Anjulcodewiz/Pharmacy-management-system

INTRODUCTION: The main aim of the project is the management of the database of the pharmaceutical shop. This project is insight into the design and implementation of a Pharmacy Management System. This is done by creating a database of the available medicines in the shop. The primary aim of pharmacy management system is to improve accuracy and enhance safety and efficiency in the pharmaceutical store. The aim of this project is to develop software for the effective management of a pharmaceutical store. We have developed this software for ensuring effective policing by providing statistics of the drugs in stock. Description on the topic: This program can be used in any pharmaceutical shops having a database to maintain. The software used can generate reports, as per the user’s requirements. The software can print invoices, bills, receipts etc. It can also maintain the record of supplies sent in by the supplier. Here, the admin who are handling the organization will be responsible to manage the record of the employee. Each employee will be given with a separate username and password. Problem Definition: The aim of the project is to create an effective software to help the pharmacist to maintain the records of the medicines, handle user details, generate invoice, check and renew validity and provide a scope of communication between users by using inbuilt messaging system. Pharmacy management system deals with the maintenance of drugs and consumables in the pharmacy unit. This pharmacy management system is user friendly. Objectives -> Primary objective •To gain practical experience by modeling a software based on real world problem. •To understand how to work on Front-end (Java) and Back-end (MySQL) by using server(wamp). -> Secondary objective •To develop an application that deals with the day to day requirement of any pharmacy. •To develop the easy management of the medicines (drugs). •To handle the inventory details like sales details, purchase details and stock expiry and quantity. •To provide competitive advantage to the pharmacy. •To provide details information about the stock on details necessary and help locate it in shop easily. •To make the stock manageable and simplify the use of inventory in the pharmacy. Hardware and software tools: The system services and goals are established by consultation with system user. They are then defined in details and serve as a system specification. System requirement are those on which the system runs. ⚙️ Hardware Requirements: o Computer with either Intel Pentium processor or AMD processor. o 1GB+ DDR RAM o 40GB hard disk drive 💻 Software Requirements: o Windows/ MacOS/ Linux operating system. o JRE and JDK. o MySQL server (WAMP or XAMPP or any) Chapter 2 - DESIGN Database Design is a collection of processes that facilitate the designing, development, implementation and maintenance of enterprise data management systems. It helps produce database systems: o That meet the requirements of the users o Have high performance. Architecture Description The design of a DBMS depends on its architecture. It can be centralized or decentralized or hierarchical. The architecture of a DBMS can be seen as either single tier or multi-tier. ER Diagram image.png Fig 1: ER Diagram An entity–relationship model describes interrelated things of interest in a specific domain of knowledge (Refer Fig 1). It is composed of entity types and specifies relationships that can exist between instances of those entity types. Relational Schema Diagram image_1.png Fig 2: Relational Schema Relational schema is a collection of meta-data. Database schema describes the structure and constraints of data representing in a particular domain (Refer Fig 2). Chapter 3 - IMPLEMENTATION Description on Implementation The goal of this application is to manage the medicines and various function of the pharmacy. List of modules: o Login page o Home page o Company o Purchase o Drugs o Sales o User/Settings o Messaging Chapter 4 - Result and Discussion By using MySQL commands and its database this website Pharmacy management tends to store all the data received from the users including drugs sales details and the profit made by the owners are all in this data base. This website allows the user to generate invoices for sales, check expiry and quantity remaining of the drugs. It also provides user with options to renew validity and add more drugs into the store and update the database accordingly. By using xampp server these database commands are easily initiated into the database and the ER diagram with relational schema diagrams helps us to make the structure of the database faster and it was easier to make them understand the needs of the website. Login Information id :1 password: admin CONCLUSIONS AND FUTURE SCOPE o Detailed information gathering has to be done. Without that the purpose for using the software won’t be satisfied properly. o However, it can give good profits in the long run. o Implementing the software requires change in the business practices. o Efficient organization of all knowledge is the analysis company and easy analysis access and retrieval of information is possible. o In this project we can also include BAR CODE facility using the bar code reader, which will detect the expiry date and the other information about the related medicines. o Company using this software will always be able to plan in future and always be aware of their financial position in the market. o It leads to ease in functioning of business processes. o The project can be made more robust by including biometric verification. o There is also a scope to expand by implementing newer technologies like cloud etcetera.

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Daniblit/Ensemble-Predictive-Model-Forecasting-AMGEN-stock-price-at-year-end-31s

The basis of this project involves analyzing Amgen future profitability based on its current business environment and financial performance. Technical Analysis, on the other hand, includes reading the charts and using statistical figures to identify the trends in the stock market. The dataset used for this analysis was downloaded from Yahoo finance for year 2009 to 2019. There are multiple variables in the dataset – date, open, high, low, volume. Adjusted close. The columns Open and Close represent the starting and final price at which the stock is traded on a day. High and Low represent the maximum, minimum price of the share for the day. The profit or loss calculation is usually determined by the closing price of a stock for the day, I used the adjusted closing price as the target variable. I downloaded data on the inflation rate, unemployment rate, Industrial Production Index, Consumer Price Index for All Urban Consumers: All Items and Real Gross Domestic Product as independent variables, Quarterly Financial Report: U.S. Corporations: Cash Dividends Charged to Retained Earnings All Manufacturing: All Nondurable Manufacturing: Chemicals: Pharmaceuticals and Medicines Industry, Producer Price Index by Industry: Pharmaceutical Preparation Manufacturing, 30-Year Treasury Constant Maturity Rate, and Producer Price Index by Industry: Pharmaceutical and Medicine Manufacturing Index. The independent variables are economic parameters which was obtained from Federal Reserve Economic Data (FRED) website. Methodology 1. Linear Regression: The linear regression model returns an equation that determines the relationship between the independent variables and the dependent variable. I used linear regression tool in Alteryx with ARIMA tool to forecast the stock prices for the year. The algorithm was trained with the historical data to see how the variables impact on the dependent variable. The test data was used to predict the adjusted closing price for the year and predicted a stock price of $193.38. 2. Support Vector Machines (SVM): Support Vector Networks (SVN), are a popular set of supervised learning algorithms originally developed for classification (categorical target) problems and can be used for regression (numerical target) problems. SVMs are memory efficient and can address many predictor variables. This model finds the best equation of one predictor, a plane (two predictors) or a hyperplane (three or more predictors) that maximally separates the groups of records, based on a measure of distance into different groups based on the target variable. A kernel function provides the measure of distance that causes to records to be placed in the same or different groups and involves taking a function of the predictor variables to define the distance metric. I used the SVM tool in Alteryx with ARIMA tool to forecast the stock prices for the year and predicted a stock price of $189.44. 3. Spline Model: The Spline Model tool was used because it provides the multivariate adaptive regression splines (or MARS) algorithm of Friedman. This statistical learning model self-determines which subset of fields best predict a target field of interest and can capture highly nonlinear relationships and interactions between fields. I used the Spline tool in Alteryx with ARIMA tool to forecast the stock prices for the year and predicted a stock price of $201.84. The results from the models was weighted by comparing the RMSE of each model. A lower RMSE indicates that the model’s predictions were closer to the actual values. However, a simpler model with the same RMSE as a more complex model is generally better, as simpler models are less likely to be overfit. Though the Spline model had a lower RMSE, the Linear Regression model had fewer variables. Thus, we combined the 3 models with the ARIMA forecast in a model ensemble, which allows us to use the results of multiple models. The forecasted stock price is $197.99 with 1.5% increase for 31st December 2019. Apart from economic parameters, stock price is affected by the news about the company and other factors like demonetization or merger/demerger of the companies. There are certain intangible factors which can often be impossible to predict beforehand hence the model predicts that the stock price of Amgen will continue to rise except there is a drastic downturn of the company.

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Porijit-ayon/DOCTOR-APPOINTMENT-SYSTEM

Bangladesh is a country of youth generation. In our way of life we confront a part of issues. Illness is one of most common issues for a person’s life. On the off chance that anyone is sick and needs to visit a specialist for checkup, he or she ought to visit the clinic and holds up until the specialist is accessible. The quiet moreover holds up in a line whereas getting appointment. If the specialist cancels the arrangement for a few crisis reasons at that point the patient isn't able to know almost the cancelation of the arrangement unless or until he or she visits the clinic. So, it's essential to urge a interview with Specialists at whatever point we got affected with different maladies. As the web is presently accessible for everybody hence anybody can utilize the online arrangement framework to overcome such issues and burden for the patients. Vision of this venture is to make specialist quiet dealing with administration framework that will offer assistance patients to book specialist arrangement and satisfy their prospects. In this framework specialists are allowed to oversee their booking openings in online, patients can make their arrangement to book empty openings as well. This is often the framework of reservation for guiding by patients title. This framework manages distinctive sorts of specialists at a time and patients can select their anticipated one for booking. The framework moreover remains of the blood giver module which is permitted for blood donation enrollment as well as finding blood gather for future utilize. 1.2 Motivation Emotions are the best way to express what a person is feeling at that particular time. Now a day’s people share their views, emotions on social networking sites such as, Facebook, twitter, instagrametc. Recently most of the people post status in Social media. Most of the time it becomes tough to understand the rumor reading those sentences. That’s why we have decided to detect rumor from text. We started to Page 2 read research papers and found out that lots of work has been done with detecting rumor in English. Then we start searching papers related to detecting rumor. Very few works has been done. So, we thought that we will work rumor detection from 1.3 Objectives Helping people to search for doctors and get appointment is our main objectives. User can search doctors which can make sure to find specific doctor an easy task. A platform where doctors can check patient previous medical history for better checkup. To build a system with perfection, requirement collection is a must. The study will gives a clearer idea of people’s need and the system that we are planning to build as well as how much we are going to cover. The document will also describe all the interactions between patients, doctors and admin. By above document anyone will be able to understand the project at a glance. In this project. A doctor can ❏ Get appointment request ❏ Access to this request ❏ Check previous medical history ❏ Able to get patient profile ❏ Give appointment And Patient can ❏ View doctors list ❏ Easily take doctor appointment ❏ See when his/her expected doctor available ❏ Able to see categorized doctors department ❏ Purchase medicine ❏ Hire ambulances ❏ Get blood from donors 1.4 Expected Outcome There is an online scheduling system is commonly referred a Web-based pattern that allows individuals to conveniently and securely book people appointments and Page 3 reservations online through any web connected devices such as computer, laptop, smart phone, tablets etc. Once a date and time are selected the system will give booking confirmation and recorded documents for next requirement. The flexibility of our system enables it to be utilized for a variety of different services and activities for a patient and doctor, such as, Time saving Staff spends much time on the phone booking and can’t maintain appointment properly so booking through online by individuals save time as they no longer have to commit a part of their busy schedule to calling their medical, healthcare or wellness provider. As an example, typically phone booking system spends an average of four minute for booking hundred patients. Where our system is will take less time. Monetary saving In Doctor’s chambers the staffs are always ready to take money for giving appointment to patients. It is an unethical way to get the faster appointment. In our system people will able to see the whole slots of any doctor so he/she can make an easy appointment for them whenever they need without paying extra money to the staffs. Sustain tranquility If people gets ill and wants to visit a doctor for checkup, he or she needs to visit the chambers and waits until the doctor is available. The patient also waits in a queue while getting appointment. So there is a mess environment is possible. If the doctor cancels the appointment for some emergency reasons then the patients are try to make uproar in that places. In this system, no need to wait for a while in queue and as patient will be able to see when doctors are available so that people will easily avoid the massing situation. 1.5 Report Layout We developed the Web-based system which name is “Medicate”. We tried to make sure the project have completed in time. We have designed our workflow follows by above: In chapter 2, brief discussion on related works that are already implemented. And Page 4 we made comparison with other. We have figured out the problem of current system and tried to solve. What kind of Challenges we have faced for completing this project also discussed on this chapter. In chapter 3 named Requirement Specification where we focused about business process modeling, requirement collection and analysis, use case modeling and descriptions, logical data model, design requirements. On chapter 4 named Design Specification we have tried to show the front-end design, back-end design and Interaction design and UX. As well as we listed the component that we used to build the system. In chapter 5 named Implementation and testing where we discuss about the Implementation of Database, Implementation of Front-end Design, Testing Implementation, Test Result and Reports. On chapter 6 we have discussed about the present condition and future scope of our project. Also we have tried to cover the whole things what we have done in our project is referred as conclusio

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Kanijtabassum/orthopedic-patients-Analysis-usnig-machine-learning-

Data Mining is the upcoming research area to solve various problems. Its applications are used in different areas such as social media, marketing, banking, health care, insurance and medicine. There are different research fields such as web mining, text mining, image mining, sequence mining, etc. The frequently applied data mining technique is the classification. That is, a method of data analysis which obtains models to describe and separate data classes and concepts [1]. Classification builds model by using training data and uses model to test data to estimate the accuracy of the classification. The algorithm analysis is the input and it generates a prediction. The orthopedic diseases are becoming massive day by day. For proper treatment we need to know these kinds of diseases in details. The more we know, the more we will become powerful. Orthopedics become part of our daily life and has become wide spread. Disk Hernia and Spondylolisthesis are two common orthopedic diseases

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