This project is for pricing Plant Protection Products using Python libraries such as Pandas and Selenium. All lists and details are retrieved from https://bku.tarimorman.gov.tr/BKURuhsat/Index and then saved to Excel.

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Python is a programming language. It was developed in the early 90s by Dutch programmer Guido Van Rossum. He named the language after the British comedy group Monty Python’s Flying Circus. Compared to many programming languages, it is easy to learn. So, if you have never programmed before, you may want to start your programming journey with Python. In this project, all my needs were met using Python. Data collected with the Selenium library was saved in the appropriate format using the Pandas library.

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MongoDB is an open-source NoSQL database developed in 2009. In recent years, as data has reached incredible sizes and grown exponentially, NoSQL has emerged as an alternative to traditional relational database systems. The main advantages of NoSQL systems are performance and scalability. Read and write operations are much faster than relational databases. NoSQL systems can also scale horizontally. In the field of Big Data, thousands of servers can work together to process massive amounts of data.

Flask is used to create web applications. It is an open-source framework. Flask is fast and lightweight. It is especially popular for creating RESTful APIs. Flask is lighter and uses less code than other web frameworks, making it flexible and modular. Flask allows developers to configure it to their needs. It is also ideal for large-scale projects. In this project, Flask was used for user authentication, sending data to the server, and displaying GeoJSON data locally.

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Selenium is an open-source, flexible library used for automating the testing of web applications. Selenium is used to automate web applications for testing purposes, but it is certainly not limited to that. It allows you to open a browser of your choice and perform tasks you want to automate or test, just like a human would. In this project, Selenium was used to automatically navigate through all rows and columns on all pages of the BKU product lists at https://bku.tarimorman.gov.tr/BKURuhsat/Index, collect all data, and save it in the appropriate format using the pandas library.

1. 15 PCs and 13 VINNs are working for this project.
2. Appropriate data manipulation operations (Pandas Library) were used to make the data suitable.
Satellite images and data were obtained from Google Earth Engine and Sentinel Hub.
3. To solve the overload problem encountered when displaying parcels in HTML, Geoserver was used to show geojsons as image files on the map and an API was created.
4. Using IIS Rewrite, APIs running on localhost were made accessible to external requests.
5. The latest statuses can be checked on the map.
6. For accuracy, automatic comparison was made to determine which parcel the center points are in and their crops.
7. Filtering queries were made to prevent saving the same parcel information again.
8. Remote connections and restarts or checks are performed on PCs using Anydesk.
9. Many problems were encountered and a lot of source code was written for solutions.

The class of a value to be predicted is determined based on the density of its nearest neighbors in the vector of independent variables. By using data from the Farmer Registration System (ÇKS), Hektaş Smart Assistant, and Hektaş Digital Marketing unit's ArcGis data, the crop of a new value is determined using the KNN algorithm.

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HTML is used to load the content of web pages. CSS is used to create layered styles, especially in websites. It also allows changes that cannot be made with HTML tags. JavaScript is used to manage the behavior of websites. JavaScript is used for various operations such as sending feedback to the user and making changes to the site based on user actions. In this project, Javascript, HTML, and CSS were used for the frontend. Leaflet library was used for map display. Data filtering and listing were done using Bootstrap. API post operations were performed with JQuery.

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User authentication/authorization is very important when developing our web projects. We use various methods to protect our application from unauthorized users and to allow access only to authorized users. One of these solutions is to use tokens. In this project, authorization was performed using JWT for login control.