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| ############################################################################ | |
| #### 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. |
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| library(tidyverse) | |
| passes <- read_csv('data/third_and_long_pass_plays.csv') | |
| grouped_passes <- passes %>% | |
| group_by(air_yards) %>% | |
| summarize(catch_rate = mean(passing_cmp)) %>% | |
| filter(air_yards !=0) %>% | |
| filter(air_yards >= -4) |
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| library(ggplot2) | |
| library(tidyverse) | |
| library(ebbr) | |
| ### SQL to generate the data from nfldb. https://github.com/BurntSushi/nfldb | |
| # SELECT a.player_id , b.full_name ,a.passing_att, a.passing_tds | |
| # FROM play_player a | |
| # INNER JOIN player b ON a.player_id = b.player_id | |
| # INNER JOIN game c ON a.gsis_id = c.gsis_id |
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| // Use Gists to store code you would like to remember later on | |
| console.log(window); // log the "window" object to the console |
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| Player | Team | Tgt | Rec | Catch% | Contested Catch% | Yds | YAC | Juke Rate | TD | Air Yards | Tgt Share | MS Air | aYPT | RACR | WOPR | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Tyler Byrd | TENN | 21 | 13 | 62% | 0% | 201 | 136 | 62% | 0 | 116 | 0.07 | 0.05 | 5.5 | 1.74 | 0.14 | |
| Alvin Kamara | TENN | 32 | 22 | 69% | 0% | 256 | 281 | 55% | 3 | 13 | 0.11 | 0.01 | 0.4 | 20.00 | 0.17 | |
| De'Veon Smith | MICH | 20 | 16 | 80% | 0% | 66 | 85 | 50% | 0 | -8 | 0.05 | -0.00 | -0.4 | -8.25 | 0.08 | |
| Joshua Jacobs | BAMA | 19 | 14 | 74% | 0% | 166 | 189 | 50% | 0 | -4 | 0.05 | -0.00 | -0.2 | -43.68 | 0.07 | |
| Samaje Perine | OKLA | 11 | 10 | 91% | 100% | 106 | 113 | 50% | 1 | -14 | 0.03 | -0.00 | -1.3 | -7.41 | 0.04 | |
| Justin Davis | USC | 20 | 15 | 75% | 100% | 112 | 131 | 47% | 0 | -10 | 0.04 | -0.00 | -0.5 | -11.20 | 0.06 | |
| Jalen Greene | USC | 16 | 9 | 56% | 17% | 116 | 53 | 44% | 0 | 182 | 0.03 | 0.05 | 11.4 | 0.64 | 0.08 | |
| Mykel Jones | OKLA | 16 | 13 | 81% | 40% | 106 | 81 | 38% | 0 | 110 | 0.04 | 0.03 | 6.9 | 0.96 | 0.08 | |
| Damien Harris | BAMA | 16 | 13 | 81% | 0% | 106 | 166 | 38% | 2 | -37 | 0.04 | -0.01 | -2.3 | -2.88 | 0.05 |
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| SELECT a.player, a.fname, a.lname, a.year, a.top12 | |
| , b.year, b.top12 | |
| FROM | |
| (SELECT __top12_weeks_WR.* | |
| FROM __top12_weeks_WR)a | |
| INNER JOIN |
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| SELECT * | |
| FROM __pff_grades | |
| WHERE pid IN ( | |
| SELECT __pff_grades.pid | |
| FROM __pff_grades | |
| INNER JOIN player | |
| ON __pff_grades.pid = player.player | |
| WHERE __pff_grades.season BETWEEN 2011 AND 2015 && pos1 ='RB' && __pff_grades.age = 22 | |
| ) | |
| && __pff_grades.season BETWEEN 2011 AND 2015 && __pff_grades.age = 21 |
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