| fullNameForSearch,team,position,overall_rating,college,awareness_rating,throwPower_rating,kickReturn_rating,leadBlock_rating,strength_rating,bCVision_rating,catchInTraffic_rating,playAction_rating,pursuit_rating,plyrAssetname,mediumRouteRunning_rating,catching_rating,acceleration_rating,spinMove_rating,finesseMoves_rating,spectacularCatch_rating,runBlock_rating,tackle_rating,injury_rating,zoneCoverage_rating,deepRouteRunning_rating,firstName,yearsPro,totalSalary,trucking_rating,throwAccuracyShort_rating,jukeMove_rating,playRecognition_rating,shortRouteRunning_rating,status,lastName,jerseyNum,breakSack_rating,speed_rating,runBlockPower_rating,jumping_rating,toughness_rating,throwOnTheRun_rating,manCoverage_rating,stiffArm_rating,powerMoves_rating,iteration,release_rating,hitPower_rating,throwAccuracyMid_rating,kickAccuracy_rating,passBlockPower_rating,impactBlocking_rating,stamina_rating,carrying_rating,breakTackle_rating,plyrPortrait,kickPower_rating,plyrHandedness,throwUnderPressure_rating,signingBonus,passB |
| arrows <- | |
| tibble( | |
| x1 = -.06, | |
| x2 = -.01, | |
| y1 = 600, | |
| y2 = 500 | |
| ) | |
| all_N_week_means |> | |
| ggplot(aes(x = epa)) + |
Prerequisites for pyenv
sudo apt-get update; sudo apt-get install make build-essential libssl-dev zlib1g-dev \
libbz2-dev libreadline-dev libsqlite3-dev wget curl llvm \
libncursesw5-dev xz-utils tk-dev libxml2-dev libxmlsec1-dev libffi-dev liblzma-dev
| ########################################### | |
| ### Testing whether YPA allowed and | |
| ### AYA allowed by a defense matters when | |
| ### projecting an offense's YPA or AYA | |
| ### coming into a particular week. | |
| ########################################### | |
| ### SQL used to generate the data from nfldb by burntsushi | |
| ### nflplay, a dependency is maintained seperately |
| ############################################################################ | |
| #### Grab airyards data from airyards.com and test the year-to-year | |
| #### stability of WOPR (Weighted Opportunity Rating) | |
| ############################################################################ | |
| library(tidyverse) | |
| library(jsonlite) | |
| ## define a function that uses jsonlite to call the airyards.com | |
| ## API and returns the processed JSON as a dataframe. |
| library("tidyverse") | |
| library("tidylog") | |
| ### Mechanic explantion | |
| # When your SB crits, a debuff (shadow vulnerability=SV) is placed on your | |
| # target. That debuff increases ALL shadow damage taken by 20% and can last | |
| # up to 12 seconds. So SV will actually increase the damage: | |
| # | |
| # - your shadow dots tick for, |
| library("tidyverse") | |
| library("tidylog") | |
| ### Mechanic explantion | |
| # When your SB crits, a debuff (shadow vulnerability=SV) is placed on your | |
| # target. That debuff increases ALL shadow damage taken by 20% and can last | |
| # up to 12 seconds. So SV will actually increase the damage: | |
| # | |
| # - your shadow dots tick for, |
| ########################################### | |
| ### Testing the year to year stability of | |
| ### snaps for the WR position | |
| ### Josh Hermsmeyer 10-5-18 | |
| ########################################### | |
| ### SQL to generate the dataset from Armchair Analysis | |
| # SELECT a.player, a.snp, a.trg, b.fname, b.lname, b.pos1, c.seas | |
| # FROM offense a | |
| # INNER JOIN player b ON a.player = b.player |
| library(tidyverse) | |
| data <- read_csv("data/xcomp.csv") | |
| data_joined <- data %>% | |
| mutate(season2 = Season + 1) %>% | |
| inner_join(data, by = c("NAME", "season2" = "Season")) | |
| model_expected <- lm(data = data_joined, `xCOMP%.y` ~ `xCOMP%.x`) | |
| summary(model_expected) |
| ################################################### | |
| #### Analysis of holding calls by play type | |
| #### Data from nfldb by burntsushi | |
| #### https://github.com/BurntSushi/nfldb | |
| #### Josh Hermsmeyer 9/20/18 | |
| ################################################### | |
| library(tidyverse) | |
| ### Load the play descriptions and play types |