Ecosyste.ms: Awesome

An open API service indexing awesome lists of open source software.

Awesome Lists | Featured Topics | Projects

https://github.com/rishit7/cop290_course_project


https://github.com/rishit7/cop290_course_project

Last synced: about 2 months ago
JSON representation

Awesome Lists containing this project

README 

        
# Trading Simulator & Analyzer



## 1\. Introduction



The primary goal is to provide users with a user-friendly interface to view stock data, compare multiple stocks on the same graph, and apply various indicators for better analysis.



## 2\. Technologies Used



-   Flask: Chosen for its simplicity and flexibility, Flask allows us to build a web application quickly and efficiently.



-   Pandas: Utilized for data manipulation and analysis, especially for handling stock data.



-   Plotly: Employed for creating interactive and visually appealing graphs to display stock information.



-   Flask\_login: Used for management of user login and logout states.



-   WerkZeug: This module is commonly used in web applications, especially with Flask, to manage user passwords securely.



-   Jugaad data: For fetching the stock data.



-   HTML, CSS: For the basic structure and design elements for the web application.



## 3\. Key Features



### 3.1 Stock Display:



-   The backend fetches stock data from Jugaad Data and presents it.



-   Historical data is displayed, including opening, closing, and high and low prices.



-   Users can choose specific time intervals (daily, weekly, monthly) for stock data visualization and the beginning and end dates.



### 3.2 Multiple Stock Comparison:



-   The website allows users to compare stocks on the same graph for a comprehensive analysis.



-   Users can input stock symbols or select from a predefined list to visualize the performance of multiple stocks simultaneously.



### 3.3 Indicator Options:



To enhance analysis, the backend supports various indicators:



-   MACD: Moving Average Convergence Divergence is also implemented for the user to check the validity of the stock.



-   SMA: Incorporating Simple Moving Averages (SMA) with customizable window sizes (we used SBA-50 and SBA-100).



-   RSI: Users can apply Relative Strength Index(RSI) indicators to identify overbought or oversold conditions.



### 3.4 User Authentication and Authorization:



-   The backend implements user authentication and authorization mechanisms to ensure data privacy and security.



-   Authenticated users have access to personalized features, and administrators have additional privileges.



## 4\. Architecture



The backend follows a modular and scalable architecture:



-   Routes: Defined for handling different URLs and HTTP methods.



-   Controllers: Responsible for handling business logic, such as fetching stock data, applying indicators, and preparing data for visualization.



-   Models: Represent the data structures used in the application.



-   Templates: Developed using Jinja2 to create dynamic HTML pages.



-   API Integration: Utilizes YFinance API for fetching real-time stock data.



## 5\. Website Layout



The first-time user is directed to the registration page.



![](.//media/image3.png)





Here, an account can be created by the user and he/she will be sent to

the home page. If the user already has an account, he/she can login

directly by going to the login page.



![](.//media/image5.png)





After log in or after creating an account, the user is greeted with the

home page.



![](.//media/image7.png)







Here, the user can search a stock by its symbol, the start date and end

date (if the date bounds are not given, the program uses 10 years before

the present day and the present day as the default bounds).



The program loads the stocks as a candle-stick chart. The user has some

useful options here:



-   He/she can choose whether to view the daily, weekly or monthly stock price changes.



-   He/she can choose to view in some pre-defined time ranges (e.g. 1 month, 6 month, 1 year, etc.).



-   He/she can choose between a number of technical indicators for enhanced analysis (e.g. MACD, RSI, SMA).



-   Adjustment of range with the help of the range-slider facilitates the experience even more.



![](.//media/image1.png)






An example of indicators is shown below.



![](.//media/image6.png)






These features make it extremely user-friendly and informative for the

user. Now, we shall see the next big thing - Comparison.



![](.//media/image4.png)






On this page, the user can add multiple stocks to view them

simultaneously. This gives a better comparison sense between the

multiple stocks and hence makes this web application even more useful.



Once the user has all his information, he may want to logout (for

privacy reasons). The logout button comes into picture here and makes

logging out one click away from the user.



![](.//media/image2.png)






This takes him/her back to the login page where he/she can easily login

for any information he/she may want to gain.



We had a complete walkthrough of this amazing web application. Hope you

are excited to use it for your stock related queries.



## Designed by-

## _Aditya Jha & Jakharia Rishit_