> For the complete documentation index, see [llms.txt](https://predictram.gitbook.io/docs/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://predictram.gitbook.io/docs/predictram-fra-tools.md).

# PredictRAM FRA Tools

##

<figure><img src="/files/Rq6KOGImclhjhdrLT3vA" alt=""><figcaption></figcaption></figure>

## Executive Summary

PredictRAM offers a suite of cutting-edge financial tools designed to empower users with data-driven decision-making for stock investments and financial analysis. From stock performance prediction to sentiment analysis of financial news, our applications leverage advanced machine learning models to provide valuable insights. This white paper provides an overview of each PredictRAM application, highlighting key features and functionalities.

### 1. PredictRAM-GePU EcoAnalyzer

#### Overview:

PredictRAM-GePU EcoAnalyzer is a Streamlit web application focused on analyzing stock performance based on economic indices. Key features include user authentication, stock selection, choice of economic indices (WPI, CPI, IIP, NIFTY), data range selection, and input for expected index inflation. The app integrates Linear Regression, ARIMA, and LSTM models to predict future stock prices. Additionally, it fetches news articles, calculates sentiment scores, and offers insights into correlations, volatility, and Sharpe ratios.

NOTE: Use PredictRAM Dashboard credentials.

Link: <https://predictram-gepu-ecoanalyzer.streamlit.app/>

{% embed url="<https://predictram-gepu-ecoanalyzer.streamlit.app/>" %}

### 2. PredictGpt Financial Insights Platform

Overview:

PredictRAm cGPT is a comprehensive financial insights platform that provides in-depth explanations of financial terms, real-time AI analysis, a user-friendly interface, personalized learning, and cross-platform accessibility. It ensures users gain a comprehensive understanding of financial terminology and stay updated on the latest trends and terms in the financial world.

Link: <https://dev.predictram.com/predictgpt>

{% embed url="<https://dev.predictram.com/predictgpt>" %}

### 3. Stock & Industry Analysis with Revenue Prediction App

Overview:

This application allows users to analyze the relationship between Industry Production Index (IIP) data and stock revenue data. Key features include linear regression analysis, visualization of correlations through heatmaps, trend analysis using line charts, and the prediction of future revenue based on upcoming IIP data.

Link:

<https://predictram-stockis-iip-revenue-prediction.streamlit.app/>

{% embed url="<https://predictram-stockis-iip-revenue-prediction.streamlit.app/>" %}

### 4. Financial Data Analysis with Linear Regression

Overview:

This application performs financial data analysis using linear regression and allows users to upload their own Excel files for analysis. Features include loading and preprocessing financial data, training a linear regression model, calculating Mean Squared Error (MSE), making predictions based on projected input values, and generating charts and heatmaps for visualization.

Link:

<https://predictram-incomestatement-input-1.streamlit.app/>

{% embed url="<https://predictram-incomestatement-input-1.streamlit.app/>" %}

### 5. Inflation-Stocks Correlation Analyzer

Overview:

This application analyzes the correlation between inflation and stock prices for a given stock symbol and date range. It utilizes monthly CPI data and daily stock data to calculate the correlation, generating scatter plots, line plots, and percentage change graphs. Users can input stock symbols, start dates, and end dates for customized analysis.

Link:

<https://predictram-inflation-stocks-correlation.streamlit.app/>

{% embed url="<https://predictram-inflation-stocks-correlation.streamlit.app/>" %}

### 6. RBI Data Explorer

Overview:

The RBI Data Explorer offers users the ability to explore daily, weekly, monthly, and quarterly RBI data related to the economy. Users can type specific queries to retrieve relevant data and gain insights into economic trends. Link:

<https://predictram-rbi-data1.streamlit.app/>

{% embed url="<https://predictram-rbi-data1.streamlit.app/>" %}

### 7. Ratiolyzer: Financial Ratio Analysis

Overview:

Ratiolyzer is a comprehensive financial ratio analysis solution designed for financial advisors. It enables in-depth analysis of financial portfolios, identification of risks and opportunities, and informed recommendations aligned with clients' financial goals and risk tolerance.

Link:

<https://predictram-ratio-analyzer.streamlit.app/>

{% embed url="<https://predictram-ratio-analyzer.streamlit.app/>" %}

### 8. NIFTY Options Explorer

Overview:

This application provides a user-friendly interface for exploring and analyzing NIFTY options chain data. It reads data from Excel files, allows users to select specific strike prices, and provides analysis metrics such as open interest changes, sentiment categories, and put-call ratios.

Link: <https://predictram-nifty-options-explorer.streamlit.app/>​

{% embed url="<https://predictram-nifty-options-explorer.streamlit.app/>" %}

9\. Stock Filter Application

Overview:

The Stock Filter application allows users to filter stock data based on user-defined criteria such as industry sector, beta range, P/E ratio range, P/B ratio range, EPS range, and dividend yield range. It aims to assist users in exploring and analyzing stocks based on various financial parameters.

Link: <https://predictram-stock-filter.streamlit.app/>​

{% embed url="<https://predictram-stock-filter.streamlit.app/>" %}

### 10. MediaStack News and Tech Analysis

Overview:

This application fetches business and finance news using the MediaStack API, performs sentiment analysis using the VaderSentiment library, and displays average sentiment scores along with technical indicators. Users can input API keys, news API endpoints, and stock symbols to generate sentiment analysis and visualize stock information.

Link: <https://predictram-mediastack-news-and-techanalysis.streamlit.app/>​

{% embed url="<https://predictram-mediastack-news-and-techanalysis.streamlit.app/>" %}

### 11. Intelligent Stock Search

Overview:

The Intelligent Stock Search application allows users to filter stock data based on a user-entered search term. It loads stock data from a database, filters the data based on the search term, and displays matching stocks in the main content section.&#x20;

Link: <https://predictram-icpu.streamlit.app/>​

{% embed url="<https://predictram-icpu.streamlit.app/>" %}

![](file:///C:/Users/ASUS/AppData/Local/Temp/msohtmlclip1/01/clip_image002.png)

​

PredictRAM's suite of financial applications provides a comprehensive set of tools for investors, analysts, and financial advisors. By leveraging AI and advanced analytics, PredictRAM empowers users to make informed decisions, enhance financial literacy, and gain valuable insights into the complex world of finance. Explore PredictRAM's applications and elevate your financial analysis to new heights.

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