Team Pleinity

---

Note : This repository uses GitLFS, to use this repo you need to pull via Git and make sure GitLFS is installed locally!

---

The innovative solution for every water source in the world. 💧

---

💻 About

Introducing our solution to the world - using AI to manage water in water sources used for providing water to cities and villages.

🎥 Demo of our project

Our Documentation

⌨️ How it works

Our work can be split on 3 main things :

1. 📊 The Data Set :
• The Data Set is the most important thing of the entire project. It helps the algorithm predict the future outcome.
• Our current Data Set has information for around 4000 days. It is stored in the Data/ 📁 folder. It depends on you if your algorithm will be more efficient than ours - you just need more Data.
• We are currently using a .csv file as it is optimised for large amounts of data, but you can try with .xslx or .sql files.
2. The Python Application :
• Our main application and idea are written in Python, with the help of a few AI modules.
• The application asks for your input - the amount of days you want to predict.
• It is stored in the Data Analysis 📁 folder, which is a subfolder of Data Manipulation 📁.
• It uses 2 algorithms for calculating the predictions - Decision Tree and Linear Regression.
• After getting your input, you will have 3 files in your Data Visualisation Folder - basic_model.png , decision_tree_prediction.png and linear_regression_prediction.png.
3. The Unity Simulation :
• Its purpose is to show how the AI will act in situations where the Storage is in critical levels.
• It is made in Unity and the 3D models are made in Blender.
• And a few screenshots of it :
• 
• 

🖱️ Usage

To use the bot, you need to have Python 3 and Pip installed. After that you can install the modules we have used by typing this in your terminal :

   pip install -r requirements.txt
   

Or if you are on Linux :

   pip3 install -r requirements.txt
   

After that, just start the bot either by click on it in File Explorer or by typing this in your terminal :

   cd Data Manipulation/
   cd Data Analysis
   python main.py
   

Or if you are on Linux :

   cd Data Manipulation/
   cd Data Analysis
   python3 main.py
   

Installing

To install our project on your machine you just need to clone it. This can be done by :

    git clone https://github.com/SSIvanov19/pleinity-team.git
    cd pleinity-team
   

⛏️ Built using :

Pandas, Numpy and Scikit Learn - Python Modules used for Data Science.

MatPlotLib - Python Module for Visualising Data.

Blender - Application used for making 3D models.

🧒 Our Team

Stoyan Ivanov - SSIvanov19 - Team Leader

Atanas Pozharliev - ABPozharliev19 - Deep Learning Designer

Stas Uzunov - SSUzunov19 - Data Analyzer

Boris Savov - BNSavov19 - Application Designer