Squared Statistics: Understanding Basketball Analytics A Blog by Justin Jacobs
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Squared Statistics: Understanding Basketball Analytics
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About
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Historical RAPM
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1979 – 1980 NBA RAPM
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1984 – 1985 NBA RAPM
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1987- 1988 NBA RAPM
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Tracking
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The Potential Assist
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https://squared2020.com/2019/01/25/the-potential-assist/
Applying Role Alignment to Tracking Data
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https://squared2020.com/2018/12/27/applying-role-alignment-to-tracking-data/
Skayton Ayton: A Look into Spacing and Putting Bigs on Skates
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https://squared2020.com/2018/12/03/skayton-ayton-a-look-into-spacing-and-putting-bigs-on-skates/
Modeling the Pass
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Current Shooting Trends in the NBA
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https://squared2020.com/2018/11/24/current-shooting-trends-in-the-nba/
Game of Waveforms
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https://squared2020.com/2018/11/02/game-of-waveforms/
The Components of Offense: Turning the Lurk into a Feature
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https://squared2020.com/2018/10/19/the-components-of-offense-turning-the-lurk-into-a-feature/
Understanding Trends in the NBA: How NNMF Works
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https://squared2020.com/2018/10/04/understanding-trends-in-the-nba-how-nnmf-works/
An Example in Kullback-Leibler Divergence
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https://squared2020.com/2019/02/07/an-example-in-kullback-leibler-divergence/
Stochastic Tracking II: Next Gen Solutions and Player Performance
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https://squared2020.com/2018/09/26/stochastic-tracking-ii-next-gen-solutions-and-player-performance/
Stochastic Tracking
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Kinematics of Player Motion
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https://squared2020.com/2017/10/29/kinematics-of-player-motion/
Voronoi Tesselation and Rebounding Position: Defining Distance by Seconds
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https://squared2020.com/2017/10/25/voronoi-tesselation-and-rebounding-position-defining-distance-by-seconds/
The Art of Sketching: Trajectory Analysis
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Gravity: Introduction to Bodies
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Gravity Example: 0.04s of Computation
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Understanding the Spatial Tendencies of Assists, the K(t) Test, and the Orlando Magic
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Measuring Attack Vectors of Ball-Handlers
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Building a Simple Spatial Analytic: Passing Lane Coverage
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https://squared2020.com/2017/09/21/building-a-simple-spatial-analytic-passing-lane-coverage/
Hammer Offense: Mechanics and Quantification
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Identifying Player Possession in Spatio-Temporal Data
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https://squared2020.com/2017/05/07/identifying-player-possession-in-spatio-temporal-data/
Bryant’s Role In the Lakers Offense
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https://squared2020.com/2015/11/20/bryants-role-in-the-lakers-offense/
NBA Tracking Using Python: Warriors vs. Grizzlies
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Building NBA Defenses Using the Convex Hull
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NBA Data Science: Breaking Down NBA Data
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NBA Shot Charts via Kernel Density Estimation
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Spatio-Temporal Data In the NBA
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Running Net Points
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Analytics Analysis
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Stop Rate
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The “No Turnover” Turnover
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True Shooting Percentage Part I: Introduction and Framework for Advancement
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https://squared2020.com/2019/01/09/true-shooting-percentage-part-i-introduction-and-framework-for-advancement/
Random Manatees: The Art of Ranking Players
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https://squared2020.com/2018/12/28/random-manatees-the-art-of-ranking-players/
Regularized Adjusted Plus-Minus Part III: What Had Really Happened Was…
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The “Wisconsin Stat”
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Ranks and Percentiles
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Second Chances and the Rebounding Specialist
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Crediting Assists: A Fairly Risky Method
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https://squared2020.com/2018/09/14/crediting-assists-a-fairly-risky-method/
Offensive and Defensive Ratings
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Usage and Efficiency
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Making Blocks Count
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Testing the Quality of a Binary Classifier: ROC Curves
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Developing a Cross-Product Analytic: Kidd Score
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Relationship Between TS% and eFG%
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https://squared2020.com/2017/10/10/relationship-between-ts-and-efg/
Deep Dive with Python: Offensive Ratings
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https://squared2020.com/2017/10/04/deep-dive-with-python-offensive-ratings/
Game Score: Focus on Scoring
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Deep Dive on Regularized Adjusted Plus Minus II: Basic Application to 2017 NBA Data with R
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Deep Dive on Regularized Adjusted Plus-Minus I: Introductory Example
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Understanding FG% and Rebounding in Player Efficiency Ratings
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Analyzing NBA Possession Models
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Rebounding Rates: Good for Teams; Bad for Players
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Miscellaneous
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A Methodology for Qualitatively Comparing Games
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https://squared2020.com/2019/01/16/a-methodology-for-qualitatively-comparing-games/
Curious Tale of 3’s Versus 2’s in the NBA
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Pistol: Disrupting the Defense
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An Absurd and Effective Way to Combat Tanking and Make the Playoffs Insane
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Minnesota Timberwolves Offense: Stability, Screens, and Mid-range Game
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Distributional Analysis of Free Throws and the Denver Nuggets
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Evaluating Assists with Python: Community Detection and the Brooklyn Nets
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Analyzing Steals in the 2016-17 NBA Season
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https://squared2020.com/2017/08/12/analyzing-steals-in-the-2016-17-nba-season/
Basics in Negative Binomial Regression: Predicting Three Point Field Goal Percentages
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Identifying Clutch Players in the NBA: 2016/17 Analysis
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Applying Tensors to Find Optimal Match-Ups in the NBA
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Using Random Forests to Forecast NBA Careers
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How NBA Draft Lottery Probabilities Are Constructed
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Is the NBA Draft Lottery Fixed? A Statistical Analysis of 1994 – 2017.
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The Real 2017 NBA Draft Lottery Odds
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Comparing West vs. East: If the NBA Playoffs Were Seeded Like the NCAA
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Hypothesis Testing: Is NBA Scoring Up This Year?
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https://squared2020.com/2015/11/01/hypothesis-testing-is-nba-scoring-up-this-year/
Proximity of NBA Teams
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Redefining NBA Divisions By Clustering
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Quantifying NBA Hall of Fame Potential for NBA Players Using Random Forests
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Score Flows of NBA Teams
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March Madness
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March Madness Bracketology: February 26th Edition
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March Madness Bracketology: February 23rd Edition
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March Madness Bracketology: February 20th Edition
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1990 – 1991 NBA RAPM
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Continue reading →
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1979 – 1980 NBA RAPM
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https://squared2020.com/2021/01/23/boston-vs-the-field-defensive-3pt/
Advanced Methods
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Miscellaneous
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NBA
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Tracking
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Boston vs. The Field: Defensive 3PT%
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Uncategorized
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Approximating Curves II: Assimilation of the Jump Shot Process
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Uncategorized
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Approximating Curves I: Mechanical Process
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https://squared2020.com/2020/10/30/approximating-curves-i-mechanical-process/
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https://squared2020.com/2019/12/25/analytic-breakdown-1963-finals-game-6/
Analytic Breakdown: 1963 Finals Game 6
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December 25, 2019
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Analytics Analysis
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Miscellaneous
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NBA
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Uncategorized
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https://squared2020.com/2019/11/27/extending-possessions-geometric-distribution/
Extending Possessions: Geometric Distribution
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November 27, 2019
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Advanced Methods
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Analytics Analysis
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NBA
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Tracking
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https://squared2020.com/2019/11/18/offensive-crashing/
Offensive Crashing
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November 18, 2019
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Data Science
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NBA
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Tracking
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https://squared2020.com/2019/10/18/story-underneath-usage-incompleteness/
Story Underneath Usage: Incompleteness
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October 18, 2019
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Advanced Methods
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Analytics Analysis
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Miscellaneous
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NBA
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Rankings
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https://squared2020.com/2019/10/09/manifold-nonparametrics-which-way-do-passers-pass/
Manifold Nonparametrics: Which Way Do Passers Pass?
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October 9, 2019
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Advanced Methods
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Data Science
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NBA
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Tracking
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https://squared2020.com/2019/10/03/exercising-error-quantifying-statistical-tests-under-rapm-part-iv/
Exercising Error: Quantifying Statistical Tests Under RAPM (Part IV)
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October 3, 2019
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Advanced Methods
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Analytics Analysis
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Data Science
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Miscellaneous
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NBA
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Rankings
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Warping Play Registration
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September 9, 2019
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Analytics Analysis
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NBA
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Tracking
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https://squared2020.com/2019/08/05/considering-consistency-of-an-analytic/
Considering Consistency of an Analytic
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August 5, 2019
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Advanced Methods
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Analytics Analysis
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Data Science
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Miscellaneous
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NBA
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Transitioning Turnovers: Case Study of Golden State and Toronto
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May 21, 2019
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Analytics Analysis
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Data Science
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Miscellaneous
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NBA
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https://squared2020.com/2019/04/30/true-2019-nba-lottery-odds/
True 2019 NBA Lottery Odds
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April 30, 2019
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Miscellaneous
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NBA
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← Older posts
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1990 – 1991 NBA RAPM
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1979 – 1980 NBA RAPM
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Boston vs. The Field: Defensive 3PT%
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Approximating Curves II: Assimilation of the Jump Shot Process
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https://squared2020.com/2020/11/07/approximating-curves-ii-assimilation-of-the-jump-shot-process/
Approximating Curves I: Mechanical Process
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What is the best adv…
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Regularized Adjusted Plus-Minu…
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What is the best adv…
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Regularized Adjusted Plus-Minu…
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What is the best adv…
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Regularized Adjusted Plus-Minu…
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Quantifying Relative…
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Deep Dive on Regularized Adjus…
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Quantifying Relative…
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Deep Dive on Regularized Adjus…
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September 2021
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