π Education data
π Description:
Context: The dataset could include information about students' demographics, academic performance, behavior, and other relevant factors. This data can help identify trends, patterns, and correlations that can inform decision-making in education. Some potential variables to consider including in your...
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π Stats:
β’ Files: 1
β’ Downloads: 655
π Popular Notebooks:
1. /devraai/education-data-eda-and-inter-marks-prediction
2. /devraai/education-data-eda-and-inter-marks-prediction
3. /devraai/education-data-eda-and-inter-marks-prediction
π Powered by @datasets1
π Description:
Context: The dataset could include information about students' demographics, academic performance, behavior, and other relevant factors. This data can help identify trends, patterns, and correlations that can inform decision-making in education. Some potential variables to consider including in your...
π₯ Download:
β’ Size: Size not specified
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π Stats:
β’ Files: 1
β’ Downloads: 655
π Popular Notebooks:
1. /devraai/education-data-eda-and-inter-marks-prediction
2. /devraai/education-data-eda-and-inter-marks-prediction
3. /devraai/education-data-eda-and-inter-marks-prediction
π Powered by @datasets1
π The State of Student Minds
π Description:
The file contains detailed information about students demgraphic, academic, and lifestyle factors related to their mental health. Each record represents a student and includes attributes such as gender, age,marital status and mental health status. This dataset can be used to identify patterns, corel...
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π Stats:
β’ Files: 1
β’ Downloads: 39
π Popular Notebooks:
1. /mubeenshehzadi/mental-health-trends-among-students
2. /mubeenshehzadi/mental-health-trends-among-students
3. /mubeenshehzadi/mental-health-trends-among-students
π Powered by @datasets1
π Description:
The file contains detailed information about students demgraphic, academic, and lifestyle factors related to their mental health. Each record represents a student and includes attributes such as gender, age,marital status and mental health status. This dataset can be used to identify patterns, corel...
π₯ Download:
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π Stats:
β’ Files: 1
β’ Downloads: 39
π Popular Notebooks:
1. /mubeenshehzadi/mental-health-trends-among-students
2. /mubeenshehzadi/mental-health-trends-among-students
3. /mubeenshehzadi/mental-health-trends-among-students
π Powered by @datasets1
β€1
π Urban Noise Levels
π Description:
This file contains 2,000 rows of simulated urban environmental noise readings with 25 columns. Each row represents a single noise measurement taken at a given location and time, along with environmental and contextual factors that may influence sound levels. Geospatial Analysis β Mapping noise level...
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π Stats:
β’ Files: 1
β’ Downloads: 197
π Popular Notebooks:
1. /sumedh1507/urban-noise-level-insights
2. /devraai/urban-noise-levels-analysis-and-prediction
3. /sumedh1507/urban-noise-level-insights
π Powered by @datasets1
π Description:
This file contains 2,000 rows of simulated urban environmental noise readings with 25 columns. Each row represents a single noise measurement taken at a given location and time, along with environmental and contextual factors that may influence sound levels. Geospatial Analysis β Mapping noise level...
π₯ Download:
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π Stats:
β’ Files: 1
β’ Downloads: 197
π Popular Notebooks:
1. /sumedh1507/urban-noise-level-insights
2. /devraai/urban-noise-levels-analysis-and-prediction
3. /sumedh1507/urban-noise-level-insights
π Powered by @datasets1
β€1
π Cryptocurrency Prices (Top 200+) - Daily Updated
π Description:
Complete historical OHLCV dataset containing daily price and volume data for the top 250 cryptocurrencies by market capitalization. Each row represents one trading day for one cryptocurrency. This dataset provides comprehensive historical price and volume data (OHLCV) for the top 250 cryptocurrencie...
π₯ Download:
β’ Size: 50.7 MB
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π Stats:
β’ Files: 1
β’ Downloads: 528
π Popular Notebooks:
1. /devraai/crypto-historical-price-analysis-prediction
2. /visha1dubey/prediction-using-momentum-and-random-forest
3. /donutto/crypto-historical-price-analysis-prediction
π Powered by @datasets1
π Description:
Complete historical OHLCV dataset containing daily price and volume data for the top 250 cryptocurrencies by market capitalization. Each row represents one trading day for one cryptocurrency. This dataset provides comprehensive historical price and volume data (OHLCV) for the top 250 cryptocurrencie...
π₯ Download:
β’ Size: 50.7 MB
β’ Direct API: Download Link
π Stats:
β’ Files: 1
β’ Downloads: 528
π Popular Notebooks:
1. /devraai/crypto-historical-price-analysis-prediction
2. /visha1dubey/prediction-using-momentum-and-random-forest
3. /donutto/crypto-historical-price-analysis-prediction
π Powered by @datasets1
π Used Car Price Prediction
π Description:
This dataset contains 7,400 used car listings from India with 29 features, including car specifications, pricing details, ownership history, and availability. Ideal for regression (price prediction), classification, and exploratory data analysis Comprehensive Used Car Dataset from India with 7,400 L...
π₯ Download:
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π Stats:
β’ Files: 1
β’ Downloads: 968
π Popular Notebooks:
1. /richagupta2005/car-price-prediction
2. /mrgulia/used-car-dataset-analysis-insights
3. /iris0001/used-car-price-pred
π Powered by @datasets1
π Description:
This dataset contains 7,400 used car listings from India with 29 features, including car specifications, pricing details, ownership history, and availability. Ideal for regression (price prediction), classification, and exploratory data analysis Comprehensive Used Car Dataset from India with 7,400 L...
π₯ Download:
β’ Size: Size not specified
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π Stats:
β’ Files: 1
β’ Downloads: 968
π Popular Notebooks:
1. /richagupta2005/car-price-prediction
2. /mrgulia/used-car-dataset-analysis-insights
3. /iris0001/used-car-price-pred
π Powered by @datasets1
π πE-Commerce Customer Journey: Click to Conversion
π Description:
Synthetically generated to model real-world user behavior, this dataset is a perfect playground for anyone interested in marketing analytics, user behavior modeling, and conversion rate optimization. The primary challenge is to predict whether a session will end in a purchase based on the user's bro...
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π Stats:
β’ Files: 1
β’ Downloads: 64
π Popular Notebooks:
1. /xokent/e-commerce-customer-analysis
2. /devraai/ecommerce-customer-journey-analysis-prediction
3. /parasjadon05/e-commerce-customer-journey-click
π Powered by @datasets1
π Description:
Synthetically generated to model real-world user behavior, this dataset is a perfect playground for anyone interested in marketing analytics, user behavior modeling, and conversion rate optimization. The primary challenge is to predict whether a session will end in a purchase based on the user's bro...
π₯ Download:
β’ Size: Size not specified
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π Stats:
β’ Files: 1
β’ Downloads: 64
π Popular Notebooks:
1. /xokent/e-commerce-customer-analysis
2. /devraai/ecommerce-customer-journey-analysis-prediction
3. /parasjadon05/e-commerce-customer-journey-click
π Powered by @datasets1
π Adult Income Prediction Dataset
π Description:
This dataset, often known as the Adult Income dataset or Census Income dataset, contains demographic and employment-related attributes of individuals from the 1994 U.S. Census database. The goal is to predict whether an individual earns more than 50K per year based on personal and professional featu...
π₯ Download:
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π Stats:
β’ Files: 1
β’ Downloads: 127
π Popular Notebooks:
1. /sumedh1507/adult-income-analysis-and-prediction
2. /zyaadells/adult-income-prediction-lightgbm-vs-catboost
3. /devraai/adult-income-prediction-with-logistic-regression
π Powered by @datasets1
π Description:
This dataset, often known as the Adult Income dataset or Census Income dataset, contains demographic and employment-related attributes of individuals from the 1994 U.S. Census database. The goal is to predict whether an individual earns more than 50K per year based on personal and professional featu...
π₯ Download:
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π Stats:
β’ Files: 1
β’ Downloads: 127
π Popular Notebooks:
1. /sumedh1507/adult-income-analysis-and-prediction
2. /zyaadells/adult-income-prediction-lightgbm-vs-catboost
3. /devraai/adult-income-prediction-with-logistic-regression
π Powered by @datasets1
π Fitness Goals & Workout Habits Dataset
π Description:
This dataset contains information about fitness goals, workout routines and overall health preferences. This dataset is best for us to improve our physical health. The purpose of this dataset is to provide useful insights for researchers, health professionals, and fitness who want to explore trends ...
π₯ Download:
β’ Size: Size not specified
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π Stats:
β’ Files: 1
β’ Downloads: 750
π Popular Notebooks:
1. /wardabilal/eda-workout-fitness-goals
2. /sumedh1507/fitness-workout-insights
3. /dumurr/yogunluk-skoru
π Powered by @datasets1
π Description:
This dataset contains information about fitness goals, workout routines and overall health preferences. This dataset is best for us to improve our physical health. The purpose of this dataset is to provide useful insights for researchers, health professionals, and fitness who want to explore trends ...
π₯ Download:
β’ Size: Size not specified
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π Stats:
β’ Files: 1
β’ Downloads: 750
π Popular Notebooks:
1. /wardabilal/eda-workout-fitness-goals
2. /sumedh1507/fitness-workout-insights
3. /dumurr/yogunluk-skoru
π Powered by @datasets1
π Hourly Crypto & Stocks Market Data
π Description:
This dataset contains hourly cryptocurrency and stock market data collected from coingecko starting in March 2025. The collection pipeline was designed to demonstrate practical data management and automation skills: This file contains daily cryptocurrency market records with timestamps, coin details...
π₯ Download:
β’ Size: Size not specified
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π Stats:
β’ Files: 2
β’ Downloads: 68
π Popular Notebooks:
1. /devraai/crypto-and-stocks-data-analysis-and-prediction
2. /sumedh1507/crypto-price-analysis
3. /aadinaththakur/notebook1af8e36e19
π Powered by @datasets1
π Description:
This dataset contains hourly cryptocurrency and stock market data collected from coingecko starting in March 2025. The collection pipeline was designed to demonstrate practical data management and automation skills: This file contains daily cryptocurrency market records with timestamps, coin details...
π₯ Download:
β’ Size: Size not specified
β’ Direct API: Download Link
π Stats:
β’ Files: 2
β’ Downloads: 68
π Popular Notebooks:
1. /devraai/crypto-and-stocks-data-analysis-and-prediction
2. /sumedh1507/crypto-price-analysis
3. /aadinaththakur/notebook1af8e36e19
π Powered by @datasets1
π US Wildfire Dataset (2014-2025)
π Description:
This dataset packages the wildfire ignition dataset described in our ICMLA paper Spatiotemporal Wildfire Prediction and Reinforcement Learning for Helitack Suppression. It contains daily meteorological records from GRIDMET aligned with wildfire ignition events from IRWIN, and synthesized negative sa...
π₯ Download:
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π Stats:
β’ Files: 1
β’ Downloads: 143
π Popular Notebooks:
1. /firecastrl/wildfire-forecasting-get-started
2. /tulsipatil/wildfire-dataset-visualization-pred
3. /cliffw7/us-wildfire-logistic-regression-model
π Powered by @datasets1
π Description:
This dataset packages the wildfire ignition dataset described in our ICMLA paper Spatiotemporal Wildfire Prediction and Reinforcement Learning for Helitack Suppression. It contains daily meteorological records from GRIDMET aligned with wildfire ignition events from IRWIN, and synthesized negative sa...
π₯ Download:
β’ Size: Size not specified
β’ Direct API: Download Link
π Stats:
β’ Files: 1
β’ Downloads: 143
π Popular Notebooks:
1. /firecastrl/wildfire-forecasting-get-started
2. /tulsipatil/wildfire-dataset-visualization-pred
3. /cliffw7/us-wildfire-logistic-regression-model
π Powered by @datasets1
β€2
π Particle Physics Event Classification Dataset
π Description:
Accurately separating rare signal (s) events from abundant background (b) is central to particle physics. This dataset provides reconstructed kinematic features per event, along with a per-event Weight to reflect experimental importance. The task is binary classification: predict whether an event is...
π₯ Download:
β’ Size: Size not specified
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π Stats:
β’ Files: 2
β’ Downloads: 143
π Popular Notebooks:
1. /sumedh1507/particle-physics-event-insights
2. /devraai/particle-physics-event-classification-analysis
3. /sumedh1507/particle-physics-event-insights
π Powered by @datasets1
π Description:
Accurately separating rare signal (s) events from abundant background (b) is central to particle physics. This dataset provides reconstructed kinematic features per event, along with a per-event Weight to reflect experimental importance. The task is binary classification: predict whether an event is...
π₯ Download:
β’ Size: Size not specified
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π Stats:
β’ Files: 2
β’ Downloads: 143
π Popular Notebooks:
1. /sumedh1507/particle-physics-event-insights
2. /devraai/particle-physics-event-classification-analysis
3. /sumedh1507/particle-physics-event-insights
π Powered by @datasets1
π Coffee Sales Dataset
π Description:
This dataset contains coffee shop transaction records, including details about sales, payment type, time of purchase, and customer preferences. It is specifically curated for data visualization, dashboard building, and business analytics projects in tools like Power BI, Tableau, and Python visualiza...
π₯ Download:
β’ Size: Size not specified
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π Stats:
β’ Files: 1
β’ Downloads: 29
π Popular Notebooks:
1. /aiwithcagri/coffee-bi
2. /mahmoudredagamail/coffee-sales-dataset
3. /muhammedaliyilmazz/coffee-sales-analytics-trends-forecasting
π Powered by @datasets1
π Description:
This dataset contains coffee shop transaction records, including details about sales, payment type, time of purchase, and customer preferences. It is specifically curated for data visualization, dashboard building, and business analytics projects in tools like Power BI, Tableau, and Python visualiza...
π₯ Download:
β’ Size: Size not specified
β’ Direct API: Download Link
π Stats:
β’ Files: 1
β’ Downloads: 29
π Popular Notebooks:
1. /aiwithcagri/coffee-bi
2. /mahmoudredagamail/coffee-sales-dataset
3. /muhammedaliyilmazz/coffee-sales-analytics-trends-forecasting
π Powered by @datasets1
π πͺ Warehouse and Retail Sales Montgomery County
π Description:
This dataset contains a detailed record of sales and movement data by item and department from Montgomery County, Maryland. It is updated monthly and includes information on warehouse and retail liquor sales. Each record represents the sales and movement of items (by item code and department) for a ...
π₯ Download:
β’ Size: Size not specified
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π Stats:
β’ Files: 1
β’ Downloads: 93
π Popular Notebooks:
1. /sumedh1507/retail-sales-insights
2. /nateloker/eda-montgomery-county
3. /devraai/montgomery-county-warehouse-and-retail-sales-an
π Powered by @datasets1
π Description:
This dataset contains a detailed record of sales and movement data by item and department from Montgomery County, Maryland. It is updated monthly and includes information on warehouse and retail liquor sales. Each record represents the sales and movement of items (by item code and department) for a ...
π₯ Download:
β’ Size: Size not specified
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π Stats:
β’ Files: 1
β’ Downloads: 93
π Popular Notebooks:
1. /sumedh1507/retail-sales-insights
2. /nateloker/eda-montgomery-county
3. /devraai/montgomery-county-warehouse-and-retail-sales-an
π Powered by @datasets1
π Medical Cost Personal Datasets
π Description:
Machine Learning with R by Brett Lantz is a book that provides an introduction to machine learning using R. As far as I can tell, Packt Publishing does not make its datasets available online unless you buy the book and create a user account which can be a problem if you are checking the book out fro...
π₯ Download:
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π Stats:
β’ Files: 1
β’ Downloads: 965
π Popular Notebooks:
1. /sudhirnl7/linear-regression-tutorial
2. /hely333/eda-regression
3. /mariapushkareva/medical-insurance-cost-with-linear-regression
π Powered by @datasets1
π Description:
Machine Learning with R by Brett Lantz is a book that provides an introduction to machine learning using R. As far as I can tell, Packt Publishing does not make its datasets available online unless you buy the book and create a user account which can be a problem if you are checking the book out fro...
π₯ Download:
β’ Size: Size not specified
β’ Direct API: Download Link
π Stats:
β’ Files: 1
β’ Downloads: 965
π Popular Notebooks:
1. /sudhirnl7/linear-regression-tutorial
2. /hely333/eda-regression
3. /mariapushkareva/medical-insurance-cost-with-linear-regression
π Powered by @datasets1
π Employee Performance & Salary (Synthetic Dataset)
π Description:
Employee_ID: Unique employee identifier (E0001, E0002, β¦) Age: Employee age (22β60 years) Gender: Gender of the employee (Male/Female) Department: Department where the employee works (HR, Finance, IT, Marketing, Sales, Operations) Experience_Years: Total years of work experience (contains missing va...
π₯ Download:
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π Stats:
β’ Files: 1
β’ Downloads: 493
π Popular Notebooks:
1. /alammarin/026-data-mining-lab-mid
2. /kazizehad/288-lab-mid
3. /sajibhasan11/050-data-analysis
π Powered by @datasets1
π Description:
Employee_ID: Unique employee identifier (E0001, E0002, β¦) Age: Employee age (22β60 years) Gender: Gender of the employee (Male/Female) Department: Department where the employee works (HR, Finance, IT, Marketing, Sales, Operations) Experience_Years: Total years of work experience (contains missing va...
π₯ Download:
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π Stats:
β’ Files: 1
β’ Downloads: 493
π Popular Notebooks:
1. /alammarin/026-data-mining-lab-mid
2. /kazizehad/288-lab-mid
3. /sajibhasan11/050-data-analysis
π Powered by @datasets1
β€1π1
π Nasdaq-CME-Future-NQ
π Description:
This dataset provides high-quality, multi-timeframe historical market data for the E-mini Nasdaq-100 Futures (symbol: NQ) obtained from TradingView. It is designed for quantitative finance, algorithmic trading, machine learning, and time series analysis applications. Each CSV file in this dataset co...
π₯ Download:
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π Stats:
β’ Files: 14
β’ Downloads: 711
π Popular Notebooks:
1. /youneseloiarm/tradingview-datafeed-nq-01
2. /devraai/nasdaq-cme-futures-analysis-prediction
3. /youneseloiarm/tradingview-datafeed-nq-01
π Powered by @datasets1
π Description:
This dataset provides high-quality, multi-timeframe historical market data for the E-mini Nasdaq-100 Futures (symbol: NQ) obtained from TradingView. It is designed for quantitative finance, algorithmic trading, machine learning, and time series analysis applications. Each CSV file in this dataset co...
π₯ Download:
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π Stats:
β’ Files: 14
β’ Downloads: 711
π Popular Notebooks:
1. /youneseloiarm/tradingview-datafeed-nq-01
2. /devraai/nasdaq-cme-futures-analysis-prediction
3. /youneseloiarm/tradingview-datafeed-nq-01
π Powered by @datasets1
β€2π1
π Iris growth and structure dataset
π Description:
A well-known dataset in data science and machine learning, the Iris Flower Dataset is frequently used to teach and illustrate classification methods. It includes 150 iris flower samples from three different species: Iris setosa, Iris versicolor, and Iris virginica. Along with the associated species ...
π₯ Download:
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π Stats:
β’ Files: 1
β’ Downloads: 373
π Popular Notebooks:
1. /emanfatima2025/exploring-the-iris-dataset
2. /a3amat02/iris-growth-and-structure-classification
3. /lightonkalumba/iris-flower-species-classification
π Powered by @datasets1
π Description:
A well-known dataset in data science and machine learning, the Iris Flower Dataset is frequently used to teach and illustrate classification methods. It includes 150 iris flower samples from three different species: Iris setosa, Iris versicolor, and Iris virginica. Along with the associated species ...
π₯ Download:
β’ Size: Size not specified
β’ Direct API: Download Link
π Stats:
β’ Files: 1
β’ Downloads: 373
π Popular Notebooks:
1. /emanfatima2025/exploring-the-iris-dataset
2. /a3amat02/iris-growth-and-structure-classification
3. /lightonkalumba/iris-flower-species-classification
π Powered by @datasets1
π1
π IBM HR Analytics Employee Attrition & Performance
π Description:
Uncover the factors that lead to employee attrition and explore important questions such as βshow me a breakdown of distance from home by job role and attritionβ or βcompare average monthly income by education and attritionβ. This is a fictional data set created by IBM data scientists. Education 1 '...
π₯ Download:
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π Stats:
β’ Files: 1
β’ Downloads: 226
π Popular Notebooks:
1. /nareshbhat/outlier-the-silent-killer
2. /janiobachmann/attrition-in-an-organization-why-workers-quit
3. /faressayah/ibm-hr-analytics-employee-attrition-performance
π Powered by @datasets1
π Description:
Uncover the factors that lead to employee attrition and explore important questions such as βshow me a breakdown of distance from home by job role and attritionβ or βcompare average monthly income by education and attritionβ. This is a fictional data set created by IBM data scientists. Education 1 '...
π₯ Download:
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π Stats:
β’ Files: 1
β’ Downloads: 226
π Popular Notebooks:
1. /nareshbhat/outlier-the-silent-killer
2. /janiobachmann/attrition-in-an-organization-why-workers-quit
3. /faressayah/ibm-hr-analytics-employee-attrition-performance
π Powered by @datasets1
π1
π You Tube Top 100 Songs 2025 Dataset
π Description:
This dataset captures the YouTube Top 100 Songs of 2025, featuring comprehensive metadata for the yearβs most popular tracks. It includes details such as: π Descriptions β official artist/label descriptions, promotions, and album links
π₯ Download:
β’ Size: Size not specified
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π Stats:
β’ Files: 1
β’ Downloads: 116
π Popular Notebooks:
1. /tinaeskan/youtube-top-100-songs-2025-dataset-complete-analys
2. /miadul/analyzing-youtube-s-top-100-songs-of-2025
3. /pranshuljoshi/youtube-top-100-songs-2025-eda
π Powered by @datasets1
π Description:
This dataset captures the YouTube Top 100 Songs of 2025, featuring comprehensive metadata for the yearβs most popular tracks. It includes details such as: π Descriptions β official artist/label descriptions, promotions, and album links
π₯ Download:
β’ Size: Size not specified
β’ Direct API: Download Link
π Stats:
β’ Files: 1
β’ Downloads: 116
π Popular Notebooks:
1. /tinaeskan/youtube-top-100-songs-2025-dataset-complete-analys
2. /miadul/analyzing-youtube-s-top-100-songs-of-2025
3. /pranshuljoshi/youtube-top-100-songs-2025-eda
π Powered by @datasets1
π1
π Shopping behaviours dataset
π Description:
The Consumer Behavior and Shopping Habits Dataset is a robust collection of consumer information crucial for market analysis and tailored marketing strategies. It covers Customer IDs for identification, Age and Gender for demographics, and Purchase Amount in USD for transaction value. Details like I...
π₯ Download:
β’ Size: Size not specified
β’ Direct API: Download Link
π Stats:
β’ Files: 1
β’ Downloads: 17,100
π Popular Notebooks:
1. /zubairamuti/eda-shopping-habits-customers
2. /muhammedaliyilmazz/shopping-behavior-analysis-with-ml-models
3. /metamadyeth/python-pandas-g3
π Powered by @datasets1
π Description:
The Consumer Behavior and Shopping Habits Dataset is a robust collection of consumer information crucial for market analysis and tailored marketing strategies. It covers Customer IDs for identification, Age and Gender for demographics, and Purchase Amount in USD for transaction value. Details like I...
π₯ Download:
β’ Size: Size not specified
β’ Direct API: Download Link
π Stats:
β’ Files: 1
β’ Downloads: 17,100
π Popular Notebooks:
1. /zubairamuti/eda-shopping-habits-customers
2. /muhammedaliyilmazz/shopping-behavior-analysis-with-ml-models
3. /metamadyeth/python-pandas-g3
π Powered by @datasets1
π1
π Gen AI Tools & Platforms
π Description:
A structured dataset mapping the Generative AI ecosystem in 2025, covering leading tools and platforms across text, image, video, audio, and multimodal generation. Each record describes the toolβs vendor, category, capabilities, API and open-source status, and release timeline. Ideal for market inte...
π₯ Download:
β’ Size: Size not specified
β’ Direct API: Download Link
π Stats:
β’ Files: 1
β’ Downloads: 61
π Popular Notebooks:
1. /tarekmasryo/generative-ai-tools-platforms
2. /vedikagupta0/exploring-generative-ai-tools-and-platforms
3. /gizemsena/generative-ai-tools-platforms
π Powered by @datasets1
π Description:
A structured dataset mapping the Generative AI ecosystem in 2025, covering leading tools and platforms across text, image, video, audio, and multimodal generation. Each record describes the toolβs vendor, category, capabilities, API and open-source status, and release timeline. Ideal for market inte...
π₯ Download:
β’ Size: Size not specified
β’ Direct API: Download Link
π Stats:
β’ Files: 1
β’ Downloads: 61
π Popular Notebooks:
1. /tarekmasryo/generative-ai-tools-platforms
2. /vedikagupta0/exploring-generative-ai-tools-and-platforms
3. /gizemsena/generative-ai-tools-platforms
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