Power BI Dashboard : https://www.mavenanalytics.io/project/3776

The IPL (Indian Premier League) is one of the most popular and widely followed cricket leagues in the world. It features top cricket players from around the world playing for various franchise teams in India. The league is known for its high-scoring matches, intense rivalries, and innovative marketing strategies.

If you are a data enthusiast or a cricket fan, you will be excited to know that there is a dataset available on Kaggle that contains comprehensive information about the IPL matches played over the years. This dataset is a valuable resource for anyone interested in analyzing the performance of players and teams in the league.

The IPL dataset on Kaggle contains information on over 800 IPL matches played from 2008 to 2020. It includes details on the date, time, venue, teams, players, and various statistics such as runs scored, wickets taken, and more. The dataset also contains information on the individual performances of players and teams, as well as the overall performance of the league over the years.

The IPL dataset is a goldmine for data analysts and cricket enthusiasts alike. It provides a wealth of information that can be used to uncover insights about the league and its players. For example, you can use the dataset to analyze the performance of a particular player or team over the years, or to identify trends in the league such as changes in team strategies or the emergence of new players.

If you are new to data analysis, the IPL dataset is a great place to start. You can use it to learn how to use tools such as Excel or Power BI to create visualizations and gain insights from data. With the right skills and tools, you can use the IPL dataset to create interactive dashboards and reports that provide valuable insights into the world of cricket.

Overall, the IPL dataset on Kaggle is an excellent resource for anyone interested in cricket or data analysis. It contains a wealth of information that can be used to analyze and gain insights into the performance of players and teams in one of the most exciting cricket leagues in the world.

This dataset contains points table and player Information. To view more data such as Match stats, Ball_by_ball data & Player innings data, Please visit the below links:

Match stats, Ball_by_ball data: https://www.kaggle.com/datasets/biswajitbrahmma/ipl-complete-dataset-2008-2022

Player innings data: https://www.kaggle.com/datasets/paritosh712/cricket-every-single-ipl-inning-20082022

Thanks to Biswajit Brahmma & Paritosh Anand for their dataset.

This dataset captures extensive details from IPL matches, including over-by-over ball data, player-specific statistics, and match outcomes. It contains a wide range of features, such as match metadata (date, venue, and event), player contributions (runs, wickets, balls faced), and match events (toss decisions, reviews, wickets). With more than 60 attributes, the dataset enables a granular analysis of player performance, team strategies, and match dynamics, making it an invaluable resource for cricket enthusiasts, analysts, and data scientists looking to dive deep into IPL match data.

IPL match data from 2008-2023 was downloaded from cricsheet.org in JSON format. I used the pandas Python library to transform this data into ball-by-ball data with a number of relevant and useful columns. After this, the data was saved as a csv file.

This dataset was created as part of a project where I created metrics to rank players for T20 Internationals and the Indian Premier League (IPL). In the IPL Data Analysis notebook found below, I perform some exploratory data analysis before creating metrics to rank batters, bowlers and all-rounders based on the Runs Added/Reduced Compared to the Average Player. The entire project materials can be found at https://github.com/jamiewelsh25/Cricket_Data_Project/.

Furthermore, If you are interested in how I used this data to train predictive models for second innings chase success and first innings scores, then check out the notebooks below!

espncricinfo

IPL

## Overview

IPL is a dataset for object detection tasks - it contains Brands annotations for 2,635 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

This dataset contains historical data of all the matches played in IPLT20 Men's Cricket since 2008. The match-wise data contained in the dataset include host country, match venue, first and second batting teams, scores of teams, winners, winning margins, season winners, and others.

The report explores how the landscape for the IPL was changed to meet the changing global needs in 2020, as officials moved the event from India to the United Arab Emirates. Furthermore the report details how the media rights and sponsorship landscapes of the tournament were affected in a competition year unlike any other that has been before it. Read More

Dataset

This dataset was created by VIKASH_CHAUBEY

Contents

Dataset

This dataset was created by shreya

Contents

Report of IPL Device and System is currently supplying a comprehensive analysis of many things which are liable for economy growth and factors which could play an important part in the increase of the marketplace in the prediction period. The record of IPL Device and System Industry is providing the thorough study on the grounds of market revenue discuss production and price happened. The report also provides the overview of the segmentation on the basis of area, contemplating the particulars of earnings and sales pertaining to marketplace.

Dataset

This dataset was created by Ashok Kumar Reddy R

Released under Other (specified in description)

Contents

Market Analysis: Home IPL Hair Removal Devices The global home IPL hair removal devices market is experiencing substantial growth, attributed to growing consumer demand for convenient and effective at-home hair removal solutions. The market is estimated to be valued at XXX million in 2025, showcasing a significant CAGR of XX% during the forecast period (2025-2033). Key drivers for this growth include rising disposable incomes, increasing awareness about personal grooming, and advancements in IPL technologies. Segmentation-wise, the market is categorized by application (online and offline sales) and type (battery-powered and wired use). The online sales segment is anticipated to hold a dominant share due to the convenience and accessibility offered by e-commerce platforms. In terms of type, battery-powered devices are expected to gain traction owing to their portability and user-friendliness. Major players in the market include Philips, Panasonic, Braun, Silk'n, and CosBeauty. North America and Europe are projected to remain the largest regional markets, while Asia Pacific is poised for rapid growth driven by rising disposable income and increasing awareness about personal grooming.

The global IPL Hair Removal Devices market is projected to reach USD XXX million by 2033, exhibiting a CAGR of XX% during the forecast period (2025-2033). The market growth is primarily driven by the increasing prevalence of unwanted hair, rising disposable income, and growing awareness about personal grooming. The introduction of advanced technologies, such as diode lasers and ELOS (Electro-Optical Synergy), has further fueled market expansion. The market is segmented based on application (at-home use, salon and clinics), type (201-400 USD, 100-200 USD, >400 USD), and region (North America, South America, Europe, Middle East & Africa, Asia Pacific). North America and Europe are the dominant regions in terms of market share due to the high penetration of advanced hair removal devices and the presence of major players. The Asia Pacific region is expected to witness significant growth over the forecast period, driven by the growing demand for home-based hair removal devices and increasing disposable income. Key players in the market include Philips, Braun, Panasonic, Silk'n, CosBeauty, Ya-Man, and Iluminage Beauty. This comprehensive report provides key insights into the global IPL Hair Removal Devices market, encompassing market concentration, trends, dominant segments, product insights, and critical factors driving industry growth.

The at-home use IPL hair removal system market is projected to reach XXX million by 2033, exhibiting a CAGR of XX% during the forecast period (2025-2033). The growth of the market is primarily driven by rising consumer awareness about the benefits of IPL hair removal, increasing disposable income, and growing demand for non-invasive hair removal methods. Other factors contributing to the market's growth include technological advancements that have improved the safety and effectiveness of IPL devices, as well as increased availability of these devices through online and offline channels. The market is segmented based on application, type, and region. The female consumers segment holds a dominant share in the market and is expected to continue its dominance throughout the forecast period. The 201-400 USD segment is expected to witness significant growth during the forecast period due to the increasing demand for premium IPL devices. North America is the largest market for at-home use IPL hair removal systems, followed by Europe and Asia Pacific. Emerging markets such as China, India, and Brazil are expected to drive market growth in the coming years. Key players in the market include Philips, Panasonic, Braun, Silk'n, CosBeauty, Ya-Man, Iluminage Beauty, SmoothSkin (Cyden), and Remington. These players are focusing on product innovation, marketing strategies, and strategic partnerships to expand their market share and cater to the growing demand for at-home use IPL hair removal systems.

The global IPL (Intense Pulsed Light) device and equipment market is experiencing robust growth, projected to reach $2191 million in 2025 and maintain a Compound Annual Growth Rate (CAGR) of 4.9% from 2025 to 2033. This growth is fueled by several key factors. Increasing consumer awareness of at-home hair removal solutions and the associated convenience is a major driver. Technological advancements leading to safer, more effective, and user-friendly IPL devices are also contributing significantly. The rising demand for aesthetic treatments, coupled with increasing disposable incomes in developing economies, further propels market expansion. The market is segmented by device type (handheld, professional), application (hair removal, skin rejuvenation), and end-user (home use, professional clinics). Competitive landscape analysis reveals key players such as Philips, Panasonic, Braun, Silk'n, and others actively innovating and expanding their product portfolios to cater to diverse consumer needs. The market faces certain restraints, such as potential side effects associated with IPL treatment and the availability of alternative hair removal and skin rejuvenation methods. However, the ongoing technological improvements and growing consumer preference for non-invasive cosmetic procedures are expected to offset these challenges. The forecast period of 2025-2033 indicates continued market expansion, driven primarily by increasing consumer adoption of at-home IPL devices and the expansion of professional aesthetic clinics offering IPL treatments. The market is expected to see further segmentation as companies develop more specialized devices targeting specific skin types and hair colors. Regional differences in market penetration are also anticipated, with North America and Europe maintaining a substantial market share while Asia-Pacific and other emerging markets demonstrate significant growth potential. Overall, the IPL device and equipment market presents a promising investment opportunity for companies capable of adapting to evolving consumer preferences and technological advancements within the beauty and personal care sector.

Global Consumer Use IPL Device and System comes with the extensive industry analysis of development components, patterns, flows and sizes. The report also calculates present and past market values to forecast potential market management through the forecast period between 2024 - 2032. The report may be the best of what is a geographic area which expands the competitive landscape and industry perspective of the market.

Report of IPL Device and Machines is covering the summarized study of several factors encouraging the growth of the market such as market size, market type, major regions and end user applications. By using the report customer can recognize the several drivers that impact and govern the market. The report is describing the several types of IPL Device and Machines Industry. Factors that are playing the major role for growth of specific type of product category and factors that are motivating the status of the market.

Dataset

This dataset was created by Tiyas Roy Choudhury

Contents

Global Consumer Use IPL Device and Equipments comes with the extensive industry analysis of development components, patterns, flows and sizes. The report also calculates present and past market values to forecast potential market management through the forecast period between 2024 - 2032. The report may be the best of what is a geographic area which expands the competitive landscape and industry perspective of the market.

Market Research Intellect presents the Consumer Use Ipl Device And Equipments Market Report-estimated at USD 3. 2 billion in 2024 and predicted to grow to USD 6. 1 billion by 2033, with a CAGR of 8. 1% over the forecast period. Gain clarity on regional performance, future innovations, and major players worldwide.