Email format prediction python script tools - Kishan1750/OSINT GitHub Wiki

Refer above zip file (Code and Sample Dataset)

Email Name Prediction using Fuzzy Matching

This script predicts a person's first name, last name, and domain from an email address using fuzzy matching techniques. It is particularly useful when you have a dataset of email addresses and corresponding names, and you want to predict the name associated with a given email.

Getting Started

Prerequisites

Make sure you have the following libraries installed:

pandas
fuzzywuzzy

You can install them using the following command: pip install pandas fuzzywuzzy

Usage

copy the code from the provided source.
Load the CSV dataset containing email addresses and corresponding names into the df DataFrame. Modify the dataset_path variable to point to your dataset.
Define the predict_name_and_domain(email) function to predict the first name, last name, and domain from the given email address.
Provide an example email address in the email_to_predict variable to test the prediction. Uncomment and modify the line:
```
 email_to_predict = '[email protected]'
```

Run the script and observe the predictions.

How It Works

The provided CSV dataset is loaded into a pandas DataFrame (df).
The predict_name_and_domain(email) function:

Extracts the domain from the email address.
Removes the domain from the email.
Uses fuzzy matching to find the best matching email in the DataFrame.
If a match is found, extracts the corresponding first name, last name, and domain.

The script then prints the predicted first name, last name, domain, and constructs a possible email format based on the position of the predicted first name and last name in the email.

Example

Assuming you have a dataset with email addresses and names,

running the script with a sample email:email_to_predict = '[email protected]'

The script will output:

Email: '[email protected]'

Predicted First Name: 'Kishan'

Predicted Last Name: 'Patel'

Predicted Domain: 'gmail.com'

Email Format: '[email protected]'

Tools

1. Hunter.io

Unveiling Company Information and Email Patterns

Introduction Hunter.io is a powerful online tool that allows users to find email addresses associated with a specific domain. It provides insights into company information and email patterns, making it a valuable resource for professionals involved in sales, marketing, and networking. In this article, we'll delve into the features of Hunter.io using screenshots to illustrate the process.
Screenshot 1: Search Tab - Exploring the Domain "forenzy.net" In this screenshot, we start by visiting the Hunter.io website and navigating to the search tab. We input the domain "forenzy.net" into the search bar to initiate the email address search process. Hunter.io scans its database for email addresses associated with the provided domain.
Screenshot 2: Search Results for "forenzy.net" The second screenshot displays the results of the search for the domain "forenzy.net." Hunter.io has found 2 email addresses associated with this domain. Additionally, the tool provides valuable information about the company "Forenzy," which can include details like the company's name, location, and industry.

Moreover, Hunter.io reveals the email pattern used by the company for its email addresses. Understanding the email pattern can be particularly useful for contacting individuals within the organization whose email addresses might not be directly available.

Key Features of Hunter.io:

Email Address Search: Hunter.io scans the web to find email addresses associated with a given domain. This feature is extremely helpful for outreach purposes, enabling users to connect with individuals in specific companies.
Company Information: Hunter.io provides essential details about the company corresponding to the domain entered. This information can include the company's name, location, website, and industry. Having access to this information aids in tailoring communication and understanding the context of the target company.
Email Pattern: One of the standout features of Hunter.io is its ability to identify the email pattern used by a company. By analyzing existing email addresses, the tool can reveal the structure of email addresses within the organization. This insight simplifies the process of reaching out to the right individuals.

Conclusion: Hunter.io is a valuable tool for professionals seeking to connect with individuals at specific companies. Its email address search, company information, and email pattern features provide a comprehensive solution for reaching out to potential clients, partners, or collaborators. By using Hunter.io, professionals can enhance their networking efforts and increase their chances of establishing meaningful connections within the business world.

2. Find That Email

Find That Email is a tool designed to help users find email addresses associated with specific individuals or companies. It streamlines the process of gathering contact information by leveraging LinkedIn profiles and an email search service. Here's how it typically works:

Install the Extension: Users start by installing the Find That Email browser extension. This extension integrates with the user's web browser and provides additional functionality when browsing websites, particularly LinkedIn.
Visit LinkedIn Profiles: After installing the extension, users navigate to LinkedIn and visit the profile of the person they are interested in. The extension works particularly well with the LinkedIn People tab on a company's LinkedIn page.

Retrieve First Name and Last Name: Once on the LinkedIn profile, the extension extracts the first name and last name of the individual from the page. This information is crucial for the subsequent email search.
Initiate Email Search: With the first name and last name information obtained, the user can then utilize the Find That Email search service. This service specializes in searching for email addresses associated with specific names and domains.

Fetching Email Addresses: Using the retrieved first name and last name, along with the company domain or other relevant details, Find That Email's search service scans its database for potential matches. It employs various data sources and algorithms to cross-reference and verify email addresses associated with the provided information.
Results and Verification: The search service presents users with a list of potential email addresses associated with the provided name and company details. Users can review these results and verify the accuracy of the suggested email addresses.

It's important to note that the accuracy of email address search services can vary. While some email addresses may be readily available, others might not be accurate or up-to-date due to privacy settings, changes in job roles, or other factors. Therefore, users should exercise caution and cross-reference email addresses whenever possible to ensure their legitimacy.

Keep in mind that the effectiveness and functionality of tools like Find That Email can change over time due to updates in algorithms, changes in data sources, or modifications to websites like LinkedIn that might impact the tool's ability to retrieve information.

Additionally, the tool's ability to extract information from LinkedIn may be subject to LinkedIn's terms of service and privacy policies. Users should make sure they are using such tools in compliance with relevant guidelines and regulations.

3. Single Email Search

Snov.io is an email search platform that helps you find email addresses in organizations. With a person's first and last name and the organization's domain, it generates likely email addresses using common patterns. It verifies their validity and assigns confidence scores. Subscription-based, it relies on aggregated data and user feedback for accuracy while adhering to ethical standards.