Explore Data Resources

Employee data

this a data contain employee values

Sms Spam Data

he sms_spam_data.csv dataset contains SMS messages labeled as either “ham” (legitimate) or “spam” (unwanted or promotional). It is a text-based dataset commonly used for building and testing spam-detection models. Each record consists of two main columns: the label, indicating whether the message is ham or spam, and the text, which contains the SMS content. The dataset typically contains thousands of messages, with ham messages significantly outnumbering spam, reflecting real-world message distributions.

Logistic data

The dataset contains 1,000 records related to logistics operations, representing shipment and delivery activities. It is useful for analyzing shipping efficiency, costs, and delivery performance across different routes, modes, and shipment types.

large_employee_data.csv

The dataset contains records for 1000 employees across various departments such as Finance, Marketing, Sales, HR, Legal, Engineering, and Support. Each row includes: Employee ID, Name, Email, Department, Role, Salary (USD), Hire Date, Performance Score (1-5), and Attrition status (Yes/No). Employees hold diverse positions, e.g., CFO, Accountant, Sales Manager, Software Engineer, DevOps Engineer, and HR Manager. Salaries vary widely, from around $40,000 to over $160,000. The dataset includes both current employees (Attrition = No) and those who have left (Attrition = Yes). Performance scores range from 1 (lowest) to 5 (highest).

madurai_weather

The file contains hourly weather data for Madurai from January to February 2025. For every hour, it records the temperature (in Celsius), humidity (as %), and wind speed (in km/h). Madurai’s temperature mostly ranges from about 21°C to 40°C. Humidity is usually between 45% and 85%. Wind speeds usually stay between 5 and 20 km/h. All data entries are complete and labelled for Madurai.

madurai_transport_365.csv

1. What is the column that tracks the number of road accidents? 2. On which days were zero road accidents reported? 3. Find the day with the highest number of cars recorded. 4. Which transport type has the highest daily average?

India Urban Air Quality Dataset (Real Public Data)

A real dataset containing air quality and pollutant readings from major Indian cities.

Instagram_Analytics.csv

This file contains 30,000 Instagram posts with detailed analytics collected across the last 12 months. Each row represents a single Instagram post and includes information about media type, engagement metrics, reach, impressions, saves, shares, traffic sources, and estimated engagement rate. The dataset is designed to simulate realistic Instagram Insights data and follows the natural behavior of the Instagram algorithm. Metrics such as likes, reach, impressions, saves, and followers gained have been generated using realistic statistical distributions to reflect typical performance patterns across Photos, Videos, Reels, and Carousel posts. This file is ideal for exploring: What type of content performs best How reach and impressions relate to engagement Which traffic sources (Explore, Reels Feed, Hashtags, etc.) drive discoverability How caption length and hashtags influence visibility Predicting engagement rate and growth trends Modeling Instagram success factors using machine learning No real Instagram user data is included. The file is entirely synthetic and safe for public research, academic use, Kaggle competitions, and social media analytics projects.

sales prediction

Smart Trolley Dataset

Tamil Nadu Hospital Admissions Dataset (2018–2022)

A dataset tracking hospital admission statistics by district, age group, and disease category.

Tamil Nadu Crop Yield Dataset (2010–2020)

A dataset containing yearly crop yield statistics for major crops across districts in Tamil Nadu.