##########IN CLASSES SESSION: May 16th#################
#by Dr. Kristen Sosulski @NYUSTERN MSBA
#code available on RPubs: http://rpubs.com/sosulski/80698
#set your working directory
setwd("~/Dropbox/R_Stat_Workshop/data")
###1. SORTING NUMERIC, CHARACTER AND FACTOR VECTORS####
###a. Sorting a numeric vector####
#create the vector
datamininggrades = c(90,87,69,89,58,93,99,98,76,88)
#sort it using the sort function
sort(x=datamininggrades)
## [1] 58 69 76 87 88 89 90 93 98 99
###b. Sorting in decending order####
#sort vector using decreasing = TRUE
sort(x=datamininggrades, decreasing=TRUE)
## [1] 99 98 93 90 89 88 87 76 69 58
###c. Create a vector of letter grades, sort, and id the data type####
lettergrade = c("A-", "B+", "F", "B+", "F", "A", "A", "A", "C+", "B+" )
sort(x=lettergrade)
## [1] "A" "A" "A" "A-" "B+" "B+" "B+" "C+" "F" "F"
class(lettergrade)
## [1] "character"
#what if
newgrades=c("A-", "B", "F", "B+", "B", "A", "A", "A", "C+", "B-")
sort(newgrades)
## [1] "A" "A" "A" "A-" "B" "B" "B-" "B+" "C+" "F"
#what if
newgrades = c("A-", "A+", "A")
class(newgrades)
## [1] "character"
sort(newgrades)
## [1] "A" "A-" "A+"
newgrades = factor(newgrades, levels = c("A+", "A", "A-"))
newgrades
## [1] A- A+ A
## Levels: A+ A A-
sort(newgrades)
## [1] A+ A A-
## Levels: A+ A A-
###d. Sorting factors variables####
#cast variable as factor and print it
lettergradefactor = factor(lettergrade)
lettergradefactor
## [1] A- B+ F B+ F A A A C+ B+
## Levels: A A- B+ C+ F
#sort factor
sort(lettergradefactor)
## [1] A A A A- B+ B+ B+ C+ F F
## Levels: A A- B+ C+ F
###e.Likert scale variables, why doesn't it make sense to sort them alphabetically?####
#create the variable
agreement = c("Strongly Disagree", "Disagree", "Somewhat Disagree","Neither agree or disagree", "Somewhat agree", "Agree", "Strongly Agree")
#view the variable
agreement
## [1] "Strongly Disagree" "Disagree"
## [3] "Somewhat Disagree" "Neither agree or disagree"
## [5] "Somewhat agree" "Agree"
## [7] "Strongly Agree"
sort(x=agreement)
## [1] "Agree" "Disagree"
## [3] "Neither agree or disagree" "Somewhat agree"
## [5] "Somewhat Disagree" "Strongly Agree"
## [7] "Strongly Disagree"
#convert to factor
agreementfactor = factor(agreement)
#view factor variable with levels
agreementfactor
## [1] Strongly Disagree Disagree
## [3] Somewhat Disagree Neither agree or disagree
## [5] Somewhat agree Agree
## [7] Strongly Agree
## 7 Levels: Agree Disagree Neither agree or disagree ... Strongly Disagree
#sort the factor variable. What's the issue here?
sort(agreementfactor)
## [1] Agree Disagree
## [3] Neither agree or disagree Somewhat agree
## [5] Somewhat Disagree Strongly Agree
## [7] Strongly Disagree
## 7 Levels: Agree Disagree Neither agree or disagree ... Strongly Disagree
# define levels
agreementfactor = factor(agreement, levels = c("Strongly Disagree", "Disagree", "Somewhat Disagree","Neither agree or disagree", "Somewhat agree", "Agree", "Strongly Agree"))
# sort
sort(agreementfactor)
## [1] Strongly Disagree Disagree
## [3] Somewhat Disagree Neither agree or disagree
## [5] Somewhat agree Agree
## [7] Strongly Agree
## 7 Levels: Strongly Disagree Disagree ... Strongly Agree
###2. MERGING DATA####
###f.Combine the vectors using data.frame####
finalgrades = data.frame(datamininggrades, lettergradefactor)
finalgrades
## datamininggrades lettergradefactor
## 1 90 A-
## 2 87 B+
## 3 69 F
## 4 89 B+
## 5 58 F
## 6 93 A
## 7 99 A
## 8 98 A
## 9 76 C+
## 10 88 B+
plot(lettergradefactor, main="Class Grades")
###3. SORTING A DATAFRAME####
###g.sorting a dataframe####
#sort(x=finalgrades) #note the sort function doesn't work
finalgrades[with(finalgrades, order(-datamininggrades)),] #for descending use - for numeric
## datamininggrades lettergradefactor
## 7 99 A
## 8 98 A
## 6 93 A
## 1 90 A-
## 4 89 B+
## 10 88 B+
## 2 87 B+
## 9 76 C+
## 3 69 F
## 5 58 F
finalgrades[with(finalgrades, order(-datamininggrades)),1] #for descending use - for numeric
## [1] 99 98 93 90 89 88 87 76 69 58
finalgrades[with(finalgrades, order(datamininggrades)),] #for ascending
## datamininggrades lettergradefactor
## 5 58 F
## 3 69 F
## 9 76 C+
## 2 87 B+
## 10 88 B+
## 4 89 B+
## 1 90 A-
## 6 93 A
## 8 98 A
## 7 99 A
###4.RESHAPING A DATAFRAME####
###h.import internet.csv####
internet <- read.csv("~/Dropbox/R_Stat_Workshop/data/world_internet_usage.csv")
#change column names
names(internet) <-c("country", "2000", "2001", "2002", "2003", "2004", "2005", "2006", "2007", "2008", "2009", "2010", "2011", "2012")
str(internet)
## 'data.frame': 7 obs. of 14 variables:
## $ country: Factor w/ 7 levels "China","Mexico",..: 1 2 3 4 5 6 7
## $ 2000 : num 1.78 5.08 6.55 0.4 36 ...
## $ 2001 : num 2.64 7.04 7.27 0.98 41.67 ...
## $ 2002 : num 4.6 11.9 8.52 1.01 47 ...
## $ 2003 : num 6.2 12.9 9.99 2.1 53.84 ...
## $ 2004 : num 7.3 14.1 11.14 4.39 62 ...
## $ 2005 : num 8.52 17.21 11.48 4.79 61 ...
## $ 2006 : num 10.52 19.52 17.35 5.61 59 ...
## $ 2007 : num 16 20.8 22.3 7.7 69.9 ...
## $ 2008 : num 22.6 21.7 33.8 10.6 69 ...
## $ 2009 : num 28.9 26.3 39.1 14.5 69 ...
## $ 2010 : num 34.3 31.1 40.1 16 71 ...
## $ 2011 : num 38.3 35 42.7 17.5 71 ...
## $ 2012 : num 42.3 38.4 45.2 19.2 74.2 ...
###i. plot a single histogram for a single year####
hist(internet$"2000", breaks=8, freq=TRUE, main="Histogram of Internet Usage in 2000", xlab = "Internet Usage Per 100 People", sub="Internet users are individuals who have used the Internet (from any location) in the last 12 months.")
###j. plot a matrix one by one####
require(lattice)
## Loading required package: lattice
h1 =histogram(internet$"2000", breaks=8,type="count", xlab="Internet Usage", main="2000")
h2 =histogram(internet$"2001", breaks=8, type="count",xlab="Internet Usage", main="2001")
h3 =histogram(internet$"2002", breaks=8, type="count",xlab="Internet Usage", main="2002")
h4 =histogram(internet$"2003", breaks=8, type="count",xlab="Internet Usage", main="2003")
h5 =histogram(internet$"2004", breaks=8, type="count",xlab="Internet Usage", main="2004")
h6 =histogram(internet$"2005", breaks=8, type="count",xlab="Internet Usage", main="2005")
h7 =histogram(internet$"2006", breaks=8, type="count",xlab="Internet Usage", main="2006")
h8 =histogram(internet$"2007", breaks=8, type="count",xlab="Internet Usage", main="2007")
h9 =histogram(internet$"2008", breaks=8, type="count",xlab="Internet Usage", main="2008")
h10 =histogram(internet$"2009", breaks=8, type="count",xlab="Internet Usage", main="2009")
h11 =histogram(internet$"2010", breaks=8, type="count",xlab="Internet Usage", main="2010")
h12 =histogram(internet$"2011", breaks=8, type="count",xlab="Internet Usage", main="2011")
h13 =histogram(internet$"2012", breaks=8, type="count",xlab="Internet Usage", main="2012")
print(h1, split=c(1,1,4,4), more=T);
print(h2, split=c(2,1,4,4), more=T);
print(h3, split=c(3,1,4,4), more=T);
print(h4, split=c(4,1,4,4), more=T);
print(h5, split=c(1,2,4,4), more=T);
print(h6, split=c(2,2,4,4), more=T);
print(h7, split=c(3,2,4,4), more=T);
print(h8, split=c(4,2,4,4), more=T);
print(h9, split=c(1,3,4,4), more=T);
print(h10, split=c(2,3,4,4), more=T);
print(h11, split=c(3,3,4,4), more=T);
print(h12, split=c(4,3,4,4), more=T);
print(h13, split=c(1,4,4,4), more=F);
##remove the variables
rm(h1, h2, h3, h4, h5, h6, h7, h8, h9, h10, h11, h12,h13)
###k. reshape####
library(reshape2)
iw_melt <- melt(internet,id.vars="country", variable.name="year", value.name="usage")
str(iw_melt)
## 'data.frame': 91 obs. of 3 variables:
## $ country: Factor w/ 7 levels "China","Mexico",..: 1 2 3 4 5 6 7 1 2 3 ...
## $ year : Factor w/ 13 levels "2000","2001",..: 1 1 1 1 1 1 1 2 2 2 ...
## $ usage : num 1.78 5.08 6.55 0.4 36 ...
###l. draw a quick plot####
plot(iw_melt$year,iw_melt$usage, main="Internet usage per 100 people by year") # add additional parameters.
###m.drawing a line chart####
library(ggplot2)
## Warning: package 'ggplot2' was built under R version 3.2.4
library(ggthemes)
## Warning: package 'ggthemes' was built under R version 3.2.4
ggplot(iw_melt,aes(x=year,y=usage,color=country,group=country)) + geom_line()
#get fancy and use different themes
ggplot(iw_melt,aes(x=year,y=usage,color=country,group=country)) + geom_line() + theme_tufte()
ggplot(iw_melt,aes(x=year,y=usage,color=country,group=country)) + geom_line() + theme_economist()
ggplot(iw_melt,aes(x=year,y=usage,color=country,group=country)) + geom_line() + theme_wsj()
ggplot(iw_melt,aes(x=year,y=usage,color=country,group=country)) + geom_line() + theme_gdocs()
###5. ITERATION USING LOOPS####
###n. while Loop####
counter = 0
while (counter <9) {
print(counter)
counter = counter + 1
}
## [1] 0
## [1] 1
## [1] 2
## [1] 3
## [1] 4
## [1] 5
## [1] 6
## [1] 7
## [1] 8
###o. for loop 1 ####
for (value in 1:10)
{
print(value)
}
## [1] 1
## [1] 2
## [1] 3
## [1] 4
## [1] 5
## [1] 6
## [1] 7
## [1] 8
## [1] 9
## [1] 10
###p. for loop 2####
for (i in internet$country)
{
caps = toupper(i)
print (caps)
}
## [1] "CHINA"
## [1] "MEXICO"
## [1] "PANAMA"
## [1] "SENEGAL"
## [1] "SINGAPORE"
## [1] "UNITED ARAB EMIRATES"
## [1] "UNITED STATES"
###6. CONDITIONAL STATEMENTS ####
#q. if statement example####
weather = "rain"
if (weather == "rain") {
#bring umbrella
print("Don’t forget your umbrella")
}
## [1] "Don’t forget your umbrella"
#r. if statement example w/ printing of variables####
meaninternet = mean(internet$"2012")
if (internet$"2012"[1] <= meaninternet) {
print (as.character(internet$country[1]))
}
## [1] "China"
#r. extension - nested if/else ####
myvar =0
if (myvar == 1){
print("You are right")
} else if (myvar ==2){
print("You are wrong")
} else
print ("You are neither right or wrong")
## [1] "You are neither right or wrong"
#s. nested if/else ####
meaninternet = mean(internet$"2012")
if (internet$"2012"[1] >= meaninternet) {
cat (as.character(internet$country[1]), "has a greater internet usage than the mean.")
} else {
cat (as.character(internet$country[1]), "has a lower internet usage than the mean.")
}
## China has a lower internet usage than the mean.
#t. for loop####
#Let’s extend this into a loop.
meaninternet = round(mean(internet$"2012"),2)
x = 0
for (i in internet$"2012"){
x = x + 1
#print(x)
if (internet$"2012"[x] > meaninternet){
country = as.character(internet$country[x])
cat(country, "is greater than the mean of", meaninternet,
"with a value of", internet$"2012"[x],"\n")
}
}
## Singapore is greater than the mean of 55.05 with a value of 74.18
## United Arab Emirates is greater than the mean of 55.05 with a value of 85
## United States is greater than the mean of 55.05 with a value of 81.03
#7. WORKING WITH TEXT AND SPLITTING STRINGS####
#u. part 1####
#Parse 10-12-1977 based on the – delimiter.
s = "10-12-1977"
s1 = strsplit(s, split='-', fixed=TRUE)
s1
## [[1]]
## [1] "10" "12" "1977"
#u. part 2####
#strsplit returns both pieces of the string parsed on the split parameter as a list. That's probably not what you want, so wrap the call in unlist, then index that array so that only the third of the three elements in the vector are returned.
#Finally, the fixed parameter should be set to TRUE to indicate that the split parameter is not a regular expression, but a literal matching character.
s = "10-12-1977"
s1 = unlist(strsplit(s, split='-', fixed=TRUE))[3]
s1
## [1] "1977"
#8. WRITING FUNCTIONS ####
#Demonstration
npv <-function (Pt,r,t){
pv=Pt/(1+r)^t
return (pv)
}
#Now see what happens when the function is evaluated.
Pt<-50
r<-.05
t<-1
npv(Pt,r,t)
## [1] 47.61905
## [1] 47.61905
#v. Writing a function ####
#rather than typing 9 functions X 7 variables = 63 lines of code, I wrote a small function, the results of which I can check against describe()
descriptives=function(x){
c(mean = mean(x),
sd = sd(x),
median = median(x),
min = min(x),
max = max(x),
range = max(x)-min(x),
quantile = quantile(x),
IQR = IQR(x),
var = var(x)
)
}
sapply(attitude, descriptives)
## rating complaints privileges learning raises
## mean 64.63333 66.60000 53.13333 56.36667 64.63333
## sd 12.17256 13.31476 12.23543 11.73701 10.39723
## median 65.50000 65.00000 51.50000 56.50000 63.50000
## min 40.00000 37.00000 30.00000 34.00000 43.00000
## max 85.00000 90.00000 83.00000 75.00000 88.00000
## range 45.00000 53.00000 53.00000 41.00000 45.00000
## quantile.0% 40.00000 37.00000 30.00000 34.00000 43.00000
## quantile.25% 58.75000 58.50000 45.00000 47.00000 58.25000
## quantile.50% 65.50000 65.00000 51.50000 56.50000 63.50000
## quantile.75% 71.75000 77.00000 62.50000 66.75000 71.00000
## quantile.100% 85.00000 90.00000 83.00000 75.00000 88.00000
## IQR 13.00000 18.50000 17.50000 19.75000 12.75000
## var 148.17126 177.28276 149.70575 137.75747 108.10230
## critical advance
## mean 74.766667 42.93333
## sd 9.894908 10.28871
## median 77.500000 41.00000
## min 49.000000 25.00000
## max 92.000000 72.00000
## range 43.000000 47.00000
## quantile.0% 49.000000 25.00000
## quantile.25% 69.250000 35.00000
## quantile.50% 77.500000 41.00000
## quantile.75% 80.000000 47.75000
## quantile.100% 92.000000 72.00000
## IQR 10.750000 12.75000
## var 97.909195 105.85747
require(psych)
## Loading required package: psych
##
## Attaching package: 'psych'
## The following objects are masked from 'package:ggplot2':
##
## %+%, alpha
describe(attitude)
## vars n mean sd median trimmed mad min max range skew
## rating 1 30 64.63 12.17 65.5 65.21 10.38 40 85 45 -0.36
## complaints 2 30 66.60 13.31 65.0 67.08 14.83 37 90 53 -0.22
## privileges 3 30 53.13 12.24 51.5 52.75 10.38 30 83 53 0.38
## learning 4 30 56.37 11.74 56.5 56.58 14.83 34 75 41 -0.05
## raises 5 30 64.63 10.40 63.5 64.50 11.12 43 88 45 0.20
## critical 6 30 74.77 9.89 77.5 75.83 7.41 49 92 43 -0.87
## advance 7 30 42.93 10.29 41.0 41.83 8.90 25 72 47 0.85
## kurtosis se
## rating -0.77 2.22
## complaints -0.68 2.43
## privileges -0.41 2.23
## learning -1.22 2.14
## raises -0.60 1.90
## critical 0.17 1.81
## advance 0.47 1.88
#w. part 1####
#import march madness data
march <- read.csv("~/Dropbox/R_Stat_Workshop/data/march_madness.csv")
#change columns to lowercase
names(march) = tolower(names(march))
mysub = substr(march$record,1,2)
mysub
## [1] "32" "30" "24" "34" "28" "26" "26" "28" "26" "26" "25" "27" "26" "26"
## [15] "29" "27" "24" "26" "29" "28" "27" "26" "24" "25" "23" "23" "26" "23"
## [29] "24" "24" "23" "24" "27" "23" "25" "23" "23" "27" "25" "23" "21" "21"
## [43] "23" "21" "21" "26" "21" "19" "22" "20" "20" "31" "23" "19" "21" "20"
## [57] "24" "24" "22" "25" "22" "27" "19" "24" "25" "23" "21" "20" "17" "19"
## [71] "26" "23" "21" "19" "19" "25" "21" "17" "20" "21" "26" "21" "19" "24"
## [85] "20" "21" "23" "17" "18" "23" "21" "17" "21" "19" "23" "21" "24" "15"
## [99] "28" "16" "17" "22" "23" "17" "20" "19" "21" "20" "16" "17" "23" "23"
## [113] "17" "15" "24" "18" "17" "20" "20" "15" "14" "20" "14" "13" "20" "20"
## [127] "19" "17" "21" "19" "21" "16" "15" "16" "18" "15" "15" "19" "16" "14"
## [141] "20" "18" "17" "20" "15" "22" "15" "17" "19" "14" "17" "18" "20" "12"
## [155] "14" "16" "16" "17" "15" "20" "13" "18" "19" "11" "23" "15" "16" "20"
## [169] "14" "16" "19" "16" "20" "15" "9-" "11" "18" "15" "13" "19" "13" "16"
## [183] "17" "18" "18" "18" "15" "13" "16" "16" "17" "12" "15" "12" "16" "21"
## [197] "17" "14" "15" "14" "17" "15" "15" "18" "18" "18" "8-" "13" "15" "14"
## [211] "19" "9-" "16" "14" "17" "17" "15" "19" "16" "13" "19" "11" "17" "10"
## [225] "15" "10" "19" "15" "15" "13" "14" "12" "11" "17" "15" "14" "15" "16"
## [239] "19" "21" "18" "14" "18" "10" "14" "9-" "15" "17" "12" "12" "10" "17"
## [253] "17" "19" "12" "13" "18" "11" "13" "11" "12" "14" "14" "13" "12" "12"
## [267] "13" "13" "10" "10" "14" "11" "13" "11" "14" "11" "10" "7-" "13" "11"
## [281] "9-" "12" "10" "8-" "11" "11" "11" "10" "7-" "10" "11" "11" "11" "14"
## [295] "10" "11" "10" "9-" "7-" "5-" "14" "7-" "15" "11" "12" "8-" "8-" "13"
## [309] "5-" "9-" "11" "9-" "13" "12" "6-" "12" "10" "12" "10" "11" "9-" "6-"
## [323] "8-" "6-" "7-" "9-" "9-" "8-" "9-" "6-" "9-" "8-" "7-" "2-" "9-" "9-"
## [337] "8-" "5-" "9-" "6-" "6-" "9-" "7-" "4-" "7-" "2-" "6-" "5-" "6-"
#use str_split instead
library(stringr)
#show issue with substr for 1 record
wins =unlist(str_split(march$record, '-'))[1]
#for all records
wins=unlist(str_split(march$record, '-'))
wins
## [1] "32" "2" "30" "4" "24" "9" "34" "0" "28" "4" "26" "7" "26" "7"
## [15] "28" "6" "26" "8" "26" "7" "25" "8" "27" "6" "26" "8" "26" "8"
## [29] "29" "4" "27" "5" "24" "10" "26" "8" "29" "5" "28" "6" "27" "6"
## [43] "26" "8" "24" "8" "25" "9" "23" "9" "23" "9" "26" "6" "23" "9"
## [57] "24" "8" "24" "11" "23" "11" "24" "9" "27" "6" "23" "11" "25" "6"
## [71] "23" "10" "23" "9" "27" "6" "25" "9" "23" "11" "21" "12" "21" "12"
## [85] "23" "10" "21" "11" "21" "12" "26" "4" "21" "12" "19" "12" "22" "11"
## [99] "20" "13" "20" "12" "31" "2" "23" "9" "19" "13" "21" "13" "20" "12"
## [113] "24" "9" "24" "6" "22" "10" "25" "7" "22" "11" "27" "7" "19" "13"
## [127] "24" "9" "25" "9" "23" "9" "21" "11" "20" "12" "17" "14" "19" "14"
## [141] "26" "9" "23" "10" "21" "12" "19" "13" "19" "14" "25" "8" "21" "11"
## [155] "17" "15" "20" "12" "21" "11" "26" "8" "21" "13" "19" "13" "24" "10"
## [169] "20" "12" "21" "14" "23" "11" "17" "15" "18" "15" "23" "11" "21" "11"
## [183] "17" "15" "21" "12" "19" "14" "23" "10" "21" "12" "24" "9" "15" "16"
## [197] "28" "5" "16" "15" "17" "15" "22" "10" "23" "10" "17" "15" "20" "11"
## [211] "19" "10" "21" "9" "20" "13" "16" "15" "17" "16" "23" "11" "23" "10"
## [225] "17" "16" "15" "17" "24" "10" "18" "14" "17" "16" "20" "12" "20" "12"
## [239] "15" "16" "14" "18" "20" "8" "14" "19" "13" "19" "20" "12" "20" "12"
## [253] "19" "13" "17" "17" "21" "13" "19" "12" "21" "13" "16" "14" "15" "15"
## [267] "16" "15" "18" "14" "15" "17" "15" "17" "19" "12" "16" "15" "14" "20"
## [281] "20" "13" "18" "11" "17" "16" "20" "11" "15" "17" "22" "12" "15" "13"
## [295] "17" "15" "19" "11" "14" "17" "17" "14" "18" "13" "20" "12" "12" "21"
## [309] "14" "18" "16" "16" "16" "17" "17" "14" "15" "16" "20" "11" "13" "18"
## [323] "18" "14" "19" "14" "11" "20" "23" "10" "15" "17" "16" "14" "20" "13"
## [337] "14" "16" "16" "17" "19" "13" "16" "14" "20" "14" "15" "16" "9" "22"
## [351] "11" "21" "18" "14" "15" "16" "13" "19" "19" "13" "13" "20" "16" "16"
## [365] "17" "13" "18" "15" "18" "14" "18" "14" "15" "17" "13" "17" "16" "16"
## [379] "16" "16" "17" "16" "12" "21" "15" "17" "12" "20" "16" "16" "21" "12"
## [393] "17" "16" "14" "17" "15" "17" "14" "19" "17" "15" "15" "16" "15" "14"
## [407] "18" "12" "18" "13" "18" "15" "8" "24" "13" "19" "15" "15" "14" "19"
## [421] "19" "12" "9" "22" "16" "16" "14" "19" "17" "16" "17" "16" "15" "17"
## [435] "19" "12" "16" "14" "13" "18" "19" "15" "11" "21" "17" "16" "10" "21"
## [449] "15" "16" "10" "21" "19" "14" "15" "16" "15" "13" "13" "19" "14" "17"
## [463] "12" "20" "11" "20" "17" "16" "15" "16" "14" "18" "15" "17" "16" "18"
## [477] "19" "14" "21" "12" "18" "15" "14" "18" "18" "14" "10" "17" "14" "19"
## [491] "9" "22" "15" "17" "17" "15" "12" "19" "12" "18" "10" "20" "17" "14"
## [505] "17" "18" "19" "12" "12" "18" "13" "18" "18" "14" "11" "20" "13" "19"
## [519] "11" "15" "12" "20" "14" "15" "14" "16" "13" "18" "12" "20" "12" "16"
## [533] "13" "17" "13" "18" "10" "21" "10" "22" "14" "16" "11" "20" "13" "19"
## [547] "11" "19" "14" "17" "11" "22" "10" "23" "7" "24" "13" "19" "11" "20"
## [561] "9" "23" "12" "18" "10" "18" "8" "20" "11" "20" "11" "20" "11" "18"
## [575] "10" "22" "7" "25" "10" "20" "11" "19" "11" "21" "11" "19" "14" "18"
## [589] "10" "21" "11" "20" "10" "21" "9" "20" "7" "23" "5" "25" "14" "18"
## [603] "7" "26" "15" "19" "11" "23" "12" "18" "8" "22" "8" "23" "13" "16"
## [617] "5" "25" "9" "21" "11" "21" "9" "23" "13" "20" "12" "19" "6" "25"
## [631] "12" "20" "10" "21" "12" "18" "10" "21" "11" "20" "9" "21" "6" "26"
## [645] "8" "25" "6" "25" "7" "23" "9" "22" "9" "21" "8" "21" "9" "21"
## [659] "6" "23" "9" "21" "8" "23" "7" "24" "2" "26" "9" "21" "9" "23"
## [673] "8" "24" "5" "26" "9" "21" "6" "24" "6" "25" "9" "23" "7" "25"
## [687] "4" "26" "7" "26" "2" "27" "6" "24" "5" "24" "6" "26"
#add column
march_wins = data.frame(march,wins)
#view data
march_wins
## rank previous school conference record road
## 1 1 2 Florida Southeastern 32-2 10-2
## 2 2 1 Arizona Pac-12 30-4 8-3
## 3 3 3 Kansas Big 12 24-9 5-6
## 4 4 4 Wichita St. Missouri Valley 34-0 12-0
## 5 5 5 Villanova Big East 28-4 10-2
## 6 6 6 Wisconsin Big Ten 26-7 8-3
## 7 7 8 Iowa St. Big 12 26-7 4-6
## 8 8 11 Virginia Atlantic Coast 28-6 7-4
## 9 9 7 Duke Atlantic Coast 26-8 4-5
## 10 10 10 Creighton Big East 26-7 7-4
## 11 11 9 Michigan Big Ten 25-8 7-4
## 12 12 13 New Mexico Mountain West 27-6 8-3
## 13 13 12 VCU Atlantic 10 26-8 6-5
## 14 14 14 UCLA Pac-12 26-8 5-5
## 15 15 15 San Diego St. Mountain West 29-4 10-2
## 16 16 16 Syracuse Atlantic Coast 27-5 8-2
## 17 17 17 Kentucky Southeastern 24-10 5-5
## 18 18 21 Michigan St. Big Ten 26-8 7-3
## 19 19 18 Louisville AAC 29-5 9-2
## 20 20 19 Gonzaga West Coast 28-6 7-4
## 21 21 20 Cincinnati AAC 27-6 7-3
## 22 22 22 UConn AAC 26-8 7-4
## 23 23 23 Massachusetts Atlantic 10 24-8 7-4
## 24 24 24 Ohio St. Big Ten 25-9 5-5
## 25 25 25 North Carolina Atlantic Coast 23-9 6-5
## 26 26 27 Oklahoma Big 12 23-9 5-4
## 27 27 26 Saint Louis Atlantic 10 26-6 11-1
## 28 28 28 Oregon Pac-12 23-9 5-5
## 29 29 29 George Washington Atlantic 10 24-8 6-5
## 30 30 30 Baylor Big 12 24-11 4-5
## 31 31 31 BYU West Coast 23-11 5-7
## 32 32 37 Saint Joseph's Atlantic 10 24-9 8-4
## 33 33 32 Southern Miss. Conference USA 27-6 10-5
## 34 34 33 Colorado Pac-12 23-11 5-6
## 35 35 34 North Dakota St. Summit 25-6 10-5
## 36 36 35 Texas Big 12 23-10 5-6
## 37 37 36 Memphis AAC 23-9 5-5
## 38 38 38 Toledo Mid-American 27-6 9-5
## 39 39 39 Pittsburgh Atlantic Coast 25-9 7-2
## 40 40 40 Providence Big East 23-11 6-6
## 41 41 41 Stanford Pac-12 21-12 6-5
## 42 42 42 Tennessee Southeastern 21-12 4-7
## 43 43 43 Dayton Atlantic 10 23-10 7-4
## 44 44 44 Arizona St. Pac-12 21-11 4-7
## 45 45 45 Oklahoma St. Big 12 21-12 3-7
## 46 46 46 Harvard Ivy 26-4 11-3
## 47 47 47 Xavier Big East 21-12 4-6
## 48 48 48 Nebraska Big Ten 19-12 3-8
## 49 49 49 Missouri Southeastern 22-11 3-7
## 50 50 50 Minnesota Big Ten 20-13 3-7
## 51 51 51 Kansas St. Big 12 20-12 2-7
## 52 52 52 Stephen F. Austin Southland 31-2 14-2
## 53 53 53 SMU AAC 23-9 6-6
## 54 54 54 Florida St. Atlantic Coast 19-13 6-6
## 55 55 55 North Carolina St. Atlantic Coast 21-13 6-6
## 56 56 57 Iowa Big Ten 20-12 4-6
## 57 57 56 Belmont OVC 24-9 9-7
## 58 58 58 Green Bay Horizon 24-6 9-2
## 59 59 59 Iona Metro Atlantic 22-10 9-7
## 60 60 60 Manhattan Metro Atlantic 25-7 12-4
## 61 61 61 St. Mary's (CA) West Coast 22-11 6-5
## 62 62 62 Louisiana Tech Conference USA 27-7 9-4
## 63 63 63 California Pac-12 19-13 5-6
## 64 64 64 Middle Tenn. Conference USA 24-9 8-5
## 65 65 65 Delaware Colonial 25-9 11-7
## 66 66 66 Western Mich. Mid-American 23-9 6-7
## 67 67 69 San Francisco West Coast 21-11 7-5
## 68 67 68 St. John's (NY) Big East 20-12 4-5
## 69 69 67 Georgetown Big East 17-14 2-8
## 70 70 71 Illinois Big Ten 19-14 5-6
## 71 71 73 New Mexico St. Western Athletic 26-9 8-7
## 72 71 72 Indiana St. Missouri Valley 23-10 8-6
## 73 73 74 Tulsa Conference USA 21-12 6-7
## 74 74 75 Georgia Southeastern 19-13 4-7
## 75 75 76 Richmond Atlantic 10 19-14 5-8
## 76 76 70 Georgia St. Sun Belt 25-8 10-6
## 77 77 77 Arkansas Southeastern 21-11 3-6
## 78 78 78 Maryland Atlantic Coast 17-15 2-8
## 79 79 79 Clemson Atlantic Coast 20-12 4-7
## 80 80 80 Utah Pac-12 21-11 2-8
## 81 81 83 Mercer Atlantic Sun 26-8 9-7
## 82 82 81 Boise St. Mountain West 21-13 5-7
## 83 83 82 LSU Southeastern 19-13 3-8
## 84 84 84 Boston U. Patriot 24-10 11-4
## 85 85 86 Missouri St. Missouri Valley 20-12 4-8
## 86 86 85 Eastern Mich. Mid-American 21-14 4-10
## 87 87 87 Ohio Mid-American 23-11 10-4
## 88 88 88 West Virginia Big 12 17-15 3-8
## 89 89 89 St. Bonaventure Atlantic 10 18-15 4-9
## 90 90 98 La.-Lafayette Sun Belt 23-11 6-9
## 91 91 90 Cleveland St. Horizon 21-11 9-7
## 92 92 91 Marquette Big East 17-15 4-8
## 93 93 92 Akron Mid-American 21-12 6-7
## 94 94 93 Ole Miss Southeastern 19-14 4-8
## 95 95 94 Towson Colonial 23-10 7-7
## 96 96 95 Canisius Metro Atlantic 21-12 9-7
## 97 97 96 Eastern Ky. OVC 24-9 8-6
## 98 98 97 La Salle Atlantic 10 15-16 4-8
## 99 99 99 N.C. Central Mid-Eastern 28-5 11-5
## 100 100 101 Oregon St. Pac-12 16-15 3-9
## 101 101 100 Indiana Big Ten 17-15 2-8
## 102 101 102 Vermont America East 22-10 9-8
## 103 103 103 UTEP Conference USA 23-10 8-2
## 104 104 104 Washington Pac-12 17-15 3-8
## 105 105 105 Quinnipiac Metro Atlantic 20-11 8-7
## 106 106 106 Buffalo Mid-American 19-10 6-6
## 107 107 107 UC Santa Barbara Big West 21-9 9-5
## 108 108 108 UNLV Mountain West 20-13 6-5
## 109 109 109 UNI Missouri Valley 16-15 3-10
## 110 110 110 Miami (FL) Atlantic Coast 17-16 7-6
## 111 111 111 UC Irvine Big West 23-11 10-6
## 112 112 113 Sam Houston St. Southland 23-10 6-6
## 113 113 112 Wake Forest Atlantic Coast 17-16 1-9
## 114 114 114 Penn St. Big Ten 15-17 5-7
## 115 115 115 IPFW Summit 24-10 8-7
## 116 116 116 Utah St. Mountain West 18-14 4-7
## 117 117 117 Fresno St. Mountain West 17-16 5-9
## 118 118 118 American Patriot 20-12 9-9
## 119 119 120 William & Mary Colonial 20-12 8-6
## 120 120 119 Vanderbilt Southeastern 15-16 3-8
## 121 121 121 Texas Tech Big 12 14-18 2-10
## 122 122 122 Princeton Ivy 20-8 8-5
## 123 123 124 Northwestern Big Ten 14-19 5-7
## 124 124 123 Alabama Southeastern 13-19 0-11
## 125 125 125 Western Ky. Sun Belt 20-12 7-7
## 126 126 126 Davidson Southern 20-12 10-3
## 127 127 127 Holy Cross Patriot 19-13 9-7
## 128 128 128 Seton Hall Big East 17-17 4-7
## 129 129 129 Robert Morris Northeast 21-13 9-10
## 130 130 130 Columbia Ivy 19-12 4-8
## 131 131 131 Milwaukee Horizon 21-13 10-6
## 132 132 132 Drexel Colonial 16-14 6-8
## 133 133 134 Pacific West Coast 15-15 4-8
## 134 134 133 Illinois St. Missouri Valley 16-15 3-10
## 135 135 135 Wyoming Mountain West 18-14 3-10
## 136 136 136 Notre Dame Atlantic Coast 15-17 1-9
## 137 137 137 Nevada Mountain West 15-17 8-6
## 138 138 138 South Dakota St. Summit 19-12 7-7
## 139 139 140 Denver Summit 16-15 4-8
## 140 139 139 South Carolina Southeastern 14-20 1-11
## 141 141 141 Morehead St. OVC 20-13 9-6
## 142 142 142 Murray St. OVC 18-11 5-9
## 143 143 143 Houston AAC 17-16 3-9
## 144 144 145 Utah Valley Western Athletic 20-11 6-8
## 145 145 144 Purdue Big Ten 15-17 2-8
## 146 146 146 FGCU Atlantic Sun 22-12 6-9
## 147 147 148 Yale Ivy 15-13 6-9
## 148 148 146 Texas A&M Southeastern 17-15 1-8
## 149 149 150 Weber St. Big Sky 19-11 5-9
## 150 150 151 Butler Big East 14-17 4-7
## 151 151 149 Charlotte Conference USA 17-14 3-8
## 152 152 152 UAB Conference USA 18-13 5-5
## 153 153 153 Wofford Southern 20-12 8-8
## 154 154 154 DePaul Big East 12-21 3-9
## 155 155 155 Rhode Island Atlantic 10 14-18 3-11
## 156 156 156 San Diego West Coast 16-16 5-7
## 157 157 157 Georgia Tech Atlantic Coast 16-17 5-7
## 158 158 159 Northwestern St. Southland 17-14 6-10
## 159 159 158 Pepperdine West Coast 15-16 6-7
## 160 160 161 Hawaii Big West 20-11 5-4
## 161 161 162 Miami (OH) Mid-American 13-18 5-11
## 162 162 160 Elon Southern 18-14 7-6
## 163 163 163 USC Upstate Atlantic Sun 19-14 5-12
## 164 164 164 George Mason Atlantic 10 11-20 4-8
## 165 165 165 Stony Brook America East 23-10 8-5
## 166 166 166 Long Beach St. Big West 15-17 5-9
## 167 167 169 Bucknell Patriot 16-14 8-8
## 168 168 167 Winthrop Big South 20-13 5-10
## 169 169 168 Auburn Southeastern 14-16 2-8
## 170 170 170 Old Dominion Conference USA 16-17 5-8
## 171 171 171 Southern U. Southwestern 19-13 9-8
## 172 172 172 High Point Big South 16-14 6-10
## 173 173 173 Wright St. Horizon 20-14 4-11
## 174 174 174 Drake Missouri Valley 15-16 4-9
## 175 175 176 Temple AAC 9-22 3-10
## 176 176 175 Southern California Pac-12 11-21 2-10
## 177 177 177 Bryant Northeast 18-14 7-9
## 178 178 178 Portland West Coast 15-16 3-9
## 179 179 180 Loyola Marymount West Coast 13-19 3-10
## 180 180 179 Arkansas St. Sun Belt 19-13 7-8
## 181 181 182 Oakland Horizon 13-20 3-11
## 182 182 181 Colorado St. Mountain West 16-16 2-9
## 183 183 183 Montana Big Sky 17-13 6-9
## 184 184 184 Valparaiso Horizon 18-15 5-9
## 185 185 185 Albany (NY) America East 18-14 7-11
## 186 186 186 St. Francis Brooklyn Northeast 18-14 7-11
## 187 187 186 UALR Sun Belt 15-17 6-9
## 188 188 188 Duquesne Atlantic 10 13-17 7-6
## 189 189 189 Mt. St. Mary's Northeast 16-16 6-13
## 190 190 190 North Florida Atlantic Sun 16-16 7-11
## 191 191 191 Oral Roberts Southland 17-16 3-11
## 192 192 192 Rutgers AAC 12-21 1-10
## 193 193 193 Siena Metro Atlantic 15-17 5-9
## 194 194 194 Bowling Green Mid-American 12-20 4-11
## 195 195 195 North Texas Conference USA 16-16 6-6
## 196 196 199 Coastal Caro. Big South 21-12 6-7
## 197 197 197 North Dakota Big Sky 17-16 4-11
## 198 198 201 Rider Metro Atlantic 14-17 6-8
## 199 199 198 Texas-Arlington Sun Belt 15-17 5-11
## 200 200 202 Southern Ill. Missouri Valley 14-19 3-11
## 201 201 196 UNC Asheville Big South 17-15 5-10
## 202 202 200 FIU Conference USA 15-16 5-8
## 203 203 203 Grand Canyon Western Athletic 15-14 5-9
## 204 204 204 Hampton Mid-Eastern 18-12 8-6
## 205 205 206 Northern Colo. Big Sky 18-13 4-11
## 206 206 207 East Tenn. St. Atlantic Sun 18-15 5-10
## 207 207 205 Boston College Atlantic Coast 8-24 3-11
## 208 208 208 Cal Poly Big West 13-19 3-12
## 209 209 209 Lipscomb Atlantic Sun 15-15 8-10
## 210 210 211 Santa Clara West Coast 14-19 5-8
## 211 211 210 VMI Big South 19-12 5-10
## 212 212 211 TCU Big 12 9-22 2-9
## 213 213 213 Kent St. Mid-American 16-16 5-9
## 214 214 214 Evansville Missouri Valley 14-19 3-11
## 215 215 216 Tennessee Tech OVC 17-16 6-9
## 216 216 215 East Carolina Conference USA 17-16 3-10
## 217 217 217 Northern Ill. Mid-American 15-17 5-9
## 218 218 218 Wagner Northeast 19-12 8-7
## 219 219 219 Omaha Summit 16-14 6-10
## 220 220 220 UCF AAC 13-18 2-10
## 221 221 221 Western Caro. Southern 19-15 5-11
## 222 222 222 Northeastern Colonial 11-21 4-9
## 223 223 223 Tulane Conference USA 17-16 4-6
## 224 224 224 Washington St. Pac-12 10-21 1-10
## 225 225 225 Morgan St. Mid-Eastern 15-16 5-9
## 226 226 226 Fordham Atlantic 10 10-21 2-12
## 227 227 227 Norfolk St. Mid-Eastern 19-14 7-7
## 228 228 228 Eastern Wash. Big Sky 15-16 3-12
## 229 229 229 Brown Ivy 15-13 7-8
## 230 230 230 Detroit Horizon 13-19 5-12
## 231 231 232 Saint Peter's Metro Atlantic 14-17 5-11
## 232 232 231 South Fla. AAC 12-20 5-7
## 233 233 233 James Madison Colonial 11-20 4-12
## 234 234 234 Hartford America East 17-16 7-9
## 235 235 235 Army Patriot 15-16 7-8
## 236 236 236 Lehigh Patriot 14-18 4-13
## 237 237 237 Youngstown St. Horizon 15-17 2-13
## 238 238 238 Idaho Western Athletic 16-18 5-9
## 239 239 239 Texas Southern Southwestern 19-14 6-11
## 240 240 240 Radford Big South 21-12 8-7
## 241 241 241 Gardner-Webb Big South 18-15 7-9
## 242 242 244 Col. of Charleston Colonial 14-18 4-8
## 243 243 245 Chattanooga Southern 18-14 5-10
## 244 244 243 La.-Monroe Sun Belt 10-17 4-10
## 245 245 242 Mississippi St. Southeastern 14-19 0-10
## 246 246 246 Virginia Tech Atlantic Coast 9-22 1-8
## 247 247 247 Northern Ariz. Big Sky 15-17 6-10
## 248 248 248 A&M-Corpus Christi Southland 17-15 6-6
## 249 249 249 Marist Metro Atlantic 12-19 3-11
## 250 250 250 Air Force Mountain West 12-18 3-8
## 251 251 251 UMKC Western Athletic 10-20 5-10
## 252 252 252 Portland St. Big Sky 17-14 4-8
## 253 253 253 Cal St. Northridge Big West 17-18 2-14
## 254 254 254 Alabama St. Southwestern 19-12 5-9
## 255 255 255 South Dakota Summit 12-18 2-13
## 256 256 256 Colgate Patriot 13-18 6-10
## 257 257 257 Southeast Mo. St. OVC 18-14 5-9
## 258 258 258 Lafayette Patriot 11-20 5-13
## 259 259 259 Chicago St. Western Athletic 13-19 4-13
## 260 260 260 New Orleans Southland 11-15 5-9
## 261 261 261 Coppin St. Mid-Eastern 12-20 5-10
## 262 262 262 Nicholls St. Southland 14-15 4-12
## 263 263 263 Sacramento St. Big Sky 14-16 3-12
## 264 264 264 Ark.-Pine Bluff Southwestern 13-18 5-12
## 265 265 265 Bradley Missouri Valley 12-20 1-11
## 266 266 266 Dartmouth Ivy 12-16 4-9
## 267 267 267 Seattle Western Athletic 13-17 5-9
## 268 268 268 Charleston So. Big South 13-18 4-12
## 269 269 270 Fairleigh Dickinson Northeast 10-21 4-14
## 270 270 269 Fla. Atlantic Conference USA 10-22 3-11
## 271 271 271 Alabama A&M Southwestern 14-16 5-11
## 272 272 272 McNeese St. Southland 11-20 3-14
## 273 273 273 Savannah St. Mid-Eastern 13-19 5-11
## 274 274 274 Loyola Maryland Patriot 11-19 4-12
## 275 275 276 Montana St. Big Sky 14-17 5-10
## 276 276 275 Marshall Conference USA 11-22 2-12
## 277 277 277 Hofstra Colonial 10-23 1-13
## 278 278 278 San Jose St. Mountain West 7-24 3-12
## 279 279 280 Bakersfield Western Athletic 13-19 5-10
## 280 280 279 South Ala. Sun Belt 11-20 1-13
## 281 281 281 UNC Wilmington Colonial 9-23 3-14
## 282 282 283 Jacksonville Atlantic Sun 12-18 2-13
## 283 283 282 UMass Lowell America East 10-18 4-12
## 284 284 284 Penn Ivy 8-20 2-12
## 285 285 285 Troy Sun Belt 11-20 3-11
## 286 286 286 Cal St. Fullerton Big West 11-20 3-12
## 287 287 287 Idaho St. Big Sky 11-18 2-13
## 288 288 288 Loyola Chicago Missouri Valley 10-22 0-14
## 289 289 289 Fairfield Metro Atlantic 7-25 2-13
## 290 290 290 Western Ill. Summit 10-20 1-13
## 291 291 291 Eastern Ill. OVC 11-19 4-11
## 292 292 292 Monmouth Metro Atlantic 11-21 3-12
## 293 293 293 Central Conn. St. Northeast 11-19 6-10
## 294 294 294 Florida A&M Mid-Eastern 14-18 3-13
## 295 294 294 Central Mich. Mid-American 10-21 2-13
## 296 296 296 Jackson St. Southwestern 11-20 5-13
## 297 297 297 Saint Francis (PA) Northeast 10-21 5-13
## 298 298 298 LIU Brooklyn Northeast 9-20 4-11
## 299 299 299 Rice Conference USA 7-23 2-11
## 300 300 300 Tennessee St. OVC 5-25 2-13
## 301 301 301 UNC Greensboro Southern 14-18 4-8
## 302 302 302 Niagara Metro Atlantic 7-26 1-14
## 303 303 303 Ga. Southern Southern 15-19 5-11
## 304 304 304 Prairie View Southwestern 11-23 2-16
## 305 305 305 Austin Peay OVC 12-18 3-11
## 306 306 306 UTSA Conference USA 8-22 1-12
## 307 307 307 Texas St. Sun Belt 8-23 1-13
## 308 308 308 NJIT Division I Independents 13-16 6-10
## 309 309 309 Ball St. Mid-American 5-25 0-16
## 310 310 310 Northern Ky. Atlantic Sun 9-21 2-12
## 311 311 311 Liberty Big South 11-21 2-12
## 312 312 312 Tex.-Pan American Western Athletic 9-23 5-11
## 313 313 313 Samford Southern 13-20 2-15
## 314 314 314 Alcorn Southwestern 12-19 3-13
## 315 315 315 Ill.-Chicago Horizon 6-25 2-11
## 316 316 316 Campbell Big South 12-20 3-12
## 317 317 317 Jacksonville St. OVC 10-21 2-14
## 318 318 318 Southeastern La. Southland 12-18 4-11
## 319 319 319 UC Riverside Big West 10-21 2-13
## 320 320 320 SIU Edwardsville OVC 11-20 2-12
## 321 321 321 Navy Patriot 9-21 2-15
## 322 322 322 IUPUI Summit 6-26 1-13
## 323 323 323 Howard Mid-Eastern 8-25 2-17
## 324 324 324 Kennesaw St. Atlantic Sun 6-25 2-14
## 325 325 326 Binghamton America East 7-23 4-12
## 326 326 325 UC Davis Big West 9-22 1-13
## 327 327 327 UMBC America East 9-21 1-16
## 328 328 328 Central Ark. Southland 8-21 1-11
## 329 329 329 Delaware St. Mid-Eastern 9-21 2-12
## 330 330 331 Maine America East 6-23 1-13
## 331 331 330 South Carolina St. Mid-Eastern 9-21 2-14
## 332 332 332 UT Martin OVC 8-23 3-13
## 333 333 333 Stetson Atlantic Sun 7-24 1-15
## 334 334 334 Cornell Ivy 2-26 0-15
## 335 335 335 Appalachian St. Southern 9-21 2-13
## 336 336 336 N.C. A&T Mid-Eastern 9-23 1-17
## 337 337 337 Longwood Big South 8-24 3-12
## 338 338 338 Sacred Heart Northeast 5-26 4-14
## 339 339 339 Furman Southern 9-21 3-12
## 340 340 340 New Hampshire America East 6-24 3-12
## 341 341 341 Houston Baptist Southland 6-25 1-13
## 342 342 342 Mississippi Val. Southwestern 9-23 1-17
## 343 343 343 Bethune-Cookman Mid-Eastern 7-25 2-17
## 344 344 344 Lamar Southland 4-26 0-13
## 345 345 345 Citadel Southern 7-26 0-15
## 346 346 346 Southern Utah Big Sky 2-27 0-16
## 347 347 347 UMES Mid-Eastern 6-24 1-15
## 348 348 348 Grambling Southwestern 5-24 1-15
## 349 349 349 Presbyterian Big South 6-26 1-15
## 350 1 2 Florida Southeastern 32-2 10-2
## 351 2 1 Arizona Pac-12 30-4 8-3
## 352 3 3 Kansas Big 12 24-9 5-6
## 353 4 4 Wichita St. Missouri Valley 34-0 12-0
## 354 5 5 Villanova Big East 28-4 10-2
## 355 6 6 Wisconsin Big Ten 26-7 8-3
## 356 7 8 Iowa St. Big 12 26-7 4-6
## 357 8 11 Virginia Atlantic Coast 28-6 7-4
## 358 9 7 Duke Atlantic Coast 26-8 4-5
## 359 10 10 Creighton Big East 26-7 7-4
## 360 11 9 Michigan Big Ten 25-8 7-4
## 361 12 13 New Mexico Mountain West 27-6 8-3
## 362 13 12 VCU Atlantic 10 26-8 6-5
## 363 14 14 UCLA Pac-12 26-8 5-5
## 364 15 15 San Diego St. Mountain West 29-4 10-2
## 365 16 16 Syracuse Atlantic Coast 27-5 8-2
## 366 17 17 Kentucky Southeastern 24-10 5-5
## 367 18 21 Michigan St. Big Ten 26-8 7-3
## 368 19 18 Louisville AAC 29-5 9-2
## 369 20 19 Gonzaga West Coast 28-6 7-4
## 370 21 20 Cincinnati AAC 27-6 7-3
## 371 22 22 UConn AAC 26-8 7-4
## 372 23 23 Massachusetts Atlantic 10 24-8 7-4
## 373 24 24 Ohio St. Big Ten 25-9 5-5
## 374 25 25 North Carolina Atlantic Coast 23-9 6-5
## 375 26 27 Oklahoma Big 12 23-9 5-4
## 376 27 26 Saint Louis Atlantic 10 26-6 11-1
## 377 28 28 Oregon Pac-12 23-9 5-5
## 378 29 29 George Washington Atlantic 10 24-8 6-5
## 379 30 30 Baylor Big 12 24-11 4-5
## 380 31 31 BYU West Coast 23-11 5-7
## 381 32 37 Saint Joseph's Atlantic 10 24-9 8-4
## 382 33 32 Southern Miss. Conference USA 27-6 10-5
## 383 34 33 Colorado Pac-12 23-11 5-6
## 384 35 34 North Dakota St. Summit 25-6 10-5
## 385 36 35 Texas Big 12 23-10 5-6
## 386 37 36 Memphis AAC 23-9 5-5
## 387 38 38 Toledo Mid-American 27-6 9-5
## 388 39 39 Pittsburgh Atlantic Coast 25-9 7-2
## 389 40 40 Providence Big East 23-11 6-6
## 390 41 41 Stanford Pac-12 21-12 6-5
## 391 42 42 Tennessee Southeastern 21-12 4-7
## 392 43 43 Dayton Atlantic 10 23-10 7-4
## 393 44 44 Arizona St. Pac-12 21-11 4-7
## 394 45 45 Oklahoma St. Big 12 21-12 3-7
## 395 46 46 Harvard Ivy 26-4 11-3
## 396 47 47 Xavier Big East 21-12 4-6
## 397 48 48 Nebraska Big Ten 19-12 3-8
## 398 49 49 Missouri Southeastern 22-11 3-7
## 399 50 50 Minnesota Big Ten 20-13 3-7
## 400 51 51 Kansas St. Big 12 20-12 2-7
## 401 52 52 Stephen F. Austin Southland 31-2 14-2
## 402 53 53 SMU AAC 23-9 6-6
## 403 54 54 Florida St. Atlantic Coast 19-13 6-6
## 404 55 55 North Carolina St. Atlantic Coast 21-13 6-6
## 405 56 57 Iowa Big Ten 20-12 4-6
## 406 57 56 Belmont OVC 24-9 9-7
## 407 58 58 Green Bay Horizon 24-6 9-2
## 408 59 59 Iona Metro Atlantic 22-10 9-7
## 409 60 60 Manhattan Metro Atlantic 25-7 12-4
## 410 61 61 St. Mary's (CA) West Coast 22-11 6-5
## 411 62 62 Louisiana Tech Conference USA 27-7 9-4
## 412 63 63 California Pac-12 19-13 5-6
## 413 64 64 Middle Tenn. Conference USA 24-9 8-5
## 414 65 65 Delaware Colonial 25-9 11-7
## 415 66 66 Western Mich. Mid-American 23-9 6-7
## 416 67 69 San Francisco West Coast 21-11 7-5
## 417 67 68 St. John's (NY) Big East 20-12 4-5
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## 504 155 155 Rhode Island Atlantic 10 14-18 3-11
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## 539 190 190 North Florida Atlantic Sun 16-16 7-11
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## 586 237 237 Youngstown St. Horizon 15-17 2-13
## 587 238 238 Idaho Western Athletic 16-18 5-9
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## 590 241 241 Gardner-Webb Big South 18-15 7-9
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## 592 243 245 Chattanooga Southern 18-14 5-10
## 593 244 243 La.-Monroe Sun Belt 10-17 4-10
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## 604 255 255 South Dakota Summit 12-18 2-13
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## 606 257 257 Southeast Mo. St. OVC 18-14 5-9
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## 643 294 294 Florida A&M Mid-Eastern 14-18 3-13
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## 648 299 299 Rice Conference USA 7-23 2-11
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## 653 304 304 Prairie View Southwestern 11-23 2-16
## 654 305 305 Austin Peay OVC 12-18 3-11
## 655 306 306 UTSA Conference USA 8-22 1-12
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## 657 308 308 NJIT Division I Independents 13-16 6-10
## 658 309 309 Ball St. Mid-American 5-25 0-16
## 659 310 310 Northern Ky. Atlantic Sun 9-21 2-12
## 660 311 311 Liberty Big South 11-21 2-12
## 661 312 312 Tex.-Pan American Western Athletic 9-23 5-11
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## 663 314 314 Alcorn Southwestern 12-19 3-13
## 664 315 315 Ill.-Chicago Horizon 6-25 2-11
## 665 316 316 Campbell Big South 12-20 3-12
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## 669 320 320 SIU Edwardsville OVC 11-20 2-12
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## 671 322 322 IUPUI Summit 6-26 1-13
## 672 323 323 Howard Mid-Eastern 8-25 2-17
## 673 324 324 Kennesaw St. Atlantic Sun 6-25 2-14
## 674 325 326 Binghamton America East 7-23 4-12
## 675 326 325 UC Davis Big West 9-22 1-13
## 676 327 327 UMBC America East 9-21 1-16
## 677 328 328 Central Ark. Southland 8-21 1-11
## 678 329 329 Delaware St. Mid-Eastern 9-21 2-12
## 679 330 331 Maine America East 6-23 1-13
## 680 331 330 South Carolina St. Mid-Eastern 9-21 2-14
## 681 332 332 UT Martin OVC 8-23 3-13
## 682 333 333 Stetson Atlantic Sun 7-24 1-15
## 683 334 334 Cornell Ivy 2-26 0-15
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## 685 336 336 N.C. A&T Mid-Eastern 9-23 1-17
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## 688 339 339 Furman Southern 9-21 3-12
## 689 340 340 New Hampshire America East 6-24 3-12
## 690 341 341 Houston Baptist Southland 6-25 1-13
## 691 342 342 Mississippi Val. Southwestern 9-23 1-17
## 692 343 343 Bethune-Cookman Mid-Eastern 7-25 2-17
## 693 344 344 Lamar Southland 4-26 0-13
## 694 345 345 Citadel Southern 7-26 0-15
## 695 346 346 Southern Utah Big Sky 2-27 0-16
## 696 347 347 UMES Mid-Eastern 6-24 1-15
## 697 348 348 Grambling Southwestern 5-24 1-15
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## 241 3- 1 5-5 3-0 14
## 242 1- 3 8-7 1-0 18
## 243 1- 2 9-2 3-0 20
## 244 0- 1 5-6 1-0 8
## 245 3- 2 11-7 0-0 14
## 246 0- 4 8-10 0-0 19
## 247 0- 3 8-4 1-0 13
## 248 0- 1 9-6 2-2 19
## 249 0- 4 9-4 0-0 20
## 250 1- 1 6-9 2-0 12
## 251 0- 1 5-8 0-1 20
## 252 1- 1 10-5 2-0 12
## 253 4- 1 9-3 2-0 19
## 254 1- 2 10-1 3-0 13
## 255 0- 2 7-3 3-0 17
## 256 0- 0 6-8 1-0 17
## 257 4- 1 7-4 2-0 21
## 258 0- 0 5-7 1-0 13
## 259 0- 1 7-5 2-0 19
## 260 0- 0 3-5 3-1 12
## 261 2- 3 4-7 1-0 21
## 262 1- 1 7-1 2-1 13
## 263 0- 1 9-3 2-0 16
## 264 0- 3 6-3 2-0 14
## 265 0- 3 11-6 0-0 15
## 266 0- 0 6-7 2-0 15
## 267 1- 1 5-7 2-0 16
## 268 1- 0 4-6 4-0 15
## 269 0- 1 5-5 1-1 18
## 270 0- 3 5-8 2-0 14
## 271 1- 1 6-4 2-0 15
## 272 0- 3 4-3 4-0 17
## 273 1- 3 5-5 2-0 15
## 274 0- 0 6-7 1-0 17
## 275 0- 2 7-5 2-0 19
## 276 1- 2 6-8 2-0 12
## 277 2- 2 7-8 0-0 16
## 278 0- 3 2-9 2-0 15
## 279 2- 2 5-7 1-0 14
## 280 0- 1 7-6 3-0 20
## 281 0- 1 4-8 2-0 20
## 282 0- 0 8-5 2-0 13
## 283 0- 0 5-6 1-0 18
## 284 0- 0 6-8 0-0 11
## 285 0- 3 6-6 2-0 17
## 286 0- 2 8-6 0-0 16
## 287 0- 1 7-4 2-0 20
## 288 2- 2 7-6 1-0 11
## 289 0- 3 5-9 0-0 15
## 290 2- 2 4-5 3-0 17
## 291 0- 1 5-7 2-0 22
## 292 0- 1 8-8 0-0 12
## 293 0- 1 4-8 1-0 15
## 294 2- 2 7-3 2-0 13
## 295 0- 0 6-8 2-0 17
## 296 0- 1 6-6 0-0 15
## 297 0- 0 5-8 0-0 19
## 298 0- 2 5-7 0-0 11
## 299 0- 3 3-9 2-0 14
## 300 0- 2 2-10 1-0 17
## 301 1- 3 6-7 3-0 17
## 302 2- 3 4-9 0-0 14
## 303 3- 2 4-6 3-0 18
## 304 4- 1 4-6 1-0 13
## 305 1- 1 6-6 2-0 20
## 306 0- 1 5-8 2-1 12
## 307 2- 1 3-9 2-0 12
## 308 0- 0 3-6 4-0 21
## 309 0- 0 3-9 2-0 14
## 310 0- 2 7-7 0-0 18
## 311 2- 1 4-8 3-0 16
## 312 1- 2 2-10 1-0 16
## 313 1- 1 7-4 3-0 16
## 314 0- 3 6-3 3-0 17
## 315 2- 2 0-12 2-0 17
## 316 0- 1 6-6 3-1 14
## 317 1- 1 5-6 2-0 15
## 318 0- 2 4-5 4-0 16
## 319 0- 1 6-7 2-0 20
## 320 0- 3 7-5 2-0 11
## 321 0- 0 6-6 1-0 13
## 322 0- 3 2-10 3-0 18
## 323 2- 2 2-6 2-0 18
## 324 0- 0 2-11 2-0 14
## 325 0- 1 3-10 0-0 19
## 326 2- 0 4-9 2-0 14
## 327 0- 0 7-5 1-0 11
## 328 0- 0 5-8 2-2 20
## 329 0- 2 5-7 2-0 23
## 330 1- 1 3-9 1-0 10
## 331 0- 1 5-6 2-0 15
## 332 0- 0 3-10 2-0 17
## 333 0- 3 6-6 0-0 16
## 334 0- 0 1-11 1-0 14
## 335 0- 1 3-7 4-0 20
## 336 1- 1 6-5 1-0 13
## 337 0- 3 1-9 4-0 14
## 338 0- 2 1-10 0-0 16
## 339 0- 1 4-7 2-1 16
## 340 0- 1 2-11 1-0 17
## 341 0- 2 3-8 2-2 19
## 342 1- 1 4-5 3-0 13
## 343 0- 2 3-6 2-0 16
## 344 1- 1 2-11 1-1 14
## 345 1- 2 3-8 3-1 20
## 346 0- 0 1-11 1-0 14
## 347 0- 1 4-7 1-1 15
## 348 1- 1 2-7 1-1 16
## 349 0- 3 3-8 2-0 9
## 350 5- 0 17-0 0-0 22
## 351 4- 1 18-0 0-0 11
## 352 4- 2 15-1 0-0 21
## 353 5- 0 16-0 1-0 18
## 354 3- 1 15-1 0-0 14
## 355 4- 1 14-3 0-0 15
## 356 7- 0 15-1 0-0 16
## 357 6- 0 15-2 0-0 13
## 358 5- 3 17-0 0-0 19
## 359 3- 3 16-0 0-0 19
## 360 5- 2 13-2 0-0 13
## 361 6- 1 13-2 0-0 13
## 362 5- 3 15-0 0-0 20
## 363 5- 1 16-2 0-0 16
## 364 4- 1 13-1 2-0 16
## 365 3- 1 16-2 0-0 17
## 366 3- 3 16-2 0-0 13
## 367 7- 1 12-4 0-0 18
## 368 4- 1 16-2 0-0 15
## 369 5- 2 15-0 1-0 18
## 370 2- 2 18-1 0-0 14
## 371 4- 1 15-3 0-0 18
## 372 6- 2 11-2 0-0 14
## 373 3- 1 17-3 0-0 15
## 374 2- 1 15-3 0-0 17
## 375 4- 2 14-3 0-0 13
## 376 1- 2 13-3 1-0 17
## 377 3- 1 15-3 0-0 16
## 378 4- 2 14-1 0-0 16
## 379 6- 2 12-4 2-0 16
## 380 4- 3 13-1 1-0 16
## 381 5- 1 11-4 0-0 17
## 382 3- 1 12-0 2-0 16
## 383 2- 3 16-2 0-0 12
## 384 3- 0 9-1 3-0 21
## 385 2- 2 16-2 0-0 15
## 386 3- 1 14-3 1-0 17
## 387 3- 1 14-0 1-0 12
## 388 5- 2 13-5 0-0 20
## 389 4- 2 13-3 0-0 16
## 390 3- 3 12-4 0-0 16
## 391 3- 2 13-3 1-0 21
## 392 3- 2 13-4 0-0 12
## 393 1- 3 16-1 0-0 17
## 394 5- 2 13-3 0-0 16
## 395 4- 0 10-1 1-0 14
## 396 2- 4 14-2 1-0 17
## 397 1- 3 15-1 0-0 15
## 398 4- 2 15-2 0-0 17
## 399 1- 3 15-3 1-0 14
## 400 3- 3 15-2 0-0 19
## 401 2- 0 11-0 4-0 17
## 402 2- 2 15-1 0-0 15
## 403 4- 2 9-5 0-0 15
## 404 2- 1 13-6 0-0 16
## 405 3- 2 12-4 1-0 15
## 406 3- 1 11-1 1-0 14
## 407 2- 1 10-3 3-0 18
## 408 2- 1 11-2 0-0 12
## 409 4- 0 9-3 0-0 18
## 410 1- 3 14-3 1-0 13
## 411 5- 2 12-1 1-0 18
## 412 1- 3 13-4 0-0 15
## 413 2- 2 12-2 2-0 8
## 414 4- 0 10-2 0-0 24
## 415 4- 0 12-2 1-0 13
## 416 1- 1 11-5 2-0 19
## 417 2- 2 14-5 0-0 15
## 418 3- 3 12-3 0-0 15
## 419 4- 2 10-6 0-0 14
## 420 4- 1 13-1 1-0 19
## 421 3- 2 10-2 2-0 19
## 422 4- 2 11-3 0-0 12
## 423 1- 4 14-2 0-0 9
## 424 2- 2 12-4 0-0 22
## 425 2- 2 11-0 2-0 16
## 426 1- 3 17-2 0-0 16
## 427 3- 3 11-4 1-0 14
## 428 3- 2 13-3 0-0 19
## 429 1- 1 16-2 2-0 17
## 430 0- 0 14-1 3-0 16
## 431 4- 2 10-4 2-0 17
## 432 3- 2 13-3 0-0 16
## 433 2- 1 11-5 0-0 15
## 434 2- 2 13-2 1-0 17
## 435 2- 1 12-3 3-0 19
## 436 1- 1 11-6 1-0 12
## 437 3- 2 11-5 0-0 16
## 438 4- 2 9-4 1-0 14
## 439 4- 0 10-2 3-0 13
## 440 0- 1 10-3 2-0 18
## 441 1- 3 12-4 0-0 19
## 442 2- 3 13-2 0-0 15
## 443 3- 1 12-5 0-0 11
## 444 1- 2 13-1 2-0 21
## 445 3- 1 9-3 0-1 17
## 446 4- 1 10-2 2-0 16
## 447 2- 3 9-5 0-0 10
## 448 3- 0 12-0 2-0 21
## 449 1- 2 12-4 0-0 15
## 450 1- 3 14-4 0-0 16
## 451 2- 0 9-2 2-0 10
## 452 1- 2 12-6 2-0 21
## 453 0- 3 14-4 0-0 19
## 454 2- 1 10-3 0-0 14
## 455 0- 2 12-2 1-0 15
## 456 2- 1 8-3 2-0 16
## 457 2- 0 12-8 0-0 15
## 458 2- 3 10-2 1-0 13
## 459 2- 2 8-8 0-0 13
## 460 1- 1 10-4 2-0 19
## 461 5- 2 9-1 3-1 14
## 462 2- 3 14-4 0-0 17
## 463 1- 2 9-8 0-0 12
## 464 4- 1 9-2 3-0 20
## 465 1- 2 12-5 1-0 11
## 466 1- 2 9-5 2-0 20
## 467 0- 0 11-3 0-0 17
## 468 2- 2 9-4 1-0 16
## 469 2- 2 10-6 0-0 15
## 470 1- 2 11-6 0-0 16
## 471 1- 1 10-2 1-0 14
## 472 1- 3 8-9 0-0 18
## 473 0- 4 12-4 1-0 15
## 474 0- 1 12-4 1-0 17
## 475 2- 5 7-4 1-0 16
## 476 1- 2 9-4 0-0 18
## 477 3- 2 10-8 0-0 19
## 478 0- 0 12-3 0-0 14
## 479 2- 1 12-3 1-0 21
## 480 4- 1 6-6 1-0 12
## 481 2- 2 8-4 0-0 18
## 482 3- 2 7-5 1-0 15
## 483 0- 2 12-3 1-0 14
## 484 1- 0 12-4 2-0 18
## 485 1- 2 13-6 0-0 18
## 486 0- 3 7-8 0-0 14
## 487 1- 2 8-3 3-0 10
## 488 2- 3 9-4 1-0 17
## 489 4- 2 9-7 0-0 14
## 490 2- 2 7-5 2-0 19
## 491 0- 1 11-1 2-0 9
## 492 2- 3 12-4 0-0 22
## 493 1- 1 11-2 2-0 15
## 494 1- 4 12-5 0-0 17
## 495 1- 1 13-2 2-0 17
## 496 1- 0 7-4 1-0 15
## 497 0- 4 16-3 0-0 12
## 498 0- 0 12-2 2-0 19
## 499 2- 3 7-7 1-0 12
## 500 4- 1 10-5 0-0 18
## 501 1- 3 10-5 2-0 10
## 502 3- 0 6-4 3-0 20
## 503 1- 3 8-9 0-0 17
## 504 0- 1 10-6 1-0 14
## 505 2- 2 7-7 2-0 17
## 506 1- 3 10-7 0-0 18
## 507 1- 1 6-3 4-0 19
## 508 1- 3 7-6 1-0 12
## 509 0- 2 13-5 2-0 12
## 510 0- 1 8-5 0-1 18
## 511 0- 4 9-3 2-1 13
## 512 2- 0 10-2 2-0 18
## 513 1- 4 6-8 0-0 18
## 514 3- 2 11-3 1-0 14
## 515 1- 4 7-4 2-0 11
## 516 0- 0 8-6 0-0 20
## 517 3- 0 9-3 3-0 13
## 518 0- 2 12-6 0-0 19
## 519 1- 3 10-6 0-0 11
## 520 0- 1 7-4 3-0 15
## 521 0- 1 8-3 2-0 12
## 522 3- 0 11-3 2-0 20
## 523 2- 2 8-5 1-0 14
## 524 2- 2 4-10 0-0 15
## 525 1- 3 7-8 1-0 14
## 526 0- 1 10-4 1-0 16
## 527 2- 1 10-6 0-0 13
## 528 4- 3 5-6 1-0 18
## 529 1- 1 9-4 2-0 12
## 530 0- 4 8-5 2-0 20
## 531 0- 1 12-6 2-0 12
## 532 0- 1 9-3 2-0 16
## 533 0- 1 10-5 3-0 13
## 534 0- 0 11-3 0-0 17
## 535 1- 0 9-3 1-0 13
## 536 2- 2 5-6 2-0 18
## 537 0- 2 5-9 1-0 10
## 538 0- 0 10-3 0-0 21
## 539 0- 0 7-5 2-0 10
## 540 3- 1 7-4 4-0 22
## 541 1- 1 9-10 1-0 14
## 542 0- 4 10-4 0-0 16
## 543 1- 1 6-8 1-0 11
## 544 1- 3 6-7 3-0 20
## 545 0- 0 12-5 3-0 13
## 546 2- 2 9-3 2-0 19
## 547 2- 2 6-7 0-0 11
## 548 1- 1 7-5 2-0 19
## 549 2- 3 8-5 1-0 14
## 550 1- 3 8-2 3-0 17
## 551 0- 2 8-5 2-1 11
## 552 2- 2 5-3 3-0 22
## 553 1- 3 9-3 0-0 10
## 554 1- 0 11-2 2-0 23
## 555 0- 0 12-5 1-0 7
## 556 1- 4 3-9 1-0 24
## 557 4- 1 4-6 2-0 13
## 558 0- 0 6-5 1-0 19
## 559 2- 2 5-9 2-0 11
## 560 1- 0 9-2 4-0 20
## 561 1- 3 4-10 2-0 9
## 562 0- 0 10-7 1-0 23
## 563 1- 1 8-7 2-0 12
## 564 1- 3 8-4 2-0 18
## 565 4- 0 6-6 4-0 10
## 566 0- 1 9-7 1-0 18
## 567 1- 2 9-3 1-0 8
## 568 0- 0 7-4 3-0 20
## 569 1- 1 8-7 2-0 11
## 570 3- 2 8-2 3-0 20
## 571 3- 4 4-8 0-0 11
## 572 1- 4 11-6 1-0 20
## 573 1- 3 7-8 1-0 11
## 574 3- 3 7-4 0-0 18
## 575 1- 1 7-8 0-0 10
## 576 4- 3 5-4 3-0 22
## 577 2- 0 8-4 2-0 7
## 578 0- 0 7-5 1-0 25
## 579 0- 0 6-7 2-0 10
## 580 1- 1 8-5 0-0 20
## 581 0- 3 7-10 0-0 11
## 582 2- 3 5-5 0-0 19
## 583 1- 4 9-3 0-0 11
## 584 1- 1 6-7 1-0 21
## 585 1- 0 9-5 0-0 11
## 586 2- 0 8-4 3-0 19
## 587 4- 3 6-6 1-0 14
## 588 4- 1 8-2 1-0 18
## 589 3- 1 7-4 3-0 10
## 590 3- 1 5-5 3-0 21
## 591 1- 3 8-7 1-0 11
## 592 1- 2 9-2 3-0 20
## 593 0- 1 5-6 1-0 10
## 594 3- 2 11-7 0-0 21
## 595 0- 4 8-10 0-0 9
## 596 0- 3 8-4 1-0 20
## 597 0- 1 9-6 2-2 7
## 598 0- 4 9-4 0-0 23
## 599 1- 1 6-9 2-0 5
## 600 0- 1 5-8 0-1 25
## 601 1- 1 10-5 2-0 14
## 602 4- 1 9-3 2-0 18
## 603 1- 2 10-1 3-0 7
## 604 0- 2 7-3 3-0 26
## 605 0- 0 6-8 1-0 15
## 606 4- 1 7-4 2-0 19
## 607 0- 0 5-7 1-0 11
## 608 0- 1 7-5 2-0 23
## 609 0- 0 3-5 3-1 12
## 610 2- 3 4-7 1-0 18
## 611 1- 1 7-1 2-1 8
## 612 0- 1 9-3 2-0 22
## 613 0- 3 6-3 2-0 8
## 614 0- 3 11-6 0-0 23
## 615 0- 0 6-7 2-0 13
## 616 1- 1 5-7 2-0 16
## 617 1- 0 4-6 4-0 5
## 618 0- 1 5-5 1-1 25
## 619 0- 3 5-8 2-0 9
## 620 1- 1 6-4 2-0 21
## 621 0- 3 4-3 4-0 11
## 622 1- 3 5-5 2-0 21
## 623 0- 0 6-7 1-0 9
## 624 0- 2 7-5 2-0 23
## 625 1- 2 6-8 2-0 13
## 626 2- 2 7-8 0-0 20
## 627 0- 3 2-9 2-0 12
## 628 2- 2 5-7 1-0 19
## 629 0- 1 7-6 3-0 6
## 630 0- 1 4-8 2-0 25
## 631 0- 0 8-5 2-0 12
## 632 0- 0 5-6 1-0 20
## 633 0- 0 6-8 0-0 10
## 634 0- 3 6-6 2-0 21
## 635 0- 2 8-6 0-0 12
## 636 0- 1 7-4 2-0 18
## 637 2- 2 7-6 1-0 10
## 638 0- 3 5-9 0-0 21
## 639 2- 2 4-5 3-0 11
## 640 0- 1 5-7 2-0 20
## 641 0- 1 8-8 0-0 9
## 642 0- 1 4-8 1-0 21
## 643 2- 2 7-3 2-0 6
## 644 0- 0 6-8 2-0 26
## 645 0- 1 6-6 0-0 8
## 646 0- 0 5-8 0-0 25
## 647 0- 2 5-7 0-0 6
## 648 0- 3 3-9 2-0 25
## 649 0- 2 2-10 1-0 7
## 650 1- 3 6-7 3-0 23
## 651 2- 3 4-9 0-0 9
## 652 3- 2 4-6 3-0 22
## 653 4- 1 4-6 1-0 9
## 654 1- 1 6-6 2-0 21
## 655 0- 1 5-8 2-1 8
## 656 2- 1 3-9 2-0 21
## 657 0- 0 3-6 4-0 9
## 658 0- 0 3-9 2-0 21
## 659 0- 2 7-7 0-0 6
## 660 2- 1 4-8 3-0 23
## 661 1- 2 2-10 1-0 9
## 662 1- 1 7-4 3-0 21
## 663 0- 3 6-3 3-0 8
## 664 2- 2 0-12 2-0 23
## 665 0- 1 6-6 3-1 7
## 666 1- 1 5-6 2-0 24
## 667 0- 2 4-5 4-0 2
## 668 0- 1 6-7 2-0 26
## 669 0- 3 7-5 2-0 9
## 670 0- 0 6-6 1-0 21
## 671 0- 3 2-10 3-0 9
## 672 2- 2 2-6 2-0 23
## 673 0- 0 2-11 2-0 8
## 674 0- 1 3-10 0-0 24
## 675 2- 0 4-9 2-0 5
## 676 0- 0 7-5 1-0 26
## 677 0- 0 5-8 2-2 9
## 678 0- 2 5-7 2-0 21
## 679 1- 1 3-9 1-0 6
## 680 0- 1 5-6 2-0 24
## 681 0- 0 3-10 2-0 6
## 682 0- 3 6-6 0-0 25
## 683 0- 0 1-11 1-0 9
## 684 0- 1 3-7 4-0 23
## 685 1- 1 6-5 1-0 7
## 686 0- 3 1-9 4-0 25
## 687 0- 2 1-10 0-0 4
## 688 0- 1 4-7 2-1 26
## 689 0- 1 2-11 1-0 7
## 690 0- 2 3-8 2-2 26
## 691 1- 1 4-5 3-0 2
## 692 0- 2 3-6 2-0 27
## 693 1- 1 2-11 1-1 6
## 694 1- 2 3-8 3-1 24
## 695 0- 0 1-11 1-0 5
## 696 0- 1 4-7 1-1 24
## 697 1- 1 2-7 1-1 6
## 698 0- 3 3-8 2-0 26
#w. part 2####
library(stringr)
recordscore = function(x)
{
c(unlist(str_split(x, '-'))[1])
}
sapply(march$record, recordscore)
## [1] "32" "30" "24" "34" "28" "26" "26" "28" "26" "26" "25" "27" "26" "26"
## [15] "29" "27" "24" "26" "29" "28" "27" "26" "24" "25" "23" "23" "26" "23"
## [29] "24" "24" "23" "24" "27" "23" "25" "23" "23" "27" "25" "23" "21" "21"
## [43] "23" "21" "21" "26" "21" "19" "22" "20" "20" "31" "23" "19" "21" "20"
## [57] "24" "24" "22" "25" "22" "27" "19" "24" "25" "23" "21" "20" "17" "19"
## [71] "26" "23" "21" "19" "19" "25" "21" "17" "20" "21" "26" "21" "19" "24"
## [85] "20" "21" "23" "17" "18" "23" "21" "17" "21" "19" "23" "21" "24" "15"
## [99] "28" "16" "17" "22" "23" "17" "20" "19" "21" "20" "16" "17" "23" "23"
## [113] "17" "15" "24" "18" "17" "20" "20" "15" "14" "20" "14" "13" "20" "20"
## [127] "19" "17" "21" "19" "21" "16" "15" "16" "18" "15" "15" "19" "16" "14"
## [141] "20" "18" "17" "20" "15" "22" "15" "17" "19" "14" "17" "18" "20" "12"
## [155] "14" "16" "16" "17" "15" "20" "13" "18" "19" "11" "23" "15" "16" "20"
## [169] "14" "16" "19" "16" "20" "15" "9" "11" "18" "15" "13" "19" "13" "16"
## [183] "17" "18" "18" "18" "15" "13" "16" "16" "17" "12" "15" "12" "16" "21"
## [197] "17" "14" "15" "14" "17" "15" "15" "18" "18" "18" "8" "13" "15" "14"
## [211] "19" "9" "16" "14" "17" "17" "15" "19" "16" "13" "19" "11" "17" "10"
## [225] "15" "10" "19" "15" "15" "13" "14" "12" "11" "17" "15" "14" "15" "16"
## [239] "19" "21" "18" "14" "18" "10" "14" "9" "15" "17" "12" "12" "10" "17"
## [253] "17" "19" "12" "13" "18" "11" "13" "11" "12" "14" "14" "13" "12" "12"
## [267] "13" "13" "10" "10" "14" "11" "13" "11" "14" "11" "10" "7" "13" "11"
## [281] "9" "12" "10" "8" "11" "11" "11" "10" "7" "10" "11" "11" "11" "14"
## [295] "10" "11" "10" "9" "7" "5" "14" "7" "15" "11" "12" "8" "8" "13"
## [309] "5" "9" "11" "9" "13" "12" "6" "12" "10" "12" "10" "11" "9" "6"
## [323] "8" "6" "7" "9" "9" "8" "9" "6" "9" "8" "7" "2" "9" "9"
## [337] "8" "5" "9" "6" "6" "9" "7" "4" "7" "2" "6" "5" "6"
march_wins =sapply(march$record, recordscore)
march_wins = as.numeric(march_wins)
class(march_wins)
## [1] "numeric"
max(march_wins)
## [1] 34
march_new = data.frame(march$school, march_wins)
march_new
## march.school march_wins
## 1 Florida 32
## 2 Arizona 30
## 3 Kansas 24
## 4 Wichita St. 34
## 5 Villanova 28
## 6 Wisconsin 26
## 7 Iowa St. 26
## 8 Virginia 28
## 9 Duke 26
## 10 Creighton 26
## 11 Michigan 25
## 12 New Mexico 27
## 13 VCU 26
## 14 UCLA 26
## 15 San Diego St. 29
## 16 Syracuse 27
## 17 Kentucky 24
## 18 Michigan St. 26
## 19 Louisville 29
## 20 Gonzaga 28
## 21 Cincinnati 27
## 22 UConn 26
## 23 Massachusetts 24
## 24 Ohio St. 25
## 25 North Carolina 23
## 26 Oklahoma 23
## 27 Saint Louis 26
## 28 Oregon 23
## 29 George Washington 24
## 30 Baylor 24
## 31 BYU 23
## 32 Saint Joseph's 24
## 33 Southern Miss. 27
## 34 Colorado 23
## 35 North Dakota St. 25
## 36 Texas 23
## 37 Memphis 23
## 38 Toledo 27
## 39 Pittsburgh 25
## 40 Providence 23
## 41 Stanford 21
## 42 Tennessee 21
## 43 Dayton 23
## 44 Arizona St. 21
## 45 Oklahoma St. 21
## 46 Harvard 26
## 47 Xavier 21
## 48 Nebraska 19
## 49 Missouri 22
## 50 Minnesota 20
## 51 Kansas St. 20
## 52 Stephen F. Austin 31
## 53 SMU 23
## 54 Florida St. 19
## 55 North Carolina St. 21
## 56 Iowa 20
## 57 Belmont 24
## 58 Green Bay 24
## 59 Iona 22
## 60 Manhattan 25
## 61 St. Mary's (CA) 22
## 62 Louisiana Tech 27
## 63 California 19
## 64 Middle Tenn. 24
## 65 Delaware 25
## 66 Western Mich. 23
## 67 San Francisco 21
## 68 St. John's (NY) 20
## 69 Georgetown 17
## 70 Illinois 19
## 71 New Mexico St. 26
## 72 Indiana St. 23
## 73 Tulsa 21
## 74 Georgia 19
## 75 Richmond 19
## 76 Georgia St. 25
## 77 Arkansas 21
## 78 Maryland 17
## 79 Clemson 20
## 80 Utah 21
## 81 Mercer 26
## 82 Boise St. 21
## 83 LSU 19
## 84 Boston U. 24
## 85 Missouri St. 20
## 86 Eastern Mich. 21
## 87 Ohio 23
## 88 West Virginia 17
## 89 St. Bonaventure 18
## 90 La.-Lafayette 23
## 91 Cleveland St. 21
## 92 Marquette 17
## 93 Akron 21
## 94 Ole Miss 19
## 95 Towson 23
## 96 Canisius 21
## 97 Eastern Ky. 24
## 98 La Salle 15
## 99 N.C. Central 28
## 100 Oregon St. 16
## 101 Indiana 17
## 102 Vermont 22
## 103 UTEP 23
## 104 Washington 17
## 105 Quinnipiac 20
## 106 Buffalo 19
## 107 UC Santa Barbara 21
## 108 UNLV 20
## 109 UNI 16
## 110 Miami (FL) 17
## 111 UC Irvine 23
## 112 Sam Houston St. 23
## 113 Wake Forest 17
## 114 Penn St. 15
## 115 IPFW 24
## 116 Utah St. 18
## 117 Fresno St. 17
## 118 American 20
## 119 William & Mary 20
## 120 Vanderbilt 15
## 121 Texas Tech 14
## 122 Princeton 20
## 123 Northwestern 14
## 124 Alabama 13
## 125 Western Ky. 20
## 126 Davidson 20
## 127 Holy Cross 19
## 128 Seton Hall 17
## 129 Robert Morris 21
## 130 Columbia 19
## 131 Milwaukee 21
## 132 Drexel 16
## 133 Pacific 15
## 134 Illinois St. 16
## 135 Wyoming 18
## 136 Notre Dame 15
## 137 Nevada 15
## 138 South Dakota St. 19
## 139 Denver 16
## 140 South Carolina 14
## 141 Morehead St. 20
## 142 Murray St. 18
## 143 Houston 17
## 144 Utah Valley 20
## 145 Purdue 15
## 146 FGCU 22
## 147 Yale 15
## 148 Texas A&M 17
## 149 Weber St. 19
## 150 Butler 14
## 151 Charlotte 17
## 152 UAB 18
## 153 Wofford 20
## 154 DePaul 12
## 155 Rhode Island 14
## 156 San Diego 16
## 157 Georgia Tech 16
## 158 Northwestern St. 17
## 159 Pepperdine 15
## 160 Hawaii 20
## 161 Miami (OH) 13
## 162 Elon 18
## 163 USC Upstate 19
## 164 George Mason 11
## 165 Stony Brook 23
## 166 Long Beach St. 15
## 167 Bucknell 16
## 168 Winthrop 20
## 169 Auburn 14
## 170 Old Dominion 16
## 171 Southern U. 19
## 172 High Point 16
## 173 Wright St. 20
## 174 Drake 15
## 175 Temple 9
## 176 Southern California 11
## 177 Bryant 18
## 178 Portland 15
## 179 Loyola Marymount 13
## 180 Arkansas St. 19
## 181 Oakland 13
## 182 Colorado St. 16
## 183 Montana 17
## 184 Valparaiso 18
## 185 Albany (NY) 18
## 186 St. Francis Brooklyn 18
## 187 UALR 15
## 188 Duquesne 13
## 189 Mt. St. Mary's 16
## 190 North Florida 16
## 191 Oral Roberts 17
## 192 Rutgers 12
## 193 Siena 15
## 194 Bowling Green 12
## 195 North Texas 16
## 196 Coastal Caro. 21
## 197 North Dakota 17
## 198 Rider 14
## 199 Texas-Arlington 15
## 200 Southern Ill. 14
## 201 UNC Asheville 17
## 202 FIU 15
## 203 Grand Canyon 15
## 204 Hampton 18
## 205 Northern Colo. 18
## 206 East Tenn. St. 18
## 207 Boston College 8
## 208 Cal Poly 13
## 209 Lipscomb 15
## 210 Santa Clara 14
## 211 VMI 19
## 212 TCU 9
## 213 Kent St. 16
## 214 Evansville 14
## 215 Tennessee Tech 17
## 216 East Carolina 17
## 217 Northern Ill. 15
## 218 Wagner 19
## 219 Omaha 16
## 220 UCF 13
## 221 Western Caro. 19
## 222 Northeastern 11
## 223 Tulane 17
## 224 Washington St. 10
## 225 Morgan St. 15
## 226 Fordham 10
## 227 Norfolk St. 19
## 228 Eastern Wash. 15
## 229 Brown 15
## 230 Detroit 13
## 231 Saint Peter's 14
## 232 South Fla. 12
## 233 James Madison 11
## 234 Hartford 17
## 235 Army 15
## 236 Lehigh 14
## 237 Youngstown St. 15
## 238 Idaho 16
## 239 Texas Southern 19
## 240 Radford 21
## 241 Gardner-Webb 18
## 242 Col. of Charleston 14
## 243 Chattanooga 18
## 244 La.-Monroe 10
## 245 Mississippi St. 14
## 246 Virginia Tech 9
## 247 Northern Ariz. 15
## 248 A&M-Corpus Christi 17
## 249 Marist 12
## 250 Air Force 12
## 251 UMKC 10
## 252 Portland St. 17
## 253 Cal St. Northridge 17
## 254 Alabama St. 19
## 255 South Dakota 12
## 256 Colgate 13
## 257 Southeast Mo. St. 18
## 258 Lafayette 11
## 259 Chicago St. 13
## 260 New Orleans 11
## 261 Coppin St. 12
## 262 Nicholls St. 14
## 263 Sacramento St. 14
## 264 Ark.-Pine Bluff 13
## 265 Bradley 12
## 266 Dartmouth 12
## 267 Seattle 13
## 268 Charleston So. 13
## 269 Fairleigh Dickinson 10
## 270 Fla. Atlantic 10
## 271 Alabama A&M 14
## 272 McNeese St. 11
## 273 Savannah St. 13
## 274 Loyola Maryland 11
## 275 Montana St. 14
## 276 Marshall 11
## 277 Hofstra 10
## 278 San Jose St. 7
## 279 Bakersfield 13
## 280 South Ala. 11
## 281 UNC Wilmington 9
## 282 Jacksonville 12
## 283 UMass Lowell 10
## 284 Penn 8
## 285 Troy 11
## 286 Cal St. Fullerton 11
## 287 Idaho St. 11
## 288 Loyola Chicago 10
## 289 Fairfield 7
## 290 Western Ill. 10
## 291 Eastern Ill. 11
## 292 Monmouth 11
## 293 Central Conn. St. 11
## 294 Florida A&M 14
## 295 Central Mich. 10
## 296 Jackson St. 11
## 297 Saint Francis (PA) 10
## 298 LIU Brooklyn 9
## 299 Rice 7
## 300 Tennessee St. 5
## 301 UNC Greensboro 14
## 302 Niagara 7
## 303 Ga. Southern 15
## 304 Prairie View 11
## 305 Austin Peay 12
## 306 UTSA 8
## 307 Texas St. 8
## 308 NJIT 13
## 309 Ball St. 5
## 310 Northern Ky. 9
## 311 Liberty 11
## 312 Tex.-Pan American 9
## 313 Samford 13
## 314 Alcorn 12
## 315 Ill.-Chicago 6
## 316 Campbell 12
## 317 Jacksonville St. 10
## 318 Southeastern La. 12
## 319 UC Riverside 10
## 320 SIU Edwardsville 11
## 321 Navy 9
## 322 IUPUI 6
## 323 Howard 8
## 324 Kennesaw St. 6
## 325 Binghamton 7
## 326 UC Davis 9
## 327 UMBC 9
## 328 Central Ark. 8
## 329 Delaware St. 9
## 330 Maine 6
## 331 South Carolina St. 9
## 332 UT Martin 8
## 333 Stetson 7
## 334 Cornell 2
## 335 Appalachian St. 9
## 336 N.C. A&T 9
## 337 Longwood 8
## 338 Sacred Heart 5
## 339 Furman 9
## 340 New Hampshire 6
## 341 Houston Baptist 6
## 342 Mississippi Val. 9
## 343 Bethune-Cookman 7
## 344 Lamar 4
## 345 Citadel 7
## 346 Southern Utah 2
## 347 UMES 6
## 348 Grambling 5
## 349 Presbyterian 6
names(march_new) =c("school","wins")
march_new
## school wins
## 1 Florida 32
## 2 Arizona 30
## 3 Kansas 24
## 4 Wichita St. 34
## 5 Villanova 28
## 6 Wisconsin 26
## 7 Iowa St. 26
## 8 Virginia 28
## 9 Duke 26
## 10 Creighton 26
## 11 Michigan 25
## 12 New Mexico 27
## 13 VCU 26
## 14 UCLA 26
## 15 San Diego St. 29
## 16 Syracuse 27
## 17 Kentucky 24
## 18 Michigan St. 26
## 19 Louisville 29
## 20 Gonzaga 28
## 21 Cincinnati 27
## 22 UConn 26
## 23 Massachusetts 24
## 24 Ohio St. 25
## 25 North Carolina 23
## 26 Oklahoma 23
## 27 Saint Louis 26
## 28 Oregon 23
## 29 George Washington 24
## 30 Baylor 24
## 31 BYU 23
## 32 Saint Joseph's 24
## 33 Southern Miss. 27
## 34 Colorado 23
## 35 North Dakota St. 25
## 36 Texas 23
## 37 Memphis 23
## 38 Toledo 27
## 39 Pittsburgh 25
## 40 Providence 23
## 41 Stanford 21
## 42 Tennessee 21
## 43 Dayton 23
## 44 Arizona St. 21
## 45 Oklahoma St. 21
## 46 Harvard 26
## 47 Xavier 21
## 48 Nebraska 19
## 49 Missouri 22
## 50 Minnesota 20
## 51 Kansas St. 20
## 52 Stephen F. Austin 31
## 53 SMU 23
## 54 Florida St. 19
## 55 North Carolina St. 21
## 56 Iowa 20
## 57 Belmont 24
## 58 Green Bay 24
## 59 Iona 22
## 60 Manhattan 25
## 61 St. Mary's (CA) 22
## 62 Louisiana Tech 27
## 63 California 19
## 64 Middle Tenn. 24
## 65 Delaware 25
## 66 Western Mich. 23
## 67 San Francisco 21
## 68 St. John's (NY) 20
## 69 Georgetown 17
## 70 Illinois 19
## 71 New Mexico St. 26
## 72 Indiana St. 23
## 73 Tulsa 21
## 74 Georgia 19
## 75 Richmond 19
## 76 Georgia St. 25
## 77 Arkansas 21
## 78 Maryland 17
## 79 Clemson 20
## 80 Utah 21
## 81 Mercer 26
## 82 Boise St. 21
## 83 LSU 19
## 84 Boston U. 24
## 85 Missouri St. 20
## 86 Eastern Mich. 21
## 87 Ohio 23
## 88 West Virginia 17
## 89 St. Bonaventure 18
## 90 La.-Lafayette 23
## 91 Cleveland St. 21
## 92 Marquette 17
## 93 Akron 21
## 94 Ole Miss 19
## 95 Towson 23
## 96 Canisius 21
## 97 Eastern Ky. 24
## 98 La Salle 15
## 99 N.C. Central 28
## 100 Oregon St. 16
## 101 Indiana 17
## 102 Vermont 22
## 103 UTEP 23
## 104 Washington 17
## 105 Quinnipiac 20
## 106 Buffalo 19
## 107 UC Santa Barbara 21
## 108 UNLV 20
## 109 UNI 16
## 110 Miami (FL) 17
## 111 UC Irvine 23
## 112 Sam Houston St. 23
## 113 Wake Forest 17
## 114 Penn St. 15
## 115 IPFW 24
## 116 Utah St. 18
## 117 Fresno St. 17
## 118 American 20
## 119 William & Mary 20
## 120 Vanderbilt 15
## 121 Texas Tech 14
## 122 Princeton 20
## 123 Northwestern 14
## 124 Alabama 13
## 125 Western Ky. 20
## 126 Davidson 20
## 127 Holy Cross 19
## 128 Seton Hall 17
## 129 Robert Morris 21
## 130 Columbia 19
## 131 Milwaukee 21
## 132 Drexel 16
## 133 Pacific 15
## 134 Illinois St. 16
## 135 Wyoming 18
## 136 Notre Dame 15
## 137 Nevada 15
## 138 South Dakota St. 19
## 139 Denver 16
## 140 South Carolina 14
## 141 Morehead St. 20
## 142 Murray St. 18
## 143 Houston 17
## 144 Utah Valley 20
## 145 Purdue 15
## 146 FGCU 22
## 147 Yale 15
## 148 Texas A&M 17
## 149 Weber St. 19
## 150 Butler 14
## 151 Charlotte 17
## 152 UAB 18
## 153 Wofford 20
## 154 DePaul 12
## 155 Rhode Island 14
## 156 San Diego 16
## 157 Georgia Tech 16
## 158 Northwestern St. 17
## 159 Pepperdine 15
## 160 Hawaii 20
## 161 Miami (OH) 13
## 162 Elon 18
## 163 USC Upstate 19
## 164 George Mason 11
## 165 Stony Brook 23
## 166 Long Beach St. 15
## 167 Bucknell 16
## 168 Winthrop 20
## 169 Auburn 14
## 170 Old Dominion 16
## 171 Southern U. 19
## 172 High Point 16
## 173 Wright St. 20
## 174 Drake 15
## 175 Temple 9
## 176 Southern California 11
## 177 Bryant 18
## 178 Portland 15
## 179 Loyola Marymount 13
## 180 Arkansas St. 19
## 181 Oakland 13
## 182 Colorado St. 16
## 183 Montana 17
## 184 Valparaiso 18
## 185 Albany (NY) 18
## 186 St. Francis Brooklyn 18
## 187 UALR 15
## 188 Duquesne 13
## 189 Mt. St. Mary's 16
## 190 North Florida 16
## 191 Oral Roberts 17
## 192 Rutgers 12
## 193 Siena 15
## 194 Bowling Green 12
## 195 North Texas 16
## 196 Coastal Caro. 21
## 197 North Dakota 17
## 198 Rider 14
## 199 Texas-Arlington 15
## 200 Southern Ill. 14
## 201 UNC Asheville 17
## 202 FIU 15
## 203 Grand Canyon 15
## 204 Hampton 18
## 205 Northern Colo. 18
## 206 East Tenn. St. 18
## 207 Boston College 8
## 208 Cal Poly 13
## 209 Lipscomb 15
## 210 Santa Clara 14
## 211 VMI 19
## 212 TCU 9
## 213 Kent St. 16
## 214 Evansville 14
## 215 Tennessee Tech 17
## 216 East Carolina 17
## 217 Northern Ill. 15
## 218 Wagner 19
## 219 Omaha 16
## 220 UCF 13
## 221 Western Caro. 19
## 222 Northeastern 11
## 223 Tulane 17
## 224 Washington St. 10
## 225 Morgan St. 15
## 226 Fordham 10
## 227 Norfolk St. 19
## 228 Eastern Wash. 15
## 229 Brown 15
## 230 Detroit 13
## 231 Saint Peter's 14
## 232 South Fla. 12
## 233 James Madison 11
## 234 Hartford 17
## 235 Army 15
## 236 Lehigh 14
## 237 Youngstown St. 15
## 238 Idaho 16
## 239 Texas Southern 19
## 240 Radford 21
## 241 Gardner-Webb 18
## 242 Col. of Charleston 14
## 243 Chattanooga 18
## 244 La.-Monroe 10
## 245 Mississippi St. 14
## 246 Virginia Tech 9
## 247 Northern Ariz. 15
## 248 A&M-Corpus Christi 17
## 249 Marist 12
## 250 Air Force 12
## 251 UMKC 10
## 252 Portland St. 17
## 253 Cal St. Northridge 17
## 254 Alabama St. 19
## 255 South Dakota 12
## 256 Colgate 13
## 257 Southeast Mo. St. 18
## 258 Lafayette 11
## 259 Chicago St. 13
## 260 New Orleans 11
## 261 Coppin St. 12
## 262 Nicholls St. 14
## 263 Sacramento St. 14
## 264 Ark.-Pine Bluff 13
## 265 Bradley 12
## 266 Dartmouth 12
## 267 Seattle 13
## 268 Charleston So. 13
## 269 Fairleigh Dickinson 10
## 270 Fla. Atlantic 10
## 271 Alabama A&M 14
## 272 McNeese St. 11
## 273 Savannah St. 13
## 274 Loyola Maryland 11
## 275 Montana St. 14
## 276 Marshall 11
## 277 Hofstra 10
## 278 San Jose St. 7
## 279 Bakersfield 13
## 280 South Ala. 11
## 281 UNC Wilmington 9
## 282 Jacksonville 12
## 283 UMass Lowell 10
## 284 Penn 8
## 285 Troy 11
## 286 Cal St. Fullerton 11
## 287 Idaho St. 11
## 288 Loyola Chicago 10
## 289 Fairfield 7
## 290 Western Ill. 10
## 291 Eastern Ill. 11
## 292 Monmouth 11
## 293 Central Conn. St. 11
## 294 Florida A&M 14
## 295 Central Mich. 10
## 296 Jackson St. 11
## 297 Saint Francis (PA) 10
## 298 LIU Brooklyn 9
## 299 Rice 7
## 300 Tennessee St. 5
## 301 UNC Greensboro 14
## 302 Niagara 7
## 303 Ga. Southern 15
## 304 Prairie View 11
## 305 Austin Peay 12
## 306 UTSA 8
## 307 Texas St. 8
## 308 NJIT 13
## 309 Ball St. 5
## 310 Northern Ky. 9
## 311 Liberty 11
## 312 Tex.-Pan American 9
## 313 Samford 13
## 314 Alcorn 12
## 315 Ill.-Chicago 6
## 316 Campbell 12
## 317 Jacksonville St. 10
## 318 Southeastern La. 12
## 319 UC Riverside 10
## 320 SIU Edwardsville 11
## 321 Navy 9
## 322 IUPUI 6
## 323 Howard 8
## 324 Kennesaw St. 6
## 325 Binghamton 7
## 326 UC Davis 9
## 327 UMBC 9
## 328 Central Ark. 8
## 329 Delaware St. 9
## 330 Maine 6
## 331 South Carolina St. 9
## 332 UT Martin 8
## 333 Stetson 7
## 334 Cornell 2
## 335 Appalachian St. 9
## 336 N.C. A&T 9
## 337 Longwood 8
## 338 Sacred Heart 5
## 339 Furman 9
## 340 New Hampshire 6
## 341 Houston Baptist 6
## 342 Mississippi Val. 9
## 343 Bethune-Cookman 7
## 344 Lamar 4
## 345 Citadel 7
## 346 Southern Utah 2
## 347 UMES 6
## 348 Grambling 5
## 349 Presbyterian 6
#9. WRITING REPORTS####
#x####
#y####
#10. SHINY####
#z####
require(shiny)
## Loading required package: shiny
## Warning: package 'shiny' was built under R version 3.2.4
#runExample("01_hello")
#shiny::runApp('~/Dropbox/R_Stat_Workshop/class_session/histogram_2016')
#shiny::runApp('~/Dropbox/R_Stat_Workshop/class_session/shinydemo_2016')