Nflmetrics - Johns Hopkins Spring 2022 Sports Analytics research project about NFL Draft Metrics

Overview

nflmetrics

GitHub repo for Johns Hopkins Spring 2022 Sports Analytics research project about NFL Draft Metrics.

Resources:

https://collegefootballdata.com/ - limited traditional data, but easy to download to CSV and has API - solid for EPA, PPA, or usage metrics

https://www.playerprofiler.com/terms-glossary/ - has cites for all advanced stats and combine/physical measurements used - plus formulas for how to compute some of these stats

https://secstatcat.com/sec/ - great advanced stat resource for QBs, RBs, and WRs, but only for SEC players - Paywall (use Incognito mode)

Position Groups Advantages/Disadvantages

Offense

QB

feels like combine performances rarely correlate with NFL success, would have to evaluate based on decision-making (general QB IQ), scramble ability, deep ball ability, etc.

RB

can they find the hole, how good is their oline, how shifty, how fast? Last 2 are supposedly measured by combine drills

shouldn’t be too bad to gather college data for this

WR

really hard to find statistics at the college level for this, would most likely have to figure out how advanced stats such as average separation are calculated

figure out how to measure game IQ, analyze defense (i.e. find the weak spot in a zone)

NFL data is really solid though

would be fun to examine combine metrics such as 40 yard dash, vertical, and 3-cone drill to determine their predictive ability

how much ability is due to scheme or pure talent/skill

how many plays were made on legit CBs?

TE

who knows bruh half the colleges don’t use them very well

OL

lowkey easiest position to analyze with film, which could be handy if we have to look through college tape

create some kind of index that takes player body weight data and calculates a theoretical win % based off the pass rusher and whether they actually win it or not

Then pass/run block wins in scenario where theoretical win % is low stand out

traditional combine drills such as bench press legitimately matter

Defense

DL

EDGE

might be easy to gather data at the college level for this? Pass rush win rate and also quality of line have to be considered; some will look more impressive because entire line is stacked

LB

CB

S

New combine drills: https://www.sportingnews.com/us/nfl/news/nfl-combine-new-drills-2020-explained/bbg40xpym8uy1bb1yrzckdxfb

Maybe in general just need to develop a better game IQ test since the wonderlic is cheeks; such a thing would have a big impact in QB, WR, LB, and S evaluation In general, it shouldn’t be too hard to look at general college stats, then look at combine performance relative to position group, then look at NFL output; multiple regression here

For unsorted list of draft picks ranked according to NFL production, can run through a few NFL drafts and see if there are patterns within position groups for certain stats like combine 40 yard dash or college production (idk, maybe players who fill up the stat sheet against nationally top 5 schools all translate better)

Owner
Anish Kulkarni
Junior at Johns Hopkins University studying Computer Science and Economics, experienced in project design, programming (Java, Swift, R), and app design.
Anish Kulkarni
A tool that helps keeping track of your AWS quota utilization

aws-quota-checker A tool that helps keeping track of your AWS quota utilization. It'll determine the limits of your AWS account and compare them to th

Max 63 Dec 14, 2022
PRAW, an acronym for "Python Reddit API Wrapper", is a python package that allows for simple access to Reddit's API.

PRAW: The Python Reddit API Wrapper PRAW, an acronym for "Python Reddit API Wrapper", is a Python package that allows for simple access to Reddit's AP

Python Reddit API Wrapper Development 3k Dec 29, 2022
Discord Custom Playing Status Redirecting

Discord-Custom-Playing-Status-Redirecting THINGS TO DO :- - Create an application from https://discord.com/developers/applications give it ur desired

WarLorD oP 1 Oct 30, 2021
Intelligent Trading Bot: Automatically generating signals and trading based on machine learning and feature engineering

Intelligent Trading Bot: Automatically generating signals and trading based on machine learning and feature engineering

Alexandr Savinov 326 Jan 03, 2023
An API or getting Optifine VersionsList/Version/Download-URL.

Optifine-API An API for getting Optifine VersionsList/Versions/Download-URL. Table of contents Get Versions List Get Specify Versions Download Optifin

2 Dec 04, 2022
Binance leverage futures Hook

Simple binance futures Attention Just use leverage. The fee difference between futures and spot is not considered. For example, funding rate, etc. Onl

Adriance 26 Aug 27, 2022
ALIEN: idA Local varIables rEcogNizer

ALIEN: idA Local varIables rEcogNizer ALIEN is an IDA Pro plugin that allows the user to get more information about ida local variables with the help

16 Nov 26, 2022
Media Replay Engine (MRE) is a framework to build automated video clipping and replay (highlight) generation pipelines for live and video-on-demand content.

Media Replay Engine (MRE) is a framework for building automated video clipping and replay (highlight) generation pipelines using AWS services for live

Amazon Web Services - Labs 30 Nov 29, 2022
Yes, it's true :revolving_hearts: This repository has 301 stars.

Yes, it's true! Inspired by a similar repository from @RealPeha, but implemented using a webhook on AWS Lambda and API Gateway, so it's serv

510 Dec 28, 2022
Official implementation of DeepSportLab (a fork of OpenPifPaf)

DeepSportLab DeepSportLab: a Unified Framework for BallDetection, Player Instance Segmentationand Pose Estimation in Team Sports Scenes This paper pre

ISPGroupUCL 8 Sep 27, 2022
A modular bot running on python3 with anime theme and have a lot features

STINKY ROBOT Emiko Robot is a modular bot running on python3 with anime theme and have a lot features. Easiest Way To Deploy On Heroku This Bot is Cre

Riyan.rz 3 Jan 21, 2022
GitPython is a python library used to interact with Git repositories.

Gitoxide: A peek into the future… I started working on GitPython in 2009, back in the days when Python was 'my thing' and I had great plans with it. O

3.8k Jan 03, 2023
A Discord bot that may save your day by predicting it.

Sage A Discord bot that may save your day by predicting it.

1 Nov 17, 2022
Easy Discord Webhook Token Grabber!

Easy Discord Webhook Token Grabber!

†† 27 Jun 01, 2022
With this program you can work English & Turkish

1 - How Can I Work This? You must have Python compilers in order to run this program. First of all, download the compiler in the link. Compiler 2 - Do

Mustafa Bahadır Doğrusöz 3 Aug 07, 2021
A Python library for the Docker Engine API

Docker SDK for Python A Python library for the Docker Engine API. It lets you do anything the docker command does, but from within Python apps – run c

Docker 6.1k Jan 03, 2023
Yes, it's true :purple_heart: This repository has 353 stars.

Yes, it's true! Inspired by a similar repository from @RealPeha, but implemented using a webhook on AWS Lambda and API Gateway, so it's serverless! If

510 Dec 28, 2022
The Github repository for the Amari API wrapper.

Amari.py Amari.py is an async, easy to use API wrapper for the AmariBot. Installation Enter any of these commands to install the library: pip install

TheF1ng3r 5 Dec 19, 2022
Official Python wrapper for the Quantel Finance API

Quantel is a powerful financial data and insights API. It provides easy access to world-class financial information. Quantel goes beyond just financial statements, giving users valuable information l

Guy 47 Oct 16, 2022
Automatically kick deleted accounts

AntiDeletedAccountsBot (ADAB) Automatically kick deleted accounts Based on uniborg, a pluggable asyncio Telegram userbot based on Telethon. Installati

Qwerty-Space 34 Jan 02, 2023