (df.Time <= datetime.datetime.strptime('04:00PM', '%I:%M%p')), 'TimeBracket'] = \"Afternoon\"\n", + "df.loc[(df.Time >= datetime.datetime.strptime('04:00PM', '%I:%M%p') ) & (df.Time <= datetime.datetime.strptime('07:00PM', '%I:%M%p')), 'TimeBracket'] = \"Evening\"\n", + "df.loc[(df.Time >= datetime.datetime.strptime('07:00PM', '%I:%M%p') ) & (df.Time <= datetime.datetime.strptime('06:00AM', '%I:%M%p')), 'TimeBracket'] = \"Night\"\n", + "\n", + "#Question 10: How many patients are repeated visitors?\n", + "print(\"Question 10\")\n", + "print(len(df.id.value_counts()[df.id.value_counts()>1].index))\n", + "\n", + "#Question 11: Give us the id of repeated visitors.\n", + "print(\"Question 11\")\n", + "print(df.id.value_counts()[df.id.value_counts()>1].index)\n", + "\n", + "#Question 12: Which patients visited again for the same problem?\n", + "print(\"Question 12\")\n", + "print(list(df.groupby(\"id\")[\"Specialty\"].value_counts()[df.groupby(\"id\")[\"Specialty\"].value_counts()>1].index))\n", + "\n", + "#Question 13: What is the median age for Females and Males?\n", + "print(\"Question 13\")\n", + "print(df.groupby(\"Sex\")[\"Age\"].median())\n", + "\n", + "#Question 14: What is the total amount in balance?\n", + "print(\"Question 14\")\n", + "print(df.AmountBalance.sum())\n", + "\n", + "#Question 15: How much money was made by Procedure Type “Consultation”?\n", + "print(\"Question 15\")\n", + "print(df[df[\"Procedure\"]==\"Consultation\"].groupby(\"Procedure\")[\"AmountReceived\"].sum())\n", + "\n", + "#Question 16: Is there a relation between Age and Total Charges paid?\n", + "print(\"Question 16\")\n", + "print(df.loc[:,[\"Age\",\"TotalCharges\"]].corr())\n", + "\n", + "#Question 17: Which Age group had highest number of visits?\n", + "print(\"Question 17\")\n", + "print(df[df[\"Age\"]!=0].Age.value_counts().idxmax())\n", + "\n", + "#Question 18: What is the total cost earned by Procedure Type X Ray and Scalling together?\n", + "print(\"Question 18\")\n", + "print(sum(list(df[(df[\"Procedure\"]==\"X Ray\") | (df[\"Procedure\"]==\"Scalling\")].groupby(\"Procedure\")[\"AmountReceived\"].sum())))\n", + "\n", + "\n", + "#Creating a clean csv dataset file\n", + "df.to_csv(\"clean_hospitaldata.csv\",sep=\",\")\n", + "print(\"File created successfully\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}