NBA: Shooting Guard + Small Forward Selection
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Saahil Sud, formerly Maxdalury, talks about best practices for selecting shooting guards and small forwards in daily fantasy sports (DFS).
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Patanjali Ayurved Limited is an Indian FMCG company
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Manufactures mineral and herbal products.
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Self-independence of India from Swadeshi.
To promote Indian product.
Make a largest retail chain in all over India both rural and urban market
To Provide reasonable price for farmers
To fulfill the demand of customers across the India on reasonable price.
To Support Indian industries by creating demands of Swadeshi products.
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This document describes a study analyzing the performance of Indian football players using Python and Dartfish video analysis software. The study collected player performance data through web scraping in Python and analyzed game footage from recent India matches against Bahrain and Belarus using Dartfish's video tagging features. The analysis identified weaknesses in the team's possession, passing, and shooting. Event data and statistics were shared on Dartfish TV to provide coaches feedback to improve player and team performance in those areas. The authors conclude the analysis can help increase India's FIFA ranking by addressing weaknesses and better preparing players for qualification.
IPL auction q1_q2.docx
Data analytics mostly involves studying data trends over a given period, and then extracting useful information from these trends.
Why Is Data Analytics Important?
More precise decision making process: Data analytics helps organizations make more accurate decisions based on the insights gotten from data trends over time.
For example, a company selling different products can figure out what time of the year different products sell higher. This will enable them boost production of such products at the required time.
A better decision making process will eliminate the need for guess work, and minimize losses and avoidable risks.
Improved customer satisfaction: When you're able to serve customers, you retain them and keep business going. Insights gotten from data analytics can help you understand exactly what your customers want and when to act.
Data analytics also enables businesses to identify their target audience easily.
Improved business strategy: Data analytics helps organizations channel their resources towards the most efficient strategies.
Performance evaluation: Data analytics can help organizations evaluate how well or badly they've performed over a specified period. This will enable them make important decisions for the future of the organization.
Although the points listed above seem to be from the business point of view, that's not the only industry where data analytics is important.
You can see data analytics being used in healthcare, education, agriculture, and so on.
Types of Data Analytics
There are mainly four different types of data analytics:
Descriptive analytics: This type of analytics has to do with what happened with analyzed data over a specified period of time.
Diagnostic analytics: Diagnostic data analytics shows the "why" in a data trend. This involves having a deeper look into why certain patterns were present in the data.
Predictive analytics: The goal here is to foretell what is expected to happen in the future based on the outcomes of analyzed data over time.
Prescriptive analytics: In prescriptive analytics, the results from data analysis is used to make recommendations on what to do next.
What Is the Difference Between Data Analysis and Data Analytics?
You'll come across different definitions of data analytics and data analysis.
Some sources would define data analytics and data analysis as the same. Others would use them interchangeably.
Although, they are closely related, these terms have slightly different meanings. They are similar because they aid in the decision making process.
What Is Data Analysis?
Data analysis is the process of studying what has happened in the past in a dataset. There is no need to extend this definition.
Data analysis studies the why and how of data trends. Yes, it involves data collection, organization, and "analysis".
"How did the users respond to a new feature?".
"Why did the rate of purchase of a product fall during a particular period?".
Data analysts can make use o
Winning in Basketball with Data and Machine Learning
This document discusses using machine learning and data analytics to analyze basketball games and player performance. It describes tracking player and ball location data over time to measure aspects of the game like spacing, shooting ability, and defensive metrics. It details analyzing corner three-point shots to understand how they are created and find distinct patterns in shooter and defender movement before shots. The document also proposes using game theory and behavioral science to understand defensive strategies against corner three shooters. Finally, it outlines a method to evaluate the value of individual player actions like passes and screens by predicting possession outcomes and modified point values over time.
TechnicalReport_NFLProject_Austin&Ovais
This document describes analyzing NFL drive data to predict points per drive (PPD). The authors cleaned 16 years of drive data, removing incomplete or clock-running drives. They tested linear regression models to predict PPD from variables like time, starting position, passing/rushing yards and attempts. The best model included passing efficiency, rushing efficiency, and passing/rushing first downs. This supports the hypothesis that passing stats better predict PPD than rushing. The model predicted test set PPD well, showing it effectively captures factors influencing offensive efficiency.
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Columbia University Baseball Analytics Case Competition
Columbia University Baseball Analytics Case Competition
2016 Diamond Dollars Case Competition - Columbia Univ.
2016 Diamond Dollars Case Competition - Columbia Univ.
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Winning in Basketball with Data and Machine Learning
Winning in Basketball with Data and Machine Learning
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Euro 2024 Predictions - Group Stage Outcomes
Here are our Euro 2024 predictions for the group stages
Will England make it through the group stages?, Will Germany use the home advantage to full effect?
Follow our progress, see how many we get right
If you want to join in let us know before the first game kick off and we can invite you to our private league
or join in with our friends at DeeperThanBlue
https://www.linkedin.com/posts/activity-7204868572995538944-qejG
https://www.selectdistinct.co.uk/2024/06/13/euro-2024-match-predictions/
#EURO2024 #Germany2024 #England #EURO2024predictions
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Euro 2024 Belgium's Rebirth the New Generation Match the Golden Era.docx
The Golden Group is over. Can a new group step up? Two years ago, Kevin De Bruyne plunged Belgium’s Euro 2024 plans into disorder when he claimed the team was “too old” to win in an interview with The Protector. That Belgian squad had 10 players over 30 and the maximum average age of any Euro Cup 2024 team at the competition. A group-stage exit and just one goal at the World Cup put Belgium on course for a restructure.
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Coach Domenico Tedesco has managed a tactical shakeup and a regular exit for some of the oldest players. Experienced bests remain, not least the 37-year-old Jan Vertonghen in defense, the 32-year-old De Bruyne himself in midfield, and 31-year-old Romelu Lukaku up visible.
Still, younger actors like De Bruyne’s Manchester City partner Jeremy Doku bring fresh vitality to the team. Euro Cup Germany Qualifying unbeaten with just four goals allowed from eight games was a welcome sign of accomplishment back on track under Tedesco.
The only other squad in Group E besides Belgium to UEFA Euro 2024 qualify unbeaten, Romania was awestruck by winning a group that also checked Switzerland and Israel. Still, Euro 2024 will test a squad sorely lacking in top-level skill.
Euro 2024: Belgium's Transition from Golden Generation to New Hope
Tottenham guardian Vlad Dragusin is the only Euro Cup 2024 squad member singing regularly for one of Europe’s top clubs this flavor. He even played only nine Premier League games since adoption in January. Goalkeeper Horatiu Moldovan is a stoppage at Atletico Madrid.
There’s a link to the beauty days of Romanian soccer with midfielder Ianis Hagi, son of Gheorghe Hagi, who assisted the team to the rounds of the 1994 World Cup and Euro 2000.
We are only a combine of days away from the UEFA Euro 2024 curtain raiser. The 24 squads are winding up their provisions and getting ready to give it their all to life the wanted Euro Cup Final trophy on July 14. Spread across six clusters, the first hurdle in the knockout phase will be the plump of 16.
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Germany and Scotland will take things off before we get into overdrive in two weeks. Meanwhile, Belgium will be longing to bounce back after a horrendous 2022 FIFA World Cup movement, which ended in the group stage.
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Roberto Martinez completed the way for Domenico Tedesco, who has overseen a compact start to his tenure. The 38-year-old will be assured heading into the group stage
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NBA: Shooting Guard + Small Forward Selection
- 1. Course 5: NBA Strategy Shooting Guard and Small Forward Selection www.rotoql.com 1
- 2. www.rotoql.com www.rotoql.com Lesson Overview 2 I. SG and SF selection fundamentals II. Advanced SG and SF research tips
- 3. I. SG and SF Fundamentals
- 4. www.rotoql.com www.rotoql.com Key Elements 4 Stat Notes Minutes Recent minutes will tell how much opportunity is available Pace Teams who run will have more chances to score Usage Rate Point guards control team usage rates 3-Point Rate Ability to make 3s has more upside at these positions Defense vs. Position All-in-one matchup indicator, featured in RotoQL app Def. Personal Fouls Is the defender prone to giving up free points? Value When players are injured, use projected minutes to find value
- 5. www.rotoql.com www.rotoql.com Fantasy Production 5 Position Average FD Points* Point Guard 39.5 Shooting Guard 35.3 Small Forward 36.3 Power Forward 41.74 Center 42.93 * Data from 2015-2016 NBA season from Rotogrinders
- 6. www.rotoql.com www.rotoql.com Scoring System 6 Stat DK Points FD Points 2-point FG +2.0 PT +2.0 PT 3-point FG +3.5 PT +3.0 PT Free throw +1.0 PT +1.0 PT Rebound +1.25 PT +1.2 PT Assist +1.5 PT +1.5 PT Steal +2.0 PT +2.0 PT Block +2.0 PT +2.0 PT Turnover -0.5 PT -1.0 PT Double-double +1.5 PT N/A Triple-double +3.0 PT N/A Lineup 8 players (PG, SG, SF, PF, C, G, F, Util) 9 players (PG, PG, SG, SG, SF, SF, PF, PF, C) ● Be aware of scoring dependency and 3-point reliance ● FanDuel features two shooting guards in their lineups
- 7. www.rotoql.com Avg stats put up by SG against every NBA team* 7 * Data from 2015-2016 NBA season from Rotowire
- 8. www.rotoql.com Avg stats put up by SF against every NBA team* 8 * Data from 2015-2016 NBA season from Rotowire
- 9. www.rotoql.com www.rotoql.com True DvP vs Defensive Rating & Pace 9 * Data from 2015-2016 NBA season from Fantasy Labs DR - opponent team’s defensive rating or points allowed per 100 possessions Pace - possessions per game
- 10. II. Advanced SG / SF Research Tips
- 11. www.rotoql.com www.rotoql.com SG-Usage 11 Source: Rotoworld Note: data is from FanDuel’s 2014-15 NBA Season 9-cat-z-scores Usage (%)
- 12. www.rotoql.com www.rotoql.com SF-Usage 12 Source: Rotoworld Note: data is from FanDuel’s 2014-15 NBA Season 9-cat-z-scores Usage (%)
- 13. www.rotoql.com Top 20 Z-Scores for SG 13 Source: numberFireNote: data is from FanDuel’s 2015-16 NBA Season
- 14. www.rotoql.com Top 20 Z-Scores for SF 14 Source: numberFireNote: data is from FanDuel’s 2015-16 NBA Season
- 15. www.rotoql.com www.rotoql.com NBA Lineup Example 15* Data Provided from DraftKings
- 16. www.rotoql.com www.rotoql.com More Resources Visit our Support Center to watch video tutorials on how to use RotoQL • rotoql.zendesk.com Monitor daily fantasy news, strategy and advice articles at the QL Wire • rotoql.com/qlwire If you are new to DFS or just need a refresher on the fundamentals, visit RotoU • rotoql.com/university 16