Crop Yield Prediction using KNN classification


Agriculture is considered as import field all over the world where there are many challenges in solving problems in the process of estimating crops based on the conditions. This has become a challenge for developing countries.  Using latest technologies many companies are using IOT based services and Mechanical technology to reduce manual work. These methods are mostly useful in the case on reducing manual work but not in prediction process. In this project crop yield prediction using Machine learning latest ML technology and KNN classification algorithm is used for prediction crop yield based on soil and temperature factors.  Dataset is prepared with various soil conditions as features and labels for predicting type of each label is related to certain crop. In prediction process user can give input as soil features and result will be type of crop suitable for specific conditions and application also helps in suggesting best crops with yield for hector.


  • In our country large amount of population are depending on agriculture though government is taking financial steps to help farmers still they are facing problems due to lack of data analysis and prediction on crops.


  • Our objective is to develop an application using machine learning for predicting which crop to be used based on soil condition using k nearest neighbor classification.

Existing system:

          Image based analysis was one of the methods which was previously used for detection land type and then analysis was done.


         Process is based on image analysis results are not accurate as in this method soil conditions are not considered.

       Image processing is a time taking process.

Proposed system:

        Machine learning is the latest technology which python programming language gives advantage in using various algorithms for crop yield prediction based on the input data set. In this process KNN classification algorithm is used for prediction. In this project testing training is performed on given text dataset which includes soil and temperature conditions as features and type of crop as labels.


        Crop yield prediction is performed based on textual dataset and any user can check type of crop best suits for conditions and get crop suggestions. 


System Requirement:

  • Operating system         :           Windows XP/7/10
  • Coding Language :           Html, JavaScript, 
  • Development Kit :        Flask Framework
  • Programming language: Python
  • IDE :           Anaconda prompt

Deal Tracker System Groovy, XML, CSS, HTML Project Report

The Deal Tracker system automates the creation, monitoring, and management of investment opportunities using common tools for all types of assets. Deal Tracker is an effective tool for tracking activities and tracking key factors that affect activities. This allows managers to record transaction information on a regular basis. Note that managers can revise contracts and change the status of existing contracts. Contacts are sent via email and pop-ups to customers and managers. Debts and expenses can be estimated by clicking the mouse before the transaction is completed. Relationships between different exchanges in the form of evidence disagree on different dates.

Deal Tracker is up and workflow. Workflow is a series of related steps. It emphasizes the concept of flow and looks like a collection of real work. Each step is done quickly and completed before the next step begins. They also work as a real concept for real work. It serves and promotes human-machine relationships. Workflow concepts are closely related to other concepts that are used to define the organizational structure, such as functions, structures, policies, and leadership.


With data monitoring, the Request Manager can register new data information directly. Note that managers can revise contracts and change the status of existing contracts. Customers and managers are notified of communications, popups, and email services. It allows you to simplify the effectiveness of business activities ahead of different areas without wasting much time. Workflow is a series of related steps. It emphasizes the concept of flow and looks like a collection of real work. Each step is done quickly and quickly and completed before the next step begins. It also got a real concept for a real job. It works to attract and promote relationships between humans and machines. Workflow concepts are closely related to other concepts that are used to define the organizational structure, such as functions, structures, policies, and leadership.


The main purpose of this tool is to provide an automated way to handle many complex business tasks in a short time. Deal Tracker aims to be a powerful and useful tool that records business activities in seconds. The purpose is also to reuse the system for the same type of data.


Deal Tracker allows us to effectively manage the storage and processing of important information. This business provides the best solution for many activities performed by users every day. This system saves business time and money, facilitates access to data, and provides access to important information in real-time instead of writing and sharing data in an Excel spreadsheet.


Before there was a Deal Tracker, it was difficult to manage corporate funds from different regions. Managers should keep all contract information in an Excel file and process it. Excel is a spreadsheet program used for calculations, map tools, pivot tables, and more to create new spreadsheets for each activity and save a lot of data for future use. Searching for data becomes a problem. Some operations create difficult situations for data administrators. Some suggestions are missing due to lengthy responses and other comments. As a result of this problem, a new system/device was developed – Deal Tracker.

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Phonebook Application C Project Report


The phonebook application works specifically for tracking people. The Phonebook application contains a set of basic functions for adding, searching, updating, and deleting new contacts. This mini-C phonebook design allows you to perform simple tasks in your phonebook, such as mobile phones. You can add text to the phonebook, find, edit, search, and delete. The concept of file management and data structure is often used in almost all functions in this project.  It uses functions, file management, and data structure. This application provides information on adding, viewing, modifying, receiving, and deleting data from/to files. Adding new entries, browsing them, editing and updating, searching for saved contacts, and deleting contacts in the phonebook is one of the most important services that become the main menu in the phonebook application. When you add anything to your phone book, you will be asked for personal information such as name, gender, first name, phone number, nationality, email address, and address. You can then edit, view, search, and delete this text.


Phonebook project is a very simple tool that helps you understand the basic concepts of creation, file extensions and data structure. This software teaches you how to add, view, edit or modify, receive and delete data from files.
Adding new items, viewing them by logging in, editing and updating, searching for saved contacts and deleting data in the phonebook is one of the main features of the main phonebook application (shown in the main menu below). ).
Personal information, such as name, type, identity, phone number, nationality, email address and address, is required to add a login to the phonebook. You can then edit, view, search and delete this text. It is estimated that there are more than 600 million mobile phone users in the world and the number is also increasing. The success of mobile phones is simply described: they are always there, everywhere. When a trader moves from one place to another, he is doing business without business. If the boy is late returning home, he can tell his parents. If you have a problem with your device, you can seek help along the way. Mobile phones are used for communication and communication between people. Informal meetings (such as going to the bar) are usually arranged on an anonymous and timely map over a mobile phone. In general, there are many ways to use a mobile phone. But there are some problems. Technology decides to reach potential everywhere, anywhere, but its existence does not mean that it can reach all possible respondents! Sharing information about the real world of customers is the way out of this problem. But now mobile user interactions depend on older versions. In particular, the connection between the user and the general user is not sensitive to the context, making it difficult to know when to call and under what circumstances.

The main idea of ​​the program is to increase awareness of computer systems and the use of computer resources. The main purpose of this package is to reduce the pressure on users to learn more about computers and software. This helps maintain a direct connection between the computer and the user. This “My Phonebook” feature allows users with other logs to add and easily search for buttons and search options. There are also other services, for example: – Evaluate data in and out of the database. Our project is as follows: – “ADD” button on the login form, which allows you to add data to the database. Press the “Delete” button to delete transaction data. Press “UPDATE” to update the data. Press the “SEARCH” button to search for information in the database.


The application program has been successfully implemented using experimental cases and the language used – C. C. This application works for other functions that make it easy to search, delete, edit, and remember our peer information.

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Report Analysis of Inventory Management Using ELK Stack Java Project Report

Support solutions are important now because of the need for improvement and value. Every organization should have a good understanding of the level of inventory, which is the key to continuity and success. If inventory control does not work, it can cause serious problems for all companies. In order to improve operations, we need to achieve a good level of calculation that matches the required constraints at a level that is appropriate and does not add and add value.

To understand the flow of the enterprise, it is important to understand the benefits and efficiency of the product. Understand what is happening and get helpful tips and advice. Obstacles to daily reporting of business evaluation need visual assistance and, if possible, to get a clear picture in real-time and the solution should also be very plastic. To facilitate data management, we decided to use Elastic Stack to manage organizational data. The process of understanding shared data involves three main steps: preparing, promoting, and using it.

To do this and make it real, this project recommends using Elastic Stack solution to handle easily and quickly and move and create panels. Get important information to help you make decisions. In order to achieve this goal and extract the required data from the data, all tools are used to analyze the results to support communication and decision making.

The main purpose of this system is to record inventory data, track inventory, update the inventory based on sales data, create daily or weekly sales and inventory reports, and report and analyze old public databases. Companies not only improve their products and decision-making activities.

The app also provides simple reports to know the details of daily sales and purchases. This application is suitable for small but small organizations, which will help the organization. Search and efficiency reports for small organizations using ELK standards and open source, we use database system databases to indicate the use of ELK files, but the actual use of ELK files will be in big data because without many installation steps and because it is an open-source product.

They have all the basics that are used in small organizations. Our team has successfully created software that allows us to update and remove it as needed. The app also provides simple reports to know the details of daily sales and purchases. This program is suitable for small organizations that are run by a small number of people that will definitely benefit the organization. This system helps the organization to achieve the level of visibility and flow for each company, important to ensure the level of profitability and level of production efficiency. Take helpful tips and tricks to understand what happened and what happened.


Study Point C#.Net Project Report


Study Point is a web project for all programming languages and software, which includes all online web-related activities for learning, as well as answers to questions from students, teachers, and developers.
We use a combination of surveys, focus groups, and personal interviews to reach students, teachers, developers, software developers, human resource managers, development companies, and more. Gather information. After meeting the requirements, we set these goals and objectives for the Port of Study Point website:

  • Get help from NET and JAVA experts and other users
  • To give you the best education, support, and advice.
  • Training schedule for registered users.
  • If you have an internet connection, you can easily find it anywhere in the world.
  • Admin can create an online discussion forum between all registered users and administrators.
  • Provide training materials and course content.


The Current system includes importing data into Microsoft Excel files and printing to storing data. When an administrator needs information about an e-learning student, he or she searches for specific files in the file system. Download the file to learn. Add hints of new technologies and new languages ​​to solve your research questions or applications or problems.


The recommended system is a browser that is fully integrated into the web system that provides the main database. You can submit survey materials, questions, updates, and more online, and you can request answers from your address or email address. You will find information about training materials and new updates on the web.

The online database is stored, which can be downloaded by the administrator. All student, student, and developer information can be saved by entering the information on the web. Only one administrator can access it, which improves security and no one else can access the data.



• Designed in general for user updates, access to training materials, and learning new technologies
• Administrator login
• Detailed information on new technologies and programming languages.
• User questions can also be solved.


The site is easy to maintain and requires minimal operating costs. This site is designed for future reference so that it does not require continuous maintenance. Depending on the terms, the administrator can maintain the site freely as an administrator login.



This module contains the name and logo of the baby planet. There is also a simple menu bar. Dynamic windows in the list of new skills, new teaching materials usually have strong updates. There should also be a “new” icon for newly added data.


This module provides information about the web pages of the Training Center and the GCRG Institutional Group that run the Learning Center.


In this module, we have the function to provide users with different technologies, different programming languages ​​, and troubleshooting.


This module contains pictures of our students, academics, and infrastructure.


This module contains information about the course, Dean, HOD, and Point Research Trainer who oversees the GCRG Institute Group.


This module is intended for students/developers/visitors who want to join the group and get help through the web port. Student/developer/project developers should register online to improve progress in general.
The main case has the following functions:

Name, type, type, current address, mobile number, email ID, job, profile picture, password, confirmation password, captcha number. A unique user ID is sent to the user’s mobile number.


This module is just a username. There are two main things to keep in mind on a contact page: one is static communication information and the other is dynamic form checks.


This page works for logged in users. When you log in, you are using a web function. Join groups, receive support, help other group members, and so on.


There are options in this module that have user services.


This module provides information about new information languages, modern and existing technologies in the community, and the needs of the community where the project can be developed.


This module contains detailed information about the users who visit the web.


For users who want to download the content of the training material. This is a download link for the content of this copy page that will be downloaded.


On this page, users can add files, content, tutorials, and much more. This page contains services.


This module can help students or programmers to solve problems in their field.


This module gives users an understanding of the web, its services, and recommendations.


This module allows the user to change keywords if he forgets or suspects that it has been stolen.


Answer the user, student, student, or developer in this module.


Answer questions from users, students, academics, or developers in this module.


This module discusses the content or learning material in the database for students and users, as well as those concerned with the content level.


This module handles registered Study point users.


In this module, the administrator manages the shared file data in the database, and if necessary or not to ensure that the data is shared by the user, it will be deleted in the database.


This module includes updates on new languages, technologies in the community, and current community needs.


The end result of the project is the creation of a web application that allows students and developers to access the web pages, where they can promote projects and applications in multiple ways and build a developer team. Groups are social units of different sizes that share values, opinions, numbers, and questions. 
This is not just a web portal, it is a direct product of the Vocational Education Council. We will add many more services later.

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