Stock Market Analysis Python Project Report

Stock Market Analysis and prediction is a project for technical analysis, visualization, and estimation using Google Financial data. Seeing data from the market, especially some general and other software columns. Pandas used to take stock of the information, looked at different aspects of it, and finally looked at it in some way to assess the risk of a stock based on its recent performance history. Competing with the Monte Carlo method in anticipation of future prices.

OVERVIEW

Stock exchange analysis is only intended for the analysis of stock company data for various organizations. Using this method of data analysis, any organization can easily extract relevant information.

AIM OF THE PROJECT

The main goal of my project is to analyze the data of all the institutions in which form we need.

PROBLEMS FOR THE ANALYSIS

Share financial data with quandl for the following companies:

  • Apple
  • Amazon
  • Microsoft
  • Google


Perform basic data analysis

  • Get last year’s data
  • Check Apple values
  • Indicate the final price
  • The stock market has seen a rate hike
  • Gather all the company data together for the final price


Make daily return analyzes and show the relationship between the different stocks

  • Percentage change plan for Apple product
  • Find a shared website for Apple and Google
  • Use PairPlot to show the relationship between everything

Perform risk analysis


CONCLUSION AND FUTURE SCOPE


We evaluated two basic measurements of the analysis and found no conclusive evidence about their estimated value.
These predictions are also very long-lasting and will see a year in the future. Suggestions on this scale are not the main project time. Instead, we will focus on predicting daily market trends. Because of these problems, we avoided basic analysis.

Performing risk analysis Results:

Download the attached  Stock Market Analysis python Project Report

 

Course Finder and Allocation Management Tool .Net Project

The Course Finder system is supported by students who enter high school. The purpose of the Course Finder software is first and foremost Internet users. This section discusses different courses and materials. The main purpose of this system is to search for secrets. An e-mail was opened at the university to participate in the new course.

They have many advantages such as school teaching, college photography, state-of-the-art exhibitions at the bar according to your classroom rain, course.

Generally, students will rely on candidates already studying at university to understand university details, but by using this software, they can easily understand the current status of university researchers. It is a tool for student purposes on the web. The student can search for university information, fees, academic records.

Purpose of the Project: –

The purpose of the “Course Finder and Allocation Management Tool” project is to facilitate the search for online universities by means of a package called the Course Study System.

The system has a registration module for students to forget their passwords, and at the same time, a new user enters the place where new students want to register and also an alternative to a forgotten password. A successful student can participate in a college search.

As modern organizations grow increasingly complex and computing works according to leaders, it becomes important for the coordination of individuals, groups, and computers in the modern organization.

Through this college search, students can find universities that can be adapted to their subject type and at the same time reduce search time.

Big cities where life is within a few minutes have to announce things. In this way, this online archived information helps students complete their search in a limited time.

Furthermore, students can go directly to the university directly from this site. At the same time, they can make the university of their choice.

Existing system

The current system is an intervention where students have to search for papers on campus and go to college to obtain university information.

The following is the usability of the current system.

  • It is difficult to find out about a college degree on a relevant course that is being sought by a student who is new to college.
  • More manual hours are required and reports are required.
  • It is easy to know important information about the environment and the found objects.
  • The signs of a college renovation are hard to maintain. 

The default system

Course attendees and course management systems are an application that delivers more than the accreditation hours to enable universities to successfully understand the relevant course. These applications collect data in a centralized way that is accessible to all users at the same time. It is very easy to manage historical data in a database. There is no specific training for users to use the application. They can easily use a device that reduces interference to normal elements and thus improves performance.

The purpose of the system

Course attendance systems are assisted by middle school students and higher education students who are new to the school. The purpose of the search engine software is first and foremost Internet users. The purpose of the course and attendance management is to give users of the information system the best information when it comes to looking for universities for the best results.

Download the attached Course Finder and Allocation Management Tool .Net Project full source code, project report, PPT

Course Finder And Allocation Management Tool .Net Project

Online Rental System or Universal Rental Capture .Net Project

Download the complete Online Rental System or Universal Rental Capture .Net Project code, Full Report, PPT.

Abstract

It will make web implementation different for different cities. Instead of delivering products from a single rental exhibition, these visits act as mediators between the user and the owner of the rental exhibition. There is no prohibited sale to our customers on our website. Rental show owners want to launch their product on our website and then they can easily register on our website with personal information and credit card numbers.

Online-Rental-System
Online-Rental-System

The application provides the supplier with additional repair services to repair or remove their products. Customers do not need to register on our site with just one request and location instructions on our site. We are responsible for communication between customers and suppliers and maintain the database. It also has an ecological module that accepts customer feedback. The application provides another function in “Transport Services”.

There are many online rental systems. But not all products are available in one place. At the same time, many are trapped in the same city. This means that the car rental system is only implemented in online transactions with cars. At the same time, many of them do not provide the right relationship between the customer and the supplier. At the same time, existing rental systems are limited to a supplier, which means that products are available in the rental space.

 Existing System:

If someone wants to buy a house in a particular city from their home, how is that possible? If you go to another city, but if you want to rent a product before you reach your goal, how is that possible? So the answer to these questions is through our website.

There are many marketing systems online. But not all products are available in one place. At the same time, many are trapped in the same city. This means that the car rental system is only implemented in online transactions with cars. At the same time, many of them do not provide the right relationship between the customer and the supplier. At the same time, existing rental systems are limited to a supplier, which means that products are available in the rental showroom..

Draw backs:

  • It is limited to individual products and cities.
  • Tune There is no good relationship between user and supplier.
  • Products are limited to a room in the exhibition rental area..

PROPOSED SYSTEM

A basic system is a web-based system that customers can use anywhere in the world. The system can deliver more products in stores in different locations.

The direct market enters into the system with this system without a targeted approach. You can pay to advertise your rental product by announcing your credit card number.

The proposed system can accept all types of rental products, compatible with the system broker so that sellers upload their product images to the system. The customer communicates directly with this product image and receives relevant information about the rental product.

The proposed system receives an online request from the customer to have the trading system deliver each product for its intended purpose. Here plays an important role. The administrator can obtain product information for each product and specific vendors using this system..

Modules

  1. Registration
  2. Advertise product
  3. Data base maintenance
  4. Searching and Booking the product
  5. Verify Bookings and Intimate to Vendor
  6. Authentication

Vendor Registration Module:

Marketers complement the web by providing personal information and the type of success. 

Advertise Products Module:

Once you have entered the link to the sales page, you will sell your product and add a product form and provide relevant information about the product, such as identification tag, availability date, rents, etc. and save the product image..

It consists of following sub modules:

  1. Update Product
  2. Delete Product 

Update Product Module:

The supplier can update existing product information, such as rental agreement, date of preparation, etc. through product identification. 

Delete Product Module:

The seller can destroy his existing product by identifying the product. 

Data base maintenance Module:

Information provided by the company, such as product information, personal information, etc. And client-supplied data, such as answers and book information, will be stored in a database of webmasters.

Searching and Booking the products Module:

The customer, when he arrives at the place where he or she is looking for a product, if he or she receives the required product, just fill out the booking form and use the database..

Verify Bookings and Intimate to Vendo Moduler:

The administrator after logging into the site verifies the client for the latest books. You must then send all the book information to the seller.

Authentication Module:

Authentication is nothing more than to guarantee system security. Here everyone has to log in to the system login page. The login page blocks users with UN approval. The user must provide their login details such as ID and password to access the system. For this reason, the system protects all users’ data. When a user enters an ID and password, they verify the user’s presence in the database. If there is a user, they can be treated as a valid user. Otherwise, the request will be postponed.

Software Requirements:

Database : SQL Server 2008

Tools: Microsoft Visual Studio .Net-2012

Code: C#.Net

Download The below attached Full Project Source Code, Project Report, Output screens.

Veterinary Website Management System Java Project

Abstract:

Online applications are playing an important role in our day to day life from online shopping to doctor booking which is saving time and helping ineffective management of resources. As of now, there are no applications for online doctor appointments for veterinary systems. In this project java based web application is designed, which as features for booking an appointment by checking the availability of a doctor and then select specific doctor specialization and a form is shown to the user who will fill the form based on animal condition and symptoms and do online payment. Books are conformed by admin and updates are sent to the doctor regarding bookings along with details the user has filled. The project is designed with three modules admin, user, and doctor. Entire data is managed in a centralized database using the MySQL database.

Existing system:

At present, there are many websites that provide online veterinary services but they have only details of doctors and type of treatment. There are no online services like booking appointments, sending patient details ..etc.

Disadvantages:

  • Websites which provide veterinary services are limited to specific service only
  • Users need to wait for a long time for finding a doctor and getting treatment

Proposed system:

In proposed system website is developed with advanced features for Veterinary purpose which has features of online appointment booking, checking the availability of doctors with timings, Advance patient information updating and online payment.

Advantages:

  • Users can save time by processing through this website
  • Easy to find if a doctor is available based on our required treatment.

Modules:

Admin:

Admin will look after the application who will check users and doctors and confirm appointments and send emails to the user. Admin updated user booking status to the doctor online.

User:

The user should register with the application he is basically a person who wants to get his pet to be treated. The user will select the type of doctor and treatment and fill form related to a problem and check the availability of doctors and book appointments and confirm the booking.

Doctor:

The doctor will register with the application based on his specialization and what type of service he provides. A doctor can check booking uses details and check the form which use has filled to know about patient status.

HARDWARE AND SOFTWARE REQUIREMENTS

Hardware Requirements

Processor : Intel 2.0 Ghz Or Above
Hard Disk : 200 Gb
Ram : 2 gb Ram.

Software Requirements

Operating System: Windows XP With Sp2.
Language (Front End) Java (Jdk1.5/1.6)
Server: Apache Tomcat 5.5/6.0
Web Technology: Html, Javascript, CSS.
Database (Back End): MySQL
Architecture: 3-Tier Architecture

PHP Web Projects

These are the below available Latest PHP projects List.

AUTOZONE: Used Cars Selling and Buying Platform.

Our mission is to create an application that is helpful for selling and buying used cars. Let’s get started by signing up first!

Features of Autozone:

Selling your car has never become this easy. All you need is a minute to upload your car details and you are good to go.

Browse through the hundreds of options posted by genuine sellers and find your dream car here at the best-ever prices.

Provides an easy-to-use interface. We use a clean design with zero ads to guarantee end-user satisfaction.

Responsive web design is all about creating web pages that look good on all devices. We have set up a good design to assure you that you have the perfect experience on any device.

Our goal is to give the best experience to both the buyers and sellers. We always make sure that everyone has a good time using our service and we always look forward to your support and feedback.

Download the complete project on the Used Cars Selling and Buying Platform PHP & MySQL Project

Download the complete Attendance Management System PHP & My SQL Project Source Code and Database.

Download College Student Scholarship Management System PHP & MySQL Project Source Code and Database.

Other Available PHP Projects are below:

Booking Photography PHP Project
City Life System PHP Project
E-Magazine System PHP Project
E-Tuitions System PHP Project
Magazine College System PHP Project
Event File Automation System PHP Project
Learning Portal System PHP Project
Nirman Website System PHP Project
Ship Management System PHP Project
Placement Cell System PHP Project
Cancer Project System PHP Project
E-Procurement System PHP Project
Project Management System PHP Project
knowledge-based Community Sharing System PHP Project
Offer-Bazar System PHP Project
Online-E-Gas System PHP Project
Income-Tax-Return-Processing System PHP Project
Online Staff Leave Management System PHP Project
Employee-Expense-Management System PHP Project
Exam Seating Arrangement System PHP Project
Color Hunt Gaming project System PHP Project
Online Form Request System PHP Project
Electronic-Veg-Market System PHP Project
Satvara Matrimony System PHP Project
Query Handler System PHP Project
Grade Processing System PHP Project
AES–Photo Encryption System PHP Project
Image Enhancement System PHP Project
Paradarshia Corruption Free Economy System PHP Project
Implementation Of Floyd’s Algorithm System PHP Project
Atm Location Search System PHP Project
E-Farming System PHP Project
Time Table Management System PHP Project
Admin Mall System PHP Project
Bulls-Eye-Quiz System PHP Project
Smarter Work Management System PHP Project
Online Grievance Redressal System PHP Project
Real Estate Magicbricks System PHP Project
Apartment Management System PHP Project
Medical shop Management System PHP Project
Security Mail Communicator System PHP Project
Feedback Analysis Of interviews System PHP Project
Intelligent Hospital System PHP Project
Tender Management System TMS System PHP Project
Virtual Learning Environment (VLE) System PHP Project
Online Loan Application System PHP Project
Retail Purchase & Tracking System PHP Project
Opinion Mining For Social Networking Sites System PHP Project
Project Information System PHP Project
Student Friendly College Management System PHP Project
Online Book Store System PHP Project
Sentimental Analysis For Mobile Networks System PHP Project
Report Generation System PHP Project
Feedback Information System PHP Project
Health Prediction Management System PHP Project
Online Book Review Management System PHP Project
Suspicious Email Detection System PHP Project
Student Monitoring System PHP Project
Online College magazine System PHP Project
Sports Event Management System PHP Project
Restaurant Management System PHP Project
Online House Rental Management System PHP Project
Online Food Ordering & Service System PHP Project
Online Course Management System PHP Project
Online Cab Booking System PHP Project
Online College Voting System PHP Project
Cluster Analysis and Disease Mapping System PHP Project
College Feedback System PHP Project
Result Analysis System PHP Project
E Plastic System PHP Project
E Banking System PHP Project
Assignments and Materials System PHP Project
Vehicle Management System PHP Project
Recipe Management System PHP Project
Online Event Attendance System PHP Project
Online Parking System PHP Project
E-Auction System PHP Project
Telecom Services System PHP Project
Airline Reservation System PHP Project
E-Waste Application System PHP Project
Exam Invigilation System PHP Project
Library Management System PHP Project
Patient Follow Up System PHP Project
Event Management System PHP Project
Career Information System PHP Project
E-Gas Sewa Application System PHP Project
Student Attendance Management System PHP Project
Office Level Student Information System PHP Project
Online Pharmacy System PHP Project
Online Recruitment System PHP Project
Credit Card Fraud Detection System PHP Project
Smart General Library System PHP Project
Venue Booking System PHP Project
A Secure Two-Factor Authentication Scheme System PHP Project
Selection of Effective Clouds for Data Hosting Services System PHP Project
Career Analysis System PHP Project
Student Performance with graph & Academic Project work Reporting System PHP Project
Wedding Event Planner System PHP Project
Travel Rating and Exploring System PHP Project
Performance Evaluation System Adoption of Opinion Mining Information
Online Marketplace System PHP Project
Uni Watch – Web System PHP Project
Training & Placement Cell System PHP Project
File Security System PHP Project
Social Networking Site System PHP Project
Campus Recruitment System (Training & Placement) System PHP Project
Farmers Buddy System PHP Project
Event Organization System PHP Project
Online Doctor Appointment System PHP Project
Online Survey System PHP Project
Secure Web Application for Managing Auction System PHP Project
Identification of Diabetes System PHP Project
College Placements & Assistance System PHP Project
Online College Bus Record Supervising System PHP Project
Online E-Ticket System PHP Project
Online E-Voting System PHP Project
Student & Faculty Interaction Outside the Classroom System PHP Project
Automated Retail Management System PHP Project
Dynamic Media Management System PHP Project
Electronic Highway for Singers System PHP Project
College Election System PHP Project
E Police Application System PHP Project
Student Performance Forecasting System PHP Project
College Bus Tracking System PHP Project
Performance Monitoring in Virtual Organizations System PHP Project
Review-Based Rating Prediction System PHP Project
Automation of Exam Invigilation System PHP Project
Fast Detection of Transformed Data Leaks System PHP Project
Employee Tracking System PHP Project
College Sentimental Analysis System PHP Project
Personality Prediction System Through CV Analysis System PHP Project
Analysis of Users Behaviour in Structured E-Commerce Websites
Image Encryption and Decryption using BlowFish System PHP Project
Resource Maintenance and Management System PHP Project
Watermarking System PHP Project
Monitoring Fake Product Reviews System PHP Project
College Bus Facility System PHP Project
Software Piracy Prevention System PHP Project
Tour Guide System PHP Project
Local Vendor Review System PHP Project
Multi-Level Marketing System PHP Project
Secured File Sharing System PHP Project
Water Distribution and Management System PHP Project
Citizen Card System PHP Project
Collaborative Online Tutorial System PHP Project
Online Entertainment Portal System PHP Project
Secure Web Portal for Real Estate & Property Management System PHP Project
Agile Management System PHP Project
Book Repository Management System PHP Project
Frame It System PHP Project
Voice to Text Converter Java Project System PHP Project
Purchasing Management System PHP Project
Telangana Public Services System PHP Project
Analysis of Persuasive Text Passwords System PHP Project
Project Review Automation System PHP Project
Easy Search Guide (Malls) System PHP Project
Food Wastage Management System PHP Project
Food Ordering System PHP Project
Stock Management System PHP Project
Courier Service System PHP Project
Campus Recruitment System PHP Project
Vehicle Rental Management System PHP Project
Automation of Timetable Generation System PHP Project
Online Job Portal System PHP Project
Obsessive Compulsive Disorder System PHP Project
Online Leave Management System PHP Project
Image Steganography using LSB System PHP Project
File Tracking System PHP Project
Electronic Voting System PHP Project
Dynamic Analysis vulnerability to Provide Security In Clouds System PHP Project
Health Care Logistics System PHP Project
Online Car Store System PHP Project
E-Fuel – Online Fuel Booking System PHP Project
Hour Wise Lecturers Tracking System PHP Project
Multi-Hospital System – Online Doctor Appointment System PHP Project
E – Voters Application System PHP Project
Repository System PHP Project
Student Information Chart board System PHP Project
Student Help Desk System PHP Project
Online Student Mentoring System PHP Project
Placement Information System PHP Project
Hostel Management System PHP Project
News Report System PHP Project
Dance Studio System PHP Project
Passenger Vehicle Management System PHP Project
Automatic Question paper Framer System PHP Project
Development of Learning Management System PHP Project
Online Bouquet Store System PHP Project
E Approval System PHP Project
Online University Voting System PHP Project
Automatic Exam Seating Arrangement System PHP Project
Advanced Query Management System PHP Project
Urban Spoon System PHP Project
Development of Online College Yearbook System PHP Project
Predicting user behavior through sessions using the web Mining System PHP Project
Digital WaterMarking Techniques System PHP Project
Age Group Classification in Social Networks using Deep Learning System PHP Project
Securing data in Image & Audio Files using Steganography Technique System PHP Project
Computerized Examination Management System PHP Project
Scalable Architecture for Multi-User Encrypted SQL Operations System PHP Project
Mental Disorder Detection on Social Networks System PHP Project
Resource-aware hybrid scheduling algorithm in the heterogeneous distributed computing System PHP Project
Secure File Storage on Cloud using Hybrid Cryptography ( AES, DES, RSA) System PHP Project
Data Mining for Sales Prediction in Tourism Industry System PHP Project
A Secure Approach For Data Hiding Using Visual Cryptography (Image Split, Encryption and Decryption) System PHP Project
Classification and Detection of Abusive and Insulting Content in Social Media System PHP Project
Data Security In Cloud Computing Using Two Way Handshake Method Based On Token Management System PHP Project
Web Application For Conducting University Examination System PHP Project
Student Performance Prediction via Online Learning Behaviour Analytics System PHP Project
Faculty Management System PHP Project
Online Medicine Donation System Portal System PHP Project
Online Shopping System PHP Project
Exam Center Management System PHP Project
Stationary Management System in an Office System PHP Project
Online Shopping for Departmental Store System PHP Project
Online College Election System PHP Project
Construction Management System PHP Project
Secure Cloud Storage based on RLWE Problem System PHP Project System PHP Project
Online Table Booking System PHP Project
Kids Vaccination Electronic Record System PHP Project
Knowledge Sharing System PHP Project
Vehicle Parking
Lab Inventory System
Slot Booking System
M- MUSTER Using Google maps System PHP Project
Online Medical Store System PHP Project
University Fagito – Food Application System PHP Project
E Resource Management System PHP Project
Online Exam Center Management System PHP Project
Online Project Activity Management System PHP Project
Vantage Cooking System PHP Project
ONLINE ELECTRONIC EASY REPAIR System PHP Project
Academic Project Management System PHP Project
National Web Portal System PHP Project
Online Real Estate Management System PHP Project
Automatic Exam Invigilation System PHP Project

Python Academic Projects for Students

These are the Academic Python Projects for Final Year Students. Download the complete project code, report ppt

  1. University Exam Center Management System Project:

The main aim of developing this application is to provide a complete online examination system for the university

Modules & Users of the System:

  • Administration
  • Head Of the Department
  • Vice Chancellor
  • Department

The Functionalities involved in the project are below:

  • Exam Center Allotment  Information Page
  • Exam Center  Information Page
  • Institute  Information Page
  • Panel  Information Page
  • Papersetter Appointment  Information Page
  • Papersetter Bank  Information Page
  • Papersetter  Information Page
  • Paper Print Order  Information Page
  • Payment  Information Page
  • Program  Information Page
  • Subject  Information Page
  • Time Table  Information Page
  • User  Information Page

Download the complete project on University Examination Center Management System Project.

Village Development System Python Project

ABSTRACT

A social forum for villagers to be held so that they can spread the problem, improve it and anyone in the world can see and answer. 3D images of wells, data visualization, data analysis. Previously, If any problem occurs in the village, people have to go and ask higher authorities, and also there is no interaction between people and higher officials. So they can only solve their own problems because of no communication between Rural and Urban people. Everything is digitized, People can easily share their problems all over the place, So here in this paper we created a platform that anyone (village people, officers, common people)can log in to the system and do the operations, This project also having a special feature called Prediction, Farmers can easily predict the agriculture fluctuations based on the previous data, This feature helps to people when they will do the agriculture, this project also involves farms, wells, houses.  Anyone can interact with any person and post their problems. This application is implemented using Python, Django, and databases like DB SQLite.

INDEX TERMS: Village management, Farmers, Problems.

Existing system

Previously, If any problem occurs in the village, people have to go and ask higher authorities, and also there is no interaction between people and higher officials. So they can only solve their own problems because of no communication between Rural and Urban people.

Modules:

Admin module: Such administrative help you change FirstSearch to serve the needs of the user. This module provides information that acts as the backbone of the remainder of the system. The security issue is dealt with through the module that discussed the rights of users.

Volunteer module:  Volunteer modules allow you to help people in the village who provide services such as medical care, roads, transport, etc. Model volunteer work is crucial to understanding criminal needs and providing good support.

Reporter module: The reporter module allows for the unattended processing of alarm signals and the reporters are employed to report the news.

Farmers Module: The farmer module can add their Problems to add in the Website

Problems Module: If any Problems occurred in the village entered into this Application.

Software Requirements:

OS: Windows

Python IDE: Python 2.7.x and above

Pycharm IDE

Setup tools and pip to be installed for 3.6.x and above

Hardware Requirements

 RAM:  4GB and Higher

Processor:  Intel i3 and above

Hard Disk: 500GB Minimum

Article Rewrite or Plagiarism Remover Project in Python

Abstract:

Maintaining data uniqueness is one of the important features for many areas like in colleges and universities Plagiarism check and data uniqueness is one of the main criteria for preparing a paper of paper publishing. In order to maintain plagiarism free content, there is a need for effective methods wherein the existing method used should rewrite entire content manually if there are many pages of content to be written then it takes a lot of time which is time taking process.

With the advancement of machine learning and artificial intelligence, we can develop an application that can automate process of content rewriting. In this project, we are developing an application in python named article rewriter or plagiarism remover in python which will rewrite entire given content in a short time. In this project, Natural language processing is used in which text summarizer libraries are used. In this project, we also compare the output of different text summarizer algorithms.

Existing System:

In the existing system in order to remove plagiarism for the content manual process was involved in which the user should understand each meaning of the sentence and rewrite the entire content with its own words. Which is time taking process.

Proposed System:

In this project, NLP is used for understanding input text or data from URL and then summarize text and rewrite entire content in a short time by using a text summarizer algorithm.

SYSTEM REQUIREMENTS:

HARDWARE REQUIREMENTS:

 Operating system: Windows 7 or 10.
 Tool :Anaconda ( Jupiter )

SOFTWARE REQUIREMENTS:

 Software :Python 3.5
 Dependencies : numpy
 Libraries: pandas, keras, scipy, sklearn,NLP

Medical Data Analysis Python Project

Abstract:

The idea of visualizing data by applying machine learning and pandas in python. Taking dataset from the medical background of different people ( prime Indians dataset from UCI repository). This data set consists of information of the user whose age, sex type of symptoms related to diabetes. Design a testing and training set and predict what are the chances of patients having diabetes in the coming five years. Data is classified and shown in the form of different graphs.

Project Objective:

To analyze data by considering exiting the user’s data set and predict what are the chances of diabetes in the coming five years. Information is shown in the form of different graphs.

Introduction:

Data analysis is playing an important part in analyzing datasets and predicting what are situations in the coming years. This analysis can give the option for departments and organizations to take steps in dealing with these problems. In this project prediction of diabetes in the coming years is considered as the main problem.

Existing System:

There was no chance of prediction in existing studies it was just by manual analysis based on existing data but analyzing large amounts of datasets is not considered.

Proposed System:

Data analysis and machine learning libraries and algorithms are used for prediction on diabetes and information is shown in detail in the form of different types of graphs (histogram, density plots, box and whisker plots, and correlation matrix plots.

SOFTWARE & HARDWARE REQUIREMENT:

OS: Windows 7 or above
Processor: I3 or above
Programming language: python 3.6
Distribution tool: Anaconda.
RAM: 4 GB
Hard Disk: 160 GB

Spam Comments Detection Project in Python

Abstract

Spamming is the process of posting unwanted and not related comments on specific posts in any type of social sharing medium or video-sharing medium. These messages are posted by bots for reducing ranking or disturbing users viewing experience which ultimately reduces the rank of website and post. This spamming is done manually also which are mostly seen in most competitive pages.

There are few methods that can remove spamming methods that use data mining techniques but in this project, we are automating the process of spam comment detection using machine learning by taking a dataset of youtube spam messages and applying countvectorizer and navie base algorithm for clustering on the given dataset using python programming.

Proposed system:

This project, countvectorizer is used for extracting features form a given dataset and design model by generating tests and training sets from given data. Then the navie base classifier is applied for clustering and the test and training set is given as input based on this data given message is tested if it is spam or not.

Existing system:

In the existing system, data mining techniques are used for detecting spam messages. Most of these methods work only after posting messages. There is a need for a system that can automate this process before posting message.

SYSTEM REQUIREMENTS:

HARDWARE REQUIREMENTS:

  • Operating system: Windows 7 or 10.
  • Tool :Anaconda ( Jupiter )

SOFTWARE REQUIREMENTS:

  • Software :Python 3.5
  • Dependencies: numpy , OpenCV
  • Libraries: panda, keras, scipy, sklearn