Additional NCAA Findings
Thomas Reedy
2024-11-09
This document builds off of my graduate project and further explores different variables that affect fund increases of non-revenue sports and distinguishes those relationships among different classifications of Division 1 athletic programs.
library(conflicted)
library(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.5
## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ ggplot2 3.5.1 ✔ tibble 3.2.1
## ✔ lubridate 1.9.3 ✔ tidyr 1.3.1
## ✔ purrr 1.0.2conflict_prefer("filter", "dplyr")## [conflicted] Will prefer dplyr::filter over any other package.conflict_prefer("lag", "dplyr")## [conflicted] Will prefer dplyr::lag over any other package.Code Setup
ncaa <- read.csv("./ncaa_clean.csv", header = TRUE)# adds column to say whether its M or F
ncaa$men <- ifelse(ncaa$sum_partic_men > 0, 1, 0)
# adds profit
ncaa <- ncaa |>
mutate(profit = rowSums(across(c(rev_men, rev_women)), na.rm = TRUE) -
rowSums(across(c(exp_men, exp_women)), na.rm = TRUE) )compare <- ncaa |>
filter(classification_code %in% c(1,2,3)) |>
arrange(institution_name, men, sports, year) |>
mutate(# expressed as a percentage
revenue_change_men = (rev_men - lag(rev_men))/lag(rev_men),
revenue_change_women = (rev_women - lag(rev_women))/lag(rev_women),
expense_change_men = (exp_men - lag(exp_men))/lag(exp_men),
expense_change_women = (exp_women - lag(exp_women))/lag(exp_women),
partic_men_change = (sum_partic_men - lag(sum_partic_men))/
lag(sum_partic_men),
partic_women_change = (sum_partic_women - lag(sum_partic_women))/
lag(sum_partic_women),
student_change = (ef_total_count - lag(ef_total_count)) /
lag(ef_total_count),
profit_change = (profit - lag(profit))/lag(profit),
# expressed as total value
revenue_dif_men = (rev_men - lag(rev_men)),
revenue_dif_women = (rev_women - lag(rev_women)),
expense_dif_men = (exp_men - lag(exp_men)),
expense_dif_women = (exp_women - lag(exp_women)),
partic_men_dif = (sum_partic_men - lag(sum_partic_men)),
partic_women_dif = (sum_partic_women - lag(sum_partic_women)),
student_dif = (ef_total_count - lag(ef_total_count)),
profit_dif = (profit - lag(profit))
)compare_change <- compare |>
filter(year > 2015) |>
mutate(rev_change = rowSums(across(c(revenue_change_men,
revenue_change_women)), na.rm = TRUE),
exp_change = rowSums(across(c(expense_change_men,
expense_change_women)), na.rm = TRUE),
athlete_change = rowSums(across(c(partic_men_change,
partic_women_change)), na.rm = TRUE),
rev_dif = rowSums(across(c(revenue_dif_men,
revenue_dif_women)), na.rm = TRUE),
exp_dif = rowSums(across(c(expense_dif_men,
expense_dif_women)), na.rm = TRUE),
athlete_dif = rowSums(across(c(partic_men_dif,
partic_women_dif)), na.rm = TRUE)
) |>
reframe(year, men, institution_name, classification_code, sports, profit,
rev_change, exp_change, athlete_change, student_change, profit_change,
rev_dif, exp_dif, athlete_dif, student_dif, profit_dif)This should be all the data I need.
Brief Background
I found that there is a positive relationship between increases in non-revenue sport funding (expenses) and revenue increases of football teams. I then made a linear regression model which showed the estimated percent increase in non-revenue sports was equal to 3% plus 20% of the changed percentage of football revenue. The r-squared value was a meager 0.08 though.
I want to further explore this model and try to add things such as the change in students, change in athletes, change in men’s basketball revenue, and potentially some others to see if I can improve how much of the variance can be explained.
The Experiment
compare_change## year men institution_name
## 1 2016 1 Abilene Christian University
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## 1906 2017 NA California State University-Fresno
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## 1917 2017 1 California State University-Fullerton
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## 1941 2017 NA California State University-Fullerton
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## 1945 2017 NA California State University-Fullerton
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## 1947 2019 NA California State University-Fullerton
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## 1950 2018 NA California State University-Fullerton
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## 1955 2019 NA California State University-Fullerton
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## 1963 2019 NA California State University-Fullerton
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## 1965 2017 NA California State University-Fullerton
## 1966 2018 NA California State University-Fullerton
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## 1969 2017 NA California State University-Fullerton
## 1970 2018 NA California State University-Fullerton
## 1971 2019 NA California State University-Fullerton
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## 1975 2019 NA California State University-Fullerton
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## 1977 2017 1 California State University-Long Beach
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## 1979 2019 1 California State University-Long Beach
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## 1981 2017 1 California State University-Long Beach
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## 1989 2017 1 California State University-Long Beach
## 1990 2018 1 California State University-Long Beach
## 1991 2019 1 California State University-Long Beach
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## 1993 2017 1 California State University-Long Beach
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## 1995 2019 1 California State University-Long Beach
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## 1997 2017 1 California State University-Long Beach
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## 2001 2017 NA California State University-Long Beach
## 2002 2018 NA California State University-Long Beach
## 2003 2019 NA California State University-Long Beach
## 2004 2016 NA California State University-Long Beach
## 2005 2017 NA California State University-Long Beach
## 2006 2018 NA California State University-Long Beach
## 2007 2019 NA California State University-Long Beach
## 2008 2016 NA California State University-Long Beach
## 2009 2017 NA California State University-Long Beach
## 2010 2018 NA California State University-Long Beach
## 2011 2019 NA California State University-Long Beach
## 2012 2016 NA California State University-Long Beach
## 2013 2017 NA California State University-Long Beach
## 2014 2018 NA California State University-Long Beach
## 2015 2019 NA California State University-Long Beach
## 2016 2016 NA California State University-Long Beach
## 2017 2017 NA California State University-Long Beach
## 2018 2018 NA California State University-Long Beach
## 2019 2019 NA California State University-Long Beach
## 2020 2016 NA California State University-Long Beach
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## 2023 2019 NA California State University-Long Beach
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## 2027 2019 NA California State University-Long Beach
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## 2071 2019 NA California State University-Northridge
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## 2075 2019 NA California State University-Northridge
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## 2078 2018 NA California State University-Northridge
## 2079 2019 NA California State University-Northridge
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## 2083 2019 NA California State University-Northridge
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## 2087 2019 NA California State University-Northridge
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## 2089 2017 NA California State University-Northridge
## 2090 2018 NA California State University-Northridge
## 2091 2019 NA California State University-Northridge
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## 5956 2018 1 Houston Baptist University
## 5957 2019 1 Houston Baptist University
## 5958 2016 1 Houston Baptist University
## 5959 2017 1 Houston Baptist University
## 5960 2018 1 Houston Baptist University
## 5961 2019 1 Houston Baptist University
## 5962 2016 1 Houston Baptist University
## 5963 2017 1 Houston Baptist University
## 5964 2018 1 Houston Baptist University
## 5965 2019 1 Houston Baptist University
## 5966 2016 1 Houston Baptist University
## 5967 2017 1 Houston Baptist University
## 5968 2018 1 Houston Baptist University
## 5969 2019 1 Houston Baptist University
## 5970 2016 NA Houston Baptist University
## 5971 2017 NA Houston Baptist University
## 5972 2018 NA Houston Baptist University
## 5973 2019 NA Houston Baptist University
## 5974 2016 NA Houston Baptist University
## 5975 2017 NA Houston Baptist University
## 5976 2018 NA Houston Baptist University
## 5977 2019 NA Houston Baptist University
## 5978 2016 NA Houston Baptist University
## 5979 2017 NA Houston Baptist University
## 5980 2018 NA Houston Baptist University
## 5981 2019 NA Houston Baptist University
## 5982 2016 NA Houston Baptist University
## 5983 2017 NA Houston Baptist University
## 5984 2018 NA Houston Baptist University
## 5985 2019 NA Houston Baptist University
## 5986 2016 NA Houston Baptist University
## 5987 2017 NA Houston Baptist University
## 5988 2018 NA Houston Baptist University
## 5989 2019 NA Houston Baptist University
## 5990 2016 NA Houston Baptist University
## 5991 2017 NA Houston Baptist University
## 5992 2018 NA Houston Baptist University
## 5993 2019 NA Houston Baptist University
## 5994 2016 NA Houston Baptist University
## 5995 2017 NA Houston Baptist University
## 5996 2018 NA Houston Baptist University
## 5997 2019 NA Houston Baptist University
## 5998 2019 1 Howard University
## 5999 2016 1 Howard University
## 6000 2017 1 Howard University
## 6001 2018 1 Howard University
## 6002 2019 1 Howard University
## 6003 2016 1 Howard University
## 6004 2017 1 Howard University
## 6005 2018 1 Howard University
## 6006 2019 1 Howard University
## 6007 2016 1 Howard University
## 6008 2017 1 Howard University
## 6009 2018 1 Howard University
## 6010 2019 1 Howard University
## 6011 2019 1 Howard University
## 6012 2016 1 Howard University
## 6013 2017 1 Howard University
## 6014 2018 1 Howard University
## 6015 2016 1 Howard University
## 6016 2017 1 Howard University
## 6017 2018 1 Howard University
## 6018 2019 1 Howard University
## 6019 2016 1 Howard University
## 6020 2017 1 Howard University
## 6021 2018 1 Howard University
## 6022 2016 1 Howard University
## 6023 2017 1 Howard University
## 6024 2018 1 Howard University
## 6025 2016 1 Howard University
## 6026 2017 1 Howard University
## 6027 2018 1 Howard University
## 6028 2019 NA Howard University
## 6029 2016 NA Howard University
## 6030 2017 NA Howard University
## 6031 2018 NA Howard University
## 6032 2019 NA Howard University
## 6033 2016 NA Howard University
## 6034 2017 NA Howard University
## 6035 2018 NA Howard University
## 6036 2019 NA Howard University
## 6037 2016 NA Howard University
## 6038 2017 NA Howard University
## 6039 2018 NA Howard University
## 6040 2019 NA Howard University
## 6041 2016 NA Howard University
## 6042 2017 NA Howard University
## 6043 2018 NA Howard University
## 6044 2019 NA Howard University
## 6045 2016 NA Howard University
## 6046 2017 NA Howard University
## 6047 2018 NA Howard University
## 6048 2019 NA Howard University
## 6049 2019 NA Howard University
## 6050 2016 NA Howard University
## 6051 2017 NA Howard University
## 6052 2018 NA Howard University
## 6053 2016 NA Howard University
## 6054 2017 NA Howard University
## 6055 2018 NA Howard University
## 6056 2019 NA Howard University
## 6057 2016 NA Howard University
## 6058 2017 NA Howard University
## 6059 2018 NA Howard University
## 6060 2016 NA Howard University
## 6061 2017 NA Howard University
## 6062 2018 NA Howard University
## 6063 2016 NA Howard University
## 6064 2017 NA Howard University
## 6065 2018 NA Howard University
## 6066 2016 NA Howard University
## 6067 2017 NA Howard University
## 6068 2018 NA Howard University
## 6069 2019 NA Howard University
## 6070 2016 1 Idaho State University
## 6071 2017 1 Idaho State University
## 6072 2018 1 Idaho State University
## 6073 2019 1 Idaho State University
## 6074 2016 1 Idaho State University
## 6075 2017 1 Idaho State University
## 6076 2018 1 Idaho State University
## 6077 2019 1 Idaho State University
## 6078 2016 1 Idaho State University
## 6079 2017 1 Idaho State University
## 6080 2018 1 Idaho State University
## 6081 2019 1 Idaho State University
## 6082 2016 1 Idaho State University
## 6083 2017 1 Idaho State University
## 6084 2018 1 Idaho State University
## 6085 2019 1 Idaho State University
## 6086 2016 NA Idaho State University
## 6087 2017 NA Idaho State University
## 6088 2018 NA Idaho State University
## 6089 2019 NA Idaho State University
## 6090 2016 NA Idaho State University
## 6091 2017 NA Idaho State University
## 6092 2018 NA Idaho State University
## 6093 2019 NA Idaho State University
## 6094 2016 NA Idaho State University
## 6095 2017 NA Idaho State University
## 6096 2018 NA Idaho State University
## 6097 2019 NA Idaho State University
## 6098 2016 NA Idaho State University
## 6099 2017 NA Idaho State University
## 6100 2018 NA Idaho State University
## 6101 2019 NA Idaho State University
## 6102 2016 NA Idaho State University
## 6103 2017 NA Idaho State University
## 6104 2018 NA Idaho State University
## 6105 2019 NA Idaho State University
## 6106 2016 NA Idaho State University
## 6107 2017 NA Idaho State University
## 6108 2018 NA Idaho State University
## 6109 2019 NA Idaho State University
## 6110 2016 NA Idaho State University
## 6111 2017 NA Idaho State University
## 6112 2018 NA Idaho State University
## 6113 2019 NA Idaho State University
## 6114 2016 1 Illinois State University
## 6115 2017 1 Illinois State University
## 6116 2018 1 Illinois State University
## 6117 2019 1 Illinois State University
## 6118 2016 1 Illinois State University
## 6119 2017 1 Illinois State University
## 6120 2018 1 Illinois State University
## 6121 2019 1 Illinois State University
## 6122 2016 1 Illinois State University
## 6123 2017 1 Illinois State University
## 6124 2018 1 Illinois State University
## 6125 2019 1 Illinois State University
## 6126 2016 1 Illinois State University
## 6127 2017 1 Illinois State University
## 6128 2018 1 Illinois State University
## 6129 2019 1 Illinois State University
## 6130 2016 1 Illinois State University
## 6131 2017 1 Illinois State University
## 6132 2018 1 Illinois State University
## 6133 2019 1 Illinois State University
## 6134 2016 1 Illinois State University
## 6135 2017 1 Illinois State University
## 6136 2018 1 Illinois State University
## 6137 2019 1 Illinois State University
## 6138 2016 NA Illinois State University
## 6139 2017 NA Illinois State University
## 6140 2018 NA Illinois State University
## 6141 2019 NA Illinois State University
## 6142 2016 NA Illinois State University
## 6143 2017 NA Illinois State University
## 6144 2018 NA Illinois State University
## 6145 2019 NA Illinois State University
## 6146 2016 NA Illinois State University
## 6147 2017 NA Illinois State University
## 6148 2018 NA Illinois State University
## 6149 2019 NA Illinois State University
## 6150 2016 NA Illinois State University
## 6151 2017 NA Illinois State University
## 6152 2018 NA Illinois State University
## 6153 2019 NA Illinois State University
## 6154 2016 NA Illinois State University
## 6155 2017 NA Illinois State University
## 6156 2018 NA Illinois State University
## 6157 2019 NA Illinois State University
## 6158 2016 NA Illinois State University
## 6159 2017 NA Illinois State University
## 6160 2018 NA Illinois State University
## 6161 2019 NA Illinois State University
## 6162 2016 NA Illinois State University
## 6163 2017 NA Illinois State University
## 6164 2018 NA Illinois State University
## 6165 2019 NA Illinois State University
## 6166 2016 NA Illinois State University
## 6167 2017 NA Illinois State University
## 6168 2018 NA Illinois State University
## 6169 2019 NA Illinois State University
## 6170 2016 NA Illinois State University
## 6171 2017 NA Illinois State University
## 6172 2018 NA Illinois State University
## 6173 2019 NA Illinois State University
## 6174 2016 1 Indiana State University
## 6175 2017 1 Indiana State University
## 6176 2018 1 Indiana State University
## 6177 2019 1 Indiana State University
## 6178 2016 1 Indiana State University
## 6179 2017 1 Indiana State University
## 6180 2018 1 Indiana State University
## 6181 2019 1 Indiana State University
## 6182 2016 1 Indiana State University
## 6183 2017 1 Indiana State University
## 6184 2018 1 Indiana State University
## 6185 2019 1 Indiana State University
## 6186 2016 1 Indiana State University
## 6187 2017 1 Indiana State University
## 6188 2018 1 Indiana State University
## 6189 2019 1 Indiana State University
## 6190 2016 NA Indiana State University
## 6191 2017 NA Indiana State University
## 6192 2018 NA Indiana State University
## 6193 2019 NA Indiana State University
## 6194 2016 NA Indiana State University
## 6195 2017 NA Indiana State University
## 6196 2018 NA Indiana State University
## 6197 2019 NA Indiana State University
## 6198 2016 NA Indiana State University
## 6199 2017 NA Indiana State University
## 6200 2018 NA Indiana State University
## 6201 2019 NA Indiana State University
## 6202 2016 NA Indiana State University
## 6203 2017 NA Indiana State University
## 6204 2018 NA Indiana State University
## 6205 2019 NA Indiana State University
## 6206 2016 NA Indiana State University
## 6207 2017 NA Indiana State University
## 6208 2018 NA Indiana State University
## 6209 2019 NA Indiana State University
## 6210 2016 NA Indiana State University
## 6211 2017 NA Indiana State University
## 6212 2018 NA Indiana State University
## 6213 2019 NA Indiana State University
## 6214 2016 NA Indiana State University
## 6215 2017 NA Indiana State University
## 6216 2018 NA Indiana State University
## 6217 2019 NA Indiana State University
## 6218 2016 1 Indiana University-Bloomington
## 6219 2017 1 Indiana University-Bloomington
## 6220 2018 1 Indiana University-Bloomington
## 6221 2019 1 Indiana University-Bloomington
## 6222 2016 1 Indiana University-Bloomington
## 6223 2017 1 Indiana University-Bloomington
## 6224 2018 1 Indiana University-Bloomington
## 6225 2019 1 Indiana University-Bloomington
## 6226 2016 1 Indiana University-Bloomington
## 6227 2017 1 Indiana University-Bloomington
## 6228 2018 1 Indiana University-Bloomington
## 6229 2019 1 Indiana University-Bloomington
## 6230 2016 1 Indiana University-Bloomington
## 6231 2017 1 Indiana University-Bloomington
## 6232 2018 1 Indiana University-Bloomington
## 6233 2019 1 Indiana University-Bloomington
## 6234 2016 1 Indiana University-Bloomington
## 6235 2017 1 Indiana University-Bloomington
## 6236 2018 1 Indiana University-Bloomington
## 6237 2019 1 Indiana University-Bloomington
## 6238 2016 1 Indiana University-Bloomington
## 6239 2017 1 Indiana University-Bloomington
## 6240 2018 1 Indiana University-Bloomington
## 6241 2019 1 Indiana University-Bloomington
## 6242 2016 1 Indiana University-Bloomington
## 6243 2017 1 Indiana University-Bloomington
## 6244 2018 1 Indiana University-Bloomington
## 6245 2019 1 Indiana University-Bloomington
## 6246 2016 1 Indiana University-Bloomington
## 6247 2017 1 Indiana University-Bloomington
## 6248 2018 1 Indiana University-Bloomington
## 6249 2019 1 Indiana University-Bloomington
## classification_code sports profit rev_change
## 1 2 All Track Combined 0 -2.021917e-01
## 2 2 All Track Combined 0 4.602023e-01
## 3 2 All Track Combined 0 1.053072e-01
## 4 2 All Track Combined -61150 -3.989535e-02
## 5 2 Baseball 0 6.627942e-02
## 6 2 Baseball 0 2.566183e-01
## 7 2 Baseball 0 -1.965172e-01
## 8 2 Baseball 66750 3.902955e-01
## 9 2 Basketball 0 3.060626e-02
## 10 2 Basketball 0 1.927488e-01
## 11 2 Basketball 0 -1.356901e-01
## 12 2 Basketball -105143 3.615373e-01
## 13 2 Football 0 1.415070e-01
## 14 2 Football 0 2.440124e-01
## 15 2 Football 0 8.383522e-03
## 16 2 Football -272109 1.214426e-01
## 17 2 Golf 0 3.323946e-02
## 18 2 Golf 0 3.760552e-03
## 19 2 Golf 0 6.507291e-01
## 20 2 Golf 62809 -1.566560e-01
## 21 2 Tennis 0 -9.349910e-02
## 22 2 Tennis 0 1.676856e-01
## 23 2 Tennis 0 4.398410e-02
## 24 2 Tennis 28748 1.490618e-02
## 25 2 All Track Combined 0 -9.480649e-02
## 26 2 All Track Combined 0 6.872428e-01
## 27 2 All Track Combined 0 4.093868e-01
## 28 2 All Track Combined -106888 -2.675654e-01
## 29 2 Basketball 0 2.605613e-01
## 30 2 Basketball 0 1.730570e-01
## 31 2 Basketball 0 1.463939e-02
## 32 2 Basketball 5432 1.797191e-01
## 33 2 Beach Volleyball 0 -9.556926e-01
## 34 2 Beach Volleyball 0 6.708364e-02
## 35 2 Beach Volleyball 30 6.071141e-02
## 36 2 Soccer 0 9.474435e-03
## 37 2 Soccer 0 3.097202e-01
## 38 2 Soccer 0 1.683611e-01
## 39 2 Soccer -99328 -5.641362e-02
## 40 2 Softball 0 2.036890e-01
## 41 2 Softball 0 8.598813e-02
## 42 2 Softball 0 1.297688e-01
## 43 2 Softball -85987 -5.002080e-02
## 44 2 Tennis 0 -6.354596e-02
## 45 2 Tennis 0 -7.956132e-02
## 46 2 Tennis 0 9.697260e-01
## 47 2 Tennis -50405 -2.457255e-01
## 48 2 Volleyball 0 1.340737e-01
## 49 2 Volleyball 0 1.903867e-01
## 50 2 Volleyball 0 5.248297e-02
## 51 2 Volleyball 337 1.004082e-01
## 52 2 All Track Combined 0 2.692259e-01
## 53 2 All Track Combined 0 8.339815e-02
## 54 2 Baseball 0 4.937470e-01
## 55 2 Baseball 0 -3.619261e-01
## 56 2 Baseball 20500 8.484233e-01
## 57 2 Baseball 0 -4.764361e-01
## 58 2 Basketball 0 -3.188486e-01
## 59 2 Basketball 0 -1.435633e-01
## 60 2 Basketball -75470 1.252844e+00
## 61 2 Basketball -184979 -1.316299e-01
## 62 2 Football 0 6.670004e-02
## 63 2 Football 0 3.299196e-02
## 64 2 Football 93140 1.090843e+00
## 65 2 Football 0 -2.286225e-01
## 66 2 Golf 0 5.068609e-01
## 67 2 Golf 0 -3.819081e-01
## 68 2 Golf 18261 1.606346e+00
## 69 2 Golf 5500 -5.929000e-01
## 70 2 Tennis 0 1.886961e-02
## 71 2 Tennis 0 4.614111e-01
## 72 2 Tennis 9754 1.124514e+00
## 73 2 Tennis 0 -4.184645e-01
## 74 2 Track and Field, Indoor 1417 2.434824e-02
## 75 2 Track and Field, Indoor -6988 -3.320881e-01
## 76 2 Track and Field, Outdoor 3917 5.225799e-01
## 77 2 Track and Field, Outdoor 79120 2.183333e-01
## 78 2 All Track Combined 0 1.598959e-01
## 79 2 All Track Combined 0 4.918682e-02
## 80 2 Basketball 0 1.614459e-01
## 81 2 Basketball 0 -5.756966e-02
## 82 2 Basketball 117570 7.399370e-01
## 83 2 Basketball -98406 -9.592646e-02
## 84 2 Bowling 0 -3.304783e-01
## 85 2 Bowling 0 1.452844e-02
## 86 2 Bowling 75 1.184466e+00
## 87 2 Bowling 0 -3.087460e-01
## 88 2 Soccer 0 3.846201e-02
## 89 2 Soccer 0 -1.111077e-01
## 90 2 Soccer -4 5.297989e-01
## 91 2 Softball 0 1.926155e-01
## 92 2 Softball 0 1.426342e-02
## 93 2 Softball 113952 8.036028e-01
## 94 2 Softball 0 -4.729685e-01
## 95 2 Tennis 0 2.247360e-01
## 96 2 Tennis 0 -3.196030e-01
## 97 2 Tennis 885 1.584001e+00
## 98 2 Tennis -17000 -3.253019e-01
## 99 2 Track and Field, Indoor 3697 1.781743e+00
## 100 2 Track and Field, Indoor 121665 -3.669075e-01
## 101 2 Track and Field, Outdoor 16849 -1.655217e-01
## 102 2 Track and Field, Outdoor 1092 -2.720036e-01
## 103 2 Track and Field, X-Country 658 2.509873e-01
## 104 2 Track and Field, X-Country 0 -3.265608e-01
## 105 2 Volleyball 0 1.712886e-02
## 106 2 Volleyball 0 1.719380e-01
## 107 2 Volleyball -169733 8.536504e-01
## 108 2 Volleyball 100000 1.210648e-01
## 109 2 All Track Combined 0 8.038031e-04
## 110 2 All Track Combined 0 2.751941e-01
## 111 2 All Track Combined 0 -1.280283e-01
## 112 2 All Track Combined 0 -1.231284e-01
## 113 2 Baseball 0 -2.613488e-01
## 114 2 Baseball 0 1.777273e-02
## 115 2 Baseball 0 -6.381306e-03
## 116 2 Baseball 0 -6.778269e-02
## 117 2 Basketball 0 -1.651793e-01
## 118 2 Basketball 0 9.098919e-02
## 119 2 Basketball 0 1.150796e-01
## 120 2 Basketball 0 -2.677159e-02
## 121 2 Football 0 -4.188279e-01
## 122 2 Football 0 8.225914e-02
## 123 2 Football 0 1.221773e-01
## 124 2 Football 0 -3.139056e-02
## 125 2 Golf 0 -1.113749e-01
## 126 2 Golf 0 -5.878496e-02
## 127 2 Golf 0 4.745597e-02
## 128 2 Golf 0 2.569553e-02
## 129 2 Tennis 0 -1.819636e-01
## 130 2 Tennis 0 1.177456e-01
## 131 2 Tennis 0 -2.597771e-02
## 132 2 Tennis 0 -1.646706e-01
## 133 2 All Track Combined 0 -3.158002e-02
## 134 2 All Track Combined 0 1.299908e-01
## 135 2 All Track Combined 0 -9.320817e-02
## 136 2 All Track Combined 0 -7.066139e-02
## 137 2 Basketball 0 -8.426477e-02
## 138 2 Basketball 0 1.827429e-01
## 139 2 Basketball 0 -5.373874e-02
## 140 2 Basketball 0 -4.998031e-02
## 141 2 Bowling 0 -6.514304e-01
## 142 2 Bowling 0 1.193472e-01
## 143 2 Bowling 0 2.648740e-02
## 144 2 Bowling 0 -4.948124e-02
## 145 2 Golf 0 -1.974001e-01
## 146 2 Golf 0 4.414804e-01
## 147 2 Golf 0 -2.376316e-01
## 148 2 Golf 0 4.106944e-02
## 149 2 Soccer 0 1.578024e-02
## 150 2 Soccer 0 3.538125e-02
## 151 2 Soccer 0 1.731001e-02
## 152 2 Soccer 0 2.062133e-02
## 153 2 Softball 0 -1.250754e-01
## 154 2 Softball 0 -2.151194e-02
## 155 2 Softball 0 -1.167947e-01
## 156 2 Softball 0 -6.597255e-02
## 157 2 Tennis 0 1.797830e-01
## 158 2 Tennis 0 -7.256102e-02
## 159 2 Tennis 0 -7.158714e-03
## 160 2 Tennis 0 -2.189804e-02
## 161 2 Volleyball 0 6.540434e-02
## 162 2 Volleyball 0 -6.724122e-02
## 163 2 Volleyball 0 7.086588e-02
## 164 2 Volleyball 0 -1.276843e-01
## 165 2 Baseball 0 -3.947527e-01
## 166 2 Baseball 0 7.782882e-03
## 167 2 Baseball 0 -4.619889e-01
## 168 2 Baseball 0 2.301020e-01
## 169 2 Basketball 0 -2.605581e-01
## 170 2 Basketball 0 1.833686e-01
## 171 2 Basketball 0 -3.130711e-02
## 172 2 Basketball 0 2.832824e-02
## 173 2 Football 0 4.808056e-02
## 174 2 Football 0 -2.532425e-01
## 175 2 Football 0 4.969242e-01
## 176 2 Football 0 -2.100323e-01
## 177 2 Golf 0 2.407375e-02
## 178 2 Golf 0 2.104852e-02
## 179 2 Golf 0 -7.664493e-01
## 180 2 Tennis 0 -2.089587e-01
## 181 2 Tennis 0 1.578040e-01
## 182 2 Tennis 0 -3.939649e-01
## 183 2 Tennis 0 5.894413e-01
## 184 2 Track and Field, Outdoor 0 -1.365502e-01
## 185 2 Track and Field, Outdoor 0 1.511688e-01
## 186 2 Track and Field, Outdoor 0 -4.439676e-01
## 187 2 Track and Field, Outdoor 0 8.292814e-01
## 188 2 Track and Field, X-Country 0 -3.563631e-01
## 189 2 Track and Field, X-Country 0 -7.962807e-03
## 190 2 Track and Field, X-Country 0 -3.546333e-01
## 191 2 Track and Field, X-Country 0 1.406421e+00
## 192 2 Basketball 0 -2.313317e-01
## 193 2 Basketball 0 3.389049e-01
## 194 2 Basketball 0 2.414990e-01
## 195 2 Basketball 0 -1.260453e-02
## 196 2 Golf 0 -1.850255e-02
## 197 2 Golf 0 3.096590e-01
## 198 2 Golf 0 -7.595768e-01
## 199 2 Soccer 0 -1.481113e-02
## 200 2 Soccer 0 3.441743e-01
## 201 2 Soccer 0 1.812254e-02
## 202 2 Soccer 0 -2.123943e-02
## 203 2 Softball 0 -1.132589e-01
## 204 2 Softball 0 -1.140180e-01
## 205 2 Softball 0 4.334964e-01
## 206 2 Softball 0 -4.741282e-02
## 207 2 Tennis 0 -1.138088e-01
## 208 2 Tennis 0 -6.311774e-02
## 209 2 Tennis 0 -2.936865e-01
## 210 2 Tennis 0 2.319639e-01
## 211 2 Track and Field, Outdoor 0 -3.564407e-01
## 212 2 Track and Field, Outdoor 0 3.093115e-03
## 213 2 Track and Field, Outdoor 0 5.579472e-02
## 214 2 Track and Field, Outdoor 0 4.644832e-01
## 215 2 Track and Field, X-Country 0 1.422826e+00
## 216 2 Track and Field, X-Country 0 1.303981e-01
## 217 2 Track and Field, X-Country 0 -5.086734e-01
## 218 2 Track and Field, X-Country 0 1.137910e+00
## 219 2 Volleyball 0 -5.226505e-02
## 220 2 Volleyball 0 -1.221421e-01
## 221 2 Volleyball 0 -3.006803e-03
## 222 2 Volleyball 0 5.299223e-01
## 223 3 All Track Combined 0 -1.072653e-01
## 224 3 All Track Combined 0 8.284536e-02
## 225 3 All Track Combined 0 -1.867621e-01
## 226 3 All Track Combined 0 -1.187524e-01
## 227 3 Basketball 0 3.353235e-02
## 228 3 Basketball 0 3.309758e-02
## 229 3 Basketball 0 3.301075e-03
## 230 3 Basketball 0 -3.267294e-02
## 231 3 Soccer 0 -2.065426e-01
## 232 3 Soccer 0 2.797269e-01
## 233 3 Soccer 0 9.695395e-02
## 234 3 Soccer 0 3.309973e-02
## 235 3 Swimming and Diving 0 9.140463e-02
## 236 3 Swimming and Diving 0 -7.495265e-02
## 237 3 Swimming and Diving 0 -4.044173e-02
## 238 3 Swimming and Diving 0 -1.340424e-01
## 239 3 Wrestling 0 2.466608e-02
## 240 3 Wrestling 0 1.045104e-01
## 241 3 Wrestling 0 -4.402921e-02
## 242 3 Wrestling 0 1.755372e-02
## 243 3 All Track Combined 0 -9.180453e-02
## 244 3 All Track Combined 0 2.328346e-01
## 245 3 All Track Combined 0 -1.162767e-02
## 246 3 All Track Combined 0 2.139238e-01
## 247 3 Basketball 0 5.705601e-02
## 248 3 Basketball 0 -5.044347e-02
## 249 3 Basketball 0 7.372560e-02
## 250 3 Basketball 0 -4.367746e-04
## 251 3 Field Hockey 0 -1.046336e-01
## 252 3 Field Hockey 0 2.102913e-01
## 253 3 Field Hockey 0 -1.474539e-01
## 254 3 Field Hockey 0 1.295296e-01
## 255 3 Lacrosse 0 -1.282911e-02
## 256 3 Lacrosse 0 8.965862e-02
## 257 3 Lacrosse 0 6.242422e-02
## 258 3 Lacrosse 0 7.564203e-02
## 259 3 Soccer 0 2.386592e-01
## 260 3 Soccer 0 -5.278645e-02
## 261 3 Soccer 0 4.652096e-02
## 262 3 Soccer 0 2.438602e-02
## 263 3 Swimming and Diving 0 8.372952e-02
## 264 3 Swimming and Diving 0 4.613821e-01
## 265 3 Swimming and Diving 0 7.670863e-03
## 266 3 Swimming and Diving 0 2.214994e-01
## 267 3 Volleyball 0 1.876629e-02
## 268 3 Volleyball 0 7.277004e-02
## 269 3 Volleyball 0 2.487485e-02
## 270 3 Volleyball 0 2.577110e-02
## 271 1 All Track Combined 0 9.047576e-02
## 272 1 All Track Combined 0 6.086025e-03
## 273 1 All Track Combined 0 5.139331e-01
## 274 1 All Track Combined 0 -3.953741e-01
## 275 1 Baseball 0 1.996505e-01
## 276 1 Baseball 0 4.558092e-02
## 277 1 Baseball 0 -4.452239e-02
## 278 1 Baseball 0 -1.277322e-01
## 279 1 Basketball 0 7.411294e-02
## 280 1 Basketball 0 4.318421e-03
## 281 1 Basketball 0 1.395036e-01
## 282 1 Basketball 0 1.337913e-02
## 283 1 Football 0 1.950921e-01
## 284 1 Football 0 1.671197e-01
## 285 1 Football 0 1.279036e-02
## 286 1 Football 0 -1.899850e-02
## 287 1 Golf 0 1.638620e-01
## 288 1 Golf 0 -1.578993e-01
## 289 1 Golf 0 -1.211703e-02
## 290 1 Golf 0 2.496456e-02
## 291 1 Soccer 0 1.085903e-01
## 292 1 Soccer 0 1.129019e-01
## 293 1 Soccer 0 4.005537e-02
## 294 1 Soccer 0 2.244552e-02
## 295 1 Tennis 0 2.276101e-02
## 296 1 Tennis 0 8.718770e-02
## 297 1 Tennis 0 -1.874436e-02
## 298 1 Tennis 0 6.258663e-02
## 299 1 Wrestling 0 1.868470e-01
## 300 1 Wrestling 0 7.395549e-02
## 301 1 Wrestling 0 1.033392e-01
## 302 1 Wrestling 0 -1.276802e-01
## 303 1 All Track Combined 0 4.779918e-02
## 304 1 All Track Combined 0 9.513253e-03
## 305 1 All Track Combined 0 1.649084e-01
## 306 1 All Track Combined 0 -7.726964e-02
## 307 1 Basketball 0 4.564317e-02
## 308 1 Basketball 0 7.566350e-03
## 309 1 Basketball 0 1.239001e-01
## 310 1 Basketball 0 4.531858e-03
## 311 1 Field Hockey 0 1.336477e-01
## 312 1 Field Hockey 0 3.603139e-01
## 313 1 Field Hockey 0 1.640990e-01
## 314 1 Field Hockey 0 -2.988051e-02
## 315 1 Golf 0 2.378135e-01
## 316 1 Golf 0 1.948348e-01
## 317 1 Golf 0 7.171005e-02
## 318 1 Golf 0 -6.973680e-02
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## 320 1 Soccer 0 7.017235e-02
## 321 1 Soccer 0 -4.121602e-02
## 322 1 Soccer 0 5.587642e-02
## 323 1 Softball 0 1.221665e-01
## 324 1 Softball 0 1.109102e-01
## 325 1 Softball 0 1.630728e-01
## 326 1 Softball 0 -1.692156e-01
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## 328 1 Tennis 0 9.400214e-02
## 329 1 Tennis 0 1.098918e-01
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## 332 1 Volleyball 0 1.496301e-01
## 333 1 Volleyball 0 2.280731e-02
## 334 1 Volleyball 0 -1.509573e-02
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## 336 1 All Track Combined -1114928 -3.289129e-02
## 337 1 All Track Combined -1496836 6.342442e-02
## 338 1 All Track Combined -1469341 -2.977859e-01
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## 352 1 Golf -530121 1.089349e+00
## 353 1 Golf -897619 -1.015650e-01
## 354 1 Golf -993307 -1.460217e-01
## 355 1 Ice Hockey 336576 4.646994e-01
## 356 1 Ice Hockey -273263 -1.079376e-01
## 357 1 Ice Hockey -92694 1.196489e-01
## 358 1 Ice Hockey -648846 -1.416940e-01
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## 360 1 Swimming and Diving -1008664 -1.232885e-01
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## 368 1 Wrestling -1323051 4.146164e-01
## 369 1 Wrestling -1209697 -1.515773e-01
## 370 1 Wrestling -1292820 -1.958375e-02
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## 388 1 Gymnastics -1244552 2.652231e-01
## 389 1 Gymnastics -1182062 8.631867e-02
## 390 1 Gymnastics -1097737 1.845206e-01
## 391 1 Lacrosse -722438 -7.869668e-01
## 392 1 Lacrosse -1092354 3.279875e+00
## 393 1 Lacrosse -1150497 2.315552e-01
## 394 1 Lacrosse -1086540 -2.265369e-01
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## 396 1 Other Sports -649756 5.792168e-02
## 397 1 Other Sports -735046 -1.751194e-03
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## 402 1 Soccer -1520313 -3.099070e-01
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## 405 1 Softball -1375988 -1.644643e-01
## 406 1 Softball -1242366 -1.876598e-01
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## 408 1 Swimming and Diving -1277610 -1.421277e-01
## 409 1 Swimming and Diving -1196853 -1.227919e-01
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## 412 1 Tennis -879652 2.073741e-01
## 413 1 Tennis -936382 1.147858e-01
## 414 1 Tennis -920334 -2.924977e-01
## 415 1 Volleyball -1345188 -3.555993e-01
## 416 1 Volleyball -1272396 -5.346979e-02
## 417 1 Volleyball -1256326 7.785465e-01
## 418 1 Volleyball -1393130 -1.561428e-01
## 419 1 Water Polo -805468 -5.805029e-02
## 420 1 Water Polo -773346 1.147760e-01
## 421 1 Water Polo -851190 -4.504832e-01
## 422 1 Water Polo -847234 -2.707151e-01
## 423 1 All Track Combined 0 9.485314e-03
## 424 1 All Track Combined 0 2.310020e-02
## 425 1 All Track Combined 0 5.496412e-02
## 426 1 All Track Combined 0 -1.205698e-01
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## 429 1 Baseball 0 1.079050e-01
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## 441 1 Golf 0 1.093066e-01
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## 443 1 All Track Combined 0 1.194533e-01
## 444 1 All Track Combined 0 -2.116265e-02
## 445 1 All Track Combined 0 1.511219e-01
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## 448 1 Basketball 0 2.414066e-03
## 449 1 Basketball 0 5.079409e-02
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## 453 1 Bowling 0 -3.420038e-02
## 454 1 Bowling 0 5.590105e-02
## 455 1 Golf 0 -1.210266e-02
## 456 1 Golf 0 -9.958302e-03
## 457 1 Golf 0 9.326151e-02
## 458 1 Golf 0 5.276880e-02
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## 460 1 Soccer 0 2.195259e-01
## 461 1 Soccer 0 6.220520e-03
## 462 1 Soccer 0 2.482263e-02
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## 465 1 Tennis 0 4.177221e-02
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## 469 1 Volleyball 0 3.743997e-03
## 470 1 Volleyball 0 1.713791e-02
## 471 1 All Track Combined -1723156 -5.051071e-01
## 472 1 All Track Combined -1813720 8.147028e-01
## 473 1 All Track Combined -1573856 2.538901e-02
## 474 1 All Track Combined -1544756 2.210752e-01
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## 493 1 Swimming and Diving -1586583 3.860230e-01
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## 499 1 All Track Combined -1766217 -1.661353e-01
## 500 1 All Track Combined -2093545 3.126612e-01
## 501 1 All Track Combined -1743614 -1.572329e-01
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## 505 1 Basketball -3998050 1.034857e+00
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## 509 1 Equestrian -1983520 7.262381e-01
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## 512 1 Golf -1205345 1.081423e+00
## 513 1 Golf -1232505 1.967971e-01
## 514 1 Golf -1196888 -6.361163e-01
## 515 1 Gymnastics -2137264 -1.198298e-01
## 516 1 Gymnastics -2185966 7.673803e-02
## 517 1 Gymnastics -2153301 1.026102e-01
## 518 1 Gymnastics -2066665 8.784366e-02
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## 520 1 Soccer -2385350 -1.144526e-01
## 521 1 Soccer -2168107 -8.172390e-03
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## 528 1 Swimming and Diving -1831823 2.751913e-01
## 529 1 Swimming and Diving -1875646 5.896039e-02
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## 531 1 Tennis -1264129 -2.421243e-01
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## 533 1 Tennis -1238112 -1.444683e-01
## 534 1 Tennis -1275803 -1.689597e-01
## 535 1 Volleyball -1743986 8.043975e-02
## 536 1 Volleyball -1773397 -5.618907e-02
## 537 1 Volleyball -1759524 6.533188e-02
## 538 1 Volleyball -1818031 5.260141e-02
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## 540 2 Baseball -97966 -3.695773e-01
## 541 2 Baseball 9728 3.914099e-03
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## 543 2 Basketball 15393 1.805132e-02
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## 555 2 Tennis 9020 1.315190e-01
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## 557 2 Tennis -4977 2.665214e-01
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## 559 2 Track and Field, X-Country 0 3.101213e-01
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## 561 2 Track and Field, X-Country -1822 -1.635932e-01
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## 563 2 All Track Combined 9224 1.009188e-01
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## 576 2 Golf -55456 -2.082128e-01
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## 579 2 Soccer 18464 -2.046439e-02
## 580 2 Soccer -138003 -1.502281e-01
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## 583 2 Softball 28380 -5.788925e-02
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## 585 2 Softball -6310 1.252064e-01
## 586 2 Softball -467386 -9.735017e-01
## 587 2 Tennis 10147 1.301534e-01
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## 591 2 Volleyball 21383 1.101981e-01
## 592 2 Volleyball -101639 -9.010763e-02
## 593 2 Volleyball -15874 2.550202e-01
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## 1591 2 Soccer 0 5.841028e-02
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## 1603 2 Tennis 0 4.475048e-01
## 1604 2 Tennis 0 1.065094e-01
## 1605 2 Tennis 0 -1.447099e-01
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## 1608 2 Volleyball 0 3.608418e-02
## 1609 2 Volleyball 0 5.756272e-02
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## 1611 2 Water Polo 0 1.335100e-01
## 1612 2 Water Polo 0 9.457030e-02
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## 1614 2 All Track Combined 6088 0.000000e+00
## 1615 2 All Track Combined -13468 2.466402e-02
## 1616 2 All Track Combined 22475 3.604647e-02
## 1617 2 Baseball 38995 9.446306e-01
## 1618 2 Baseball 62488 1.332060e-01
## 1619 2 Baseball 75559 -1.302570e-01
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## 1623 2 Football 28100 -8.817901e-01
## 1624 2 Football -20014 1.142025e-01
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## 1626 2 Golf 37815 -6.510525e-01
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## 1628 2 Golf 12772 -1.334101e-01
## 1629 2 Soccer -8585 2.034609e+00
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## 1637 2 All Track Combined 44092 2.245831e-01
## 1638 2 Basketball 35232 2.389372e+00
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## 1644 2 Lacrosse 12481 1.457225e+00
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## 1646 2 Lacrosse 41597 5.977630e-02
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## 1650 2 Softball 31253 -3.218176e-01
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## 1652 2 Softball 8879 3.033698e-02
## 1653 2 Swimming 12720 -7.744774e-01
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## 1655 2 Swimming 19079 1.413736e-01
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## 1657 2 Tennis 26103 -1.657019e-01
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## 1659 2 Volleyball 3118 2.550278e+00
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## 1671 3 Soccer 3125 1.231715e+00
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## 1679 3 Track and Field, Outdoor 0 1.619512e+01
## 1680 3 Track and Field, X-Country -4798 -3.390052e-01
## 1681 3 Track and Field, X-Country -421 8.136824e-01
## 1682 3 Track and Field, X-Country -447 -7.584263e-01
## 1683 3 Water Polo 18088 2.005956e+00
## 1684 3 Water Polo 8934 -9.929000e-02
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## 1686 3 Wrestling 1844 9.225361e-01
## 1687 3 Wrestling 9075 5.693084e-03
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## 1689 3 Basketball 28272 0.000000e+00
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## 1693 3 Golf 3024 5.736299e-02
## 1694 3 Golf -1271 4.454076e-02
## 1695 3 Soccer 1878 8.679777e-01
## 1696 3 Soccer 4671 2.338612e-01
## 1697 3 Soccer -557 1.076213e-01
## 1698 3 Softball -5516 -3.027806e-01
## 1699 3 Softball 9359 3.390347e-01
## 1700 3 Softball -39993 1.303774e-01
## 1701 3 Swimming and Diving 1317 -4.808101e-01
## 1702 3 Swimming and Diving 4029 3.662296e-01
## 1703 3 Swimming and Diving 977 8.323579e-02
## 1704 3 Track and Field, Outdoor 0 -5.917633e-01
## 1705 3 Track and Field, Outdoor 0 -9.063747e-01
## 1706 3 Track and Field, Outdoor 0 1.543157e+01
## 1707 3 Track and Field, X-Country 1217 -2.984384e-01
## 1708 3 Track and Field, X-Country -4036 7.394096e-01
## 1709 3 Track and Field, X-Country -1007 -7.614306e-01
## 1710 3 Volleyball 4645 2.919164e+00
## 1711 3 Volleyball 2426 4.041980e-01
## 1712 3 Volleyball -8757 -7.146367e-03
## 1713 3 Water Polo -2 -3.623997e-01
## 1714 3 Water Polo 10387 1.756447e-02
## 1715 3 Water Polo -5387 6.197979e-02
## 1716 2 All Track Combined 0 7.622657e-02
## 1717 2 All Track Combined 0 1.171578e-01
## 1718 2 All Track Combined 0 -5.298941e-02
## 1719 2 All Track Combined 0 1.967846e-01
## 1720 2 Baseball 0 2.163278e-02
## 1721 2 Baseball 0 1.093920e-01
## 1722 2 Baseball 0 2.870640e-02
## 1723 2 Baseball 227053 -4.321609e-03
## 1724 2 Basketball 0 -5.815110e-02
## 1725 2 Basketball 0 3.661448e-02
## 1726 2 Basketball 0 6.628489e-02
## 1727 2 Basketball 0 2.523915e-02
## 1728 2 Football 0 1.188967e-01
## 1729 2 Football 0 5.716732e-02
## 1730 2 Football 0 7.628559e-02
## 1731 2 Football 0 1.695865e-01
## 1732 2 Golf 0 3.121474e-01
## 1733 2 Golf 0 3.634627e-02
## 1734 2 Golf 0 5.835856e-02
## 1735 2 Golf 0 4.414630e-01
## 1736 2 Soccer 0 -1.581255e-01
## 1737 2 Soccer 0 1.493367e-01
## 1738 2 Soccer 0 -4.644937e-02
## 1739 2 Soccer 0 5.939482e-02
## 1740 2 Swimming and Diving 0 -2.935461e-02
## 1741 2 Swimming and Diving 0 1.749878e-01
## 1742 2 Swimming and Diving 0 -4.121233e-02
## 1743 2 Swimming and Diving 0 1.871443e-01
## 1744 2 Tennis 0 1.285851e-01
## 1745 2 Tennis 0 5.379622e-02
## 1746 2 Tennis 0 7.131003e-02
## 1747 2 Tennis 0 7.146877e-02
## 1748 2 Wrestling 0 -5.528723e-02
## 1749 2 Wrestling 0 6.448855e-02
## 1750 2 Wrestling 0 1.256740e-01
## 1751 2 Wrestling 0 1.342038e-02
## 1752 2 All Track Combined 0 1.232790e-01
## 1753 2 All Track Combined 0 -9.246865e-03
## 1754 2 All Track Combined 0 2.683060e-02
## 1755 2 All Track Combined 0 -1.006703e-01
## 1756 2 Basketball 0 3.966470e-02
## 1757 2 Basketball 0 1.009277e-01
## 1758 2 Basketball 0 8.712901e-02
## 1759 2 Basketball 0 4.011265e-02
## 1760 2 Beach Volleyball 0 4.353270e+00
## 1761 2 Beach Volleyball 0 9.568136e-01
## 1762 2 Beach Volleyball 0 4.824047e-01
## 1763 2 Beach Volleyball 105486 5.845250e-01
## 1764 2 Golf 0 4.979027e-02
## 1765 2 Golf 0 2.287157e-01
## 1766 2 Golf 0 -3.975884e-02
## 1767 2 Golf 0 9.931829e-03
## 1768 2 Soccer 0 5.286708e-02
## 1769 2 Soccer 0 1.035261e-01
## 1770 2 Soccer 0 9.815126e-03
## 1771 2 Soccer 0 8.323020e-02
## 1772 2 Softball 0 1.229342e-01
## 1773 2 Softball 0 9.691930e-03
## 1774 2 Softball 0 -2.119757e-02
## 1775 2 Softball 0 -3.237932e-02
## 1776 2 Swimming and Diving 0 1.887391e-01
## 1777 2 Swimming and Diving 0 4.682469e-02
## 1778 2 Swimming and Diving 0 -1.935435e-02
## 1779 2 Swimming and Diving 0 1.371987e-01
## 1780 2 Tennis 0 -1.590042e-01
## 1781 2 Tennis 0 1.089575e-01
## 1782 2 Tennis 0 2.344834e-01
## 1783 2 Tennis 0 5.242867e-02
## 1784 2 Volleyball 0 1.050221e-01
## 1785 2 Volleyball 0 7.824998e-02
## 1786 2 Volleyball 0 1.342995e-01
## 1787 2 Volleyball 0 -2.827730e-02
## 1788 3 Baseball 0 7.177450e-02
## 1789 3 Baseball 15966 3.898926e-01
## 1790 3 Baseball 121541 1.626717e-01
## 1791 3 Baseball 230509 -5.037013e-02
## 1792 3 Basketball 0 2.328064e-01
## 1793 3 Basketball 26403 3.864562e-02
## 1794 3 Basketball 380887 2.493733e-01
## 1795 3 Basketball 668791 9.603161e-02
## 1796 3 Golf 0 -9.821710e-02
## 1797 3 Soccer 0 1.766842e-02
## 1798 3 Soccer 10715 -1.782696e-03
## 1799 3 Soccer -15848 -3.253053e-03
## 1800 3 Soccer -320 6.656506e-02
## 1801 3 Swimming and Diving 0 -4.594179e-02
## 1802 3 Swimming and Diving 5928 1.685732e-01
## 1803 3 Swimming and Diving 24757 1.727606e-02
## 1804 3 Swimming and Diving 27216 7.485177e-02
## 1805 3 Track and Field, Outdoor 0 4.762229e-01
## 1806 3 Track and Field, Outdoor 0 -2.830380e-02
## 1807 3 Track and Field, Outdoor 169 -2.272328e-01
## 1808 3 Track and Field, Outdoor 1565 -1.097888e-01
## 1809 3 Wrestling 0 1.476205e-01
## 1810 3 Wrestling 0 1.952890e-02
## 1811 3 Wrestling 0 2.985991e-01
## 1812 3 Wrestling -216080 -6.417837e-01
## 1813 3 All Track Combined 0 2.376888e-01
## 1814 3 All Track Combined 0 2.883416e-01
## 1815 3 All Track Combined -9186 -1.658668e-02
## 1816 3 All Track Combined 3201 1.862268e-01
## 1817 3 Basketball 0 -5.626682e-02
## 1818 3 Basketball 31284 8.256889e-02
## 1819 3 Basketball 82771 9.852724e-02
## 1820 3 Basketball 119425 -2.854745e-02
## 1821 3 Beach Volleyball 0 6.298146e-01
## 1822 3 Beach Volleyball 10761 -1.344439e-01
## 1823 3 Beach Volleyball -759 -2.077834e-01
## 1824 3 Beach Volleyball 7051 -3.092718e-01
## 1825 3 Golf 0 -2.252888e-01
## 1826 3 Golf 0 7.739494e-02
## 1827 3 Golf 0 1.943922e-01
## 1828 3 Golf -62334 -4.932660e-01
## 1829 3 Soccer 0 1.633405e-01
## 1830 3 Soccer 0 2.152675e-02
## 1831 3 Soccer -22669 -1.634142e-03
## 1832 3 Soccer 16275 1.304735e-01
## 1833 3 Softball 0 4.244525e-02
## 1834 3 Softball 4560 1.417158e-01
## 1835 3 Softball 61588 1.760791e-01
## 1836 3 Softball 52985 -9.755755e-02
## 1837 3 Swimming and Diving 0 1.613936e-01
## 1838 3 Swimming and Diving 34879 1.154443e-01
## 1839 3 Swimming and Diving 17555 7.358958e-02
## 1840 3 Swimming and Diving -2782 3.985228e-02
## 1841 3 Volleyball 0 7.417882e-02
## 1842 3 Volleyball 19455 1.079201e-01
## 1843 3 Volleyball -49660 -5.961377e-02
## 1844 3 Volleyball 32082 1.295497e-01
## 1845 3 Water Polo 0 -1.770629e-01
## 1846 1 All Track Combined 0 6.902058e-02
## 1847 1 All Track Combined 0 -1.260021e-01
## 1848 1 All Track Combined 0 3.161818e-02
## 1849 1 All Track Combined 0 -1.428199e-01
## 1850 1 Baseball 0 -4.762154e-02
## 1851 1 Baseball 0 -3.707349e-01
## 1852 1 Baseball 0 6.825763e-01
## 1853 1 Baseball 0 -8.168269e-02
## 1854 1 Basketball 0 1.733451e-02
## 1855 1 Basketball 0 1.869031e-02
## 1856 1 Basketball 0 8.660888e-02
## 1857 1 Basketball 0 -1.157055e-01
## 1858 1 Football 0 1.615296e-01
## 1859 1 Football 0 3.517514e-01
## 1860 1 Football 0 -8.116886e-02
## 1861 1 Football 0 -1.862366e-01
## 1862 1 Golf 0 5.378872e-02
## 1863 1 Golf 0 1.417488e-01
## 1864 1 Golf 0 -5.773876e-02
## 1865 1 Golf 0 -1.367474e-01
## 1866 1 Tennis 0 -4.568138e-01
## 1867 1 Tennis 0 1.163777e-01
## 1868 1 Tennis 0 -1.185432e-01
## 1869 1 Tennis 0 1.065268e-01
## 1870 1 Wrestling 0 7.890970e-01
## 1871 1 Wrestling 0 1.526614e-01
## 1872 1 Wrestling 0 6.259194e-02
## 1873 1 All Track Combined 0 1.506630e-01
## 1874 1 All Track Combined 0 4.788457e-02
## 1875 1 All Track Combined 0 6.330603e-02
## 1876 1 All Track Combined 0 -2.023184e-01
## 1877 1 Basketball 0 -1.237314e-02
## 1878 1 Basketball 0 -6.268208e-02
## 1879 1 Basketball 0 1.095201e-01
## 1880 1 Basketball 0 4.637402e-02
## 1881 1 Equestrian 0 9.906073e-02
## 1882 1 Equestrian 0 9.672576e-02
## 1883 1 Equestrian 0 6.067215e-02
## 1884 1 Equestrian 0 3.506390e-02
## 1885 1 Golf 0 4.615138e-02
## 1886 1 Golf 0 2.677735e-02
## 1887 1 Golf 0 7.549240e-03
## 1888 1 Golf 0 -5.502862e-02
## 1889 1 Lacrosse 0 8.935712e-02
## 1890 1 Lacrosse 0 1.649076e-01
## 1891 1 Lacrosse 0 -9.303960e-02
## 1892 1 Lacrosse 0 -2.315682e-02
## 1893 1 Soccer 0 -2.007996e-02
## 1894 1 Soccer 0 6.676069e-02
## 1895 1 Soccer 0 2.696989e-02
## 1896 1 Soccer 0 2.081281e-02
## 1897 1 Softball 0 -2.196016e-02
## 1898 1 Softball 0 -2.960337e-02
## 1899 1 Softball 0 6.549316e-02
## 1900 1 Softball 0 -8.395480e-02
## 1901 1 Swimming and Diving 0 7.463370e-02
## 1902 1 Swimming and Diving 0 5.407260e-02
## 1903 1 Swimming and Diving 0 4.184921e-02
## 1904 1 Swimming and Diving 0 5.408505e-02
## 1905 1 Tennis 0 -3.904270e-01
## 1906 1 Tennis 0 3.790216e-02
## 1907 1 Tennis 0 -2.148202e-01
## 1908 1 Tennis 0 -7.815930e-02
## 1909 1 Volleyball 0 -1.605931e-02
## 1910 1 Volleyball 0 4.467551e-02
## 1911 1 Volleyball 0 7.169746e-02
## 1912 1 Volleyball 0 1.113401e-02
## 1913 1 Water Polo 0 -5.268637e-01
## 1914 1 Water Polo 0 2.172882e-01
## 1915 1 Water Polo 0 -2.685671e-02
## 1916 3 Baseball 22616 -7.240335e-02
## 1917 3 Baseball 198094 1.066045e-01
## 1918 3 Baseball 387629 6.303803e-01
## 1919 3 Baseball 11381 -1.293316e-01
## 1920 3 Basketball -10000 1.386107e-01
## 1921 3 Basketball 0 1.381654e-01
## 1922 3 Basketball 0 1.021795e-01
## 1923 3 Basketball -102324 -1.540453e-01
## 1924 3 Golf 0 1.236780e-02
## 1925 3 Golf 0 3.156447e-01
## 1926 3 Golf 0 9.329415e-02
## 1927 3 Golf -107308 -1.880055e-01
## 1928 3 Soccer 0 7.205512e-02
## 1929 3 Soccer 0 9.759920e-02
## 1930 3 Soccer 0 -1.241213e-03
## 1931 3 Soccer -62915 -6.902973e-02
## 1932 3 Track and Field, Outdoor 0 3.366083e-01
## 1933 3 Track and Field, Outdoor 0 2.249484e-01
## 1934 3 Track and Field, Outdoor 0 -5.608726e-02
## 1935 3 Track and Field, Outdoor -25529 -1.616429e-01
## 1936 3 Track and Field, X-Country 9300 -2.838986e-01
## 1937 3 Track and Field, X-Country 553 -1.711516e-01
## 1938 3 Track and Field, X-Country 0 3.249930e-02
## 1939 3 Track and Field, X-Country -37878 -3.840816e-01
## 1940 3 Basketball 0 -1.414337e-01
## 1941 3 Basketball 0 8.771855e-02
## 1942 3 Basketball 0 1.601761e-01
## 1943 3 Basketball -126186 -1.048193e-01
## 1944 3 Golf 0 9.813405e-02
## 1945 3 Golf 0 6.420501e-02
## 1946 3 Golf 0 -7.776075e-02
## 1947 3 Golf -86596 -1.472151e-01
## 1948 3 Soccer 0 9.581598e-02
## 1949 3 Soccer 0 1.351329e-01
## 1950 3 Soccer 0 -8.323811e-02
## 1951 3 Soccer -66681 4.486471e-02
## 1952 3 Softball 0 8.752883e-02
## 1953 3 Softball 0 8.766704e-02
## 1954 3 Softball 0 8.282897e-01
## 1955 3 Softball -10769 -1.632401e-02
## 1956 3 Tennis 0 2.810339e-01
## 1957 3 Tennis 0 1.974287e-01
## 1958 3 Tennis 0 3.966504e-02
## 1959 3 Tennis -21684 -1.377179e-01
## 1960 3 Track and Field, Indoor 0 9.097547e-02
## 1961 3 Track and Field, Indoor 0 1.203394e-01
## 1962 3 Track and Field, Indoor 0 2.312490e-02
## 1963 3 Track and Field, Indoor -63177 -3.712544e-01
## 1964 3 Track and Field, Outdoor 0 2.298200e-01
## 1965 3 Track and Field, Outdoor 0 1.762951e-01
## 1966 3 Track and Field, Outdoor 0 7.435475e-02
## 1967 3 Track and Field, Outdoor -34096 -1.151913e-01
## 1968 3 Track and Field, X-Country 13496 -1.875081e-01
## 1969 3 Track and Field, X-Country 1087 -1.971978e-01
## 1970 3 Track and Field, X-Country 305 2.652502e-02
## 1971 3 Track and Field, X-Country -41022 -3.796079e-01
## 1972 3 Volleyball 0 6.059857e-02
## 1973 3 Volleyball 0 9.179415e-02
## 1974 3 Volleyball 0 5.621499e-02
## 1975 3 Volleyball -63130 -7.458514e-02
## 1976 3 All Track Combined 0 -2.995082e-02
## 1977 3 All Track Combined 0 -5.275746e-02
## 1978 3 All Track Combined 0 1.312642e-01
## 1979 3 All Track Combined 0 -1.306651e-01
## 1980 3 Baseball 0 4.408477e-01
## 1981 3 Baseball 0 -3.309121e-01
## 1982 3 Baseball 0 -1.212460e-02
## 1983 3 Baseball 0 1.190270e-01
## 1984 3 Basketball 0 -6.162075e-02
## 1985 3 Basketball 0 5.213219e-02
## 1986 3 Basketball 0 -1.006830e-01
## 1987 3 Basketball 0 5.047681e-02
## 1988 3 Golf 0 -1.132142e-01
## 1989 3 Golf 0 -8.497907e-03
## 1990 3 Golf 0 -4.466420e-02
## 1991 3 Golf 0 1.007611e-01
## 1992 3 Volleyball 34600 -1.710190e-02
## 1993 3 Volleyball 0 2.149186e-01
## 1994 3 Volleyball 0 2.175695e-01
## 1995 3 Volleyball 0 -2.065295e-01
## 1996 3 Water Polo 0 4.926456e-02
## 1997 3 Water Polo 0 3.494141e-03
## 1998 3 Water Polo 0 3.023764e-01
## 1999 3 Water Polo 0 -9.894112e-02
## 2000 3 All Track Combined 0 -9.964976e-03
## 2001 3 All Track Combined 0 3.398534e-02
## 2002 3 All Track Combined 0 5.811594e-02
## 2003 3 All Track Combined 0 -1.753813e-01
## 2004 3 Basketball 182 -1.173437e-02
## 2005 3 Basketball 0 5.137440e-02
## 2006 3 Basketball 0 2.686783e-02
## 2007 3 Basketball 0 4.249375e-03
## 2008 3 Beach Volleyball -17508 5.745228e-01
## 2009 3 Beach Volleyball 0 2.434333e-01
## 2010 3 Beach Volleyball 0 1.096700e-01
## 2011 3 Beach Volleyball 0 2.271733e-01
## 2012 3 Golf 0 -1.133701e-01
## 2013 3 Golf 0 2.040897e-01
## 2014 3 Golf 0 7.512500e-03
## 2015 3 Golf 0 -5.450955e-02
## 2016 3 Soccer 0 -1.576173e-01
## 2017 3 Soccer 0 7.391427e-02
## 2018 3 Soccer 0 2.604912e-01
## 2019 3 Soccer 0 -1.231423e-01
## 2020 3 Softball 0 -4.064335e-02
## 2021 3 Softball 0 1.005065e-01
## 2022 3 Softball 0 4.173726e-02
## 2023 3 Softball 0 4.462064e-02
## 2024 3 Tennis 0 -1.863090e-01
## 2025 3 Tennis 0 9.192457e-02
## 2026 3 Tennis 0 1.865733e-01
## 2027 3 Tennis 0 -5.945962e-02
## 2028 3 Volleyball 26404 2.422768e-01
## 2029 3 Volleyball 0 -1.102953e-01
## 2030 3 Volleyball 0 2.043174e-02
## 2031 3 Volleyball 0 -1.468353e-02
## 2032 3 Water Polo 0 6.586287e-02
## 2033 3 Water Polo 0 6.161213e-02
## 2034 3 Water Polo 0 -1.445372e-01
## 2035 3 Water Polo 0 -4.250351e-02
## 2036 3 All Track Combined -13024 7.996335e-02
## 2037 3 All Track Combined 116081 9.869508e-02
## 2038 3 All Track Combined 30035 -1.058140e-01
## 2039 3 All Track Combined 137519 -1.318489e-01
## 2040 3 Baseball -23701 2.370476e-01
## 2041 3 Baseball -184189 9.058360e-02
## 2042 3 Baseball 315726 3.199559e-01
## 2043 3 Baseball -169551 -3.140545e-01
## 2044 3 Basketball 56866 5.894179e-02
## 2045 3 Basketball -50381 1.981478e-01
## 2046 3 Basketball -199311 -1.507307e-01
## 2047 3 Basketball -717699 -1.444829e-01
## 2048 3 Golf 19094 -7.141592e-02
## 2049 3 Golf 16601 1.171733e-01
## 2050 3 Golf -70900 -1.034865e-02
## 2051 3 Golf -89824 -1.740960e-01
## 2052 3 Soccer -36505 2.984587e-02
## 2053 3 Soccer 106605 3.270682e-01
## 2054 3 Soccer -64218 -1.870455e-01
## 2055 3 Soccer -462494 -4.203855e-01
## 2056 3 Volleyball -2730 -8.469553e-02
## 2057 3 Volleyball -4717 1.794436e-01
## 2058 3 Volleyball -11332 8.228189e-02
## 2059 3 Volleyball 1302049 2.167986e+00
## 2060 3 All Track Combined -220990 -1.403423e-01
## 2061 3 All Track Combined 99070 4.366640e-01
## 2062 3 All Track Combined 5775 -1.744695e-01
## 2063 3 All Track Combined 83497 -3.030914e-01
## 2064 3 Basketball -68955 -4.321062e-03
## 2065 3 Basketball 19113 1.290703e-01
## 2066 3 Basketball 190916 1.414044e-01
## 2067 3 Basketball 18512 -7.302658e-02
## 2068 3 Beach Volleyball 54429 3.328282e-01
## 2069 3 Beach Volleyball 16627 2.068271e-01
## 2070 3 Beach Volleyball 153784 1.395407e+00
## 2071 3 Beach Volleyball 22423 -6.245391e-01
## 2072 3 Golf 56336 7.594009e-02
## 2073 3 Golf 19216 -5.877830e-02
## 2074 3 Golf 4303 3.136394e-02
## 2075 3 Golf -37721 -2.355862e-02
## 2076 3 Soccer 76231 3.823317e-02
## 2077 3 Soccer -102478 -1.043706e-01
## 2078 3 Soccer -47113 6.357236e-02
## 2079 3 Soccer -31082 5.157562e-03
## 2080 3 Softball -9003 1.101036e-01
## 2081 3 Softball -36049 4.108716e-02
## 2082 3 Softball -47484 1.393788e-03
## 2083 3 Softball -8940 -5.386896e-02
## 2084 3 Tennis 17143 1.212381e-01
## 2085 3 Tennis -14669 2.326072e-02
## 2086 3 Tennis -208823 -4.662535e-01
## 2087 3 Tennis -36655 9.870636e-01
## 2088 3 Volleyball 60175 9.860125e-02
## 2089 3 Volleyball -19061 -6.660056e-02
## 2090 3 Volleyball -42140 -5.358838e-02
## 2091 3 Volleyball 6838 6.363097e-02
## 2092 3 Water Polo 34634 1.408456e-01
## 2093 3 Water Polo 18231 7.645010e-02
## 2094 3 Water Polo -9218 5.075412e-02
## 2095 3 Water Polo -16872 -9.867709e-02
## 2096 2 All Track Combined 0 1.355876e+00
## 2097 2 All Track Combined 0 -2.103564e-01
## 2098 2 All Track Combined 0 2.849899e-01
## 2099 2 All Track Combined 0 -3.570513e-01
## 2100 2 Baseball 0 1.142785e+00
## 2101 2 Baseball 0 1.188953e-01
## 2102 2 Baseball 0 -8.676146e-02
## 2103 2 Baseball 0 1.863856e-01
## 2104 2 Basketball 0 5.482752e-01
## 2105 2 Basketball 0 7.427829e-02
## 2106 2 Basketball 0 -9.839494e-03
## 2107 2 Basketball 0 -4.238080e-02
## 2108 2 Football 0 8.347191e-01
## 2109 2 Football 0 1.499316e-01
## 2110 2 Football 0 2.612773e-01
## 2111 2 Football 0 1.679581e-02
## 2112 2 Golf 0 1.214673e+00
## 2113 2 Golf 0 1.583708e-01
## 2114 2 Golf 0 1.499248e-02
## 2115 2 Golf 0 2.231360e-02
## 2116 2 Soccer 0 1.135427e+00
## 2117 2 Soccer 0 4.803541e-02
## 2118 2 Soccer 0 -2.958676e-03
## 2119 2 Soccer 0 7.030945e-02
## 2120 2 Tennis 0 1.444435e+00
## 2121 2 Tennis 0 1.169573e-01
## 2122 2 Tennis 0 -7.179243e-03
## 2123 2 Tennis 0 -9.865949e-02
## 2124 2 All Track Combined 0 1.249523e+00
## 2125 2 All Track Combined 0 4.955934e-01
## 2126 2 All Track Combined 0 -1.017585e-01
## 2127 2 All Track Combined 0 -9.525495e-02
## 2128 2 Basketball 0 1.727499e+00
## 2129 2 Basketball 0 2.292247e-02
## 2130 2 Basketball 0 2.866976e-02
## 2131 2 Basketball 0 -2.368851e-02
## 2132 2 Beach Volleyball 0 1.753111e+00
## 2133 2 Beach Volleyball 0 2.538949e-01
## 2134 2 Beach Volleyball 0 -1.017215e-01
## 2135 2 Beach Volleyball 0 -4.595153e-01
## 2136 2 Golf 0 2.071127e+00
## 2137 2 Golf 0 1.960201e-01
## 2138 2 Golf 0 2.181539e-02
## 2139 2 Golf 0 1.443895e-01
## 2140 2 Gymnastics 0 1.718611e+00
## 2141 2 Gymnastics 0 -9.797194e-02
## 2142 2 Gymnastics 0 -4.613170e-02
## 2143 2 Gymnastics 0 -2.290608e-02
## 2144 2 Rowing 0 2.227316e+00
## 2145 2 Rowing 0 5.253464e-02
## 2146 2 Rowing 0 -9.349661e-02
## 2147 2 Rowing 0 -1.221584e-02
## 2148 2 Soccer 0 2.245727e+00
## 2149 2 Soccer 0 3.529113e-02
## 2150 2 Soccer 0 -9.874266e-02
## 2151 2 Soccer 0 1.620464e-01
## 2152 2 Softball 0 1.670508e+00
## 2153 2 Softball 0 8.234568e-02
## 2154 2 Softball 0 5.544922e-02
## 2155 2 Softball 0 -4.984431e-03
## 2156 2 Tennis 0 6.837425e-01
## 2157 2 Tennis 0 -3.075749e-01
## 2158 2 Tennis 0 -9.605279e-02
## 2159 2 Tennis 0 3.619487e-01
## 2160 2 Volleyball 0 1.660412e+00
## 2161 2 Volleyball 0 -1.109253e-01
## 2162 2 Volleyball 0 4.536471e-02
## 2163 2 Volleyball 0 4.912843e-02
## 2164 2 All Track Combined -2 9.325184e-02
## 2165 2 All Track Combined -2 1.753510e-01
## 2166 2 All Track Combined -1 1.798037e-01
## 2167 2 All Track Combined 0 -2.130610e-01
## 2168 2 Baseball 0 -4.346350e-02
## 2169 2 Baseball 1 1.184792e-01
## 2170 2 Baseball -1 4.942050e-02
## 2171 2 Baseball 0 -5.891039e-02
## 2172 2 Basketball 0 5.995394e-02
## 2173 2 Basketball 0 1.331807e-01
## 2174 2 Basketball 1 9.773802e-02
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## 2297 2 All Track Combined 35759 7.094391e-02
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## 2318 2 All Track Combined 25350 1.445445e-01
## 2319 2 All Track Combined 49254 2.204992e-02
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## 2327 2 Golf 13519 4.033583e-02
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## 2336 2 Softball 10632 -8.946712e-03
## 2337 2 Softball 39691 1.287747e-01
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## 2340 2 Swimming and Diving 13887 1.719493e-01
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## 2382 1 Golf 0 -1.038639e-01
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## 2384 1 Gymnastics 0 2.839156e-01
## 2385 1 Gymnastics 0 8.699261e-02
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## 2387 1 Gymnastics 0 -2.242120e-01
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## 2389 1 Lacrosse 0 2.603612e-01
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## 2392 1 Soccer 0 1.001300e-01
## 2393 1 Soccer 0 1.001834e-02
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## 2447 2 Tennis 0 3.577909e-02
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## 2452 3 All Track Combined -137519 -4.849530e-01
## 2453 3 All Track Combined -1361 2.934636e+00
## 2454 3 Baseball -141573 -3.434022e-01
## 2455 3 Baseball 0 8.200656e-01
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## 2459 3 Basketball 273467 1.040961e-02
## 2460 3 Basketball 176815 -1.798025e-01
## 2461 3 Basketball 539286 4.117716e-01
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## 2466 3 Tennis -75039 -4.914512e-01
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## 2471 3 Track and Field, Indoor 12241 -3.002369e-01
## 2472 3 Track and Field, Outdoor 0 3.991682e-01
## 2473 3 Track and Field, Outdoor 0 -1.459037e-01
## 2474 3 Track and Field, X-Country 0 -4.726149e-01
## 2475 3 Track and Field, X-Country 0 -9.104626e-01
## 2476 3 All Track Combined -7765 -2.342122e-01
## 2477 3 All Track Combined -1361 1.055864e+00
## 2478 3 Basketball 137687 1.229490e-01
## 2479 3 Basketball 68361 1.021549e-02
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## 2485 3 Golf 128872 1.581251e+00
## 2486 3 Soccer 12655 2.340244e-01
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## 2490 3 Tennis 50791 2.867862e-01
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## 2494 3 Track and Field, Indoor 0 -1.992181e-01
## 2495 3 Track and Field, Indoor 20554 -4.220323e-02
## 2496 3 Track and Field, Outdoor 0 4.298503e-02
## 2497 3 Track and Field, Outdoor 0 3.118611e-01
## 2498 3 Track and Field, X-Country 0 -6.527638e-01
## 2499 3 Track and Field, X-Country 0 -9.143519e-01
## 2500 3 Volleyball -189647 -1.244417e-01
## 2501 3 Volleyball 0 7.207689e-01
## 2502 3 Volleyball 0 -1.017441e-01
## 2503 3 Volleyball 330519 1.133012e+00
## 2504 2 All Track Combined 42440 3.023707e-01
## 2505 2 All Track Combined -52609 -2.295955e-01
## 2506 2 All Track Combined -41674 -7.515216e-02
## 2507 2 All Track Combined -2398 3.848257e-01
## 2508 2 Baseball 51331 8.198314e-02
## 2509 2 Baseball -99059 -1.713893e-01
## 2510 2 Baseball -172740 6.214742e-02
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## 2517 2 Football 572870 -1.391115e-01
## 2518 2 Football 825207 7.916725e-03
## 2519 2 Football 1441060 1.097936e-01
## 2520 2 Rifle 44050 5.089204e-01
## 2521 2 Rifle -4486 -2.961345e-01
## 2522 2 Rifle 0 0.000000e+00
## 2523 2 Rifle 0 0.000000e+00
## 2524 2 Tennis 82237 2.473910e-01
## 2525 2 Tennis -6808 -2.005925e-01
## 2526 2 Tennis 220 1.534671e-01
## 2527 2 Tennis 10159 1.579214e-02
## 2528 2 Wrestling 20426 2.415687e-01
## 2529 2 Wrestling -88896 -2.060128e-01
## 2530 2 Wrestling -59925 3.904948e-01
## 2531 2 Wrestling 7406 -1.287053e-01
## 2532 2 All Track Combined 33509 2.735634e-01
## 2533 2 All Track Combined -76135 -7.652611e-02
## 2534 2 All Track Combined -14266 1.191577e-01
## 2535 2 All Track Combined 25006 -4.233346e-03
## 2536 2 Golf 56001 4.257873e-01
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## 2538 2 Golf -28803 3.111538e-01
## 2539 2 Golf 25651 -1.022538e-01
## 2540 2 Rifle 56065 1.133816e+00
## 2541 2 Rifle -3987 -5.084088e-01
## 2542 2 Rifle 1989 -3.036999e-01
## 2543 2 Rifle -793 -1.345876e-01
## 2544 2 Soccer 29304 -1.375738e-01
## 2545 2 Soccer -102253 1.212334e-01
## 2546 2 Soccer -203 3.267662e-01
## 2547 2 Soccer -42831 -2.844685e-02
## 2548 2 Volleyball 32762 2.448200e-01
## 2549 2 Volleyball -127002 -1.547712e-01
## 2550 2 Volleyball -47791 1.922605e-01
## 2551 2 Volleyball -2292 8.137547e-02
## 2552 1 All Track Combined -1031383 3.275638e-01
## 2553 1 All Track Combined -1067692 6.814121e-03
## 2554 1 All Track Combined -1042632 3.599094e-02
## 2555 1 All Track Combined -746344 3.791030e-03
## 2556 1 Baseball -1363584 2.822229e-01
## 2557 1 Baseball -1622015 3.152392e-02
## 2558 1 Baseball -1448120 -2.535138e-02
## 2559 1 Baseball -1425471 -2.471841e-01
## 2560 1 Basketball 4773999 2.381497e-01
## 2561 1 Basketball 3542653 1.591276e-02
## 2562 1 Basketball 994788 -1.822259e-01
## 2563 1 Basketball 1371283 9.110280e-03
## 2564 1 Football 7769278 1.259037e-01
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## 2566 1 Football 5728628 1.796760e-01
## 2567 1 Football 7208722 2.838726e-02
## 2568 1 Golf -551836 4.681642e-01
## 2569 1 Golf -567128 2.398773e-01
## 2570 1 Golf -606573 -4.032974e-02
## 2571 1 Golf -568692 -8.051077e-02
## 2572 1 Soccer -831528 1.819917e-01
## 2573 1 Soccer -878568 -9.966593e-02
## 2574 1 Soccer -1103442 5.602447e-04
## 2575 1 Soccer -1123188 9.105763e-02
## 2576 1 Tennis -525081 3.819293e-01
## 2577 1 Tennis -557554 -8.249665e-02
## 2578 1 Tennis -681629 1.981035e-01
## 2579 1 Tennis -572989 8.050084e-02
## 2580 1 All Track Combined -1139515 1.837952e-01
## 2581 1 All Track Combined -1077586 -3.087384e-03
## 2582 1 All Track Combined -1142327 -1.111446e-02
## 2583 1 All Track Combined -802945 -3.375719e-03
## 2584 1 Basketball -2440107 5.433923e-01
## 2585 1 Basketball -2874139 6.740409e-02
## 2586 1 Basketball -3029628 -4.931631e-02
## 2587 1 Basketball -3242814 1.203730e-01
## 2588 1 Diving -365182 5.771394e-01
## 2589 1 Golf -537912 2.231116e-01
## 2590 1 Golf -477088 2.274710e-01
## 2591 1 Golf -513400 2.378446e-01
## 2592 1 Golf -509475 -1.571154e-01
## 2593 1 Rowing -805337 3.768291e-01
## 2594 1 Rowing -865207 -1.087202e-01
## 2595 1 Rowing -858928 -3.965972e-02
## 2596 1 Rowing -667085 1.019243e-01
## 2597 1 Soccer -821492 1.025737e-01
## 2598 1 Soccer -863868 3.888344e-02
## 2599 1 Soccer -1000967 -1.012636e-02
## 2600 1 Soccer -999020 9.638529e-03
## 2601 1 Softball -720563 2.719696e-03
## 2602 1 Tennis -524207 1.988567e-01
## 2603 1 Tennis -639505 5.310057e-02
## 2604 1 Tennis -634136 -1.098174e-01
## 2605 1 Tennis -562021 -6.873870e-02
## 2606 1 Volleyball -899098 5.649371e-02
## 2607 1 Volleyball -888089 1.930878e-01
## 2608 1 Volleyball -983397 -2.604757e-02
## 2609 1 Volleyball -872912 -6.970463e-02
## 2610 3 Basketball 0 1.525227e-01
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## 2612 3 Basketball -18062 2.333166e-02
## 2613 3 Basketball -116273 3.236045e-02
## 2614 3 Fencing 0 9.237963e-01
## 2615 3 Fencing 0 -1.209332e-01
## 2616 3 Fencing 659 4.911810e-02
## 2617 3 Fencing -3643 1.255770e-01
## 2618 3 Golf 0 -3.043347e-02
## 2619 3 Golf 0 4.541993e-04
## 2620 3 Golf 9559 1.749654e-01
## 2621 3 Golf -1 -1.703557e-01
## 2622 3 Lacrosse 0 1.281049e+00
## 2623 3 Lacrosse 0 2.883399e-01
## 2624 3 Lacrosse 15843 1.703383e-01
## 2625 3 Lacrosse 301 -1.290459e-01
## 2626 3 Soccer 0 4.105915e-02
## 2627 3 Soccer 0 -1.347551e-01
## 2628 3 Soccer -5464 4.277993e-02
## 2629 3 Soccer 1 -8.149675e-02
## 2630 3 Swimming and Diving 0 -5.218170e-03
## 2631 3 Swimming and Diving 0 -6.419038e-02
## 2632 3 Swimming and Diving -5487 1.867051e-01
## 2633 3 Swimming and Diving 7813 7.583569e-02
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## 2635 3 Tennis 0 3.011772e-02
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## 2639 3 Wrestling 0 2.457033e-02
## 2640 3 Wrestling 2801 3.845441e-02
## 2641 3 Wrestling 1 3.313617e-02
## 2642 3 All Track Combined 0 1.581503e+00
## 2643 3 All Track Combined 0 2.472163e-01
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## 2660 3 Soccer -16091 2.131167e-02
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## 2811 3 Soccer 0 7.488000e-02
## 2812 3 Soccer 0 -1.281806e-01
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## 2816 3 Tennis 0 2.839909e-02
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## 2901 2 Gymnastics 0 7.993891e-02
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## 2904 2 Lacrosse 0 7.687470e-02
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## 2909 2 Soccer 0 -1.499265e-01
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## 2916 2 Volleyball 0 6.652969e-02
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## 2941 2 Ice Hockey 0 6.765902e-02
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## 2953 2 Soccer 0 -2.214218e-01
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## 2993 2 Soccer 0 9.504348e-02
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## 2997 2 Softball 0 4.661146e-03
## 2998 2 Softball 0 -3.517877e-02
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## 3000 2 Swimming and Diving 0 2.471473e-02
## 3001 2 Swimming and Diving 0 -7.124450e-02
## 3002 2 Swimming and Diving 0 2.217180e-01
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## 3004 2 Tennis 0 2.976355e-01
## 3005 2 Tennis 0 -6.892884e-02
## 3006 2 Tennis 0 -9.804105e-02
## 3007 2 Volleyball 70 2.938756e-02
## 3008 2 Volleyball 0 2.333041e-01
## 3009 2 Volleyball 0 1.051163e-01
## 3010 2 Volleyball 0 -1.388394e-01
## 3011 1 All Track Combined 0 4.178701e-01
## 3012 1 All Track Combined 0 -1.782526e-01
## 3013 1 All Track Combined 0 3.142819e-02
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## 3015 1 Basketball 0 5.806934e-02
## 3016 1 Basketball 0 4.036806e-01
## 3017 1 Basketball 0 -3.029495e-01
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## 3022 1 Football 0 7.438677e-02
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## 3081 2 Golf 0 4.301211e-01
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## 3091 2 Soccer 0 7.824980e-03
## 3092 2 Soccer 0 1.401479e-01
## 3093 2 Soccer 0 -1.069192e-01
## 3094 2 Soccer 0 -1.355062e-02
## 3095 2 Squash 0 4.157478e-01
## 3096 2 Squash 0 2.353174e-01
## 3097 2 Squash 0 -1.170325e-01
## 3098 2 Squash 0 6.692776e-02
## 3099 2 Swimming and Diving 0 1.122298e-01
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## 3101 2 Swimming and Diving 0 4.120596e-02
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## 3103 2 Tennis 0 -3.578180e-02
## 3104 2 Tennis 0 -6.910802e-03
## 3105 2 Tennis 0 6.114703e-02
## 3106 2 Tennis 0 -2.365846e-01
## 3107 2 Wrestling 0 -7.561430e-02
## 3108 2 Wrestling 0 4.681579e-02
## 3109 2 Wrestling 0 4.368702e-02
## 3110 2 Wrestling 0 -2.287850e-02
## 3111 2 All Track Combined 0 1.508606e-01
## 3112 2 All Track Combined 0 2.179561e-01
## 3113 2 All Track Combined 0 -1.341662e-02
## 3114 2 All Track Combined 0 -1.854410e-01
## 3115 2 Archery 0 1.402469e-02
## 3116 2 Archery 0 1.578398e-01
## 3117 2 Archery 0 -1.142232e-01
## 3118 2 Archery 0 -2.839614e-01
## 3119 2 Basketball 0 -2.251192e-01
## 3120 2 Basketball 0 4.368453e-02
## 3121 2 Basketball 0 4.572038e-02
## 3122 2 Basketball 0 8.391317e-02
## 3123 2 Fencing 0 4.721915e-02
## 3124 2 Fencing 0 3.100628e-03
## 3125 2 Fencing 0 4.944346e-01
## 3126 2 Fencing 0 -2.509234e-01
## 3127 2 Field Hockey 0 3.264978e-02
## 3128 2 Field Hockey 0 1.196632e-01
## 3129 2 Field Hockey 0 4.835233e-03
## 3130 2 Field Hockey 0 -5.488036e-02
## 3131 2 Golf 0 6.364928e-02
## 3132 2 Golf 0 1.867484e-02
## 3133 2 Golf 0 2.133476e-01
## 3134 2 Golf 0 -2.572034e-01
## 3135 2 Lacrosse 0 2.320677e-01
## 3136 2 Lacrosse 0 9.434639e-02
## 3137 2 Lacrosse 0 -1.195982e-01
## 3138 2 Lacrosse 0 -1.286433e-01
## 3139 2 Rowing 0 -1.165426e-01
## 3140 2 Rowing 0 -8.433888e-03
## 3141 2 Rowing 0 2.637890e-02
## 3142 2 Rowing 0 3.766016e-03
## 3143 2 Soccer 0 7.810729e-02
## 3144 2 Soccer 0 3.804587e-02
## 3145 2 Soccer 0 1.237639e-01
## 3146 2 Soccer 0 -6.785177e-02
## 3147 2 Softball 0 -3.239132e-03
## 3148 2 Softball 0 8.393770e-02
## 3149 2 Softball 0 8.049870e-03
## 3150 2 Softball 0 -5.008048e-02
## 3151 2 Squash 0 3.104529e-01
## 3152 2 Squash 0 2.270365e-01
## 3153 2 Squash 0 -7.170787e-02
## 3154 2 Squash 0 8.506720e-02
## 3155 2 Swimming and Diving 0 5.587340e-02
## 3156 2 Swimming and Diving 0 -5.895348e-02
## 3157 2 Swimming and Diving 0 5.071604e-02
## 3158 2 Swimming and Diving 0 1.122037e-02
## 3159 2 Tennis 0 -7.827004e-02
## 3160 2 Tennis 0 -2.061527e-02
## 3161 2 Tennis 0 7.540754e-02
## 3162 2 Tennis 0 -1.780574e-02
## 3163 2 Volleyball 0 1.465277e-01
## 3164 2 Volleyball 0 -6.719916e-02
## 3165 2 Volleyball 0 -3.720938e-02
## 3166 2 Volleyball 0 1.013350e-01
## 3167 3 All Track Combined 0 2.420707e-01
## 3168 3 All Track Combined 0 6.033311e-02
## 3169 3 All Track Combined 0 -1.390658e-02
## 3170 3 All Track Combined 0 -2.832765e-01
## 3171 3 Baseball 0 1.148188e-01
## 3172 3 Baseball 0 6.468771e-03
## 3173 3 Baseball 0 6.863367e-02
## 3174 3 Baseball 0 -4.322201e-01
## 3175 3 Basketball 0 1.195946e-01
## 3176 3 Basketball 0 -8.597462e-02
## 3177 3 Basketball 0 3.974723e-02
## 3178 3 Basketball 0 5.098963e-01
## 3179 3 Tennis 0 7.899611e-01
## 3180 3 Tennis 0 -1.534639e-01
## 3181 3 Tennis 0 -1.686906e-03
## 3182 3 Tennis 0 -5.250744e-01
## 3183 3 All Track Combined 0 1.533957e-01
## 3184 3 All Track Combined 0 -3.887198e-01
## 3185 3 All Track Combined 0 7.846139e-02
## 3186 3 All Track Combined 0 -1.831491e-01
## 3187 3 Basketball 0 -1.049398e-01
## 3188 3 Basketball 0 3.070164e-02
## 3189 3 Basketball 0 2.195335e-02
## 3190 3 Basketball 0 3.502852e-02
## 3191 3 Bowling 1 8.208118e-02
## 3192 3 Bowling 0 -2.823834e-02
## 3193 3 Bowling 0 1.806185e-01
## 3194 3 Bowling 0 -1.661736e-01
## 3195 3 Softball 0 2.746829e-01
## 3196 3 Softball 0 -3.484483e-02
## 3197 3 Softball 0 7.116521e-02
## 3198 3 Softball 0 -3.767778e-01
## 3199 3 Tennis 0 8.550581e-01
## 3200 3 Tennis 0 -2.481569e-02
## 3201 3 Tennis 0 2.026856e-03
## 3202 3 Tennis 0 -4.829836e-01
## 3203 3 Volleyball -1 1.123620e-01
## 3204 3 Volleyball 0 -5.180771e-02
## 3205 3 Volleyball 0 3.452107e-01
## 3206 3 Volleyball 0 -3.386566e-01
## 3207 2 All Track Combined 0 -7.261937e-03
## 3208 2 All Track Combined 0 3.683465e-01
## 3209 2 All Track Combined 0 -2.077387e-02
## 3210 2 All Track Combined 0 -2.217465e-01
## 3211 2 Baseball 0 -1.100512e-01
## 3212 2 Baseball 0 5.051217e-02
## 3213 2 Baseball 0 7.085225e-02
## 3214 2 Baseball 29808 -3.151488e-02
## 3215 2 Basketball 0 2.287350e-01
## 3216 2 Basketball 0 1.179816e-01
## 3217 2 Basketball 0 5.037808e-02
## 3218 2 Basketball 0 -3.776542e-02
## 3219 2 Football 0 -2.160245e-02
## 3220 2 Football 0 3.749187e-01
## 3221 2 Football 0 1.374246e-01
## 3222 2 Football 0 -1.234180e-01
## 3223 2 Golf 6697 2.882598e-01
## 3224 2 Golf 39811 -6.161599e-02
## 3225 2 Golf 16817 -3.510851e-02
## 3226 2 Golf 0 -1.862158e-01
## 3227 2 Ice Hockey 0 1.518453e-01
## 3228 2 Ice Hockey 0 2.389844e-01
## 3229 2 Ice Hockey 0 2.946574e-02
## 3230 2 Ice Hockey 0 8.493189e-03
## 3231 2 Lacrosse 0 4.725071e-02
## 3232 2 Lacrosse 0 3.135870e-01
## 3233 2 Lacrosse 0 -2.557126e-02
## 3234 2 Lacrosse 0 -1.115449e-01
## 3235 2 Other Sports 144478 2.944894e-02
## 3236 2 Other Sports 88563 -2.437392e-02
## 3237 2 Other Sports 63928 3.139712e-03
## 3238 2 Other Sports 53990 1.255522e-01
## 3239 2 Rowing 0 4.403514e-01
## 3240 2 Rowing 0 7.781045e-02
## 3241 2 Rowing 0 -1.152679e-02
## 3242 2 Rowing 0 -3.547450e-02
## 3243 2 Soccer 0 5.160965e-02
## 3244 2 Soccer 0 4.138368e-01
## 3245 2 Soccer 0 4.783005e-02
## 3246 2 Soccer 0 9.884814e-02
## 3247 2 Squash 22789 -1.151245e-01
## 3248 2 Squash 0 1.146409e-01
## 3249 2 Squash 21839 3.106113e-01
## 3250 2 Squash 499 -1.735412e-03
## 3251 2 Swimming and Diving 0 1.563466e-02
## 3252 2 Swimming and Diving 75781 3.707514e-01
## 3253 2 Swimming and Diving 0 -1.941626e-01
## 3254 2 Swimming and Diving 0 1.194556e-01
## 3255 2 Tennis 0 3.609355e-01
## 3256 2 Tennis 0 3.329557e-02
## 3257 2 Tennis 0 2.370777e-01
## 3258 2 Tennis 0 -8.292894e-02
## 3259 2 Wrestling 0 5.028664e-02
## 3260 2 Wrestling 0 2.586974e-01
## 3261 2 Wrestling 0 2.684874e-02
## 3262 2 Wrestling 0 3.448173e-04
## 3263 2 All Track Combined 0 1.588316e-01
## 3264 2 All Track Combined 0 2.206775e-01
## 3265 2 All Track Combined 0 1.073955e-02
## 3266 2 All Track Combined 0 -2.023133e-01
## 3267 2 Basketball 0 2.276084e-03
## 3268 2 Basketball 0 4.416327e-01
## 3269 2 Basketball 0 4.726245e-02
## 3270 2 Basketball 0 -1.040867e-03
## 3271 2 Equestrian 0 -7.519699e-02
## 3272 2 Equestrian 0 9.432133e-02
## 3273 2 Equestrian 0 1.061151e-01
## 3274 2 Equestrian 0 3.079982e-02
## 3275 2 Fencing 0 8.924238e-02
## 3276 2 Fencing 0 3.515407e-01
## 3277 2 Fencing 0 1.169884e-01
## 3278 2 Fencing 0 1.554030e-02
## 3279 2 Field Hockey 0 1.487987e-01
## 3280 2 Field Hockey 0 2.892876e-01
## 3281 2 Field Hockey 0 -8.233965e-02
## 3282 2 Field Hockey 0 6.278136e-02
## 3283 2 Gymnastics 0 5.697914e-02
## 3284 2 Gymnastics 0 2.379541e-01
## 3285 2 Gymnastics 0 -1.783689e-02
## 3286 2 Gymnastics 0 1.717908e-01
## 3287 2 Ice Hockey 0 -1.048291e-01
## 3288 2 Ice Hockey 0 5.485658e-01
## 3289 2 Ice Hockey 0 5.279621e-02
## 3290 2 Ice Hockey 0 -2.322643e-02
## 3291 2 Lacrosse 0 6.124300e-02
## 3292 2 Lacrosse 0 2.641898e-01
## 3293 2 Lacrosse 0 4.369851e-02
## 3294 2 Lacrosse 0 3.120706e-02
## 3295 2 Other Sports 23226 -1.940675e-02
## 3296 2 Other Sports 4247 8.848320e-02
## 3297 2 Other Sports 0 2.230586e-02
## 3298 2 Other Sports 0 -3.773956e-02
## 3299 2 Rowing 0 4.052428e-01
## 3300 2 Rowing 0 1.230131e-01
## 3301 2 Rowing 0 -3.762405e-02
## 3302 2 Rowing 0 -8.006524e-02
## 3303 2 Sailing 17504 -2.875707e-02
## 3304 2 Sailing 2913 7.149946e-01
## 3305 2 Sailing 17620 2.810009e-01
## 3306 2 Sailing 31239 -2.465197e-01
## 3307 2 Soccer 0 8.465821e-02
## 3308 2 Soccer 0 3.271158e-01
## 3309 2 Soccer 0 1.356098e-02
## 3310 2 Soccer 0 -1.023015e-02
## 3311 2 Softball 0 -7.465395e-02
## 3312 2 Softball 0 4.243389e-01
## 3313 2 Softball 0 2.934709e-02
## 3314 2 Softball 0 -8.248919e-02
## 3315 2 Squash 17192 1.366243e-01
## 3316 2 Squash 0 2.089052e-01
## 3317 2 Squash 15176 1.131512e-01
## 3318 2 Squash 408 1.753415e-01
## 3319 2 Swimming and Diving 0 3.416111e-02
## 3320 2 Swimming and Diving 0 2.032734e-01
## 3321 2 Swimming and Diving 0 -7.220016e-02
## 3322 2 Swimming and Diving 0 1.445804e-01
## 3323 2 Tennis 0 6.546997e-02
## 3324 2 Tennis 0 1.459247e-01
## 3325 2 Tennis 0 5.607766e-02
## 3326 2 Tennis 0 -3.074626e-02
## 3327 2 Volleyball 0 7.521695e-02
## 3328 2 Volleyball 0 2.549776e-01
## 3329 2 Volleyball 0 6.912890e-02
## 3330 2 Volleyball 0 2.123091e-01
## 3331 3 Baseball 0 2.813994e-02
## 3332 3 Baseball 0 6.302218e-02
## 3333 3 Baseball 0 -3.416343e-02
## 3334 3 Baseball 0 -2.495850e-01
## 3335 3 Basketball 0 5.525329e-02
## 3336 3 Basketball 0 1.762612e-01
## 3337 3 Basketball 0 -4.737098e-02
## 3338 3 Basketball 60076 9.613140e-02
## 3339 3 Golf 0 1.283149e-02
## 3340 3 Golf 0 1.241037e-02
## 3341 3 Golf 0 4.365754e-02
## 3342 3 Golf 0 1.512468e-01
## 3343 3 Soccer 0 6.948630e-02
## 3344 3 Soccer 0 2.235193e-02
## 3345 3 Soccer 0 1.001648e-02
## 3346 3 Soccer 0 -3.640038e-02
## 3347 3 Tennis 0 1.238068e-01
## 3348 3 Tennis 0 -2.755188e-02
## 3349 3 Tennis 0 8.766289e-02
## 3350 3 Tennis 0 1.947424e-02
## 3351 3 Track and Field, X-Country 0 1.590055e-01
## 3352 3 Track and Field, X-Country 0 -1.682583e-01
## 3353 3 Track and Field, X-Country 0 2.287059e-01
## 3354 3 Track and Field, X-Country 0 2.322401e-02
## 3355 3 Basketball 0 1.257011e-01
## 3356 3 Basketball 0 -1.130359e-02
## 3357 3 Basketball 0 2.154489e-02
## 3358 3 Basketball 0 -1.577166e-02
## 3359 3 Golf 0 2.159612e-02
## 3360 3 Golf 0 -2.164463e-03
## 3361 3 Golf 0 4.287100e-02
## 3362 3 Golf 0 -4.424595e-02
## 3363 3 Rowing 0 1.776023e-01
## 3364 3 Rowing 0 1.117184e-01
## 3365 3 Rowing 0 6.025215e-02
## 3366 3 Rowing 0 -1.575259e-01
## 3367 3 Soccer 0 4.193177e-02
## 3368 3 Soccer 0 -9.233524e-02
## 3369 3 Soccer 0 1.746149e-01
## 3370 3 Soccer 0 1.077566e-01
## 3371 3 Softball 0 8.807973e-02
## 3372 3 Softball 0 -3.439046e-02
## 3373 3 Softball 0 6.112776e-02
## 3374 3 Softball 0 -3.221105e-02
## 3375 3 Tennis 0 -5.826793e-03
## 3376 3 Tennis 0 2.261153e-01
## 3377 3 Tennis 0 1.921707e-01
## 3378 3 Tennis 0 -1.003316e-01
## 3379 3 Track and Field, X-Country 0 -1.807266e-03
## 3380 3 Track and Field, X-Country 0 -1.988401e-01
## 3381 3 Track and Field, X-Country 0 3.563017e-01
## 3382 3 Track and Field, X-Country 0 -6.581249e-02
## 3383 3 Volleyball 0 -1.047454e-02
## 3384 3 Volleyball 0 9.259680e-02
## 3385 3 Volleyball 0 2.119939e-01
## 3386 3 Volleyball 0 -9.429946e-02
## 3387 2 All Track Combined 50196 -1.488352e-01
## 3388 2 All Track Combined 1211 -8.272880e-02
## 3389 2 All Track Combined 0 5.708817e-02
## 3390 2 All Track Combined 1 -2.258692e-01
## 3391 2 Baseball -5484 -2.341858e-01
## 3392 2 Baseball -7795 -8.074184e-03
## 3393 2 Baseball 0 -7.315495e-02
## 3394 2 Baseball 0 -9.389968e-02
## 3395 2 Basketball -1 -4.383150e-02
## 3396 2 Basketball 0 -1.652083e-01
## 3397 2 Basketball 0 2.201970e-02
## 3398 2 Basketball 0 3.002124e-03
## 3399 2 Football 0 -3.068254e-01
## 3400 2 Football -1 4.649512e-02
## 3401 2 Football 0 8.012513e-03
## 3402 2 Football 0 1.259062e-01
## 3403 2 Golf -58 -2.790067e-01
## 3404 2 Golf 9343 -1.085556e-02
## 3405 2 Golf -1 -4.184463e-02
## 3406 2 Golf 0 3.563948e-02
## 3407 2 Ice Hockey 28906 -2.825556e-01
## 3408 2 Ice Hockey 31677 7.822191e-02
## 3409 2 Ice Hockey 0 2.205910e-02
## 3410 2 Ice Hockey 0 -2.062288e-02
## 3411 2 Lacrosse 8022 -3.105508e-01
## 3412 2 Lacrosse -11029 3.167192e-02
## 3413 2 Lacrosse 0 1.269574e-01
## 3414 2 Lacrosse 0 -1.025738e-01
## 3415 2 Rowing -121590 -1.544152e-01
## 3416 2 Rowing -55675 4.118996e-02
## 3417 2 Rowing 0 8.372044e-02
## 3418 2 Rowing 0 -7.575507e-02
## 3419 2 Sailing 0 0.000000e+00
## 3420 2 Sailing 0 0.000000e+00
## 3421 2 Sailing 0 0.000000e+00
## 3422 2 Sailing 0 0.000000e+00
## 3423 2 Skiing 11014 -2.491133e-01
## 3424 2 Skiing 12753 1.017023e-01
## 3425 2 Skiing 0 3.060036e-03
## 3426 2 Skiing 0 -5.118979e-02
## 3427 2 Soccer -3013 -2.200605e-01
## 3428 2 Soccer 1729 -3.851354e-02
## 3429 2 Soccer 0 9.667196e-02
## 3430 2 Soccer 0 2.766609e-02
## 3431 2 Squash 32662 -3.092784e-01
## 3432 2 Squash 27887 5.052190e-02
## 3433 2 Squash 0 -1.278307e-01
## 3434 2 Squash 0 9.559085e-03
## 3435 2 Swimming and Diving 5842 -2.642824e-01
## 3436 2 Swimming and Diving 40479 1.619936e-02
## 3437 2 Swimming and Diving 1 7.068939e-02
## 3438 2 Swimming and Diving -1 -2.016237e-04
## 3439 2 Tennis -6496 -2.353649e-01
## 3440 2 Tennis -50579 1.110838e-01
## 3441 2 Tennis 0 1.177905e-02
## 3442 2 Tennis 0 -3.931051e-02
## 3443 2 All Track Combined -52511 -2.548308e-01
## 3444 2 All Track Combined 1853 1.248702e-01
## 3445 2 All Track Combined 0 3.478851e-02
## 3446 2 All Track Combined -1 -2.788973e-01
## 3447 2 Basketball -2672 -2.313698e-01
## 3448 2 Basketball -7018 3.178125e-02
## 3449 2 Basketball 0 1.037526e-01
## 3450 2 Basketball 0 -6.508808e-02
## 3451 2 Equestrian 38127 -2.263162e-01
## 3452 2 Equestrian 44060 -4.813377e-03
## 3453 2 Equestrian 0 1.262270e-01
## 3454 2 Equestrian 0 -1.918720e-01
## 3455 2 Field Hockey -1476 -2.445817e-01
## 3456 2 Field Hockey -6379 3.987454e-02
## 3457 2 Field Hockey 0 7.913717e-02
## 3458 2 Field Hockey 0 8.682044e-02
## 3459 2 Golf 9148 -3.146147e-01
## 3460 2 Golf 7083 -4.744403e-02
## 3461 2 Golf 0 -1.288136e-01
## 3462 2 Golf 0 1.873822e-01
## 3463 2 Ice Hockey -2306 -3.378587e-01
## 3464 2 Ice Hockey -8711 9.522088e-02
## 3465 2 Ice Hockey 0 4.339196e-02
## 3466 2 Ice Hockey 0 -2.278103e-02
## 3467 2 Lacrosse -1 3.991979e-02
## 3468 2 Lacrosse -4686 -2.414612e-01
## 3469 2 Lacrosse 0 1.194615e-01
## 3470 2 Lacrosse 0 -1.976825e-01
## 3471 2 Other Sports 20839 -2.543103e-01
## 3472 2 Other Sports -85522 -1.139729e-01
## 3473 2 Other Sports 0 2.177596e-01
## 3474 2 Other Sports 0 -3.142481e-02
## 3475 2 Rowing -48881 -2.705908e-01
## 3476 2 Rowing 25092 1.990350e-01
## 3477 2 Rowing 0 6.281144e-02
## 3478 2 Rowing 0 -6.262734e-02
## 3479 2 Sailing 0 0.000000e+00
## 3480 2 Sailing 0 0.000000e+00
## 3481 2 Sailing 0 0.000000e+00
## 3482 2 Sailing 0 0.000000e+00
## 3483 2 Skiing 15748 -2.555715e-01
## 3484 2 Skiing 17454 1.315493e-01
## 3485 2 Skiing 0 1.179704e-04
## 3486 2 Skiing 1 -3.213332e-02
## 3487 2 Soccer 3945 -2.498335e-01
## 3488 2 Soccer 35981 9.620218e-02
## 3489 2 Soccer 0 -5.009237e-02
## 3490 2 Soccer 0 -1.716423e-02
## 3491 2 Softball 0 -2.404887e-01
## 3492 2 Softball -1652 7.530364e-02
## 3493 2 Softball 0 1.214202e-01
## 3494 2 Softball 0 -2.314767e-01
## 3495 2 Squash 19096 -3.236516e-01
## 3496 2 Squash 14559 9.346028e-02
## 3497 2 Squash 0 -1.116877e-01
## 3498 2 Squash 0 -1.485158e-03
## 3499 2 Swimming and Diving 6138 -2.099313e-01
## 3500 2 Swimming and Diving 29724 -6.188146e-02
## 3501 2 Swimming and Diving 0 1.588265e-01
## 3502 2 Swimming and Diving 0 -2.802351e-03
## 3503 2 Tennis -5195 -1.750368e-01
## 3504 2 Tennis -9499 1.129815e-01
## 3505 2 Tennis 0 -4.261474e-02
## 3506 2 Tennis 0 -8.599384e-02
## 3507 2 Volleyball 1 -2.568766e-02
## 3508 2 Volleyball -52339 -4.298298e-02
## 3509 2 Volleyball 0 1.303124e-02
## 3510 2 Volleyball 0 2.029713e-02
## 3511 2 All Track Combined 47060 -4.287308e-02
## 3512 2 All Track Combined 51595 6.224517e-02
## 3513 2 All Track Combined -29860 -4.621693e-02
## 3514 2 All Track Combined 43203 5.683265e-02
## 3515 2 Baseball 78781 6.122235e-02
## 3516 2 Baseball 154233 1.485373e-01
## 3517 2 Baseball 224735 2.965167e-01
## 3518 2 Baseball 331011 -1.337842e-01
## 3519 2 Basketball -43387 -2.443010e-02
## 3520 2 Basketball 465187 4.730567e-01
## 3521 2 Basketball 179016 -9.050718e-02
## 3522 2 Basketball 462071 1.364312e-01
## 3523 2 Football 19603 -9.486102e-02
## 3524 2 Football 185224 -2.512598e-02
## 3525 2 Football 57032 -1.014685e-02
## 3526 2 Football 233785 -1.722470e-02
## 3527 2 Golf 57433 1.442340e-01
## 3528 2 Golf 139023 3.102550e-03
## 3529 2 Golf 26084 -2.895482e-03
## 3530 2 Golf 50198 3.449205e-02
## 3531 2 Soccer 59506 1.860891e-01
## 3532 2 Soccer -12380 -1.548066e-01
## 3533 2 Soccer -77882 -7.118123e-02
## 3534 2 Soccer 43126 2.247741e-01
## 3535 2 Swimming 36450 -1.605200e-01
## 3536 2 Swimming 81404 2.123126e-01
## 3537 2 Swimming and Diving 84868 1.213924e-01
## 3538 2 Swimming and Diving -5596 -2.794087e-01
## 3539 2 Tennis 7891 7.001914e-03
## 3540 2 Tennis 34805 2.726995e-01
## 3541 2 Tennis 56563 -2.029861e-01
## 3542 2 Tennis 1879 8.672117e-02
## 3543 2 Wrestling 37562 -1.610964e-02
## 3544 2 Wrestling 67345 -6.277417e-02
## 3545 2 Wrestling 312948 9.726823e-01
## 3546 2 Wrestling -14665 -4.152631e-01
## 3547 2 All Track Combined 36424 -1.600807e-02
## 3548 2 All Track Combined -49943 -1.014904e-01
## 3549 2 All Track Combined -52399 -9.514428e-02
## 3550 2 All Track Combined 20421 2.526632e-01
## 3551 2 Basketball 43716 -6.199536e-02
## 3552 2 Basketball -118357 1.847525e-01
## 3553 2 Basketball 47708 5.352324e-02
## 3554 2 Basketball 608572 4.109208e-01
## 3555 2 Field Hockey 82856 4.681582e-02
## 3556 2 Field Hockey 43544 2.727117e-04
## 3557 2 Field Hockey 28924 -4.898125e-02
## 3558 2 Field Hockey -2133 4.598881e-02
## 3559 2 Lacrosse 80282 1.872067e-01
## 3560 2 Lacrosse 212248 2.599001e-01
## 3561 2 Lacrosse -58929 -2.755848e-01
## 3562 2 Lacrosse -58864 -3.399387e-02
## 3563 2 Soccer -40933 -4.466810e-02
## 3564 2 Soccer 57536 2.186944e-02
## 3565 2 Soccer 129830 1.617931e-01
## 3566 2 Soccer -24561 -1.148849e-01
## 3567 2 Swimming 52459 1.668424e-01
## 3568 2 Swimming -9732 -2.496452e-01
## 3569 2 Swimming and Diving -4907 -4.086155e-02
## 3570 2 Swimming and Diving -77742 1.414330e-01
## 3571 2 Tennis 12728 1.067875e-03
## 3572 2 Tennis 88546 2.217493e-01
## 3573 2 Tennis -25394 -2.102157e-01
## 3574 2 Tennis 23027 2.681324e-01
## 3575 2 Volleyball 30170 -1.066180e-01
## 3576 2 Volleyball 29874 8.001905e-02
## 3577 2 Volleyball 1128 1.144881e-01
## 3578 2 Volleyball 8839 8.329457e-02
## 3579 3 All Track Combined 0 6.732447e-03
## 3580 3 All Track Combined 0 7.264610e-02
## 3581 3 All Track Combined 0 3.946518e-02
## 3582 3 All Track Combined 0 -1.132669e-02
## 3583 3 Basketball 0 -6.329791e-03
## 3584 3 Basketball 0 2.794427e-01
## 3585 3 Basketball 0 -4.048957e-02
## 3586 3 Basketball 0 -2.510245e-02
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## 3588 3 Golf 0 -1.870913e-02
## 3589 3 Golf 0 4.679636e-02
## 3590 3 Golf 0 -4.415844e-02
## 3591 3 Soccer 0 6.275712e-02
## 3592 3 Soccer 0 1.298925e-02
## 3593 3 Soccer 0 3.011709e-02
## 3594 3 Soccer 0 -2.734248e-02
## 3595 3 Tennis 0 1.212473e-01
## 3596 3 Tennis 0 4.913438e-02
## 3597 3 Tennis 0 4.785383e-02
## 3598 3 Tennis 0 5.131962e-02
## 3599 3 All Track Combined 0 3.376582e-02
## 3600 3 All Track Combined 0 5.934433e-02
## 3601 3 All Track Combined 0 1.334286e-02
## 3602 3 All Track Combined 0 2.703085e-02
## 3603 3 Basketball 0 2.157260e-02
## 3604 3 Basketball 0 6.697807e-02
## 3605 3 Basketball 0 6.134232e-02
## 3606 3 Basketball 0 -7.968107e-02
## 3607 3 Soccer 0 1.062084e-01
## 3608 3 Soccer 0 3.479440e-02
## 3609 3 Soccer 0 -4.965394e-02
## 3610 3 Soccer 0 -2.827235e-02
## 3611 3 Softball 0 1.339941e-01
## 3612 3 Softball 0 -2.751976e-02
## 3613 3 Softball 0 -4.359537e-02
## 3614 3 Softball 0 -6.303418e-02
## 3615 3 Tennis 0 2.170790e-01
## 3616 3 Tennis 0 -4.737858e-03
## 3617 3 Tennis 0 4.841228e-02
## 3618 3 Tennis 0 -2.008932e-01
## 3619 3 Volleyball 0 2.124574e-01
## 3620 3 Volleyball 0 -6.890342e-02
## 3621 3 Volleyball 0 4.995392e-02
## 3622 3 Volleyball 0 -5.672951e-02
## 3623 2 All Track Combined 0 4.186995e-01
## 3624 2 All Track Combined 0 6.744712e-02
## 3625 2 All Track Combined 0 -1.955768e-01
## 3626 2 All Track Combined 0 8.451282e-03
## 3627 2 Baseball 0 -1.263901e-01
## 3628 2 Baseball 0 4.380988e-02
## 3629 2 Baseball 0 3.106190e-01
## 3630 2 Baseball 0 -2.323860e-01
## 3631 2 Basketball 0 -1.020131e-01
## 3632 2 Basketball 0 -1.036182e-01
## 3633 2 Basketball 0 -2.566521e-01
## 3634 2 Basketball 0 1.627371e-03
## 3635 2 Football 0 -4.879016e-02
## 3636 2 Football 0 6.061822e-05
## 3637 2 Football 0 4.791402e-02
## 3638 2 Football 0 -1.316808e-01
## 3639 2 All Track Combined 0 -8.405376e-02
## 3640 2 All Track Combined 0 -5.133918e-02
## 3641 2 All Track Combined 0 2.758626e-01
## 3642 2 All Track Combined 0 -2.464918e-01
## 3643 2 Basketball 0 -3.175350e-02
## 3644 2 Basketball 0 -8.128630e-02
## 3645 2 Basketball 0 3.045764e-01
## 3646 2 Basketball 0 -6.166887e-02
## 3647 2 Bowling 0 1.432348e-01
## 3648 2 Bowling 0 3.855192e-02
## 3649 2 Bowling 0 -1.586498e-01
## 3650 2 Bowling 0 8.460004e-02
## 3651 2 Equestrian 0 -1.232207e-01
## 3652 2 Equestrian 0 1.879472e-01
## 3653 2 Equestrian 0 2.156696e-01
## 3654 2 Equestrian 0 1.387627e-01
## 3655 2 Golf 0 -2.699234e-01
## 3656 2 Golf 0 4.869662e-01
## 3657 2 Golf 0 -1.776594e-01
## 3658 2 Golf 0 -6.310196e-02
## 3659 2 Lacrosse 0 -2.253855e-01
## 3660 2 Lacrosse 0 1.484536e-01
## 3661 2 Lacrosse 0 9.364955e-02
## 3662 2 Lacrosse 0 2.364468e-02
## 3663 2 Soccer 0 -6.599801e-02
## 3664 2 Soccer 0 -8.322902e-03
## 3665 2 Soccer 0 1.079669e-01
## 3666 2 Soccer 0 1.343869e-01
## 3667 2 Softball 0 -6.362401e-02
## 3668 2 Softball 0 1.760479e-01
## 3669 2 Softball 0 -8.406754e-02
## 3670 2 Softball 0 1.306033e-01
## 3671 2 Tennis 0 1.752237e-01
## 3672 2 Tennis 0 1.751515e-01
## 3673 2 Tennis 0 -8.318549e-02
## 3674 2 Tennis 0 -3.181884e-02
## 3675 2 Volleyball 0 -4.164122e-02
## 3676 2 Volleyball 0 8.026801e-02
## 3677 2 Volleyball 0 1.306181e-01
## 3678 2 Volleyball 0 5.693900e-01
## 3679 2 All Track Combined 235727 1.222172e-01
## 3680 2 All Track Combined 190555 -1.049282e-01
## 3681 2 All Track Combined 12019 -2.652660e-01
## 3682 2 All Track Combined -165789 -3.268049e-01
## 3683 2 Basketball -236875 1.795214e-01
## 3684 2 Basketball -208155 -7.737322e-02
## 3685 2 Basketball -91131 2.807360e-02
## 3686 2 Basketball -1325489 -3.458816e-01
## 3687 2 Football -276356 -4.143930e-02
## 3688 2 Football -260144 5.608878e-02
## 3689 2 Football 220163 7.709948e-01
## 3690 2 Football -797622 -8.249432e-01
## 3691 2 Golf 53113 -1.693811e-01
## 3692 2 Golf 50823 8.371578e-02
## 3693 2 Golf 53977 -5.088614e-02
## 3694 2 Golf -178932 -3.677312e-01
## 3695 2 Soccer 158424 4.743469e-01
## 3696 2 Soccer 167303 -3.380588e-02
## 3697 2 Soccer 28660 -2.168408e-01
## 3698 2 Soccer -254676 -2.409192e-01
## 3699 2 Tennis 65967 -3.306505e-01
## 3700 2 Tennis 59618 -7.031777e-02
## 3701 2 Tennis 27409 -8.073862e-02
## 3702 2 Tennis -118941 -2.888273e-01
## 3703 2 All Track Combined 126612 -1.461485e-01
## 3704 2 All Track Combined 30801 -1.409635e-01
## 3705 2 All Track Combined 22209 -2.126072e-01
## 3706 2 All Track Combined -180284 -3.084550e-01
## 3707 2 Basketball -252619 3.732323e-01
## 3708 2 Basketball -103033 1.422760e-01
## 3709 2 Basketball 1166078 8.136100e-01
## 3710 2 Basketball 599066 -5.798348e-02
## 3711 2 Golf 24039 1.835364e-01
## 3712 2 Golf 40663 1.490687e-01
## 3713 2 Golf -12050 -2.552151e-01
## 3714 2 Golf -106555 -1.666513e-01
## 3715 2 Rowing -152432 -3.991776e-01
## 3716 2 Rowing -196105 3.003194e-01
## 3717 2 Rowing -38037 9.084490e-01
## 3718 2 Rowing -212534 -7.046621e-01
## 3719 2 Soccer 108056 1.180778e-01
## 3720 2 Soccer 138529 8.027669e-02
## 3721 2 Soccer -19082 -2.420683e-01
## 3722 2 Soccer -248499 -2.698423e-01
## 3723 2 Softball 65116 2.053382e-01
## 3724 2 Softball 62980 4.594511e-02
## 3725 2 Softball 31846 -1.273031e-01
## 3726 2 Softball -283489 -3.224359e-01
## 3727 2 Tennis 16635 -3.350492e-01
## 3728 2 Tennis 14565 2.766120e-01
## 3729 2 Tennis -7554 2.142764e-02
## 3730 2 Tennis -137562 -2.865098e-01
## 3731 2 Volleyball 64593 2.706281e-02
## 3732 2 Volleyball 11600 -9.560302e-02
## 3733 2 Volleyball -6006 -9.579191e-02
## 3734 2 Volleyball -244865 -2.974027e-01
## 3735 3 Basketball 0 -2.218039e-02
## 3736 3 Basketball 0 3.341998e-02
## 3737 3 Basketball 0 -6.661754e-02
## 3738 3 Basketball 0 -4.622482e-02
## 3739 3 Golf 0 3.947464e-01
## 3740 3 Golf 0 2.204938e-01
## 3741 3 Golf 0 9.141503e-02
## 3742 3 Golf 0 -4.634853e-02
## 3743 3 Lacrosse 0 8.646428e-02
## 3744 3 Lacrosse 0 1.488702e-02
## 3745 3 Lacrosse 0 2.488896e-02
## 3746 3 Lacrosse 0 -1.146882e-01
## 3747 3 Rowing 0 2.877455e-01
## 3748 3 Rowing 0 -7.610060e-02
## 3749 3 Rowing 0 1.120183e-01
## 3750 3 Rowing 0 -6.775994e-02
## 3751 3 Soccer 0 2.841818e-02
## 3752 3 Soccer 0 2.686951e-02
## 3753 3 Soccer 0 -8.421980e-02
## 3754 3 Soccer 0 -6.693508e-02
## 3755 3 Squash 0 1.833996e-01
## 3756 3 Squash 0 -2.255958e-01
## 3757 3 Squash 0 3.397913e-01
## 3758 3 Squash 0 -2.051135e-01
## 3759 3 Swimming and Diving 0 2.135521e-02
## 3760 3 Swimming and Diving 0 8.221534e-02
## 3761 3 Swimming and Diving 0 4.738141e-02
## 3762 3 Swimming and Diving 0 -8.063057e-02
## 3763 3 Tennis 0 2.292970e-01
## 3764 3 Tennis 0 4.728868e-02
## 3765 3 Tennis 0 6.062277e-02
## 3766 3 Tennis 0 -1.434211e-01
## 3767 3 Wrestling 0 1.546498e-01
## 3768 3 Wrestling 0 3.411135e-01
## 3769 3 Wrestling 0 -1.046566e-01
## 3770 3 Wrestling 0 -4.832254e-02
## 3771 3 Basketball 0 -1.718662e-02
## 3772 3 Basketball 0 6.565335e-02
## 3773 3 Basketball 0 -1.179487e-01
## 3774 3 Basketball -1 1.232426e-01
## 3775 3 Field Hockey 0 -5.014002e-02
## 3776 3 Field Hockey 0 1.980553e-01
## 3777 3 Field Hockey 0 6.857224e-02
## 3778 3 Field Hockey 0 -3.649541e-02
## 3779 3 Lacrosse 0 3.703065e-01
## 3780 3 Lacrosse 0 -7.894865e-02
## 3781 3 Lacrosse 0 1.396274e-01
## 3782 3 Lacrosse 0 -9.777096e-03
## 3783 3 Rowing 0 1.640762e-01
## 3784 3 Rowing 0 2.350481e-01
## 3785 3 Rowing 0 -1.111597e-02
## 3786 3 Rowing 1 -8.810351e-02
## 3787 3 Soccer 0 1.043557e-01
## 3788 3 Soccer 0 2.111443e-02
## 3789 3 Soccer 0 -6.207198e-02
## 3790 3 Soccer 0 -1.206898e-01
## 3791 3 Softball 0 2.671008e-01
## 3792 3 Softball 0 -1.487718e-02
## 3793 3 Softball 0 6.376597e-02
## 3794 3 Softball 0 -5.444734e-02
## 3795 3 Squash 0 -1.488811e-01
## 3796 3 Squash 0 7.441030e-01
## 3797 3 Squash 0 3.786736e-02
## 3798 3 Squash 0 -1.069907e-01
## 3799 3 Swimming and Diving 0 4.462868e-01
## 3800 3 Swimming and Diving 0 -4.457272e-02
## 3801 3 Swimming and Diving 0 7.342768e-02
## 3802 3 Swimming and Diving 0 -9.327243e-03
## 3803 3 Tennis 0 3.468604e-01
## 3804 3 Tennis 0 8.727793e-02
## 3805 3 Tennis 0 1.561199e-01
## 3806 3 Tennis 0 1.317022e-02
## 3807 1 All Track Combined -272717 1.041957e-01
## 3808 1 All Track Combined -338529 -8.152714e-02
## 3809 1 All Track Combined -386987 2.795976e-02
## 3810 1 All Track Combined -326358 1.805090e-02
## 3811 1 Baseball -1028203 1.874753e-02
## 3812 1 Baseball -299538 5.554400e-01
## 3813 1 Baseball -1495331 -3.251245e-01
## 3814 1 Baseball -1133372 1.488113e-02
## 3815 1 Basketball 14890599 1.084223e-01
## 3816 1 Basketball 15585375 5.854763e-02
## 3817 1 Basketball 13311418 -2.533029e-02
## 3818 1 Basketball 13433700 -5.936747e-02
## 3819 1 Fencing -335328 1.965663e+00
## 3820 1 Fencing -395281 -5.171876e-01
## 3821 1 Fencing -291386 2.967221e+00
## 3822 1 Fencing -362569 -2.376511e-01
## 3823 1 Football 9415466 6.642300e-02
## 3824 1 Football 11643860 1.161074e-01
## 3825 1 Football 11522144 6.562982e-02
## 3826 1 Football 14492262 -1.633516e-02
## 3827 1 Golf -229001 5.318808e-02
## 3828 1 Golf -230185 1.494477e-01
## 3829 1 Golf 678834 1.397280e+00
## 3830 1 Golf -204201 -5.844502e-01
## 3831 1 Lacrosse -354277 -3.125191e-02
## 3832 1 Lacrosse -790212 -7.732480e-02
## 3833 1 Lacrosse -796715 2.257969e-02
## 3834 1 Lacrosse -382111 2.123452e-02
## 3835 1 Soccer -431259 1.789503e-02
## 3836 1 Soccer -273161 9.362577e-02
## 3837 1 Soccer -311175 3.861794e-02
## 3838 1 Soccer -155546 -3.170587e-02
## 3839 1 Swimming and Diving -526425 1.613316e-01
## 3840 1 Swimming and Diving -536897 -6.238085e-01
## 3841 1 Swimming and Diving -566111 6.364352e-01
## 3842 1 Swimming and Diving -539459 2.303488e-02
## 3843 1 Tennis -265918 8.348489e-02
## 3844 1 Tennis -313052 -1.262554e-01
## 3845 1 Tennis -267948 6.823932e-02
## 3846 1 Tennis -197677 1.688386e-01
## 3847 1 Wrestling -538623 -2.096305e-02
## 3848 1 Wrestling -537997 3.708607e-01
## 3849 1 Wrestling -465532 3.947005e-01
## 3850 1 Wrestling -419257 -1.645447e-01
## 3851 1 All Track Combined 136764 7.019015e-03
## 3852 1 All Track Combined 133799 4.649205e-02
## 3853 1 All Track Combined -66771 -5.441090e-04
## 3854 1 All Track Combined 88595 5.337786e-02
## 3855 1 Basketball -2750055 1.472058e-01
## 3856 1 Basketball -3129452 5.690975e-02
## 3857 1 Basketball -2847818 2.871455e-03
## 3858 1 Basketball -2807555 1.038635e-02
## 3859 1 Fencing -134679 3.919675e-01
## 3860 1 Fencing -191682 -1.764203e-02
## 3861 1 Fencing -197833 3.598035e-01
## 3862 1 Fencing -63251 2.531171e-02
## 3863 1 Field Hockey -205739 1.450777e-02
## 3864 1 Field Hockey -104701 4.466354e-02
## 3865 1 Field Hockey -92787 4.846667e-02
## 3866 1 Field Hockey -6270 5.728652e-02
## 3867 1 Golf -206349 3.061433e-02
## 3868 1 Golf -181751 3.526410e-02
## 3869 1 Golf -192491 8.119161e-02
## 3870 1 Golf 75370 2.525909e-01
## 3871 1 Lacrosse -254235 5.893806e-02
## 3872 1 Lacrosse -263564 -8.581596e-02
## 3873 1 Lacrosse -287423 1.540994e-01
## 3874 1 Lacrosse -170003 2.563258e-02
## 3875 1 Rowing -88696 1.496195e-01
## 3876 1 Rowing -66865 1.316075e-01
## 3877 1 Rowing -456280 -6.341220e-02
## 3878 1 Rowing -14524 1.364661e-01
## 3879 1 Soccer -140803 -1.107510e-02
## 3880 1 Soccer -125092 1.506039e-01
## 3881 1 Soccer 25988 1.553096e-02
## 3882 1 Soccer 282924 9.699277e-02
## 3883 1 Softball -536448 -6.394881e-01
## 3884 1 Softball -151721 9.653481e-01
## 3885 1 Softball -353733 -2.214587e-01
## 3886 1 Swimming and Diving 288298 2.464079e-01
## 3887 1 Swimming and Diving -66362 -2.141135e-01
## 3888 1 Swimming and Diving 17484 3.727094e-01
## 3889 1 Swimming and Diving 78493 4.451559e-02
## 3890 1 Tennis -161214 -6.599899e-02
## 3891 1 Tennis -57782 2.856735e-01
## 3892 1 Tennis -94931 -6.720091e-02
## 3893 1 Tennis -118380 3.796251e-02
## 3894 1 Volleyball -158802 1.278159e-01
## 3895 1 Volleyball -216509 -9.805084e-02
## 3896 1 Volleyball -204688 8.805245e-02
## 3897 1 Volleyball -112645 4.370568e-02
## 3898 2 All Track Combined 0 9.431604e-02
## 3899 2 All Track Combined 0 1.757584e-02
## 3900 2 All Track Combined 0 -2.674912e-02
## 3901 2 All Track Combined 0 -4.992606e-02
## 3902 2 Basketball 0 5.106193e-02
## 3903 2 Basketball 0 1.676608e-01
## 3904 2 Basketball 0 8.122547e-02
## 3905 2 Basketball 0 4.386260e-02
## 3906 2 Football 0 1.941320e-02
## 3907 2 Football 0 1.458899e-01
## 3908 2 Football 0 1.275794e-01
## 3909 2 Football 0 -3.910938e-02
## 3910 2 Soccer 0 3.423059e-03
## 3911 2 Soccer 0 -5.516562e-03
## 3912 2 Soccer 0 5.242047e-02
## 3913 2 Soccer 0 -1.110784e-03
## 3914 2 Tennis 0 1.715850e-01
## 3915 2 Tennis 0 4.218226e-02
## 3916 2 Tennis 0 -2.317652e-02
## 3917 2 Tennis 0 -3.097149e-02
## 3918 2 All Track Combined 0 1.120473e-01
## 3919 2 All Track Combined 0 1.270574e-02
## 3920 2 All Track Combined 0 -4.585630e-02
## 3921 2 All Track Combined 0 9.508700e-03
## 3922 2 Basketball 0 4.207030e-02
## 3923 2 Basketball 0 5.985135e-02
## 3924 2 Basketball 0 -5.936660e-03
## 3925 2 Basketball 0 8.905337e-03
## 3926 2 Bowling 0 -9.033918e-01
## 3927 2 Bowling 0 2.707941e-01
## 3928 2 Bowling 0 5.898053e-02
## 3929 2 Bowling 0 -1.606323e-02
## 3930 2 Lacrosse 0 2.151487e-02
## 3931 2 Lacrosse 0 1.020127e-01
## 3932 2 Lacrosse 0 7.818158e-02
## 3933 2 Lacrosse 0 -2.787394e-02
## 3934 2 Rowing 0 1.633100e-01
## 3935 2 Rowing 0 1.185764e-01
## 3936 2 Rowing 0 -7.694473e-02
## 3937 2 Rowing 0 -7.229163e-02
## 3938 2 Soccer 0 1.515377e-02
## 3939 2 Soccer 0 5.170182e-02
## 3940 2 Soccer 0 7.081304e-02
## 3941 2 Soccer 0 -8.466539e-03
## 3942 2 Swimming 0 1.278531e-01
## 3943 2 Swimming 0 1.723726e-01
## 3944 2 Swimming and Diving 0 8.857056e-02
## 3945 2 Swimming and Diving 0 2.674679e-02
## 3946 2 Tennis 0 7.109870e-02
## 3947 2 Tennis 0 2.805668e-04
## 3948 2 Tennis 0 1.346583e-02
## 3949 2 Tennis 0 3.949644e-02
## 3950 2 Volleyball 0 7.799065e-02
## 3951 2 Volleyball 0 5.370966e-02
## 3952 2 Volleyball 0 4.796181e-02
## 3953 2 Volleyball 0 -3.480573e-03
## 3954 1 All Track Combined 128221 1.234264e-01
## 3955 1 All Track Combined 243240 -1.103752e-01
## 3956 1 All Track Combined 19706 -1.461916e-01
## 3957 1 All Track Combined 65938 -1.052318e-01
## 3958 1 Baseball 49798 1.824978e-01
## 3959 1 Baseball 494503 7.824253e-02
## 3960 1 Baseball 7254 7.497556e-02
## 3961 1 Baseball 314024 -2.339473e-01
## 3962 1 Basketball 112766 3.564701e-02
## 3963 1 Basketball 63890 -7.242740e-02
## 3964 1 Basketball 2926 2.189095e-01
## 3965 1 Basketball 0 1.139169e-02
## 3966 1 Football 2003952 2.699040e-02
## 3967 1 Football 625751 -1.105186e-01
## 3968 1 Football 41779 2.617115e-01
## 3969 1 Football 0 -1.516481e-01
## 3970 1 Golf 245590 1.204392e-01
## 3971 1 Golf 234858 1.909080e-03
## 3972 1 Golf 11809 -3.646818e-01
## 3973 1 Golf 0 -2.815569e-02
## 3974 1 Swimming and Diving 154470 1.656383e-01
## 3975 1 Swimming and Diving 209162 -2.280776e-02
## 3976 1 Swimming and Diving 8910 -2.236562e-01
## 3977 1 Swimming and Diving 0 8.650334e-03
## 3978 1 Tennis 185038 9.686858e-02
## 3979 1 Tennis 261100 -1.572671e-02
## 3980 1 Tennis 30064 -3.500802e-01
## 3981 1 Tennis 29218 2.602217e-02
## 3982 1 All Track Combined 106693 2.105526e-01
## 3983 1 All Track Combined 122402 -4.916379e-02
## 3984 1 All Track Combined 12717 -6.081525e-02
## 3985 1 All Track Combined 0 -1.082503e-01
## 3986 1 Basketball 478665 -2.849219e-02
## 3987 1 Basketball 332635 -4.415298e-02
## 3988 1 Basketball 34053 -1.153862e-01
## 3989 1 Basketball 52 3.207697e-03
## 3990 1 Golf 253150 1.769054e-01
## 3991 1 Golf 228312 -6.721778e-02
## 3992 1 Golf 16428 -3.515634e-01
## 3993 1 Golf 22465 -4.160497e-02
## 3994 1 Lacrosse 259106 8.364936e-01
## 3995 1 Lacrosse 25845 -1.505312e-01
## 3996 1 Lacrosse 0 8.350697e-02
## 3997 1 Soccer 238899 1.282663e-01
## 3998 1 Soccer 263397 -5.041574e-02
## 3999 1 Soccer 31450 -1.652089e-01
## 4000 1 Soccer 0 -3.387831e-02
## 4001 1 Softball 203675 1.511116e-01
## 4002 1 Softball 352968 -6.937040e-03
## 4003 1 Softball 36250 -1.983554e-01
## 4004 1 Softball 58921 1.839050e-01
## 4005 1 Swimming and Diving 150124 2.565952e-02
## 4006 1 Swimming and Diving 187899 -4.398638e-02
## 4007 1 Swimming and Diving 19035 -2.564688e-01
## 4008 1 Swimming and Diving 0 1.243079e-01
## 4009 1 Tennis 134520 1.266139e-01
## 4010 1 Tennis 169064 1.717316e-02
## 4011 1 Tennis 16378 -2.815207e-01
## 4012 1 Tennis 19798 -5.612276e-02
## 4013 1 Volleyball 332625 1.034137e-01
## 4014 1 Volleyball 323306 3.037370e-02
## 4015 1 Volleyball 17879 -2.281731e-01
## 4016 1 Volleyball 0 -1.185822e-01
## 4017 2 All Track Combined 0 0.000000e+00
## 4018 2 Baseball 0 -6.555747e-02
## 4019 2 Baseball 0 2.327032e-01
## 4020 2 Baseball 0 -4.606335e-02
## 4021 2 Baseball 0 -1.057411e-01
## 4022 2 Basketball 0 -1.392291e-01
## 4023 2 Basketball 0 1.599651e-01
## 4024 2 Basketball 0 3.458848e-02
## 4025 2 Basketball 0 1.499489e-01
## 4026 2 Football 0 7.198484e-02
## 4027 2 Football 0 4.079515e-01
## 4028 2 Football 0 -1.936953e-01
## 4029 2 Football 0 -2.363128e-02
## 4030 2 Golf 0 -7.715708e-02
## 4031 2 Golf 0 1.319039e-02
## 4032 2 Golf 0 -1.314815e-01
## 4033 2 Golf 0 -1.845681e-01
## 4034 2 Soccer 0 1.530845e-02
## 4035 2 Soccer 0 3.502335e-02
## 4036 2 Soccer 0 6.374200e-02
## 4037 2 Soccer 0 -8.690967e-03
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## 4596 1 All Track Combined 0 -7.981200e-01
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## 4691 3 Volleyball 0 1.229160e-01
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## 4693 1 All Track Combined 53 -4.007454e-02
## 4694 1 All Track Combined 3717 -1.677072e-02
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## 4710 1 Soccer 2664 -1.227442e-01
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## 4713 1 All Track Combined 148 -1.170399e-01
## 4714 1 All Track Combined -9782 2.419323e-01
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## 4737 1 Swimming and Diving -132238 7.925298e-02
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## 4740 1 Tennis -30171 8.563513e-02
## 4741 1 Tennis -10000 -3.139479e-01
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## 4749 1 All Track Combined 0 1.487072e-01
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## 4778 1 All Track Combined 0 1.195797e-01
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## 4813 2 All Track Combined 0 2.442530e-02
## 4814 2 All Track Combined 0 9.417468e-02
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## 4831 2 Golf 0 -3.737441e-01
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## 4833 2 Soccer 0 3.095409e-02
## 4834 2 Soccer 0 2.536454e-02
## 4835 2 Soccer 0 -3.353407e-02
## 4836 2 Squash 0 -8.149460e-02
## 4837 2 Squash 0 1.991962e-01
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## 4839 2 Squash 0 7.965040e-01
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## 4852 2 All Track Combined 0 3.815823e-02
## 4853 2 All Track Combined 0 7.926780e-03
## 4854 2 All Track Combined 0 -6.554260e-02
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## 4861 2 Rowing 0 7.277763e-03
## 4862 2 Rowing 0 5.997645e-03
## 4863 2 Rowing 0 2.804961e-02
## 4864 2 Soccer 0 7.514650e-02
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## 4883 2 Volleyball 0 -8.041389e-02
## 4884 2 All Track Combined -73562 0.000000e+00
## 4885 2 All Track Combined -89535 -1.833665e-02
## 4886 2 Baseball 73383 2.796820e-01
## 4887 2 Baseball 16432 3.403698e-02
## 4888 2 Basketball 461919 1.235834e+00
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## 4893 2 Golf 446725 1.060807e+00
## 4894 2 Lacrosse 167786 1.212358e+00
## 4895 2 Lacrosse 2311 -7.132035e-03
## 4896 2 Soccer 92965 -3.560268e-01
## 4897 2 Soccer -5660 9.199340e-02
## 4898 2 Tennis 97792 -4.979768e-01
## 4899 2 Tennis 145160 1.108840e-01
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## 4901 2 All Track Combined 229777 2.938998e-02
## 4902 2 Basketball 131243 6.043034e-01
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## 4910 2 Softball 36725 -1.950140e-01
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## 4914 2 Volleyball 99883 4.076959e-01
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## 4930 2 Tennis 116966 1.225490e-01
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## 4933 2 All Track Combined 0 -1.018226e-01
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## 4946 2 Volleyball 54871 -4.393629e-02
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## 4950 2 All Track Combined 38299 2.599770e-01
## 4951 2 All Track Combined 13914 4.738554e-02
## 4952 2 Baseball 0 1.812272e-01
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## 4968 2 Soccer 0 3.468543e-02
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## 5513 2 All Track Combined 0 1.016605e-02
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## 5557 3 All Track Combined 0 1.155331e-01
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## 5590 3 All Track Combined 0 -1.551742e-01
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## 5592 3 Basketball 0 6.162160e-02
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## 5594 3 Basketball 0 -2.355812e-01
## 5595 3 Basketball 0 1.760385e-01
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## 5605 3 Soccer 0 -1.171119e-02
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## 5609 3 Softball 0 9.852903e-02
## 5610 3 Softball 0 1.853824e-01
## 5611 3 Softball 0 -1.808009e-01
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## 5614 3 Swimming and Diving 0 -1.622209e-01
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## 5617 3 Tennis 0 -3.253644e-02
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## 5622 3 Volleyball 0 6.268809e-02
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## 5625 2 All Track Combined -24871 3.976083e-02
## 5626 2 All Track Combined 452893 6.966031e-01
## 5627 2 All Track Combined 85146 -3.000199e-01
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## 5637 2 Golf 11999 1.880425e-02
## 5638 2 Golf 162593 1.021474e+00
## 5639 2 Golf 28811 -3.576960e-01
## 5640 2 Lacrosse 0 1.842074e+00
## 5641 2 Lacrosse -21975 -1.000151e-01
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## 5649 2 Tennis -9579 1.350801e-01
## 5650 2 Tennis 165747 7.477353e-01
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## 5653 2 All Track Combined 17654 3.196363e-01
## 5654 2 All Track Combined -4178 -1.237998e-01
## 5655 2 All Track Combined 54925 7.262249e-02
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## 5708 2 Ice Hockey 0 1.468023e-01
## 5709 2 Ice Hockey 0 -2.044025e-02
## 5710 2 Ice Hockey 0 -9.859861e-03
## 5711 2 Ice Hockey 0 4.712152e-02
## 5712 2 Lacrosse 0 -1.212221e-01
## 5713 2 Lacrosse 0 -3.786008e-02
## 5714 2 Lacrosse 0 -2.722363e-02
## 5715 2 Lacrosse 0 6.178360e-02
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## 5717 2 Rowing 0 -7.232270e-02
## 5718 2 Rowing 0 6.771656e-03
## 5719 2 Rowing 0 -1.127364e-02
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## 5724 2 Skiing 0 7.301641e-02
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## 5726 2 Skiing 0 2.436517e-01
## 5727 2 Skiing 0 1.416813e-01
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## 5729 2 Soccer 0 -9.457909e-02
## 5730 2 Soccer 0 3.320562e-01
## 5731 2 Soccer 0 1.495266e-02
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## 5733 2 Squash 0 2.549367e-02
## 5734 2 Squash 0 2.909345e-01
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## 5742 2 Tennis 0 1.047333e-01
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## 5744 2 Volleyball 0 -8.855353e-02
## 5745 2 Volleyball 0 2.023057e-01
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## 5747 2 Volleyball 0 -5.330302e-02
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## 5752 2 Wrestling 0 1.883709e-02
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## 5754 2 Wrestling 1 -1.140683e-02
## 5755 2 Wrestling 0 4.012785e-02
## 5756 2 All Track Combined 0 1.241444e-01
## 5757 2 All Track Combined 0 -5.177067e-02
## 5758 2 All Track Combined 0 -4.212524e-02
## 5759 2 All Track Combined 0 -5.983678e-02
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## 5766 2 Fencing 0 1.328131e-01
## 5767 2 Fencing 0 -1.310744e-01
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## 5773 2 Golf 0 1.869173e-01
## 5774 2 Golf 0 3.189953e-01
## 5775 2 Golf 0 -2.737006e-01
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## 5778 2 Ice Hockey 0 7.341394e-02
## 5779 2 Ice Hockey 0 8.604219e-02
## 5780 2 Lacrosse 0 -1.670523e-01
## 5781 2 Lacrosse 0 9.356756e-02
## 5782 2 Lacrosse 0 1.405623e-01
## 5783 2 Lacrosse 0 -3.182357e-02
## 5784 2 Other Sports 0 -1.294517e-01
## 5785 2 Other Sports 0 5.766983e-01
## 5786 2 Other Sports 0 7.628957e-02
## 5787 2 Other Sports 0 1.009970e-01
## 5788 2 Rowing 0 8.835850e-02
## 5789 2 Rowing 0 1.538792e-01
## 5790 2 Rowing 0 1.372524e-02
## 5791 2 Rowing 0 -1.674786e-01
## 5792 2 Sailing 0 -1.704393e-02
## 5793 2 Sailing 0 1.754053e-01
## 5794 2 Sailing 0 1.752168e-01
## 5795 2 Sailing 0 -9.672266e-02
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## 5797 2 Skiing 0 1.515314e-01
## 5798 2 Skiing 0 1.322834e-01
## 5799 2 Skiing 0 9.722709e-02
## 5800 2 Soccer 0 1.094906e-01
## 5801 2 Soccer 0 7.023757e-02
## 5802 2 Soccer 0 1.781648e-01
## 5803 2 Soccer 0 -5.389845e-02
## 5804 2 Softball 0 6.356333e-02
## 5805 2 Softball 0 5.721629e-02
## 5806 2 Softball 0 4.271659e-02
## 5807 2 Softball 0 -1.440593e-01
## 5808 2 Squash 0 5.694993e-02
## 5809 2 Squash 0 -5.140170e-02
## 5810 2 Squash 0 3.003893e-01
## 5811 2 Squash 0 5.274746e-03
## 5812 2 Swimming and Diving 0 -1.909507e-02
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## 5814 2 Swimming and Diving 0 7.754391e-02
## 5815 2 Swimming and Diving 0 3.473985e-02
## 5816 2 Tennis 0 -7.632265e-03
## 5817 2 Tennis 0 2.151239e-01
## 5818 2 Tennis 0 1.302748e-01
## 5819 2 Tennis 0 -2.069472e-01
## 5820 2 Volleyball 0 2.052903e-03
## 5821 2 Volleyball 0 1.979332e-02
## 5822 2 Volleyball 0 9.716282e-02
## 5823 2 Volleyball 0 2.111880e-02
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## 5825 2 Water Polo 0 5.729755e-02
## 5826 2 Water Polo 0 4.850562e-01
## 5827 2 Water Polo 0 -1.395193e-01
## 5828 3 All Track Combined 61436 -1.238673e-01
## 5829 3 All Track Combined -17365 -2.314075e-01
## 5830 3 All Track Combined 16515 3.388671e-01
## 5831 3 All Track Combined -43412 2.627752e-01
## 5832 3 Baseball 9915 -3.547209e-02
## 5833 3 Baseball -50 1.692962e-02
## 5834 3 Baseball 14038 5.842115e-02
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## 5837 3 Basketball 346204 1.236501e-01
## 5838 3 Basketball 87409 4.886103e-01
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## 5841 3 Golf -8109 8.437269e-02
## 5842 3 Golf 1383 9.066965e-02
## 5843 3 Golf 247204 8.605877e-01
## 5844 3 Lacrosse 2794 2.521990e-02
## 5845 3 Lacrosse -65909 -2.137369e-02
## 5846 3 Lacrosse -18491 2.259108e-01
## 5847 3 Lacrosse -58066 -7.632224e-02
## 5848 3 Soccer -519 9.108789e-02
## 5849 3 Soccer 11849 6.225428e-02
## 5850 3 Soccer 13630 -8.435117e-03
## 5851 3 Soccer 159540 2.433956e-01
## 5852 3 All Track Combined 77624 3.100341e-02
## 5853 3 All Track Combined 74836 -1.790202e-01
## 5854 3 All Track Combined -3566 2.357815e-01
## 5855 3 All Track Combined 64065 3.130674e-01
## 5856 3 Basketball 31779 -5.007242e-03
## 5857 3 Basketball 29084 3.382804e-02
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## 5861 3 Golf 16018 4.332578e-02
## 5862 3 Golf 13273 5.735841e-02
## 5863 3 Golf -120 -1.047128e-01
## 5864 3 Lacrosse -28967 2.008845e-01
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## 5866 3 Lacrosse 11653 4.858781e-02
## 5867 3 Lacrosse 33512 -6.238612e-02
## 5868 3 Soccer 6670 1.401333e-02
## 5869 3 Soccer 40088 1.121996e-01
## 5870 3 Soccer 196544 1.898492e-01
## 5871 3 Soccer -173613 -2.029488e-01
## 5872 3 Volleyball 30200 -6.472318e-02
## 5873 3 Volleyball 11996 1.590690e-01
## 5874 3 Volleyball 6580 9.133747e-03
## 5875 3 Volleyball -4693 1.405740e-02
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## 5878 3 Baseball 0 6.686856e-02
## 5879 3 Baseball 0 -2.676995e-02
## 5880 3 Baseball 0 -2.677365e-02
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## 5887 3 Golf 0 9.884694e-02
## 5888 3 Golf 0 -2.442731e-01
## 5889 3 Lacrosse 0 -4.962131e-02
## 5890 3 Lacrosse 0 1.123699e-01
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## 5893 3 Soccer 0 4.357430e-02
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## 5895 3 Soccer 0 7.170681e-02
## 5896 3 Soccer 0 1.420078e-02
## 5897 3 Tennis 0 2.287023e-01
## 5898 3 Tennis 0 6.338212e-02
## 5899 3 Tennis 0 2.210960e-02
## 5900 3 Tennis 0 -9.202072e-02
## 5901 3 Track and Field, Outdoor 0 -7.811672e-01
## 5902 3 Track and Field, X-Country 0 -8.689690e-02
## 5903 3 Track and Field, X-Country 0 1.876401e-01
## 5904 3 Track and Field, X-Country 0 -2.813087e-01
## 5905 3 Wrestling 0 1.130189e-03
## 5906 3 Wrestling 0 1.215309e-01
## 5907 3 Wrestling 0 -3.376170e-03
## 5908 3 Wrestling 0 -9.322658e-03
## 5909 3 All Track Combined 0 0.000000e+00
## 5910 3 Basketball 0 1.434574e-02
## 5911 3 Basketball 0 3.931856e-02
## 5912 3 Basketball 0 1.077756e-01
## 5913 3 Basketball 0 -5.367312e-02
## 5914 3 Field Hockey 0 -1.119004e-02
## 5915 3 Field Hockey 0 -5.339756e-02
## 5916 3 Field Hockey 0 2.007918e-02
## 5917 3 Field Hockey 0 -3.701097e-02
## 5918 3 Golf 0 -4.935256e-03
## 5919 3 Golf 0 -1.407733e-02
## 5920 3 Golf 0 -8.571013e-02
## 5921 3 Golf 0 2.092131e-02
## 5922 3 Lacrosse 0 1.360655e-02
## 5923 3 Lacrosse 0 -1.819463e-02
## 5924 3 Lacrosse 0 1.459411e-01
## 5925 3 Lacrosse 0 -1.284393e-01
## 5926 3 Soccer 0 -3.674911e-02
## 5927 3 Soccer 0 8.783780e-02
## 5928 3 Soccer 0 9.686097e-02
## 5929 3 Soccer 0 -9.967902e-02
## 5930 3 Softball 0 8.999835e-02
## 5931 3 Softball 0 8.284574e-02
## 5932 3 Softball 0 -1.693677e-01
## 5933 3 Softball 0 3.046132e-02
## 5934 3 Tennis 0 5.460335e-02
## 5935 3 Tennis 0 1.827974e-01
## 5936 3 Tennis 0 -9.838887e-03
## 5937 3 Tennis 0 -1.280524e-01
## 5938 3 Track and Field, Outdoor 0 -7.265648e-01
## 5939 3 Track and Field, X-Country 0 1.488950e-01
## 5940 3 Track and Field, X-Country 0 -3.195194e-01
## 5941 3 Track and Field, X-Country 0 9.142907e-02
## 5942 3 Volleyball 0 1.058407e-01
## 5943 3 Volleyball 0 4.461252e-02
## 5944 3 Volleyball 0 -2.586469e-02
## 5945 3 Volleyball 0 1.059945e-02
## 5946 2 All Track Combined 0 6.671967e-02
## 5947 2 All Track Combined 0 -1.000312e-02
## 5948 2 All Track Combined 0 8.021303e-02
## 5949 2 All Track Combined 0 2.148268e-02
## 5950 2 Baseball 0 -1.330631e-01
## 5951 2 Baseball 0 6.980437e-03
## 5952 2 Baseball 0 1.207366e-01
## 5953 2 Baseball 0 -8.895930e-02
## 5954 2 Basketball 0 -1.495075e-01
## 5955 2 Basketball 0 -5.947429e-02
## 5956 2 Basketball 0 4.210049e-02
## 5957 2 Basketball 0 -5.850270e-03
## 5958 2 Football 0 8.707548e-02
## 5959 2 Football 0 2.958524e-02
## 5960 2 Football 0 6.268358e-02
## 5961 2 Football 0 9.265023e-03
## 5962 2 Golf 0 -1.164039e-01
## 5963 2 Golf 0 4.176010e-02
## 5964 2 Golf 0 -9.580195e-03
## 5965 2 Golf 0 -7.058674e-02
## 5966 2 Soccer 0 7.281516e-02
## 5967 2 Soccer 0 5.138846e-02
## 5968 2 Soccer 0 5.262794e-02
## 5969 2 Soccer 0 1.292286e-02
## 5970 2 All Track Combined 0 -1.665195e-02
## 5971 2 All Track Combined 0 -4.048239e-02
## 5972 2 All Track Combined 0 1.991160e-01
## 5973 2 All Track Combined 0 4.228942e-02
## 5974 2 Basketball 0 -4.699218e-02
## 5975 2 Basketball 0 1.100153e-01
## 5976 2 Basketball 0 7.532083e-02
## 5977 2 Basketball 0 2.831531e-02
## 5978 2 Beach Volleyball 0 9.772060e-01
## 5979 2 Beach Volleyball 0 1.521300e-01
## 5980 2 Beach Volleyball 0 1.084639e-01
## 5981 2 Beach Volleyball 0 1.320270e-01
## 5982 2 Golf 0 -5.934791e-02
## 5983 2 Golf 0 2.150113e-01
## 5984 2 Golf 0 -3.680542e-03
## 5985 2 Golf 0 -1.045289e-01
## 5986 2 Soccer 0 8.433765e-02
## 5987 2 Soccer 0 6.404232e-02
## 5988 2 Soccer 0 1.716799e-01
## 5989 2 Soccer 0 -1.184390e-01
## 5990 2 Softball 0 -2.109052e-02
## 5991 2 Softball 0 1.412224e-01
## 5992 2 Softball 0 -1.069917e-02
## 5993 2 Softball 0 4.130737e-03
## 5994 2 Volleyball 0 5.625578e-02
## 5995 2 Volleyball 0 7.832306e-02
## 5996 2 Volleyball 0 6.735497e-02
## 5997 2 Volleyball 0 -1.516599e-02
## 5998 2 All Track Combined 1334221 5.460027e+00
## 5999 2 Basketball 319329 -2.454844e-02
## 6000 2 Basketball 0 -3.299312e-01
## 6001 2 Basketball 0 2.170478e-01
## 6002 2 Basketball -862666 -6.935112e-01
## 6003 2 Football 630821 1.348511e-01
## 6004 2 Football 0 -5.689453e-02
## 6005 2 Football -1 -3.301569e-02
## 6006 2 Football -1633849 -4.051619e-01
## 6007 2 Soccer -29482 4.594733e-01
## 6008 2 Soccer 0 -3.914134e-02
## 6009 2 Soccer 0 1.000347e-02
## 6010 2 Soccer 212301 6.591580e-01
## 6011 2 Swimming 242323 2.952493e+00
## 6012 2 Swimming and Diving -9884 -5.068332e-01
## 6013 2 Swimming and Diving 0 9.073171e-02
## 6014 2 Swimming and Diving -1 -2.850529e-02
## 6015 2 Tennis -10447 1.090729e+00
## 6016 2 Tennis 0 1.313700e-01
## 6017 2 Tennis -1 -7.255866e-02
## 6018 2 Tennis -1877 -1.504806e-01
## 6019 2 Track and Field, Indoor 56200 5.289010e-01
## 6020 2 Track and Field, Indoor 0 -1.280743e-01
## 6021 2 Track and Field, Indoor 1 -3.528763e-01
## 6022 2 Track and Field, Outdoor -25259 2.830813e-01
## 6023 2 Track and Field, Outdoor 0 2.043660e-01
## 6024 2 Track and Field, Outdoor 0 -3.528801e-01
## 6025 2 Track and Field, X-Country -2751 -8.262958e-01
## 6026 2 Track and Field, X-Country 0 -3.125432e-02
## 6027 2 Track and Field, X-Country 2 4.942648e+00
## 6028 2 All Track Combined 1327217 3.797039e+00
## 6029 2 Basketball -4142 -3.450798e-01
## 6030 2 Basketball 0 1.129293e-01
## 6031 2 Basketball 0 -8.086168e-03
## 6032 2 Basketball -551748 -5.105625e-01
## 6033 2 Bowling -22538 2.578697e-02
## 6034 2 Bowling 0 -1.260029e-01
## 6035 2 Bowling 0 1.472787e-01
## 6036 2 Bowling -10365 -3.233889e-01
## 6037 2 Lacrosse -13812 1.858485e-01
## 6038 2 Lacrosse 0 3.929792e-03
## 6039 2 Lacrosse 0 -2.648316e-01
## 6040 2 Lacrosse 212809 1.374628e+00
## 6041 2 Soccer -32153 3.620711e-01
## 6042 2 Soccer 0 1.980215e-01
## 6043 2 Soccer 0 7.854226e-02
## 6044 2 Soccer -141721 -1.633597e-01
## 6045 2 Softball -63710 -1.855076e-02
## 6046 2 Softball 0 1.203998e-01
## 6047 2 Softball 0 1.736715e-02
## 6048 2 Softball 149624 3.042837e-01
## 6049 2 Swimming 138349 1.543638e+00
## 6050 2 Swimming and Diving -9884 -4.328579e-01
## 6051 2 Swimming and Diving 0 9.073171e-02
## 6052 2 Swimming and Diving -2 -3.632088e-02
## 6053 2 Tennis -10447 -1.436430e-01
## 6054 2 Tennis 0 1.313700e-01
## 6055 2 Tennis 1 -6.749310e-02
## 6056 2 Tennis -52043 1.617401e-01
## 6057 2 Track and Field, Indoor -2679 1.119317e-01
## 6058 2 Track and Field, Indoor 0 2.437464e-01
## 6059 2 Track and Field, Indoor 0 -6.075926e-01
## 6060 2 Track and Field, Outdoor -84138 4.833785e-01
## 6061 2 Track and Field, Outdoor 0 7.179512e-01
## 6062 2 Track and Field, Outdoor 1 -6.075899e-01
## 6063 2 Track and Field, X-Country -2751 -7.991821e-01
## 6064 2 Track and Field, X-Country 0 -3.125432e-02
## 6065 2 Track and Field, X-Country 0 4.140257e+00
## 6066 2 Volleyball -13711 4.253620e-01
## 6067 2 Volleyball 0 6.409320e-02
## 6068 2 Volleyball 0 5.028764e-01
## 6069 2 Volleyball -362575 -5.418136e-01
## 6070 2 All Track Combined -258432 1.338713e-01
## 6071 2 All Track Combined 0 5.342870e-01
## 6072 2 All Track Combined 0 4.282342e-02
## 6073 2 All Track Combined 0 -5.237687e-02
## 6074 2 Basketball -40633 -1.195201e-02
## 6075 2 Basketball 0 8.599846e-02
## 6076 2 Basketball 0 1.256800e-01
## 6077 2 Basketball 0 -1.644471e-01
## 6078 2 Football -778435 -1.283920e-02
## 6079 2 Football 0 1.893154e-01
## 6080 2 Football 0 2.262259e-01
## 6081 2 Football 0 -2.184477e-02
## 6082 2 Tennis -81146 6.947655e-02
## 6083 2 Tennis 0 6.295136e-01
## 6084 2 Tennis 0 -8.548113e-02
## 6085 2 Tennis 0 1.723206e-01
## 6086 2 All Track Combined -244575 5.434164e-02
## 6087 2 All Track Combined 0 1.539519e+00
## 6088 2 All Track Combined 0 -1.288013e-01
## 6089 2 All Track Combined 0 1.630224e-01
## 6090 2 Basketball -328895 2.381069e-01
## 6091 2 Basketball 0 5.025725e-01
## 6092 2 Basketball 0 6.035766e-02
## 6093 2 Basketball 0 -1.674047e-02
## 6094 2 Golf -133011 -2.171341e-01
## 6095 2 Golf 0 1.716978e+00
## 6096 2 Golf 0 -2.589296e-01
## 6097 2 Golf 0 1.441722e-01
## 6098 2 Soccer -172500 6.187922e-02
## 6099 2 Soccer 0 3.911043e-01
## 6100 2 Soccer 0 -3.624925e-02
## 6101 2 Soccer 0 -6.697973e-02
## 6102 2 Softball -142378 -4.053375e-02
## 6103 2 Softball 0 3.535489e-01
## 6104 2 Softball 0 1.173180e-01
## 6105 2 Softball 0 -9.352789e-02
## 6106 2 Tennis -155041 4.576261e-02
## 6107 2 Tennis 0 8.892558e-01
## 6108 2 Tennis 0 -1.619740e-03
## 6109 2 Tennis 0 8.416294e-02
## 6110 2 Volleyball -293528 -4.545670e-02
## 6111 2 Volleyball 0 1.127610e+00
## 6112 2 Volleyball 0 1.256372e-01
## 6113 2 Volleyball 0 1.315727e-01
## 6114 2 All Track Combined 0 7.762563e-02
## 6115 2 All Track Combined 0 1.292729e-01
## 6116 2 All Track Combined 0 -8.591035e-02
## 6117 2 All Track Combined 0 1.360348e-02
## 6118 2 Baseball 0 -1.376857e-04
## 6119 2 Baseball 0 1.489113e-01
## 6120 2 Baseball 0 2.228846e-01
## 6121 2 Baseball 0 -2.176738e-01
## 6122 2 Basketball 0 -5.768335e-02
## 6123 2 Basketball 0 -4.427277e-02
## 6124 2 Basketball 0 1.048471e-01
## 6125 2 Basketball 0 2.564701e-02
## 6126 2 Football 0 -1.115989e-02
## 6127 2 Football 0 1.088111e-01
## 6128 2 Football 0 -5.466024e-03
## 6129 2 Football 0 -3.466371e-02
## 6130 2 Golf 0 2.698850e-03
## 6131 2 Golf 0 3.792033e-03
## 6132 2 Golf 0 1.410979e-01
## 6133 2 Golf 0 5.046840e-02
## 6134 2 Tennis 0 -9.254138e-04
## 6135 2 Tennis 0 1.397498e-01
## 6136 2 Tennis 0 8.247782e-02
## 6137 2 Tennis 0 -7.307826e-02
## 6138 2 All Track Combined 0 2.308490e-02
## 6139 2 All Track Combined 0 1.662755e-01
## 6140 2 All Track Combined 0 -2.232655e-02
## 6141 2 All Track Combined 0 -9.281524e-02
## 6142 2 Basketball 0 1.427490e-01
## 6143 2 Basketball 0 -1.219219e-01
## 6144 2 Basketball 0 -7.415081e-02
## 6145 2 Basketball 0 5.030676e-02
## 6146 2 Golf 0 1.536893e-01
## 6147 2 Golf 0 5.819948e-02
## 6148 2 Golf 0 -2.094187e-02
## 6149 2 Golf 0 1.953637e-01
## 6150 2 Gymnastics 0 -2.851743e-02
## 6151 2 Gymnastics 0 -6.513305e-02
## 6152 2 Gymnastics 0 1.360509e-02
## 6153 2 Gymnastics 0 2.100859e-02
## 6154 2 Soccer 0 1.379906e-02
## 6155 2 Soccer 0 -3.362171e-03
## 6156 2 Soccer 0 -4.721725e-02
## 6157 2 Soccer 0 1.017491e-01
## 6158 2 Softball 0 1.107060e-02
## 6159 2 Softball 0 7.423941e-02
## 6160 2 Softball 0 -1.084433e-02
## 6161 2 Softball 0 -2.317580e-02
## 6162 2 Swimming and Diving 0 1.836070e-01
## 6163 2 Swimming and Diving 0 6.674707e-02
## 6164 2 Swimming and Diving 0 -1.006412e-02
## 6165 2 Swimming and Diving 0 -8.486895e-02
## 6166 2 Tennis 0 -8.684667e-02
## 6167 2 Tennis 0 7.859396e-02
## 6168 2 Tennis 0 1.718159e-01
## 6169 2 Tennis 0 -1.082049e-01
## 6170 2 Volleyball 0 8.971770e-03
## 6171 2 Volleyball 0 9.559476e-02
## 6172 2 Volleyball 0 7.120526e-02
## 6173 2 Volleyball 0 -7.303615e-03
## 6174 2 All Track Combined 0 -1.469939e-01
## 6175 2 All Track Combined 0 9.182175e-02
## 6176 2 All Track Combined 0 5.126896e-02
## 6177 2 All Track Combined 0 -1.641570e-01
## 6178 2 Baseball 0 1.885043e-01
## 6179 2 Baseball 0 -3.313985e-02
## 6180 2 Baseball 0 1.853218e-01
## 6181 2 Baseball 0 -9.857232e-02
## 6182 2 Basketball 17589 2.794201e-02
## 6183 2 Basketball 0 9.107458e-02
## 6184 2 Basketball 0 3.606392e-02
## 6185 2 Basketball 0 -8.704495e-04
## 6186 2 Football 93624 6.311816e-02
## 6187 2 Football 132175 6.470301e-02
## 6188 2 Football 243898 2.036310e-02
## 6189 2 Football 185519 -2.884274e-02
## 6190 2 All Track Combined 0 4.857351e-02
## 6191 2 All Track Combined 0 1.985657e-02
## 6192 2 All Track Combined 0 1.127989e-01
## 6193 2 All Track Combined 24664 -2.216582e-01
## 6194 2 Basketball 0 -1.450572e-02
## 6195 2 Basketball 0 1.253594e-01
## 6196 2 Basketball 0 -6.489198e-04
## 6197 2 Basketball 0 -1.160809e-01
## 6198 2 Golf 0 4.432450e-02
## 6199 2 Golf 0 -3.107633e-02
## 6200 2 Golf 18025 7.124818e-02
## 6201 2 Golf 28022 -1.868592e-01
## 6202 2 Soccer 0 3.522193e-02
## 6203 2 Soccer 0 3.253872e-02
## 6204 2 Soccer 0 -1.050735e-01
## 6205 2 Soccer 0 7.725671e-02
## 6206 2 Softball 0 -5.159137e-03
## 6207 2 Softball 0 -1.450366e-01
## 6208 2 Softball 0 3.616927e-01
## 6209 2 Softball 0 -9.378784e-02
## 6210 2 Swimming 11321 -2.768574e-01
## 6211 2 Swimming and Diving 30118 1.990752e-01
## 6212 2 Swimming and Diving 0 3.047763e-02
## 6213 2 Swimming and Diving 0 2.599703e-01
## 6214 2 Volleyball 0 1.647511e-01
## 6215 2 Volleyball 0 -2.319926e-02
## 6216 2 Volleyball 0 -3.028466e-02
## 6217 2 Volleyball 19588 -3.034133e-02
## 6218 1 All Track Combined -1589073 -9.493906e-02
## 6219 1 All Track Combined -1658881 7.634869e-01
## 6220 1 All Track Combined -1795406 -4.705290e-01
## 6221 1 All Track Combined -1583826 -4.434429e-02
## 6222 1 Baseball -1754455 3.568990e-01
## 6223 1 Baseball -2196270 -3.174361e-01
## 6224 1 Baseball -1922156 3.437989e-01
## 6225 1 Baseball -1880508 -7.831810e-01
## 6226 1 Basketball 11705810 6.347308e-02
## 6227 1 Basketball 11393342 2.141662e-02
## 6228 1 Basketball 13778204 7.659698e-02
## 6229 1 Basketball 12270477 -6.916915e-02
## 6230 1 Football 11412804 5.316333e-02
## 6231 1 Football 27481435 3.982764e-01
## 6232 1 Football 28360960 1.390891e-02
## 6233 1 Football 27080130 7.372247e-02
## 6234 1 Golf -525160 -4.011372e-02
## 6235 1 Golf -613005 -3.385860e-01
## 6236 1 Golf -598520 -1.992544e-01
## 6237 1 Golf -542164 -3.430192e-02
## 6238 1 Soccer -1477650 -7.696351e-02
## 6239 1 Soccer -1585888 3.129627e-01
## 6240 1 Soccer -1743704 -8.201583e-02
## 6241 1 Soccer -1797110 -7.237153e-02
## 6242 1 Swimming and Diving -1440936 2.816837e-01
## 6243 1 Swimming and Diving -1873574 -3.928151e-01
## 6244 1 Swimming and Diving -2040379 8.320933e-02
## 6245 1 Swimming and Diving -1787357 1.079412e+00
## 6246 1 Tennis -738173 -3.609576e-01
## 6247 1 Tennis -752499 -5.317298e-02
## 6248 1 Tennis -782016 -5.913194e-02
## 6249 1 Tennis -753605 4.618832e-02
## exp_change athlete_change student_change profit_change rev_dif
## 1 -2.021917e-01 0.121212121 -0.0047659097 NaN -136423
## 2 4.602023e-01 0.189189189 -0.0118309859 NaN 247726
## 3 1.053072e-01 -0.011363636 -0.0316419612 NaN 82774
## 4 3.048925e-02 0.321839080 -0.0156020018 -Inf -34661
## 5 6.627942e-02 0.000000000 -0.0047659097 NaN 55397
## 6 2.566183e-01 0.000000000 -0.0118309859 NaN 228700
## 7 -1.965172e-01 0.000000000 -0.0316419612 NaN -220081
## 8 3.161144e-01 0.000000000 -0.0156020018 Inf 351198
## 9 3.060626e-02 0.066666667 -0.0047659097 NaN 33947
## 10 1.927488e-01 -0.062500000 -0.0118309859 NaN 220331
## 11 -1.356901e-01 0.000000000 -0.0316419612 NaN -185004
## 12 4.507606e-01 -0.066666667 -0.0156020018 -Inf 426045
## 13 1.415070e-01 -0.025641026 -0.0047659097 NaN 479495
## 14 2.440124e-01 0.228070175 -0.0118309859 NaN 943836
## 15 8.383522e-03 0.064285714 -0.0316419612 NaN 40340
## 16 1.775226e-01 -0.114093960 -0.0156020018 -Inf 589259
## 17 3.323946e-02 0.000000000 -0.0047659097 NaN 12370
## 18 3.760552e-03 -0.071428571 -0.0118309859 NaN 1446
## 19 6.507291e-01 0.000000000 -0.0316419612 NaN 251158
## 20 -2.552384e-01 0.000000000 -0.0156020018 Inf -99809
## 21 -9.349910e-02 -0.166666667 -0.0047659097 NaN -33353
## 22 1.676856e-01 0.100000000 -0.0118309859 NaN 54224
## 23 4.398410e-02 0.272727273 -0.0316419612 NaN 16608
## 24 -5.802146e-02 -0.142857143 -0.0156020018 Inf 5876
## 25 -9.480649e-02 0.111111111 -0.0047659097 NaN -58963
## 26 6.872428e-01 0.500000000 -0.0118309859 NaN 386895
## 27 4.093868e-01 -0.114285714 -0.0316419612 NaN 388861
## 28 -1.877222e-01 0.075268817 -0.0156020018 -Inf -358196
## 29 2.605613e-01 0.090909091 -0.0047659097 NaN 216731
## 30 1.730570e-01 0.083333333 -0.0118309859 NaN 181453
## 31 1.463939e-02 0.230769231 -0.0316419612 NaN 18006
## 32 1.753665e-01 -0.250000000 -0.0156020018 Inf 224285
## 33 -9.555285e-01 0.750000000 0.0490430622 -1.000000e+00 -1407028
## 34 6.708364e-02 0.095238095 -0.0316419612 NaN 4376
## 35 6.028043e-02 -0.391304348 -0.0156020018 Inf 4226
## 36 9.474435e-03 -0.137931034 -0.0047659097 NaN 5689
## 37 3.097202e-01 0.240000000 -0.0118309859 NaN 187736
## 38 1.683611e-01 -0.064516129 -0.0316419612 NaN 133659
## 39 5.067372e-02 0.241379310 -0.0156020018 -Inf -52326
## 40 2.036890e-01 0.235294118 -0.0047659097 NaN 125337
## 41 8.598813e-02 0.095238095 -0.0118309859 NaN 63689
## 42 1.297688e-01 -0.086956522 -0.0316419612 NaN 104381
## 43 4.460122e-02 0.000000000 -0.0156020018 -Inf -45456
## 44 -6.354596e-02 -0.111111111 -0.0047659097 NaN -26724
## 45 -7.956132e-02 -0.125000000 -0.0118309859 NaN -31333
## 46 9.697260e-01 0.142857143 -0.0316419612 NaN 351515
## 47 -1.751307e-01 0.125000000 -0.0156020018 -Inf -175449
## 48 1.340737e-01 0.071428571 -0.0047659097 NaN 72811
## 49 1.903867e-01 0.266666667 -0.0118309859 NaN 117255
## 50 5.248297e-02 0.105263158 -0.0316419612 NaN 38477
## 51 9.997149e-02 -0.047619048 -0.0156020018 Inf 77476
## 52 -5.773662e-02 -0.131147541 -0.0028415818 -1.000000e+00 49358
## 53 8.339815e-02 -0.037735849 0.0705295654 NaN 19406
## 54 2.976462e-01 0.129032258 -0.0028415818 -1.000000e+00 170635
## 55 -3.619261e-01 0.342857143 0.0705295654 NaN -186836
## 56 7.861872e-01 -0.361702128 0.0419254658 Inf 279463
## 57 -4.581935e-01 -0.133333333 0.0591867149 -1.000000e+00 -290080
## 58 8.645649e-03 -0.210526316 -0.0028415818 -1.000000e+00 -386156
## 59 -1.435633e-01 0.066666667 0.0705295654 NaN -118431
## 60 1.359665e+00 -0.062500000 0.0419254658 -Inf 885144
## 61 -5.998361e-02 0.000000000 0.0591867149 1.451027e+00 -209509
## 62 -2.060795e-02 0.090909091 -0.0028415818 -1.000000e+00 187357
## 63 3.299196e-02 0.064814815 0.0705295654 NaN 98854
## 64 1.060751e+00 -0.121739130 0.0419254658 Inf 3376334
## 65 -2.173584e-01 0.019801980 0.0591867149 -1.000000e+00 -1479529
## 66 4.055272e-01 -0.222222222 -0.0028415818 -1.000000e+00 39672
## 67 -3.819081e-01 0.000000000 0.0705295654 NaN -45043
## 68 1.355849e+00 0.000000000 0.0419254658 Inf 117101
## 69 -5.816384e-01 0.285714286 0.0591867149 -6.988117e-01 -112651
## 70 -1.993836e-01 0.142857143 -0.0028415818 -1.000000e+00 1477
## 71 4.614111e-01 0.250000000 0.0705295654 NaN 36798
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## 1817 -5.626682e-02 0.066666667 -0.0320723684 NaN -77135
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## 1821 6.298146e-01 -0.470588235 -0.0320723684 NaN 75807
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## 1829 1.633405e-01 0.107142857 -0.0320723684 NaN 107072
## 1830 2.152675e-02 -0.032258065 0.0617388842 NaN 16416
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## 1833 4.244525e-02 -0.105263158 -0.0320723684 NaN 20289
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## 1837 1.613936e-01 0.033333333 -0.0320723684 NaN 49114
## 1838 1.675598e-02 -0.096774194 0.0617388842 Inf 40801
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## 1841 7.417882e-02 -0.514285714 -0.0320723684 NaN 53955
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## 1848 3.161818e-02 0.218750000 -0.0033999588 NaN 13523
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## 1851 -3.707349e-01 -0.054054054 0.0310176333 NaN -647616
## 1852 6.825763e-01 0.085714286 -0.0033999588 NaN 750307
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## 1855 1.869031e-02 -0.157894737 0.0310176333 NaN 61510
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## 1859 3.517514e-01 0.017857143 0.0310176333 NaN 4650118
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## 1862 5.378872e-02 0.000000000 0.0099232956 NaN 22376
## 1863 1.417488e-01 0.111111111 0.0310176333 NaN 62139
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## 1865 -1.367474e-01 -0.200000000 -0.0241910472 NaN -64492
## 1866 -4.568138e-01 0.111111111 0.0099232956 NaN -423148
## 1867 1.163777e-01 0.000000000 0.0310176333 NaN 58556
## 1868 -1.185432e-01 -0.100000000 -0.0033999588 NaN -66587
## 1869 1.065268e-01 0.111111111 -0.0241910472 NaN 52744
## 1870 7.890970e-01 1.000000000 0.0282868948 NaN 432321
## 1871 1.526614e-01 0.300000000 -0.0033999588 NaN 149637
## 1872 6.259194e-02 0.192307692 -0.0241910472 NaN 70718
## 1873 1.506630e-01 0.022222222 0.0099232956 NaN 160526
## 1874 4.788457e-02 -0.119565217 0.0310176333 NaN 58706
## 1875 6.330603e-02 0.246913580 -0.0033999588 NaN 81329
## 1876 -2.023184e-01 0.000000000 -0.0241910472 NaN -276372
## 1877 -1.237314e-02 0.000000000 0.0099232956 NaN -27909
## 1878 -6.268208e-02 0.187500000 0.0310176333 NaN -139637
## 1879 1.095201e-01 -0.157894737 -0.0033999588 NaN 228685
## 1880 4.637402e-02 0.125000000 -0.0241910472 NaN 107437
## 1881 9.906073e-02 -0.033333333 0.0099232956 NaN 92694
## 1882 9.672576e-02 0.000000000 0.0310176333 NaN 99475
## 1883 6.067215e-02 0.310344828 -0.0033999588 NaN 68432
## 1884 3.506390e-02 0.000000000 -0.0241910472 NaN 41948
## 1885 4.615138e-02 0.000000000 0.0099232956 NaN 23653
## 1886 2.677735e-02 0.000000000 0.0310176333 NaN 14357
## 1887 7.549240e-03 -0.100000000 -0.0033999588 NaN 4156
## 1888 -5.502862e-02 -0.111111111 -0.0241910472 NaN -30523
## 1889 8.935712e-02 0.000000000 0.0099232956 NaN 84355
## 1890 1.649076e-01 0.066666667 0.0310176333 NaN 169587
## 1891 -9.303960e-02 -0.125000000 -0.0033999588 NaN -111458
## 1892 -2.315682e-02 0.107142857 -0.0241910472 NaN -25160
## 1893 -2.007996e-02 0.035714286 0.0099232956 NaN -20734
## 1894 6.676069e-02 -0.068965517 0.0310176333 NaN 67551
## 1895 2.696989e-02 0.037037037 -0.0033999588 NaN 29111
## 1896 2.081281e-02 -0.071428571 -0.0241910472 NaN 23071
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## 1898 -2.960337e-02 -0.074074074 0.0310176333 NaN -40235
## 1899 6.549316e-02 0.160000000 -0.0033999588 NaN 86379
## 1900 -8.395480e-02 -0.137931034 -0.0241910472 NaN -117980
## 1901 7.463370e-02 0.148148148 0.0099232956 NaN 73498
## 1902 5.407260e-02 -0.225806452 0.0310176333 NaN 57224
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## 1906 3.790216e-02 -0.272727273 0.0310176333 NaN 27056
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## 1908 -7.815930e-02 0.000000000 -0.0241910472 NaN -45468
## 1909 -1.605931e-02 0.000000000 0.0099232956 NaN -20029
## 1910 4.467551e-02 -0.062500000 0.0310176333 NaN 54824
## 1911 7.169746e-02 0.133333333 -0.0033999588 NaN 91915
## 1912 1.113401e-02 0.176470588 -0.0241910472 NaN 15297
## 1913 -5.268637e-01 0.050000000 0.0282868948 NaN -731917
## 1914 2.172882e-01 0.047619048 -0.0033999588 NaN 142819
## 1915 -2.685671e-02 0.000000000 -0.0241910472 NaN -21488
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## 1917 1.820165e-04 0.129032258 0.0179409132 7.759020e+00 175774
## 1918 5.906265e-01 0.000000000 -0.0198058116 9.567932e-01 1150202
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## 1920 1.453647e-01 0.000000000 0.0328820831 -Inf 205227
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## 1929 9.759920e-02 0.500000000 0.0179409132 NaN 72858
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## 1938 4.199082e-02 0.133333333 -0.0198058116 -1.000000e+00 1973
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## 1941 8.771855e-02 0.444444444 0.0179409132 NaN 86664
## 1942 1.601761e-01 0.153846154 -0.0198058116 NaN 172132
## 1943 -3.609315e-03 -0.066666667 0.0326956896 -Inf -130686
## 1944 9.813405e-02 -0.125000000 0.0328820831 NaN 38471
## 1945 6.420501e-02 0.000000000 0.0179409132 NaN 27640
## 1946 -7.776075e-02 0.000000000 -0.0198058116 NaN -35625
## 1947 5.774051e-02 0.142857143 0.0326956896 -Inf -62200
## 1948 9.581598e-02 -0.096774194 0.0328820831 NaN 73751
## 1949 1.351329e-01 0.178571429 0.0179409132 NaN 113980
## 1950 -8.323811e-02 0.060606061 -0.0198058116 NaN -79696
## 1951 1.208328e-01 0.057142857 0.0326956896 -Inf 39380
## 1952 8.752883e-02 -0.103448276 0.0328820831 NaN 87522
## 1953 8.766704e-02 0.000000000 0.0179409132 NaN 95333
## 1954 8.282897e-01 0.115384615 -0.0198058116 NaN 979682
## 1955 -1.134403e-02 -0.034482759 0.0326956896 -Inf -35300
## 1956 2.810339e-01 0.000000000 0.0328820831 NaN 84517
## 1957 1.974287e-01 0.375000000 0.0179409132 NaN 76060
## 1958 3.966504e-02 0.000000000 -0.0198058116 NaN 18298
## 1959 -9.250622e-02 -0.090909091 0.0326956896 -Inf -66051
## 1960 9.097547e-02 -0.204081633 0.0328820831 NaN 14703
## 1961 1.203394e-01 0.282051282 0.0179409132 NaN 21218
## 1962 2.312490e-02 0.140000000 -0.0198058116 NaN 4568
## 1963 -5.865792e-02 0.105263158 0.0326956896 -Inf -75032
## 1964 2.298200e-01 -0.240740741 0.0328820831 NaN 90647
## 1965 1.762951e-01 0.219512195 0.0179409132 NaN 85516
## 1966 7.435475e-02 0.140000000 -0.0198058116 NaN 42426
## 1967 -5.957114e-02 0.105263158 0.0326956896 -Inf -70614
## 1968 1.195415e-01 -0.200000000 0.0328820831 -6.405380e-01 -17427
## 1969 -4.002128e-02 0.166666667 0.0179409132 -9.194576e-01 -14891
## 1970 4.014445e-02 0.357142857 -0.0198058116 -7.194112e-01 1608
## 1971 2.858942e-01 -0.052631579 0.0326956896 -1.354984e+02 -23623
## 1972 6.074855e-02 -0.058823529 0.0328820831 -1.000000e+00 42431
## 1973 9.179415e-02 0.125000000 0.0179409132 NaN 68169
## 1974 5.621499e-02 0.333333333 -0.0198058116 NaN 45579
## 1975 -8.676085e-04 -0.208333333 0.0326956896 -Inf -63873
## 1976 -2.995082e-02 -0.040000000 0.0045886476 NaN -17711
## 1977 -5.275746e-02 0.013888889 -0.0155732988 NaN -30263
## 1978 1.312642e-01 0.164383562 0.0035804318 NaN 71324
## 1979 -1.306651e-01 0.070588235 0.0416105428 NaN -80318
## 1980 4.408477e-01 0.057142857 0.0045886476 NaN 642823
## 1981 -3.309121e-01 -0.027027027 -0.0155732988 NaN -695238
## 1982 -1.212460e-02 0.194444444 0.0035804318 NaN -17044
## 1983 1.190270e-01 -0.116279070 0.0416105428 NaN 165292
## 1984 -6.162075e-02 -0.062500000 0.0045886476 NaN -167450
## 1985 5.213219e-02 0.066666667 -0.0155732988 NaN 132936
## 1986 -1.006830e-01 0.000000000 0.0035804318 NaN -270124
## 1987 5.047681e-02 0.000000000 0.0416105428 NaN 121790
## 1988 -1.132142e-01 -0.166666667 0.0045886476 NaN -48646
## 1989 -8.497907e-03 -0.200000000 -0.0155732988 NaN -3238
## 1990 -4.466420e-02 0.125000000 0.0035804318 NaN -16874
## 1991 1.007611e-01 0.000000000 0.0416105428 NaN 36367
## 1992 -5.746244e-02 0.000000000 0.0045886476 Inf -14661
## 1993 2.669428e-01 0.000000000 -0.0155732988 -1.000000e+00 181093
## 1994 2.175695e-01 -0.043478261 0.0035804318 NaN 222727
## 1995 -2.065295e-01 0.136363636 0.0416105428 NaN -257425
## 1996 4.926456e-02 0.000000000 0.0045886476 NaN 14660
## 1997 3.494141e-03 -0.034482759 -0.0155732988 NaN 1091
## 1998 3.023764e-01 0.035714286 0.0035804318 NaN 94743
## 1999 -9.894112e-02 -0.034482759 0.0416105428 NaN -40375
## 2000 -9.964976e-03 -0.030612245 0.0045886476 NaN -6194
## 2001 3.398534e-02 0.000000000 -0.0155732988 NaN 20914
## 2002 5.811594e-02 0.094736842 0.0035804318 NaN 36979
## 2003 -1.753813e-01 0.028846154 0.0416105428 NaN -118080
## 2004 -1.185755e-02 0.166666667 0.0045886476 Inf -17338
## 2005 5.150546e-02 0.000000000 -0.0155732988 -1.000000e+00 75017
## 2006 2.686783e-02 0.000000000 0.0035804318 NaN 41248
## 2007 4.249375e-03 0.142857143 0.0416105428 NaN 6699
## 2008 7.975945e-01 -0.117647059 0.0045886476 -Inf 45092
## 2009 8.913003e-02 0.200000000 -0.0155732988 -1.000000e+00 30083
## 2010 1.096700e-01 0.000000000 0.0035804318 NaN 16852
## 2011 2.271733e-01 0.000000000 0.0416105428 NaN 38736
## 2012 -1.133701e-01 0.100000000 0.0045886476 NaN -42859
## 2013 2.040897e-01 0.000000000 -0.0155732988 NaN 68408
## 2014 7.512500e-03 -0.090909091 0.0035804318 NaN 3032
## 2015 -5.450955e-02 0.000000000 0.0416105428 NaN -22165
## 2016 -1.576173e-01 0.033333333 0.0045886476 NaN -118390
## 2017 7.391427e-02 0.096774194 -0.0155732988 NaN 46768
## 2018 2.604912e-01 -0.058823529 0.0035804318 NaN 177004
## 2019 -1.231423e-01 -0.093750000 0.0416105428 NaN -105472
## 2020 -4.064335e-02 0.000000000 0.0045886476 NaN -29040
## 2021 1.005065e-01 0.041666667 -0.0155732988 NaN 68894
## 2022 4.173726e-02 -0.040000000 0.0035804318 NaN 31485
## 2023 4.462064e-02 0.000000000 0.0416105428 NaN 35065
## 2024 -1.863090e-01 0.000000000 0.0045886476 NaN -87383
## 2025 9.192457e-02 -0.111111111 -0.0155732988 NaN 35082
## 2026 1.865733e-01 0.000000000 0.0035804318 NaN 77749
## 2027 -5.945962e-02 0.000000000 0.0416105428 NaN -29401
## 2028 2.132628e-01 0.000000000 0.0045886476 Inf 220483
## 2029 -8.901891e-02 0.055555556 -0.0155732988 -1.000000e+00 -124692
## 2030 2.043174e-02 -0.052631579 0.0035804318 NaN 20551
## 2031 -1.468353e-02 0.000000000 0.0416105428 NaN -15071
## 2032 6.586287e-02 -0.228571429 0.0045886476 NaN 25964
## 2033 6.161213e-02 0.111111111 -0.0155732988 NaN 25888
## 2034 -1.445372e-01 0.066666667 0.0035804318 NaN -64473
## 2035 -4.250351e-02 -0.062500000 0.0416105428 NaN -16219
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## 2040 2.441211e-01 0.111111111 -0.0380082108 9.118335e-01 277399
## 2041 1.982016e-01 0.000000000 0.0219231828 6.771360e+00 131131
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## 6214 1.647511e-01 0.000000000 -0.0286812844 NaN 86493
## 6215 -2.319926e-02 0.000000000 0.0006419172 NaN -14186
## 6216 -3.028466e-02 -0.125000000 -0.0511065968 NaN -18089
## 6217 -6.415980e-02 0.142857143 -0.0870985915 Inf -17574
## 6218 5.689494e-02 0.033333333 0.0102981717 6.787876e-02 -10220
## 6219 8.549832e-02 -0.153225806 0.0071822858 4.393001e-02 74385
## 6220 3.041579e-02 0.219047619 -0.0035188242 8.229945e-02 -80843
## 6221 -1.143006e-01 -0.421875000 -0.0038125000 -1.178452e-01 -4034
## 6222 6.228006e-02 0.051282051 0.0102981717 6.338749e-03 118145
## 6223 1.357895e-01 0.048780488 0.0071822858 2.518246e-01 -142585
## 6224 -6.740603e-02 0.046511628 -0.0035188242 -1.248089e-01 105406
## 6225 -1.560810e-01 0.022222222 -0.0038125000 -2.166734e-02 -322669
## 6226 5.981625e-02 0.066666667 0.0102981717 6.751811e-02 1465906
## 6227 6.522573e-02 0.125000000 0.0071822858 -2.669341e-02 526010
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## 6230 5.940176e-02 -0.007751938 0.0102981717 3.939505e-02 1872078
## 6231 -5.056826e-02 -0.023437500 0.0071822858 1.407948e+00 14770393
## 6232 -6.492868e-03 -0.024000000 -0.0035188242 3.200433e-02 721263
## 6233 2.129528e-01 -0.024590164 -0.0038125000 -4.516173e-02 3876139
## 6234 7.074730e-03 -0.090909091 0.0102981717 1.377151e-02 -2949
## 6235 1.073512e-01 0.000000000 0.0071822858 1.672728e-01 -23893
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## 6237 -9.064089e-02 0.111111111 -0.0038125000 -9.415893e-02 -1282
## 6238 2.858953e-02 -0.147058824 0.0102981717 4.247210e-02 -14348
## 6239 9.825377e-02 0.034482759 0.0071822858 7.325009e-02 53854
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## 6244 8.890174e-02 -0.090909091 -0.0035188242 8.903038e-02 3523
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## 6249 -3.453366e-02 0.000000000 -0.0038125000 -3.633046e-02 804
## exp_dif athlete_dif student_dif profit_dif
## 1 -136423 8 -17 0
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## [ reached 'max' / getOption("max.print") -- omitted 16001 rows ]FBS Schools
fbs <- compare_change |>
filter(classification_code == 1) |>
group_by(year, institution_name) |>
summarise(fb_rev_dif = mean(rev_dif[sports %in% c("Football")]),
bb_rev_dif = mean(rev_dif[sports %in% c("Basketball") &
men == 1], na.rm = TRUE),
nr_rev_dif = sum(rev_dif[!(sports %in% c("Football")) |
!(sports %in% c("Basketball") & men == 1)]),
nr_exp_dif = sum(exp_dif[!(sports %in% c("Football")) |
!(sports %in% c("Basketball") & men == 1)]),
nr_athlete_dif = sum(athlete_dif[!(sports %in% c("Football")) |
!(sports %in% c("Basketball") & men == 1)]),
nr_student_dif = sum(student_dif[!(sports %in% c("Football")) |
!(sports %in% c("Basketball") & men == 1)])
)## `summarise()` has grouped output by 'year'. You can override using the
## `.groups` argument.fbs <- na.omit(fbs)model1 = lm(nr_exp_dif ~ fb_rev_dif, fbs)
summary(model1)##
## Call:
## lm(formula = nr_exp_dif ~ fb_rev_dif, data = fbs)
##
## Residuals:
## Min 1Q Median 3Q Max
## -26841981 -2018883 -434389 1956163 25875988
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.606e+06 2.312e+05 6.948 1.15e-11 ***
## fb_rev_dif 2.063e-01 4.272e-02 4.829 1.83e-06 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4980000 on 504 degrees of freedom
## Multiple R-squared: 0.04421, Adjusted R-squared: 0.04232
## F-statistic: 23.31 on 1 and 504 DF, p-value: 1.827e-06This is very similar to the model we came up with before, but we’re working with dollar amounts instead of percentage increases. It looks to be formulated as “change in NR funding = 1.6m + .2(change in football rev). The slope is remarkably similar to our prior model, which is a little interesting given this model only uses information from FBS and not FCS schools.
model2 <- lm(nr_exp_dif ~ fb_rev_dif + bb_rev_dif, fbs)
summary(model2)##
## Call:
## lm(formula = nr_exp_dif ~ fb_rev_dif + bb_rev_dif, data = fbs)
##
## Residuals:
## Min 1Q Median 3Q Max
## -25033288 -2007007 -447020 1912113 25136278
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.621e+06 2.247e+05 7.213 2.02e-12 ***
## fb_rev_dif 1.474e-01 4.286e-02 3.439 0.000632 ***
## bb_rev_dif 6.970e-01 1.260e-01 5.531 5.13e-08 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4840000 on 503 degrees of freedom
## Multiple R-squared: 0.09901, Adjusted R-squared: 0.09542
## F-statistic: 27.64 on 2 and 503 DF, p-value: 4.097e-12This is a good start. We can see that the adjusted r-squared value has over doubled!
model3 <- lm(nr_exp_dif ~ fb_rev_dif*bb_rev_dif, fbs)
summary(model3)##
## Call:
## lm(formula = nr_exp_dif ~ fb_rev_dif * bb_rev_dif, data = fbs)
##
## Residuals:
## Min 1Q Median 3Q Max
## -25333107 -2001865 -510021 1869130 25434350
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.629e+06 2.250e+05 7.242 1.68e-12 ***
## fb_rev_dif 1.560e-01 4.403e-02 3.544 0.000431 ***
## bb_rev_dif 7.556e-01 1.433e-01 5.273 2.00e-07 ***
## fb_rev_dif:bb_rev_dif -1.157e-08 1.345e-08 -0.860 0.390030
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4841000 on 502 degrees of freedom
## Multiple R-squared: 0.1003, Adjusted R-squared: 0.09496
## F-statistic: 18.66 on 3 and 502 DF, p-value: 1.721e-11Adjusted r-squared value decreased, so this likely doesn’t give any additional benefit.
model4 <- lm(nr_exp_dif ~ fb_rev_dif + bb_rev_dif + nr_athlete_dif, fbs)
summary(model4)##
## Call:
## lm(formula = nr_exp_dif ~ fb_rev_dif + bb_rev_dif + nr_athlete_dif,
## data = fbs)
##
## Residuals:
## Min 1Q Median 3Q Max
## -25191674 -1982096 -496390 1917843 25382005
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.629e+06 2.251e+05 7.237 1.73e-12 ***
## fb_rev_dif 1.474e-01 4.288e-02 3.438 0.000635 ***
## bb_rev_dif 6.881e-01 1.266e-01 5.435 8.58e-08 ***
## nr_athlete_dif 4.963e+03 6.645e+03 0.747 0.455512
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4842000 on 502 degrees of freedom
## Multiple R-squared: 0.1, Adjusted R-squared: 0.09463
## F-statistic: 18.59 on 3 and 502 DF, p-value: 1.882e-11I suspected a change in the number of athletes could influence the overall result. Athletes have variable expenses attached to them afterall. This doesn’t appear to add any value though, and it has a very low t value.
model5 <- lm(nr_exp_dif ~ fb_rev_dif + bb_rev_dif + nr_rev_dif, fbs)
summary(model5)##
## Call:
## lm(formula = nr_exp_dif ~ fb_rev_dif + bb_rev_dif + nr_rev_dif,
## data = fbs)
##
## Residuals:
## Min 1Q Median 3Q Max
## -24688968 -1913802 -462394 1918030 23461638
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.595e+06 2.201e+05 7.246 1.63e-12 ***
## fb_rev_dif -1.592e-01 7.663e-02 -2.078 0.0382 *
## bb_rev_dif 2.921e-01 1.496e-01 1.952 0.0515 .
## nr_rev_dif 2.997e-01 6.267e-02 4.782 2.29e-06 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4738000 on 502 degrees of freedom
## Multiple R-squared: 0.1383, Adjusted R-squared: 0.1331
## F-statistic: 26.85 on 3 and 502 DF, p-value: 4.059e-16This is actually really neat. This relationship wasn’t found earlier, but now that its segmented for just FBS schools it helps explain significantly more of the data.
test <- lm(nr_exp_dif ~ nr_rev_dif, fbs)
summary(test)##
## Call:
## lm(formula = nr_exp_dif ~ nr_rev_dif, data = fbs)
##
## Residuals:
## Min 1Q Median 3Q Max
## -26677673 -1854525 -504313 1764667 25568753
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.484e+06 2.197e+05 6.755 3.95e-11 ***
## nr_rev_dif 2.420e-01 2.970e-02 8.149 2.92e-15 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4788000 on 504 degrees of freedom
## Multiple R-squared: 0.1164, Adjusted R-squared: 0.1147
## F-statistic: 66.4 on 1 and 504 DF, p-value: 2.921e-15In fact, this explains a rather significant amount of the increases.
model6 <- lm(nr_exp_dif ~ fb_rev_dif + bb_rev_dif + nr_rev_dif + nr_student_dif, fbs)
summary(model6)##
## Call:
## lm(formula = nr_exp_dif ~ fb_rev_dif + bb_rev_dif + nr_rev_dif +
## nr_student_dif, data = fbs)
##
## Residuals:
## Min 1Q Median 3Q Max
## -24702365 -1912408 -463751 1913470 23457844
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.598e+06 2.215e+05 7.213 2.04e-12 ***
## fb_rev_dif -1.591e-01 7.671e-02 -2.074 0.0386 *
## bb_rev_dif 2.918e-01 1.498e-01 1.948 0.0520 .
## nr_rev_dif 2.997e-01 6.273e-02 4.778 2.33e-06 ***
## nr_student_dif -8.517e-01 6.297e+00 -0.135 0.8925
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4743000 on 501 degrees of freedom
## Multiple R-squared: 0.1383, Adjusted R-squared: 0.1314
## F-statistic: 20.1 on 4 and 501 DF, p-value: 2.292e-15And that provides almost no insight.
So our final model is that of Football revenue, Basketball revenue, and NR revenue. I’m going to test this with changing some values to percentages to see if it works any better.
fbs2 <- compare_change |>
filter(classification_code == 1) |>
group_by(year, institution_name) |>
summarise(fb_rev = mean(rev_change[sports %in% c("Football")]),
bb_rev = mean(rev_change[sports %in% c("Basketball") &
men == 1], na.rm = TRUE),
nr_rev = sum(rev_dif[!(sports %in% c("Football")) |
!(sports %in% c("Basketball") & men == 1)]),
nr_exp = sum(exp_change[!(sports %in% c("Football")) |
!(sports %in% c("Basketball") & men == 1)]),
nr_athlete = sum(athlete_change[!(sports %in% c("Football")) |
!(sports %in% c("Basketball") & men == 1)]),
nr_student = sum(student_change[!(sports %in% c("Football")) |
!(sports %in% c("Basketball") & men == 1)])
)## `summarise()` has grouped output by 'year'. You can override using the
## `.groups` argument.model51 <- lm(nr_exp ~ fb_rev + bb_rev + nr_rev, fbs2)
summary(model51)##
## Call:
## lm(formula = nr_exp ~ fb_rev + bb_rev + nr_rev, data = fbs2)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.8243 -0.8626 -0.0279 0.6658 8.9690
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 5.997e-01 6.943e-02 8.637 < 2e-16 ***
## fb_rev 4.404e-01 4.667e-01 0.944 0.345794
## bb_rev -3.571e-02 1.435e-01 -0.249 0.803613
## nr_rev 4.251e-08 1.108e-08 3.837 0.000141 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.487 on 502 degrees of freedom
## (1 observation deleted due to missingness)
## Multiple R-squared: 0.05496, Adjusted R-squared: 0.04931
## F-statistic: 9.731 on 3 and 502 DF, p-value: 2.988e-06Nothing else comes close. It looks like using dollar amounts is the best bet.
plot(fbs$nr_exp_dif, predict(model5),
xlab = "Observed Values",
ylab = "Predicted Values",
main = "Observed vs. Predicted")
abline(0, 1, col = "red") # 45-degree line
abline(1700000, .27)
This model only captured 13% of the variance, and we can see above that there’s quite a bit that’s still missing. Some areas we can explore would be high variance in residuals or underestimation of values. We can run a few diagnostic tests first.
Testing the model
library(lindia)gg_resfitted(model5) +
geom_smooth(se=FALSE)## `geom_smooth()` using method = 'loess' and formula = 'y ~ x'
Honestly this doesn’t look as bad as I thought it might. The variation certainly increases as the values become much larger or smaller though, but I don’t think this shows a fan shape which would give a clue to a potential problem and fix.
gg_reshist(model5)## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
Even here, we can see this forms an almost perfect looking normal distribution. Nothing out of the ordinary here.
gg_qqplot(model5)
Here may show a bit more of what we were worried about. Near the tails, especially on the right, this starts to deviate quite a bit from the qq plot.
fbs |>
ggplot() +
geom_point(mapping = aes(x = fb_rev_dif, y = nr_exp_dif))
fbs |>
ggplot() +
geom_point(mapping = aes(x = bb_rev_dif, y = nr_exp_dif))
fbs |>
ggplot() +
geom_point(mapping = aes(x = nr_rev_dif, y = nr_exp_dif))
fbs |>
ggplot() +
geom_point(mapping = aes(x = bb_rev_dif + fb_rev_dif, y = nr_exp_dif))
All of these look to be linearly correlated.
fbs |>
ggplot() +
geom_histogram(mapping = aes(x = nr_exp_dif))## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
Fixing the model
It doesn’t appear that there is something wrong with the way the model was created, but instead I don’t have the needed explanatory variables to make a better model. There is too much variation, and my model doesn’t capture enough of it.