From 5d788b9286864a80bc7b23703f372823bf6c600e Mon Sep 17 00:00:00 2001 From: Selva Prabhakaran Date: Fri, 4 Dec 2015 22:37:17 +0530 Subject: [PATCH] Added .rds versions and more datasets from ISLR, kernlab etc --- .Rapp.history | 3 + .Rhistory | 512 + Auto.csv | 393 + Auto.rds | Bin 0 -> 8773 bytes BostonHousing.csv | 507 + BostonHousing.rds | Bin 0 -> 16589 bytes BreastCancer.rds | Bin 0 -> 8590 bytes Cars93.csv | 94 + Cars93.rds | Bin 0 -> 5568 bytes Carseats.csv | 401 + Carseats.rds | Bin 0 -> 7564 bytes College.csv | 778 ++ College.rds | Bin 0 -> 36480 bytes GermanCredit.rds | Bin 0 -> 14380 bytes Glass.csv | 215 + Glass.rds | Bin 0 -> 5468 bytes Hitters.csv | 323 + Hitters.rds | Bin 0 -> 13355 bytes HouseVotes84.rds | Bin 0 -> 3704 bytes Ionosphere.rds | Bin 0 -> 43470 bytes Khan.rds | Bin 0 -> 1231913 bytes LetterRecognition.csv | 20001 ++++++++++++++++++++++++++++++++++++++ LetterRecognition.rds | Bin 0 -> 272698 bytes PimaIndiansDiabetes.rds | Bin 0 -> 43470 bytes README.md | 21 +- Servo.csv | 168 + Servo.rds | Bin 0 -> 1284 bytes Smarket.csv | 1251 +++ Smarket.rds | Bin 0 -> 11355 bytes Sonar.rds | Bin 0 -> 35153 bytes Soybean.csv | 684 ++ Soybean.rds | Bin 0 -> 7145 bytes Vehicle.csv | 847 ++ Vehicle.rds | Bin 0 -> 25039 bytes Vowel.csv | 991 ++ Vowel.rds | Bin 0 -> 25834 bytes Wage.csv | 3001 ++++++ Wage.rds | Bin 0 -> 39189 bytes Weekly.csv | 1090 +++ Weekly.rds | Bin 0 -> 13050 bytes Zoo.csv | 102 + Zoo.rds | Bin 0 -> 1344 bytes datasets_prep.R | 176 + income.csv | 8994 +++++++++++++++++ income.rds | Bin 0 -> 79426 bytes musk.rds | Bin 0 -> 132042 bytes promotergene.rds | Bin 0 -> 3502 bytes spam.rds | Bin 0 -> 181708 bytes ticdata.rds | Bin 0 -> 310277 bytes 49 files changed, 40542 insertions(+), 10 deletions(-) create mode 100644 .Rapp.history create mode 100644 .Rhistory create mode 100644 Auto.csv create mode 100644 Auto.rds create mode 100644 BostonHousing.csv create mode 100644 BostonHousing.rds create mode 100644 BreastCancer.rds create mode 100644 Cars93.csv create mode 100644 Cars93.rds create mode 100644 Carseats.csv create mode 100644 Carseats.rds create mode 100644 College.csv create mode 100644 College.rds create mode 100644 GermanCredit.rds create mode 100644 Glass.csv create mode 100644 Glass.rds create mode 100644 Hitters.csv create mode 100644 Hitters.rds create mode 100644 HouseVotes84.rds create mode 100644 Ionosphere.rds create mode 100644 Khan.rds create mode 100644 LetterRecognition.csv create mode 100644 LetterRecognition.rds create mode 100644 PimaIndiansDiabetes.rds create mode 100644 Servo.csv create mode 100644 Servo.rds create mode 100644 Smarket.csv create mode 100644 Smarket.rds create mode 100644 Sonar.rds create mode 100644 Soybean.csv create mode 100644 Soybean.rds create mode 100644 Vehicle.csv create mode 100644 Vehicle.rds create mode 100644 Vowel.csv create mode 100644 Vowel.rds create mode 100644 Wage.csv create mode 100644 Wage.rds create mode 100644 Weekly.csv create mode 100644 Weekly.rds create mode 100644 Zoo.csv create mode 100644 Zoo.rds create mode 100644 datasets_prep.R create mode 100644 income.csv create mode 100644 income.rds create mode 100644 musk.rds create mode 100644 promotergene.rds create mode 100644 spam.rds create mode 100644 ticdata.rds diff --git a/.Rapp.history b/.Rapp.history new file mode 100644 index 0000000..eb38cdf --- /dev/null +++ b/.Rapp.history @@ -0,0 +1,3 @@ +load("/Users/selvaprabhakaran/Documents/work/datasets/HouseVotes84.rds") +ls() +load("/Users/selvaprabhakaran/Documents/work/datasets/HouseVotes84.rds") diff --git a/.Rhistory b/.Rhistory new file mode 100644 index 0000000..5f5af06 --- /dev/null +++ b/.Rhistory @@ -0,0 +1,512 @@ +vifs <- car::vif(mod) +} +# The best model will be stored in myMod. If Any of the X'x is insignificant, reove it and build the model agn. +summary(mod) +car::vif(mod) +# p - Value viltering +df <- data.frame(summary(mod)$coefficients)[-1, ] +pvalues <- df$Pr...t.. +while(any(pvalues > 0.05)){ +var_with_max_pvalue <- rownames(df)[which.max(df$Pr...t..)] +frmla <- formula(paste0(". ~ . - ", var_with_max_pvalue)) +mod <- update(mod, frmla) +df <- data.frame(summary(mod)$coefficients)[-1, ] +pvalues <- df$Pr...t.. +} +summary(mod) +car::vif(mod) +DMwR::regr.eval(actuals, predicteds) +predicteds <- predict(mod) +exp(predicteds) +actuals +predicteds_final <- exp(predicteds) +predicteds_final <- exp(predicteds) +DMwR::regr.eval(actuals, predicteds_final) +bcmod +?BoxCoxTrans +lmtest::bptest(mod) +car::ncvTest(mod) +mod <- lm(mpg ~ ., data=mtcars) +vifs <- car::vif(mod) +vifs +while(any(vifs > 4)){ +var_with_max_vif <- names(which(vifs == max(vifs))) # get the var with max vif +frmla <- formula(paste0(". ~ . - ", var_with_max_vif)) +mod <- update(mod, frmla) +vifs <- car::vif(mod) +} +summary(mod) +car::vif(mod) +df <- data.frame(summary(mod)$coefficients)[-1, ] +pvalues <- df$Pr...t.. +pvalues +while(any(pvalues > 0.05)){ +var_with_max_pvalue <- rownames(df)[which.max(df$Pr...t..)] +frmla <- formula(paste0(". ~ . - ", var_with_max_pvalue)) +mod <- update(mod, frmla) +df <- data.frame(summary(mod)$coefficients)[-1, ] +pvalues <- df$Pr...t.. +} +mod +car::vif(mod) +summary(mod) +lmtest::bptest(mod) +data("mtcars", package=MASS) +data("mtcars", package='MASS') +data(mtcars, package='MASS') +library(MASS) +mtcar +mtcars +a -> mtcars +mtcars +mod <- lm(mpg ~ ., data=mtcars) +vifs <- car::vif(mod) +vifs +while(any(vifs > 4)){ +var_with_max_vif <- names(which(vifs == max(vifs))) # get the var with max vif +frmla <- formula(paste0(". ~ . - ", var_with_max_vif)) +mod <- update(mod, frmla) +vifs <- car::vif(mod) +} +summary(mod) +car::vif(mod) +df <- data.frame(summary(mod)$coefficients)[-1, ] +pvalues <- df$Pr...t.. +pvalues +while(any(pvalues > 0.05)){ +var_with_max_pvalue <- rownames(df)[which.max(df$Pr...t..)] +frmla <- formula(paste0(". ~ . - ", var_with_max_pvalue)) +mod <- update(mod, frmla) +df <- data.frame(summary(mod)$coefficients)[-1, ] +pvalues <- df$Pr...t.. +} +summary(mod) +car::vif(mod) +lmtest::bptest(mod) +car::ncvTest(mod) +actuals <- mtcars$mpg +library(caret) +bcmod <- BoxCoxTrans(mtcars$mpg) +bcmod +mtcars$mpg <- predict(bcmod, mtcars$mpg) +mtcars$mpg +DMwR::regr.eval(actuals, predict(mod)) +mod <- lm(mpg ~ ., data=mtcars) +vifs <- car::vif(mod) +# while +while(any(vifs > 4)){ +var_with_max_vif <- names(which(vifs == max(vifs))) # get the var with max vif +frmla <- formula(paste0(". ~ . - ", var_with_max_vif)) +mod <- update(mod, frmla) +vifs <- car::vif(mod) +} +summary(mod) +car::vif(mod) +# p values +df <- data.frame(summary(mod)$coefficients)[-1, ] +pvalues <- df$Pr...t.. +while(any(pvalues > 0.05)){ +var_with_max_pvalue <- rownames(df)[which.max(df$Pr...t..)] +frmla <- formula(paste0(". ~ . - ", var_with_max_pvalue)) +mod <- update(mod, frmla) +df <- data.frame(summary(mod)$coefficients)[-1, ] +pvalues <- df$Pr...t.. +} +summary(mod) +car::vif(mod) +predicteds <- predict(mod) +predicteds_final <- exp(predicteds) +predicteds_final +DMwR::regr.eval(actuals, predicteds_final) +lmtest::bptest(mod) +car::ncvTest(mod) +par(mfrow=c(2,2)) +plot(mod) +plot(mod) +install.packages("rvest") +devtools::install_github("hadley/rvest") +devtools::install_github("hadley/rvest") +install.packages("rvest") +library(rvest) +lego_movie <- html("http://www.imdb.com/title/tt1490017/") +lego_movie +rating <- lego_movie %>% +html_nodes("strong span") %>% +html_text() %>% +as.numeric() +rating +demo(package = "rvest") +money <- html(http://www.moneycontrol.com) +money <- html("http://www.moneycontrol.com") +money %>% html_nodes("a") +money %>% html_nodes("a href") +money %>% html_nodes("a") +?rvest +library(help=rvest) +all_links <- money %>% html_nodes("a") +file.path(money, "/india/stockmarket/pricechartquote/") +root_url <- "http://www.moneycontrol.com" +root_url <- "http://www.moneycontrol.com" +file.path(root_url, "/india/stockmarket/pricechartquote/") +basepath <- file.path(root_url, "/india/stockmarket/pricechartquote/") +basepath +LETTERS +paste0(basepath, LETTERS) +all_letters_urls <- paste0(basepath, LETTERS) +letter_urls <- paste0(basepath, LETTERS) +letter_url <- letter_urls[1] +letter_url +letter_html <- html(letter_url) +letter_html +library(rvest) +?html_session +uastring <- "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/41.0.2228.0 Safari/537.36" +session <- html_session("https://www.linkedin.com/job/", user_agent(uastring)) +form <- html_form(session)[[1]] +uastring <- "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/41.0.2228.0 Safari/537.36" +session <- html_session("https://www.linkedin.com/job/", user_agent(uastring)) +library(rvest) +library(httr) +session <- html_session("https://www.linkedin.com/job/", user_agent(uastring)) +html_form(session) +form <- html_form(session)[[1]] +form <- set_values(form, keywords = "Data Science", location="New York") +new_url <- submit_geturl(session,form) +library(mlbench) +head(DNA) +data(DNA) +head(DNA) +?DNA +str(DNA) +str(DNA$Class) +library(mlbench) +?OJ +library(help=mlbench) +head(BreastCancer) +data("BreastCancer") +head(BreastCancer) +library(OJ) +install.packages("OJ") +data("Zoo") +head(Zoo) +str(Zoo) +head(Soybean) +data(Soybean) +head(Soybean) +?Soybean +str(Soybean) +head(Ozone) +data(Ozone) +head(Ozone) +data("Glass") +head(Glass) +str(Glass) +?Glass +str(Zoo) +data("Ionosphere") +head(Ionosphere) +?Ionosphere +data("Satellite") +head(Satellite) +?Satellite +data(PimaIndiansDiabetes) +?PimaIndiansDiabetes +head(PimaIndiansDiabetes) +data("Servo") +head(Servo) +?Servo +str(Servo) +data("LetterRecognition") +head(LetterRecognition) +str(LetterRecognition) +data("HouseVotes84") +head(HouseVotes84) +?HouseVotes84 +BostonHousing +data(BostonHousing) +?BostonHousing +data("Sonar") +data("Vehicle") +?Sonar +head(Sonar) +str(Sonar) +?Vehicle +head(Vehicle) +str(Vehicle) +str(Vowel) +data("Vowel") +str(Vowel) +?Vowel +Glass +?Glass +?Soybean +?Zoo +head(Zoo) +rownames(Zoo) +View(Zoo) +library(KlaR) +library(klaR) +install.packages("klaR") +library(klaR) +library(help=klaR) +data("GermanCredit") +head(GermanCredit) +dim(GermanCredit) +B3 +data(B3) +B3 +?B3 +centerlines +?centerlines +example("triplot") +data(countries) +?countries +head(countries) +?woe +library(help=kernlab) +library(kernlab) +install.packages +install.packages("kernlab") +library(kernlab) +library(help=kernlab) +specc +data(spam) +?spam +head(spa,) +head(spam) +example(spam) +dim(spam) +data(promotergene) +?promotergene +head(promotergene) +ranking +reuters +data(reuters) +reuters +?reuters +spirals +data(spirals) +head(v) +head(spirals) +data(ticdata) +head(ticdata) +?ticdata +str(ticdata) +data(income) +head(income) +str(income) +data(musk) +?mush +?musk +str(musk) +getwd() +setwd("/Users/selvaprabhakaran/Documents/work/rwork/EDXAnalyticsEdge") +quality = read.csv("quality.csv") +str(quality) +table(quality$PoorCare) +98/131 +install.packages("caTools") +library(caTools) +# Randomly split data +set.seed(88) +?sample.split +split = sample.split(quality$PoorCare, SplitRatio = 0.75) +split +qualityTrain = subset(quality, split == TRUE) +qualityTest = subset(quality, split == FALSE) +# Logistic Regression Model +QualityLog = glm(PoorCare ~ OfficeVisits + Narcotics, data=qualityTrain, family=binomial) +summary(QualityLog) +predictTrain = predict(QualityLog, type="response") +summary(predictTrain) +predictTrain = predict(QualityLog, type="response") +predictTrain +summary(predictTrain) +plogis(predictTrain) +summary(plogis(predictTrain)) +tapply(predictTrain, qualityTrain$PoorCare, mean) +predictTrain +qualityTrain$PoorCare +?tapply +predictTrain +tapply(predictTrain, qualityTrain$PoorCare, mean) +groups <- as.factor(rbinom(32, n = 5, prob = 0.4)) +tapply(groups, groups, length) +groups +table(qualityTrain$PoorCare, predictTrain > 0.5) +install.packages("ROCR") +library(ROCR) +ROCRpred = prediction(predictTrain, qualityTrain$PoorCare) +ROCRpred +ROCRpred +predictTrain +ROCRperf = performance(ROCRpred, "tpr", "fpr") +ROCRperf +ROCRperf +plot(ROCRperf) +library(InformationValue) +plotROC(qualityTrain$PoorCare, predictTrain) +plot(ROCRperf, colorize=TRUE) +plot(ROCRperf, colorize=TRUE, print.cutoffs.at=seq(0,1,by=0.1), text.adj=c(-0.2,1.7)) +plotROC +?plotROC +plotROC(qualityTrain$PoorCare, predictTrain, Show.labels = T) +library(help="ROCR.hiv") +library(help="ROCR") +optimalCutoff(qualityTrain$PoorCare, predictTrain) +?optimalCutoff +optimalCutoff(qualityTrain$PoorCare, predictTrain, optimiseFor = "Ones") +optimalCutoff(qualityTrain$PoorCare, predictTrain, optimiseFor = "Zeros") +optimalCutoff(qualityTrain$PoorCare, predictTrain, optimiseFor = "both") +optimalCutoff(qualityTrain$PoorCare, predictTrain, optimiseFor = "Both") +BreastCancer +sapply(c("mlbench", "kernlab"), library) +lapply(c("mlbench", "kernlab"), library) +library(mlbench) +library(kernlab) +BreastCancer +str(BreastCancer) +levels(BreastCancer) +levels(BreastCancer$Class) +BreastCancer -> a +as.character(BreastCancer$Class) +ifelse(as.character(BreastCancer$Class) == "malignant", 1, 0) +bc <- BreastCancer +bc$Class <- ifelse(as.character(BreastCancer$Class) == "malignant", 1, 0) +head(bc) +tail(bc) +setwd("/Users/selvaprabhakaran/Documents/Complete R Programming Course/Data/datasets +") +setwd("/Users/selvaprabhakaran/Documents/Complete R Programming Course/Data/datasets") +write.csv(bc, "BreastCancer.csv", row.names=F) +mlbench::Ionosphere +library(mlbench) +mlbench::Ionosphere +data("Ionosphere") +Ionosphere +?Ionosphere +is +is <- Ionosphere +is +is() +is <- Ionosphere +head(Ionosphere) +is$Class <- ifelse(as.character(Ionosphere$Class) == "good", 1, 0) +is +Ionosphere$Class +is$Class +is$Class <- ifelse(as.character(Ionosphere$Class) == "good", 1, 0) +write.csv(is, "Ionosphere.csv", row.names=F) +mlbench::PimaIndiansDiabetes +data("PimaIndiansDiabetes2") +head(PimaIndiansDiabetes2) +head(PimaIndiansDiabetes) +data("PimaIndiansDiabetes") +data(spam) +pid +pid <- PimaIndiansDiabetes +?space +x <- rep(1:5, 10) +y <- round(rnorm(length(x),x)) +prepar <- par("mfrow") +par(mfrow=c(1,3)) +# standard x-y plot: noverlapping points are hidden +plot(x,y) +# 'spaced' plot: overlapping points are spread out and visible +plot(space(x,y)) +title("Plot with 'space'") +sp <- spam +pg <- promotergene +tic <- ticdata +ms <- musk +head(pid) +str(pid) +hv <- HouseVotes84 +head(hv) +table(hv$Class) +hv <- HouseVotes84 +hv$Class <- ifelse(as.character(hv$Class) == "republican", 1, 0) +write.csv(hv, "HouseVotes84.csv", row.names=F) +sr <- Sonar +head(sr) +table(sr$Class) +sr$Class <- ifelse(as.character(sr$Class) == "R", 1, 0) +data(Sonar) +sr <- Sonar +sr$Class <- ifelse(as.character(sr$Class) == "R", 1, 0) +write.csv(sr, "Sonar.csv", row.names=F) +data("GermanCredit") +gc <- GermanCredit +tail(gc) +gc$credit_risk <- ifelse(as.character(gc$credit_risk) == "good", 1, 0) +write.csv(gc, "GermanCredit.csv", row.names=F) +data(spam) +sp <- spam +tail(sp) +tail(pg) +table(pg$Class) +pg$Class <- ifelse(as.character(pg$Class) == "+", 1, 0) +tail(tic) +table(tic$CARAVAN) +headms$Class +head(ms$Class) +head(ms) +head(ms$Class) +setwd("/Users/selvaprabhakaran/Documents/Complete R Programming Course/Data/datasets") +library(mlbench) +library(kernlab) +library(klaR) +# Breast Cancer +bc <- BreastCancer +bc$Class <- ifelse(as.character(BreastCancer$Class) == "malignant", 1, 0) +write.csv(bc, "BreastCancer.csv", row.names=F) +# mlbench::Ionosphere +data("Ionosphere") +is <- Ionosphere +is$Class <- ifelse(as.character(Ionosphere$Class) == "good", 1, 0) +write.csv(is, "Ionosphere.csv", row.names=F) +# mlbench::PimaIndiansDiabetes +data("PimaIndiansDiabetes") +pid <- PimaIndiansDiabetes +pid$diabetes <- ifelse(as.character(pid$diabetes) == "pos", 1, 0) +write.csv(is, "PimaIndiansDiabetes.csv", row.names=F) +# mlbench::HouseVotes84 +data(HouseVotes84) +hv <- HouseVotes84 +hv$Class <- ifelse(as.character(hv$Class) == "republican", 1, 0) +write.csv(hv, "HouseVotes84.csv", row.names=F) +# mlbench::Sonar +data(Sonar) +sr <- Sonar +sr$Class <- ifelse(as.character(sr$Class) == "R", 1, 0) +write.csv(sr, "Sonar.csv", row.names=F) +# klaR::GermanCredit +data("GermanCredit") +gc <- GermanCredit +gc$credit_risk <- ifelse(as.character(gc$credit_risk) == "good", 1, 0) +write.csv(gc, "GermanCredit.csv", row.names=F) +# kernlab::spam +data(spam) +sp <- spam +sp$type <- ifelse(as.character(sp$type) == "spam", 1, 0) +write.csv(sp, "spam.csv", row.names=F) +# kernlab::promotergene +data(promotergene) +pg <- promotergene +pg$Class <- ifelse(as.character(pg$Class) == "+", 1, 0) +write.csv(pg, "promotergene.csv", row.names=F) +# kernlab::ticdata +data(ticdata) +tic <- ticdata +tic$CARAVAN <- ifelse(as.character(tic$CARAVAN) == "insurance", 1, 0) +write.csv(tic, "ticdata.csv", row.names=F) +# kernlab::musk +data(musk) +ms <- musk +ms$Class <- ifelse(as.character(ms$Class) == 1, 1, 0) +write.csv(ms, "musk.csv", row.names=F) +?Sonar +?ticdata +a <- read.csv("http://bit.ly/1NILUyA") +a <- read.csv("https://github.com/selva86/datasets/blob/master/Ionosphere.csv") +head(a) diff --git a/Auto.csv b/Auto.csv new file mode 100644 index 0000000..934dfbe --- /dev/null +++ b/Auto.csv @@ -0,0 +1,393 @@ +"mpg","cylinders","displacement","horsepower","weight","acceleration","year","origin","name" +18,8,307,130,3504,12,70,1,"chevrolet chevelle malibu" +15,8,350,165,3693,11.5,70,1,"buick skylark 320" +18,8,318,150,3436,11,70,1,"plymouth satellite" +16,8,304,150,3433,12,70,1,"amc rebel sst" +17,8,302,140,3449,10.5,70,1,"ford torino" +15,8,429,198,4341,10,70,1,"ford galaxie 500" +14,8,454,220,4354,9,70,1,"chevrolet impala" +14,8,440,215,4312,8.5,70,1,"plymouth fury iii" +14,8,455,225,4425,10,70,1,"pontiac catalina" +15,8,390,190,3850,8.5,70,1,"amc ambassador dpl" +15,8,383,170,3563,10,70,1,"dodge challenger se" +14,8,340,160,3609,8,70,1,"plymouth 'cuda 340" +15,8,400,150,3761,9.5,70,1,"chevrolet monte carlo" +14,8,455,225,3086,10,70,1,"buick estate wagon (sw)" +24,4,113,95,2372,15,70,3,"toyota corona mark ii" +22,6,198,95,2833,15.5,70,1,"plymouth duster" +18,6,199,97,2774,15.5,70,1,"amc hornet" +21,6,200,85,2587,16,70,1,"ford maverick" +27,4,97,88,2130,14.5,70,3,"datsun pl510" +26,4,97,46,1835,20.5,70,2,"volkswagen 1131 deluxe sedan" +25,4,110,87,2672,17.5,70,2,"peugeot 504" +24,4,107,90,2430,14.5,70,2,"audi 100 ls" +25,4,104,95,2375,17.5,70,2,"saab 99e" +26,4,121,113,2234,12.5,70,2,"bmw 2002" +21,6,199,90,2648,15,70,1,"amc gremlin" +10,8,360,215,4615,14,70,1,"ford f250" +10,8,307,200,4376,15,70,1,"chevy c20" +11,8,318,210,4382,13.5,70,1,"dodge d200" +9,8,304,193,4732,18.5,70,1,"hi 1200d" +27,4,97,88,2130,14.5,71,3,"datsun pl510" +28,4,140,90,2264,15.5,71,1,"chevrolet vega 2300" +25,4,113,95,2228,14,71,3,"toyota corona" +19,6,232,100,2634,13,71,1,"amc gremlin" +16,6,225,105,3439,15.5,71,1,"plymouth satellite custom" +17,6,250,100,3329,15.5,71,1,"chevrolet chevelle malibu" +19,6,250,88,3302,15.5,71,1,"ford torino 500" +18,6,232,100,3288,15.5,71,1,"amc matador" +14,8,350,165,4209,12,71,1,"chevrolet impala" +14,8,400,175,4464,11.5,71,1,"pontiac catalina brougham" +14,8,351,153,4154,13.5,71,1,"ford galaxie 500" +14,8,318,150,4096,13,71,1,"plymouth fury iii" +12,8,383,180,4955,11.5,71,1,"dodge monaco (sw)" +13,8,400,170,4746,12,71,1,"ford country squire (sw)" +13,8,400,175,5140,12,71,1,"pontiac safari (sw)" +18,6,258,110,2962,13.5,71,1,"amc hornet sportabout (sw)" +22,4,140,72,2408,19,71,1,"chevrolet vega (sw)" +19,6,250,100,3282,15,71,1,"pontiac firebird" +18,6,250,88,3139,14.5,71,1,"ford mustang" +23,4,122,86,2220,14,71,1,"mercury capri 2000" +28,4,116,90,2123,14,71,2,"opel 1900" +30,4,79,70,2074,19.5,71,2,"peugeot 304" +30,4,88,76,2065,14.5,71,2,"fiat 124b" +31,4,71,65,1773,19,71,3,"toyota corolla 1200" +35,4,72,69,1613,18,71,3,"datsun 1200" +27,4,97,60,1834,19,71,2,"volkswagen model 111" +26,4,91,70,1955,20.5,71,1,"plymouth cricket" +24,4,113,95,2278,15.5,72,3,"toyota corona hardtop" +25,4,97.5,80,2126,17,72,1,"dodge colt hardtop" +23,4,97,54,2254,23.5,72,2,"volkswagen type 3" +20,4,140,90,2408,19.5,72,1,"chevrolet vega" +21,4,122,86,2226,16.5,72,1,"ford pinto runabout" +13,8,350,165,4274,12,72,1,"chevrolet impala" +14,8,400,175,4385,12,72,1,"pontiac catalina" +15,8,318,150,4135,13.5,72,1,"plymouth fury iii" +14,8,351,153,4129,13,72,1,"ford galaxie 500" +17,8,304,150,3672,11.5,72,1,"amc ambassador sst" +11,8,429,208,4633,11,72,1,"mercury marquis" +13,8,350,155,4502,13.5,72,1,"buick lesabre custom" +12,8,350,160,4456,13.5,72,1,"oldsmobile delta 88 royale" +13,8,400,190,4422,12.5,72,1,"chrysler newport royal" 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monte carlo landau" +17.7,6,231,165,3445,13.4,78,1,"buick regal sport coupe (turbo)" +18.1,8,302,139,3205,11.2,78,1,"ford futura" +17.5,8,318,140,4080,13.7,78,1,"dodge magnum xe" +30,4,98,68,2155,16.5,78,1,"chevrolet chevette" +27.5,4,134,95,2560,14.2,78,3,"toyota corona" +27.2,4,119,97,2300,14.7,78,3,"datsun 510" +30.9,4,105,75,2230,14.5,78,1,"dodge omni" +21.1,4,134,95,2515,14.8,78,3,"toyota celica gt liftback" +23.2,4,156,105,2745,16.7,78,1,"plymouth sapporo" +23.8,4,151,85,2855,17.6,78,1,"oldsmobile starfire sx" +23.9,4,119,97,2405,14.9,78,3,"datsun 200-sx" +20.3,5,131,103,2830,15.9,78,2,"audi 5000" +17,6,163,125,3140,13.6,78,2,"volvo 264gl" +21.6,4,121,115,2795,15.7,78,2,"saab 99gle" +16.2,6,163,133,3410,15.8,78,2,"peugeot 604sl" +31.5,4,89,71,1990,14.9,78,2,"volkswagen scirocco" +29.5,4,98,68,2135,16.6,78,3,"honda accord lx" +21.5,6,231,115,3245,15.4,79,1,"pontiac lemans v6" +19.8,6,200,85,2990,18.2,79,1,"mercury zephyr 6" +22.3,4,140,88,2890,17.3,79,1,"ford fairmont 4" +20.2,6,232,90,3265,18.2,79,1,"amc concord dl 6" +20.6,6,225,110,3360,16.6,79,1,"dodge aspen 6" +17,8,305,130,3840,15.4,79,1,"chevrolet caprice classic" +17.6,8,302,129,3725,13.4,79,1,"ford ltd landau" +16.5,8,351,138,3955,13.2,79,1,"mercury grand marquis" +18.2,8,318,135,3830,15.2,79,1,"dodge st. regis" +16.9,8,350,155,4360,14.9,79,1,"buick estate wagon (sw)" +15.5,8,351,142,4054,14.3,79,1,"ford country squire (sw)" +19.2,8,267,125,3605,15,79,1,"chevrolet malibu classic (sw)" +18.5,8,360,150,3940,13,79,1,"chrysler lebaron town @ country (sw)" +31.9,4,89,71,1925,14,79,2,"vw rabbit custom" +34.1,4,86,65,1975,15.2,79,3,"maxda glc deluxe" +35.7,4,98,80,1915,14.4,79,1,"dodge colt hatchback custom" +27.4,4,121,80,2670,15,79,1,"amc spirit dl" +25.4,5,183,77,3530,20.1,79,2,"mercedes benz 300d" +23,8,350,125,3900,17.4,79,1,"cadillac eldorado" +27.2,4,141,71,3190,24.8,79,2,"peugeot 504" +23.9,8,260,90,3420,22.2,79,1,"oldsmobile cutlass salon brougham" +34.2,4,105,70,2200,13.2,79,1,"plymouth horizon" +34.5,4,105,70,2150,14.9,79,1,"plymouth horizon tc3" +31.8,4,85,65,2020,19.2,79,3,"datsun 210" +37.3,4,91,69,2130,14.7,79,2,"fiat strada custom" +28.4,4,151,90,2670,16,79,1,"buick skylark limited" +28.8,6,173,115,2595,11.3,79,1,"chevrolet citation" +26.8,6,173,115,2700,12.9,79,1,"oldsmobile omega brougham" +33.5,4,151,90,2556,13.2,79,1,"pontiac phoenix" +41.5,4,98,76,2144,14.7,80,2,"vw rabbit" +38.1,4,89,60,1968,18.8,80,3,"toyota corolla tercel" +32.1,4,98,70,2120,15.5,80,1,"chevrolet chevette" +37.2,4,86,65,2019,16.4,80,3,"datsun 310" +28,4,151,90,2678,16.5,80,1,"chevrolet citation" +26.4,4,140,88,2870,18.1,80,1,"ford fairmont" +24.3,4,151,90,3003,20.1,80,1,"amc concord" +19.1,6,225,90,3381,18.7,80,1,"dodge aspen" +34.3,4,97,78,2188,15.8,80,2,"audi 4000" +29.8,4,134,90,2711,15.5,80,3,"toyota corona liftback" +31.3,4,120,75,2542,17.5,80,3,"mazda 626" +37,4,119,92,2434,15,80,3,"datsun 510 hatchback" +32.2,4,108,75,2265,15.2,80,3,"toyota corolla" +46.6,4,86,65,2110,17.9,80,3,"mazda glc" +27.9,4,156,105,2800,14.4,80,1,"dodge colt" +40.8,4,85,65,2110,19.2,80,3,"datsun 210" +44.3,4,90,48,2085,21.7,80,2,"vw rabbit c (diesel)" +43.4,4,90,48,2335,23.7,80,2,"vw dasher (diesel)" +36.4,5,121,67,2950,19.9,80,2,"audi 5000s (diesel)" +30,4,146,67,3250,21.8,80,2,"mercedes-benz 240d" +44.6,4,91,67,1850,13.8,80,3,"honda civic 1500 gl" +33.8,4,97,67,2145,18,80,3,"subaru dl" +29.8,4,89,62,1845,15.3,80,2,"vokswagen rabbit" +32.7,6,168,132,2910,11.4,80,3,"datsun 280-zx" +23.7,3,70,100,2420,12.5,80,3,"mazda rx-7 gs" +35,4,122,88,2500,15.1,80,2,"triumph tr7 coupe" +32.4,4,107,72,2290,17,80,3,"honda accord" +27.2,4,135,84,2490,15.7,81,1,"plymouth reliant" +26.6,4,151,84,2635,16.4,81,1,"buick skylark" +25.8,4,156,92,2620,14.4,81,1,"dodge aries wagon (sw)" +23.5,6,173,110,2725,12.6,81,1,"chevrolet citation" +30,4,135,84,2385,12.9,81,1,"plymouth reliant" +39.1,4,79,58,1755,16.9,81,3,"toyota starlet" +39,4,86,64,1875,16.4,81,1,"plymouth champ" +35.1,4,81,60,1760,16.1,81,3,"honda civic 1300" +32.3,4,97,67,2065,17.8,81,3,"subaru" +37,4,85,65,1975,19.4,81,3,"datsun 210 mpg" +37.7,4,89,62,2050,17.3,81,3,"toyota tercel" +34.1,4,91,68,1985,16,81,3,"mazda glc 4" +34.7,4,105,63,2215,14.9,81,1,"plymouth horizon 4" +34.4,4,98,65,2045,16.2,81,1,"ford escort 4w" +29.9,4,98,65,2380,20.7,81,1,"ford escort 2h" +33,4,105,74,2190,14.2,81,2,"volkswagen jetta" +33.7,4,107,75,2210,14.4,81,3,"honda prelude" +32.4,4,108,75,2350,16.8,81,3,"toyota corolla" +32.9,4,119,100,2615,14.8,81,3,"datsun 200sx" +31.6,4,120,74,2635,18.3,81,3,"mazda 626" +28.1,4,141,80,3230,20.4,81,2,"peugeot 505s turbo diesel" +30.7,6,145,76,3160,19.6,81,2,"volvo diesel" +25.4,6,168,116,2900,12.6,81,3,"toyota cressida" +24.2,6,146,120,2930,13.8,81,3,"datsun 810 maxima" +22.4,6,231,110,3415,15.8,81,1,"buick century" +26.6,8,350,105,3725,19,81,1,"oldsmobile cutlass ls" +20.2,6,200,88,3060,17.1,81,1,"ford granada gl" +17.6,6,225,85,3465,16.6,81,1,"chrysler lebaron salon" +28,4,112,88,2605,19.6,82,1,"chevrolet cavalier" +27,4,112,88,2640,18.6,82,1,"chevrolet cavalier wagon" +34,4,112,88,2395,18,82,1,"chevrolet cavalier 2-door" +31,4,112,85,2575,16.2,82,1,"pontiac j2000 se hatchback" +29,4,135,84,2525,16,82,1,"dodge aries se" +27,4,151,90,2735,18,82,1,"pontiac phoenix" +24,4,140,92,2865,16.4,82,1,"ford fairmont futura" +36,4,105,74,1980,15.3,82,2,"volkswagen rabbit l" +37,4,91,68,2025,18.2,82,3,"mazda glc custom l" +31,4,91,68,1970,17.6,82,3,"mazda glc custom" +38,4,105,63,2125,14.7,82,1,"plymouth horizon miser" +36,4,98,70,2125,17.3,82,1,"mercury lynx l" +36,4,120,88,2160,14.5,82,3,"nissan stanza xe" +36,4,107,75,2205,14.5,82,3,"honda accord" +34,4,108,70,2245,16.9,82,3,"toyota corolla" +38,4,91,67,1965,15,82,3,"honda civic" +32,4,91,67,1965,15.7,82,3,"honda civic (auto)" +38,4,91,67,1995,16.2,82,3,"datsun 310 gx" +25,6,181,110,2945,16.4,82,1,"buick century limited" +38,6,262,85,3015,17,82,1,"oldsmobile cutlass ciera (diesel)" +26,4,156,92,2585,14.5,82,1,"chrysler lebaron medallion" +22,6,232,112,2835,14.7,82,1,"ford granada l" +32,4,144,96,2665,13.9,82,3,"toyota celica gt" +36,4,135,84,2370,13,82,1,"dodge charger 2.2" +27,4,151,90,2950,17.3,82,1,"chevrolet camaro" +27,4,140,86,2790,15.6,82,1,"ford mustang gl" +44,4,97,52,2130,24.6,82,2,"vw pickup" +32,4,135,84,2295,11.6,82,1,"dodge rampage" +28,4,120,79,2625,18.6,82,1,"ford ranger" +31,4,119,82,2720,19.4,82,1,"chevy s-10" diff --git a/Auto.rds b/Auto.rds new file mode 100644 index 0000000000000000000000000000000000000000..6dd47d0b3a69d86f61cbb33d9e542abf454ba581 GIT binary patch literal 8773 zcmchYcTf}D*XLDKu#pE*5DB0nASxoFbcl$6qJn~e(jpzHQX>Qs6$OzJDbkB{rS~8$ zBGOCffrJ1ON+5(#5=hVb{$_S(cJ`UscmLV@$7jBC&bf2WJ-10k3+(&P;3J0}%e27+ zW6ClcldnGTc+eoz{iy4OQ*T2-7Sz?nl{_UmeLp?o^W`V(d+P;FnwnS%k04iN#6Pm2mBpF5JTIF|ihw@)a5gMBcMdo3nq=v@Yz>!3GaqS6Du*(? z2)9AyGcXu68kObRJspBLUT9mFu~qHYkP)oHZJ2c&Ght98ceVESX_-|FhLh(Se!ZSN 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zBYfdXL9IMaH6SQ9TmruI}duwwG??c01H4+(^Y-?S=#Jb3aFq`TO9O%yJKWR>x!NY1k zkB4&(?ajUA`g4lRm?5FbjAX?AYK)3fqqD_g!KSiOyNt_jtre57ugIAltG7A;#i%UV zE#v)%#xwUFwJR#inFSD1N&7@)d0yrw8MNWN%X$cRS`PC!pm~jkro@D94f3 zZh&tHXe@`g^!MN?yBGtN#ct3>%+mf^0ejH89o2R)wlmvwP=J7y?H0-+G5JaJF{3eO7yh1({UHky{9q_%Z<{e*#ERf+hi>h2ax6#( zBh4%!WM2C=gAUlpA?@$edtzc(n?&X;e0RSSNx&H#tg`dkpe!C6&X7SXXPYsEJlGjx zN09K9v+X++asps>f4vpA*Brz7vzk!PG{|KCaR$wD_St#*u;?O=_CA9ZBULL*>g?e= z;KYBA+-8mJSSKSc(&TImc6Q}|T2v$MZj3)NkO*=KZz$=s602Aawn`|~cAS_i;kEf+ zYFqwel~Ab-o0u!*bqU`t>9i61hm5~y-5KcG@For$Z{=KUD%e|}TIr6N& z7wkEfpJ3!8@)7+1gs>l!4?{O|;xvwfc?qI*K%al%c20r@A6T5ATNmZS`a$_P^fzD+ zfe#ao)cxgi>WAP5r5g@U{{_i9L!aayf*+M`IXuUn0P_?60niWB2c?@1&#*_qCkX;| zGXDbj8TKSW)+gt~{~groJbea!pgtf;m+3f2*LJ=`fDaW})fFcruDI%&^xvhURnkvo4lAB? zH9Z76Vk_`9{SfLuOh-YIwgMgLCs22)q@T&~D<-*`{&z{bN;+2Nq@t;-=@F2CZTi>r nqp1HZeM{db$>|~3n??0O`+xpffp>NX4!D{RlkStc4juX*W`i&U literal 0 HcmV?d00001 diff --git a/Cars93.csv b/Cars93.csv new file mode 100644 index 0000000..6b47764 --- /dev/null +++ b/Cars93.csv @@ -0,0 +1,94 @@ +"Manufacturer","Model","Type","Min.Price","Price","Max.Price","MPG.city","MPG.highway","AirBags","DriveTrain","Cylinders","EngineSize","Horsepower","RPM","Rev.per.mile","Man.trans.avail","Fuel.tank.capacity","Passengers","Length","Wheelbase","Width","Turn.circle","Rear.seat.room","Luggage.room","Weight","Origin","Make" +"Acura","Integra","Small",12.9,15.9,18.8,25,31,"None","Front","4",1.8,140,6300,2890,"Yes",13.2,5,177,102,68,37,26.5,11,2705,"non-USA","Acura Integra" +"Acura","Legend","Midsize",29.2,33.9,38.7,18,25,"Driver & Passenger","Front","6",3.2,200,5500,2335,"Yes",18,5,195,115,71,38,30,15,3560,"non-USA","Acura Legend" +"Audi","90","Compact",25.9,29.1,32.3,20,26,"Driver only","Front","6",2.8,172,5500,2280,"Yes",16.9,5,180,102,67,37,28,14,3375,"non-USA","Audi 90" +"Audi","100","Midsize",30.8,37.7,44.6,19,26,"Driver & Passenger","Front","6",2.8,172,5500,2535,"Yes",21.1,6,193,106,70,37,31,17,3405,"non-USA","Audi 100" +"BMW","535i","Midsize",23.7,30,36.2,22,30,"Driver only","Rear","4",3.5,208,5700,2545,"Yes",21.1,4,186,109,69,39,27,13,3640,"non-USA","BMW 535i" +"Buick","Century","Midsize",14.2,15.7,17.3,22,31,"Driver only","Front","4",2.2,110,5200,2565,"No",16.4,6,189,105,69,41,28,16,2880,"USA","Buick Century" +"Buick","LeSabre","Large",19.9,20.8,21.7,19,28,"Driver only","Front","6",3.8,170,4800,1570,"No",18,6,200,111,74,42,30.5,17,3470,"USA","Buick LeSabre" +"Buick","Roadmaster","Large",22.6,23.7,24.9,16,25,"Driver only","Rear","6",5.7,180,4000,1320,"No",23,6,216,116,78,45,30.5,21,4105,"USA","Buick Roadmaster" +"Buick","Riviera","Midsize",26.3,26.3,26.3,19,27,"Driver only","Front","6",3.8,170,4800,1690,"No",18.8,5,198,108,73,41,26.5,14,3495,"USA","Buick Riviera" +"Cadillac","DeVille","Large",33,34.7,36.3,16,25,"Driver only","Front","8",4.9,200,4100,1510,"No",18,6,206,114,73,43,35,18,3620,"USA","Cadillac DeVille" +"Cadillac","Seville","Midsize",37.5,40.1,42.7,16,25,"Driver & Passenger","Front","8",4.6,295,6000,1985,"No",20,5,204,111,74,44,31,14,3935,"USA","Cadillac Seville" +"Chevrolet","Cavalier","Compact",8.5,13.4,18.3,25,36,"None","Front","4",2.2,110,5200,2380,"Yes",15.2,5,182,101,66,38,25,13,2490,"USA","Chevrolet Cavalier" +"Chevrolet","Corsica","Compact",11.4,11.4,11.4,25,34,"Driver only","Front","4",2.2,110,5200,2665,"Yes",15.6,5,184,103,68,39,26,14,2785,"USA","Chevrolet Corsica" +"Chevrolet","Camaro","Sporty",13.4,15.1,16.8,19,28,"Driver & Passenger","Rear","6",3.4,160,4600,1805,"Yes",15.5,4,193,101,74,43,25,13,3240,"USA","Chevrolet Camaro" +"Chevrolet","Lumina","Midsize",13.4,15.9,18.4,21,29,"None","Front","4",2.2,110,5200,2595,"No",16.5,6,198,108,71,40,28.5,16,3195,"USA","Chevrolet Lumina" +"Chevrolet","Lumina_APV","Van",14.7,16.3,18,18,23,"None","Front","6",3.8,170,4800,1690,"No",20,7,178,110,74,44,30.5,NA,3715,"USA","Chevrolet Lumina_APV" +"Chevrolet","Astro","Van",14.7,16.6,18.6,15,20,"None","4WD","6",4.3,165,4000,1790,"No",27,8,194,111,78,42,33.5,NA,4025,"USA","Chevrolet Astro" +"Chevrolet","Caprice","Large",18,18.8,19.6,17,26,"Driver only","Rear","8",5,170,4200,1350,"No",23,6,214,116,77,42,29.5,20,3910,"USA","Chevrolet Caprice" +"Chevrolet","Corvette","Sporty",34.6,38,41.5,17,25,"Driver only","Rear","8",5.7,300,5000,1450,"Yes",20,2,179,96,74,43,NA,NA,3380,"USA","Chevrolet Corvette" +"Chrylser","Concorde","Large",18.4,18.4,18.4,20,28,"Driver & Passenger","Front","6",3.3,153,5300,1990,"No",18,6,203,113,74,40,31,15,3515,"USA","Chrylser Concorde" +"Chrysler","LeBaron","Compact",14.5,15.8,17.1,23,28,"Driver & Passenger","Front","4",3,141,5000,2090,"No",16,6,183,104,68,41,30.5,14,3085,"USA","Chrysler LeBaron" +"Chrysler","Imperial","Large",29.5,29.5,29.5,20,26,"Driver only","Front","6",3.3,147,4800,1785,"No",16,6,203,110,69,44,36,17,3570,"USA","Chrysler Imperial" +"Dodge","Colt","Small",7.9,9.2,10.6,29,33,"None","Front","4",1.5,92,6000,3285,"Yes",13.2,5,174,98,66,32,26.5,11,2270,"USA","Dodge Colt" +"Dodge","Shadow","Small",8.4,11.3,14.2,23,29,"Driver only","Front","4",2.2,93,4800,2595,"Yes",14,5,172,97,67,38,26.5,13,2670,"USA","Dodge Shadow" +"Dodge","Spirit","Compact",11.9,13.3,14.7,22,27,"Driver only","Front","4",2.5,100,4800,2535,"Yes",16,6,181,104,68,39,30.5,14,2970,"USA","Dodge Spirit" +"Dodge","Caravan","Van",13.6,19,24.4,17,21,"Driver only","4WD","6",3,142,5000,1970,"No",20,7,175,112,72,42,26.5,NA,3705,"USA","Dodge Caravan" +"Dodge","Dynasty","Midsize",14.8,15.6,16.4,21,27,"Driver only","Front","4",2.5,100,4800,2465,"No",16,6,192,105,69,42,30.5,16,3080,"USA","Dodge Dynasty" +"Dodge","Stealth","Sporty",18.5,25.8,33.1,18,24,"Driver only","4WD","6",3,300,6000,2120,"Yes",19.8,4,180,97,72,40,20,11,3805,"USA","Dodge Stealth" +"Eagle","Summit","Small",7.9,12.2,16.5,29,33,"None","Front","4",1.5,92,6000,2505,"Yes",13.2,5,174,98,66,36,26.5,11,2295,"USA","Eagle Summit" +"Eagle","Vision","Large",17.5,19.3,21.2,20,28,"Driver & Passenger","Front","6",3.5,214,5800,1980,"No",18,6,202,113,74,40,30,15,3490,"USA","Eagle Vision" +"Ford","Festiva","Small",6.9,7.4,7.9,31,33,"None","Front","4",1.3,63,5000,3150,"Yes",10,4,141,90,63,33,26,12,1845,"USA","Ford Festiva" +"Ford","Escort","Small",8.4,10.1,11.9,23,30,"None","Front","4",1.8,127,6500,2410,"Yes",13.2,5,171,98,67,36,28,12,2530,"USA","Ford Escort" +"Ford","Tempo","Compact",10.4,11.3,12.2,22,27,"None","Front","4",2.3,96,4200,2805,"Yes",15.9,5,177,100,68,39,27.5,13,2690,"USA","Ford Tempo" +"Ford","Mustang","Sporty",10.8,15.9,21,22,29,"Driver only","Rear","4",2.3,105,4600,2285,"Yes",15.4,4,180,101,68,40,24,12,2850,"USA","Ford Mustang" +"Ford","Probe","Sporty",12.8,14,15.2,24,30,"Driver only","Front","4",2,115,5500,2340,"Yes",15.5,4,179,103,70,38,23,18,2710,"USA","Ford Probe" +"Ford","Aerostar","Van",14.5,19.9,25.3,15,20,"Driver only","4WD","6",3,145,4800,2080,"Yes",21,7,176,119,72,45,30,NA,3735,"USA","Ford Aerostar" +"Ford","Taurus","Midsize",15.6,20.2,24.8,21,30,"Driver only","Front","6",3,140,4800,1885,"No",16,5,192,106,71,40,27.5,18,3325,"USA","Ford Taurus" +"Ford","Crown_Victoria","Large",20.1,20.9,21.7,18,26,"Driver only","Rear","8",4.6,190,4200,1415,"No",20,6,212,114,78,43,30,21,3950,"USA","Ford Crown_Victoria" +"Geo","Metro","Small",6.7,8.4,10,46,50,"None","Front","3",1,55,5700,3755,"Yes",10.6,4,151,93,63,34,27.5,10,1695,"non-USA","Geo Metro" +"Geo","Storm","Sporty",11.5,12.5,13.5,30,36,"Driver only","Front","4",1.6,90,5400,3250,"Yes",12.4,4,164,97,67,37,24.5,11,2475,"non-USA","Geo Storm" +"Honda","Prelude","Sporty",17,19.8,22.7,24,31,"Driver & Passenger","Front","4",2.3,160,5800,2855,"Yes",15.9,4,175,100,70,39,23.5,8,2865,"non-USA","Honda Prelude" +"Honda","Civic","Small",8.4,12.1,15.8,42,46,"Driver only","Front","4",1.5,102,5900,2650,"Yes",11.9,4,173,103,67,36,28,12,2350,"non-USA","Honda Civic" +"Honda","Accord","Compact",13.8,17.5,21.2,24,31,"Driver & Passenger","Front","4",2.2,140,5600,2610,"Yes",17,4,185,107,67,41,28,14,3040,"non-USA","Honda Accord" +"Hyundai","Excel","Small",6.8,8,9.2,29,33,"None","Front","4",1.5,81,5500,2710,"Yes",11.9,5,168,94,63,35,26,11,2345,"non-USA","Hyundai Excel" +"Hyundai","Elantra","Small",9,10,11,22,29,"None","Front","4",1.8,124,6000,2745,"Yes",13.7,5,172,98,66,36,28,12,2620,"non-USA","Hyundai Elantra" +"Hyundai","Scoupe","Sporty",9.1,10,11,26,34,"None","Front","4",1.5,92,5550,2540,"Yes",11.9,4,166,94,64,34,23.5,9,2285,"non-USA","Hyundai Scoupe" +"Hyundai","Sonata","Midsize",12.4,13.9,15.3,20,27,"None","Front","4",2,128,6000,2335,"Yes",17.2,5,184,104,69,41,31,14,2885,"non-USA","Hyundai Sonata" +"Infiniti","Q45","Midsize",45.4,47.9,50.4,17,22,"Driver only","Rear","8",4.5,278,6000,1955,"No",22.5,5,200,113,72,42,29,15,4000,"non-USA","Infiniti Q45" +"Lexus","ES300","Midsize",27.5,28,28.4,18,24,"Driver only","Front","6",3,185,5200,2325,"Yes",18.5,5,188,103,70,40,27.5,14,3510,"non-USA","Lexus ES300" +"Lexus","SC300","Midsize",34.7,35.2,35.6,18,23,"Driver & Passenger","Rear","6",3,225,6000,2510,"Yes",20.6,4,191,106,71,39,25,9,3515,"non-USA","Lexus SC300" +"Lincoln","Continental","Midsize",33.3,34.3,35.3,17,26,"Driver & Passenger","Front","6",3.8,160,4400,1835,"No",18.4,6,205,109,73,42,30,19,3695,"USA","Lincoln Continental" +"Lincoln","Town_Car","Large",34.4,36.1,37.8,18,26,"Driver & Passenger","Rear","8",4.6,210,4600,1840,"No",20,6,219,117,77,45,31.5,22,4055,"USA","Lincoln Town_Car" +"Mazda","323","Small",7.4,8.3,9.1,29,37,"None","Front","4",1.6,82,5000,2370,"Yes",13.2,4,164,97,66,34,27,16,2325,"non-USA","Mazda 323" +"Mazda","Protege","Small",10.9,11.6,12.3,28,36,"None","Front","4",1.8,103,5500,2220,"Yes",14.5,5,172,98,66,36,26.5,13,2440,"non-USA","Mazda Protege" +"Mazda","626","Compact",14.3,16.5,18.7,26,34,"Driver only","Front","4",2.5,164,5600,2505,"Yes",15.5,5,184,103,69,40,29.5,14,2970,"non-USA","Mazda 626" +"Mazda","MPV","Van",16.6,19.1,21.7,18,24,"None","4WD","6",3,155,5000,2240,"No",19.6,7,190,110,72,39,27.5,NA,3735,"non-USA","Mazda MPV" +"Mazda","RX-7","Sporty",32.5,32.5,32.5,17,25,"Driver only","Rear","rotary",1.3,255,6500,2325,"Yes",20,2,169,96,69,37,NA,NA,2895,"non-USA","Mazda RX-7" +"Mercedes-Benz","190E","Compact",29,31.9,34.9,20,29,"Driver only","Rear","4",2.3,130,5100,2425,"Yes",14.5,5,175,105,67,34,26,12,2920,"non-USA","Mercedes-Benz 190E" +"Mercedes-Benz","300E","Midsize",43.8,61.9,80,19,25,"Driver & Passenger","Rear","6",3.2,217,5500,2220,"No",18.5,5,187,110,69,37,27,15,3525,"non-USA","Mercedes-Benz 300E" +"Mercury","Capri","Sporty",13.3,14.1,15,23,26,"Driver only","Front","4",1.6,100,5750,2475,"Yes",11.1,4,166,95,65,36,19,6,2450,"USA","Mercury Capri" +"Mercury","Cougar","Midsize",14.9,14.9,14.9,19,26,"None","Rear","6",3.8,140,3800,1730,"No",18,5,199,113,73,38,28,15,3610,"USA","Mercury Cougar" +"Mitsubishi","Mirage","Small",7.7,10.3,12.9,29,33,"None","Front","4",1.5,92,6000,2505,"Yes",13.2,5,172,98,67,36,26,11,2295,"non-USA","Mitsubishi Mirage" +"Mitsubishi","Diamante","Midsize",22.4,26.1,29.9,18,24,"Driver only","Front","6",3,202,6000,2210,"No",19,5,190,107,70,43,27.5,14,3730,"non-USA","Mitsubishi Diamante" +"Nissan","Sentra","Small",8.7,11.8,14.9,29,33,"Driver only","Front","4",1.6,110,6000,2435,"Yes",13.2,5,170,96,66,33,26,12,2545,"non-USA","Nissan Sentra" +"Nissan","Altima","Compact",13,15.7,18.3,24,30,"Driver only","Front","4",2.4,150,5600,2130,"Yes",15.9,5,181,103,67,40,28.5,14,3050,"non-USA","Nissan Altima" +"Nissan","Quest","Van",16.7,19.1,21.5,17,23,"None","Front","6",3,151,4800,2065,"No",20,7,190,112,74,41,27,NA,4100,"non-USA","Nissan Quest" +"Nissan","Maxima","Midsize",21,21.5,22,21,26,"Driver only","Front","6",3,160,5200,2045,"No",18.5,5,188,104,69,41,28.5,14,3200,"non-USA","Nissan Maxima" +"Oldsmobile","Achieva","Compact",13,13.5,14,24,31,"None","Front","4",2.3,155,6000,2380,"No",15.2,5,188,103,67,39,28,14,2910,"USA","Oldsmobile Achieva" +"Oldsmobile","Cutlass_Ciera","Midsize",14.2,16.3,18.4,23,31,"Driver only","Front","4",2.2,110,5200,2565,"No",16.5,5,190,105,70,42,28,16,2890,"USA","Oldsmobile Cutlass_Ciera" +"Oldsmobile","Silhouette","Van",19.5,19.5,19.5,18,23,"None","Front","6",3.8,170,4800,1690,"No",20,7,194,110,74,44,30.5,NA,3715,"USA","Oldsmobile Silhouette" +"Oldsmobile","Eighty-Eight","Large",19.5,20.7,21.9,19,28,"Driver only","Front","6",3.8,170,4800,1570,"No",18,6,201,111,74,42,31.5,17,3470,"USA","Oldsmobile Eighty-Eight" +"Plymouth","Laser","Sporty",11.4,14.4,17.4,23,30,"None","4WD","4",1.8,92,5000,2360,"Yes",15.9,4,173,97,67,39,24.5,8,2640,"USA","Plymouth Laser" +"Pontiac","LeMans","Small",8.2,9,9.9,31,41,"None","Front","4",1.6,74,5600,3130,"Yes",13.2,4,177,99,66,35,25.5,17,2350,"USA","Pontiac LeMans" +"Pontiac","Sunbird","Compact",9.4,11.1,12.8,23,31,"None","Front","4",2,110,5200,2665,"Yes",15.2,5,181,101,66,39,25,13,2575,"USA","Pontiac Sunbird" +"Pontiac","Firebird","Sporty",14,17.7,21.4,19,28,"Driver & Passenger","Rear","6",3.4,160,4600,1805,"Yes",15.5,4,196,101,75,43,25,13,3240,"USA","Pontiac Firebird" +"Pontiac","Grand_Prix","Midsize",15.4,18.5,21.6,19,27,"None","Front","6",3.4,200,5000,1890,"Yes",16.5,5,195,108,72,41,28.5,16,3450,"USA","Pontiac Grand_Prix" +"Pontiac","Bonneville","Large",19.4,24.4,29.4,19,28,"Driver & Passenger","Front","6",3.8,170,4800,1565,"No",18,6,177,111,74,43,30.5,18,3495,"USA","Pontiac Bonneville" +"Saab","900","Compact",20.3,28.7,37.1,20,26,"Driver only","Front","4",2.1,140,6000,2910,"Yes",18,5,184,99,67,37,26.5,14,2775,"non-USA","Saab 900" +"Saturn","SL","Small",9.2,11.1,12.9,28,38,"Driver only","Front","4",1.9,85,5000,2145,"Yes",12.8,5,176,102,68,40,26.5,12,2495,"USA","Saturn SL" +"Subaru","Justy","Small",7.3,8.4,9.5,33,37,"None","4WD","3",1.2,73,5600,2875,"Yes",9.2,4,146,90,60,32,23.5,10,2045,"non-USA","Subaru Justy" +"Subaru","Loyale","Small",10.5,10.9,11.3,25,30,"None","4WD","4",1.8,90,5200,3375,"Yes",15.9,5,175,97,65,35,27.5,15,2490,"non-USA","Subaru Loyale" +"Subaru","Legacy","Compact",16.3,19.5,22.7,23,30,"Driver only","4WD","4",2.2,130,5600,2330,"Yes",15.9,5,179,102,67,37,27,14,3085,"non-USA","Subaru Legacy" +"Suzuki","Swift","Small",7.3,8.6,10,39,43,"None","Front","3",1.3,70,6000,3360,"Yes",10.6,4,161,93,63,34,27.5,10,1965,"non-USA","Suzuki Swift" +"Toyota","Tercel","Small",7.8,9.8,11.8,32,37,"Driver only","Front","4",1.5,82,5200,3505,"Yes",11.9,5,162,94,65,36,24,11,2055,"non-USA","Toyota Tercel" +"Toyota","Celica","Sporty",14.2,18.4,22.6,25,32,"Driver only","Front","4",2.2,135,5400,2405,"Yes",15.9,4,174,99,69,39,23,13,2950,"non-USA","Toyota Celica" +"Toyota","Camry","Midsize",15.2,18.2,21.2,22,29,"Driver only","Front","4",2.2,130,5400,2340,"Yes",18.5,5,188,103,70,38,28.5,15,3030,"non-USA","Toyota Camry" +"Toyota","Previa","Van",18.9,22.7,26.6,18,22,"Driver only","4WD","4",2.4,138,5000,2515,"Yes",19.8,7,187,113,71,41,35,NA,3785,"non-USA","Toyota Previa" +"Volkswagen","Fox","Small",8.7,9.1,9.5,25,33,"None","Front","4",1.8,81,5500,2550,"Yes",12.4,4,163,93,63,34,26,10,2240,"non-USA","Volkswagen Fox" +"Volkswagen","Eurovan","Van",16.6,19.7,22.7,17,21,"None","Front","5",2.5,109,4500,2915,"Yes",21.1,7,187,115,72,38,34,NA,3960,"non-USA","Volkswagen Eurovan" +"Volkswagen","Passat","Compact",17.6,20,22.4,21,30,"None","Front","4",2,134,5800,2685,"Yes",18.5,5,180,103,67,35,31.5,14,2985,"non-USA","Volkswagen Passat" +"Volkswagen","Corrado","Sporty",22.9,23.3,23.7,18,25,"None","Front","6",2.8,178,5800,2385,"Yes",18.5,4,159,97,66,36,26,15,2810,"non-USA","Volkswagen Corrado" +"Volvo","240","Compact",21.8,22.7,23.5,21,28,"Driver only","Rear","4",2.3,114,5400,2215,"Yes",15.8,5,190,104,67,37,29.5,14,2985,"non-USA","Volvo 240" +"Volvo","850","Midsize",24.8,26.7,28.5,20,28,"Driver & Passenger","Front","5",2.4,168,6200,2310,"Yes",19.3,5,184,105,69,38,30,15,3245,"non-USA","Volvo 850" diff --git a/Cars93.rds b/Cars93.rds new file mode 100644 index 0000000000000000000000000000000000000000..d3c8ddd2035e3bb98fb6207243e1656086b4537f GIT binary patch literal 5568 zcmV;x6+h}9iwFP!000001HD{nj9kZYetXQ!&g{%yyeX4>Twda}T<*b3l(;t!?@}u+ zO-f31Jnla3zHoNl>dnlOt2i)W1C9|W2J8e0EC;Y7JF+6nNfaxN<0v+B+ldndxs4!! zoF9r2I6x9Bi5j05dgPkOHLd02zW7Kz0?#0b1_>c|gH{HVfJbIsl!3t~#&=uokcm zu-<|V7HlNgR0lSzF?8N#z!rk77HqS?RnXj68}sJcc%+N|vR^Et7cQ`=;n`~Bq0&5D zoeS{XG%|Hrct)zh>@`$cM!mV9SoCI5&yFtm%TZYLE1F>;S}B(O$gG!(x}F*f=jMH> zjC=D%sWeZ7(VVD1?T5m1CM?Z~iJ3DiRjP@VEoVztgHlkDdTP?YQ7sGaWKfz7izT5= zdCzJ&g(*Lp_2>NZ!4bdotTbR`HCjP6Hx*RM)hj`HLByxe2j#LS0&@=+=gN!Wl|c8P zWxBYs7*;C_B5*n^RRTR$%`={NMMTYbm1ZcvtJk#Bi{VOG5yNwr!s4~^ 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zGIze@E%JxG8vA`REHqhFZc>fne9WnEPIt2T;)>pWvQt5+XWBSDQ)Y$M{fz{*Wor6# z&upM4u$AizJ96#!mKP&0knzfnt`vjPoF8eH@zOl)R5NjEUG5AW z&;C+)U3Z}A!t|8%?}ESFL&s;&V*KA3v{RpZXhoLFJ#?!+Rr6&qQeYQ+i z=jX`>OkDc1Z>;h3!%;A=$EJD8ySCa-QFC*2KJ;9TXv!@&$kI{UBd)-acjHZ`_Q%ot O+y4V;j!5+IL;wI@WiGe? literal 0 HcmV?d00001 diff --git a/Carseats.csv b/Carseats.csv new file mode 100644 index 0000000..242c6d2 --- /dev/null +++ b/Carseats.csv @@ -0,0 +1,401 @@ +"Sales","CompPrice","Income","Advertising","Population","Price","ShelveLoc","Age","Education","Urban","US" +9.5,138,73,11,276,120,"Bad",42,17,"Yes","Yes" +11.22,111,48,16,260,83,"Good",65,10,"Yes","Yes" +10.06,113,35,10,269,80,"Medium",59,12,"Yes","Yes" +7.4,117,100,4,466,97,"Medium",55,14,"Yes","Yes" +4.15,141,64,3,340,128,"Bad",38,13,"Yes","No" +10.81,124,113,13,501,72,"Bad",78,16,"No","Yes" +6.63,115,105,0,45,108,"Medium",71,15,"Yes","No" +11.85,136,81,15,425,120,"Good",67,10,"Yes","Yes" +6.54,132,110,0,108,124,"Medium",76,10,"No","No" +4.69,132,113,0,131,124,"Medium",76,17,"No","Yes" +9.01,121,78,9,150,100,"Bad",26,10,"No","Yes" +11.96,117,94,4,503,94,"Good",50,13,"Yes","Yes" +3.98,122,35,2,393,136,"Medium",62,18,"Yes","No" +10.96,115,28,11,29,86,"Good",53,18,"Yes","Yes" +11.17,107,117,11,148,118,"Good",52,18,"Yes","Yes" +8.71,149,95,5,400,144,"Medium",76,18,"No","No" +7.58,118,32,0,284,110,"Good",63,13,"Yes","No" +12.29,147,74,13,251,131,"Good",52,10,"Yes","Yes" +13.91,110,110,0,408,68,"Good",46,17,"No","Yes" +8.73,129,76,16,58,121,"Medium",69,12,"Yes","Yes" +6.41,125,90,2,367,131,"Medium",35,18,"Yes","Yes" +12.13,134,29,12,239,109,"Good",62,18,"No","Yes" +5.08,128,46,6,497,138,"Medium",42,13,"Yes","No" +5.87,121,31,0,292,109,"Medium",79,10,"Yes","No" +10.14,145,119,16,294,113,"Bad",42,12,"Yes","Yes" +14.9,139,32,0,176,82,"Good",54,11,"No","No" +8.33,107,115,11,496,131,"Good",50,11,"No","Yes" +5.27,98,118,0,19,107,"Medium",64,17,"Yes","No" +2.99,103,74,0,359,97,"Bad",55,11,"Yes","Yes" +7.81,104,99,15,226,102,"Bad",58,17,"Yes","Yes" +13.55,125,94,0,447,89,"Good",30,12,"Yes","No" +8.25,136,58,16,241,131,"Medium",44,18,"Yes","Yes" +6.2,107,32,12,236,137,"Good",64,10,"No","Yes" +8.77,114,38,13,317,128,"Good",50,16,"Yes","Yes" +2.67,115,54,0,406,128,"Medium",42,17,"Yes","Yes" +11.07,131,84,11,29,96,"Medium",44,17,"No","Yes" +8.89,122,76,0,270,100,"Good",60,18,"No","No" +4.95,121,41,5,412,110,"Medium",54,10,"Yes","Yes" +6.59,109,73,0,454,102,"Medium",65,15,"Yes","No" +3.24,130,60,0,144,138,"Bad",38,10,"No","No" +2.07,119,98,0,18,126,"Bad",73,17,"No","No" +7.96,157,53,0,403,124,"Bad",58,16,"Yes","No" +10.43,77,69,0,25,24,"Medium",50,18,"Yes","No" +4.12,123,42,11,16,134,"Medium",59,13,"Yes","Yes" +4.16,85,79,6,325,95,"Medium",69,13,"Yes","Yes" +4.56,141,63,0,168,135,"Bad",44,12,"Yes","Yes" +12.44,127,90,14,16,70,"Medium",48,15,"No","Yes" +4.38,126,98,0,173,108,"Bad",55,16,"Yes","No" +3.91,116,52,0,349,98,"Bad",69,18,"Yes","No" +10.61,157,93,0,51,149,"Good",32,17,"Yes","No" +1.42,99,32,18,341,108,"Bad",80,16,"Yes","Yes" +4.42,121,90,0,150,108,"Bad",75,16,"Yes","No" +7.91,153,40,3,112,129,"Bad",39,18,"Yes","Yes" +6.92,109,64,13,39,119,"Medium",61,17,"Yes","Yes" +4.9,134,103,13,25,144,"Medium",76,17,"No","Yes" +6.85,143,81,5,60,154,"Medium",61,18,"Yes","Yes" +11.91,133,82,0,54,84,"Medium",50,17,"Yes","No" +0.91,93,91,0,22,117,"Bad",75,11,"Yes","No" +5.42,103,93,15,188,103,"Bad",74,16,"Yes","Yes" +5.21,118,71,4,148,114,"Medium",80,13,"Yes","No" +8.32,122,102,19,469,123,"Bad",29,13,"Yes","Yes" +7.32,105,32,0,358,107,"Medium",26,13,"No","No" +1.82,139,45,0,146,133,"Bad",77,17,"Yes","Yes" +8.47,119,88,10,170,101,"Medium",61,13,"Yes","Yes" +7.8,100,67,12,184,104,"Medium",32,16,"No","Yes" +4.9,122,26,0,197,128,"Medium",55,13,"No","No" +8.85,127,92,0,508,91,"Medium",56,18,"Yes","No" +9.01,126,61,14,152,115,"Medium",47,16,"Yes","Yes" +13.39,149,69,20,366,134,"Good",60,13,"Yes","Yes" +7.99,127,59,0,339,99,"Medium",65,12,"Yes","No" +9.46,89,81,15,237,99,"Good",74,12,"Yes","Yes" +6.5,148,51,16,148,150,"Medium",58,17,"No","Yes" +5.52,115,45,0,432,116,"Medium",25,15,"Yes","No" +12.61,118,90,10,54,104,"Good",31,11,"No","Yes" +6.2,150,68,5,125,136,"Medium",64,13,"No","Yes" +8.55,88,111,23,480,92,"Bad",36,16,"No","Yes" +10.64,102,87,10,346,70,"Medium",64,15,"Yes","Yes" +7.7,118,71,12,44,89,"Medium",67,18,"No","Yes" +4.43,134,48,1,139,145,"Medium",65,12,"Yes","Yes" +9.14,134,67,0,286,90,"Bad",41,13,"Yes","No" +8.01,113,100,16,353,79,"Bad",68,11,"Yes","Yes" +7.52,116,72,0,237,128,"Good",70,13,"Yes","No" +11.62,151,83,4,325,139,"Good",28,17,"Yes","Yes" +4.42,109,36,7,468,94,"Bad",56,11,"Yes","Yes" +2.23,111,25,0,52,121,"Bad",43,18,"No","No" +8.47,125,103,0,304,112,"Medium",49,13,"No","No" +8.7,150,84,9,432,134,"Medium",64,15,"Yes","No" +11.7,131,67,7,272,126,"Good",54,16,"No","Yes" +6.56,117,42,7,144,111,"Medium",62,10,"Yes","Yes" +7.95,128,66,3,493,119,"Medium",45,16,"No","No" +5.33,115,22,0,491,103,"Medium",64,11,"No","No" +4.81,97,46,11,267,107,"Medium",80,15,"Yes","Yes" +4.53,114,113,0,97,125,"Medium",29,12,"Yes","No" +8.86,145,30,0,67,104,"Medium",55,17,"Yes","No" +8.39,115,97,5,134,84,"Bad",55,11,"Yes","Yes" +5.58,134,25,10,237,148,"Medium",59,13,"Yes","Yes" +9.48,147,42,10,407,132,"Good",73,16,"No","Yes" +7.45,161,82,5,287,129,"Bad",33,16,"Yes","Yes" +12.49,122,77,24,382,127,"Good",36,16,"No","Yes" +4.88,121,47,3,220,107,"Bad",56,16,"No","Yes" +4.11,113,69,11,94,106,"Medium",76,12,"No","Yes" +6.2,128,93,0,89,118,"Medium",34,18,"Yes","No" +5.3,113,22,0,57,97,"Medium",65,16,"No","No" +5.07,123,91,0,334,96,"Bad",78,17,"Yes","Yes" +4.62,121,96,0,472,138,"Medium",51,12,"Yes","No" +5.55,104,100,8,398,97,"Medium",61,11,"Yes","Yes" +0.16,102,33,0,217,139,"Medium",70,18,"No","No" +8.55,134,107,0,104,108,"Medium",60,12,"Yes","No" +3.47,107,79,2,488,103,"Bad",65,16,"Yes","No" +8.98,115,65,0,217,90,"Medium",60,17,"No","No" +9,128,62,7,125,116,"Medium",43,14,"Yes","Yes" +6.62,132,118,12,272,151,"Medium",43,14,"Yes","Yes" +6.67,116,99,5,298,125,"Good",62,12,"Yes","Yes" +6.01,131,29,11,335,127,"Bad",33,12,"Yes","Yes" +9.31,122,87,9,17,106,"Medium",65,13,"Yes","Yes" +8.54,139,35,0,95,129,"Medium",42,13,"Yes","No" +5.08,135,75,0,202,128,"Medium",80,10,"No","No" +8.8,145,53,0,507,119,"Medium",41,12,"Yes","No" +7.57,112,88,2,243,99,"Medium",62,11,"Yes","Yes" +7.37,130,94,8,137,128,"Medium",64,12,"Yes","Yes" +6.87,128,105,11,249,131,"Medium",63,13,"Yes","Yes" +11.67,125,89,10,380,87,"Bad",28,10,"Yes","Yes" +6.88,119,100,5,45,108,"Medium",75,10,"Yes","Yes" +8.19,127,103,0,125,155,"Good",29,15,"No","Yes" +8.87,131,113,0,181,120,"Good",63,14,"Yes","No" +9.34,89,78,0,181,49,"Medium",43,15,"No","No" +11.27,153,68,2,60,133,"Good",59,16,"Yes","Yes" +6.52,125,48,3,192,116,"Medium",51,14,"Yes","Yes" +4.96,133,100,3,350,126,"Bad",55,13,"Yes","Yes" +4.47,143,120,7,279,147,"Bad",40,10,"No","Yes" +8.41,94,84,13,497,77,"Medium",51,12,"Yes","Yes" +6.5,108,69,3,208,94,"Medium",77,16,"Yes","No" +9.54,125,87,9,232,136,"Good",72,10,"Yes","Yes" +7.62,132,98,2,265,97,"Bad",62,12,"Yes","Yes" +3.67,132,31,0,327,131,"Medium",76,16,"Yes","No" +6.44,96,94,14,384,120,"Medium",36,18,"No","Yes" +5.17,131,75,0,10,120,"Bad",31,18,"No","No" +6.52,128,42,0,436,118,"Medium",80,11,"Yes","No" +10.27,125,103,12,371,109,"Medium",44,10,"Yes","Yes" +12.3,146,62,10,310,94,"Medium",30,13,"No","Yes" +6.03,133,60,10,277,129,"Medium",45,18,"Yes","Yes" +6.53,140,42,0,331,131,"Bad",28,15,"Yes","No" +7.44,124,84,0,300,104,"Medium",77,15,"Yes","No" +0.53,122,88,7,36,159,"Bad",28,17,"Yes","Yes" +9.09,132,68,0,264,123,"Good",34,11,"No","No" +8.77,144,63,11,27,117,"Medium",47,17,"Yes","Yes" +3.9,114,83,0,412,131,"Bad",39,14,"Yes","No" +10.51,140,54,9,402,119,"Good",41,16,"No","Yes" +7.56,110,119,0,384,97,"Medium",72,14,"No","Yes" +11.48,121,120,13,140,87,"Medium",56,11,"Yes","Yes" +10.49,122,84,8,176,114,"Good",57,10,"No","Yes" +10.77,111,58,17,407,103,"Good",75,17,"No","Yes" +7.64,128,78,0,341,128,"Good",45,13,"No","No" +5.93,150,36,7,488,150,"Medium",25,17,"No","Yes" +6.89,129,69,10,289,110,"Medium",50,16,"No","Yes" +7.71,98,72,0,59,69,"Medium",65,16,"Yes","No" +7.49,146,34,0,220,157,"Good",51,16,"Yes","No" +10.21,121,58,8,249,90,"Medium",48,13,"No","Yes" +12.53,142,90,1,189,112,"Good",39,10,"No","Yes" +9.32,119,60,0,372,70,"Bad",30,18,"No","No" +4.67,111,28,0,486,111,"Medium",29,12,"No","No" +2.93,143,21,5,81,160,"Medium",67,12,"No","Yes" +3.63,122,74,0,424,149,"Medium",51,13,"Yes","No" +5.68,130,64,0,40,106,"Bad",39,17,"No","No" +8.22,148,64,0,58,141,"Medium",27,13,"No","Yes" +0.37,147,58,7,100,191,"Bad",27,15,"Yes","Yes" +6.71,119,67,17,151,137,"Medium",55,11,"Yes","Yes" +6.71,106,73,0,216,93,"Medium",60,13,"Yes","No" +7.3,129,89,0,425,117,"Medium",45,10,"Yes","No" +11.48,104,41,15,492,77,"Good",73,18,"Yes","Yes" +8.01,128,39,12,356,118,"Medium",71,10,"Yes","Yes" +12.49,93,106,12,416,55,"Medium",75,15,"Yes","Yes" +9.03,104,102,13,123,110,"Good",35,16,"Yes","Yes" +6.38,135,91,5,207,128,"Medium",66,18,"Yes","Yes" +0,139,24,0,358,185,"Medium",79,15,"No","No" +7.54,115,89,0,38,122,"Medium",25,12,"Yes","No" +5.61,138,107,9,480,154,"Medium",47,11,"No","Yes" +10.48,138,72,0,148,94,"Medium",27,17,"Yes","Yes" +10.66,104,71,14,89,81,"Medium",25,14,"No","Yes" +7.78,144,25,3,70,116,"Medium",77,18,"Yes","Yes" +4.94,137,112,15,434,149,"Bad",66,13,"Yes","Yes" +7.43,121,83,0,79,91,"Medium",68,11,"Yes","No" +4.74,137,60,4,230,140,"Bad",25,13,"Yes","No" +5.32,118,74,6,426,102,"Medium",80,18,"Yes","Yes" +9.95,132,33,7,35,97,"Medium",60,11,"No","Yes" +10.07,130,100,11,449,107,"Medium",64,10,"Yes","Yes" +8.68,120,51,0,93,86,"Medium",46,17,"No","No" +6.03,117,32,0,142,96,"Bad",62,17,"Yes","No" +8.07,116,37,0,426,90,"Medium",76,15,"Yes","No" +12.11,118,117,18,509,104,"Medium",26,15,"No","Yes" +8.79,130,37,13,297,101,"Medium",37,13,"No","Yes" +6.67,156,42,13,170,173,"Good",74,14,"Yes","Yes" +7.56,108,26,0,408,93,"Medium",56,14,"No","No" +13.28,139,70,7,71,96,"Good",61,10,"Yes","Yes" +7.23,112,98,18,481,128,"Medium",45,11,"Yes","Yes" +4.19,117,93,4,420,112,"Bad",66,11,"Yes","Yes" +4.1,130,28,6,410,133,"Bad",72,16,"Yes","Yes" +2.52,124,61,0,333,138,"Medium",76,16,"Yes","No" +3.62,112,80,5,500,128,"Medium",69,10,"Yes","Yes" +6.42,122,88,5,335,126,"Medium",64,14,"Yes","Yes" +5.56,144,92,0,349,146,"Medium",62,12,"No","No" +5.94,138,83,0,139,134,"Medium",54,18,"Yes","No" +4.1,121,78,4,413,130,"Bad",46,10,"No","Yes" +2.05,131,82,0,132,157,"Bad",25,14,"Yes","No" +8.74,155,80,0,237,124,"Medium",37,14,"Yes","No" +5.68,113,22,1,317,132,"Medium",28,12,"Yes","No" +4.97,162,67,0,27,160,"Medium",77,17,"Yes","Yes" +8.19,111,105,0,466,97,"Bad",61,10,"No","No" +7.78,86,54,0,497,64,"Bad",33,12,"Yes","No" +3.02,98,21,11,326,90,"Bad",76,11,"No","Yes" +4.36,125,41,2,357,123,"Bad",47,14,"No","Yes" +9.39,117,118,14,445,120,"Medium",32,15,"Yes","Yes" +12.04,145,69,19,501,105,"Medium",45,11,"Yes","Yes" +8.23,149,84,5,220,139,"Medium",33,10,"Yes","Yes" +4.83,115,115,3,48,107,"Medium",73,18,"Yes","Yes" +2.34,116,83,15,170,144,"Bad",71,11,"Yes","Yes" +5.73,141,33,0,243,144,"Medium",34,17,"Yes","No" +4.34,106,44,0,481,111,"Medium",70,14,"No","No" +9.7,138,61,12,156,120,"Medium",25,14,"Yes","Yes" +10.62,116,79,19,359,116,"Good",58,17,"Yes","Yes" +10.59,131,120,15,262,124,"Medium",30,10,"Yes","Yes" +6.43,124,44,0,125,107,"Medium",80,11,"Yes","No" +7.49,136,119,6,178,145,"Medium",35,13,"Yes","Yes" +3.45,110,45,9,276,125,"Medium",62,14,"Yes","Yes" +4.1,134,82,0,464,141,"Medium",48,13,"No","No" +6.68,107,25,0,412,82,"Bad",36,14,"Yes","No" +7.8,119,33,0,245,122,"Good",56,14,"Yes","No" +8.69,113,64,10,68,101,"Medium",57,16,"Yes","Yes" +5.4,149,73,13,381,163,"Bad",26,11,"No","Yes" +11.19,98,104,0,404,72,"Medium",27,18,"No","No" +5.16,115,60,0,119,114,"Bad",38,14,"No","No" +8.09,132,69,0,123,122,"Medium",27,11,"No","No" +13.14,137,80,10,24,105,"Good",61,15,"Yes","Yes" +8.65,123,76,18,218,120,"Medium",29,14,"No","Yes" +9.43,115,62,11,289,129,"Good",56,16,"No","Yes" +5.53,126,32,8,95,132,"Medium",50,17,"Yes","Yes" +9.32,141,34,16,361,108,"Medium",69,10,"Yes","Yes" +9.62,151,28,8,499,135,"Medium",48,10,"Yes","Yes" +7.36,121,24,0,200,133,"Good",73,13,"Yes","No" +3.89,123,105,0,149,118,"Bad",62,16,"Yes","Yes" +10.31,159,80,0,362,121,"Medium",26,18,"Yes","No" +12.01,136,63,0,160,94,"Medium",38,12,"Yes","No" +4.68,124,46,0,199,135,"Medium",52,14,"No","No" +7.82,124,25,13,87,110,"Medium",57,10,"Yes","Yes" +8.78,130,30,0,391,100,"Medium",26,18,"Yes","No" +10,114,43,0,199,88,"Good",57,10,"No","Yes" +6.9,120,56,20,266,90,"Bad",78,18,"Yes","Yes" +5.04,123,114,0,298,151,"Bad",34,16,"Yes","No" +5.36,111,52,0,12,101,"Medium",61,11,"Yes","Yes" +5.05,125,67,0,86,117,"Bad",65,11,"Yes","No" +9.16,137,105,10,435,156,"Good",72,14,"Yes","Yes" +3.72,139,111,5,310,132,"Bad",62,13,"Yes","Yes" +8.31,133,97,0,70,117,"Medium",32,16,"Yes","No" +5.64,124,24,5,288,122,"Medium",57,12,"No","Yes" +9.58,108,104,23,353,129,"Good",37,17,"Yes","Yes" +7.71,123,81,8,198,81,"Bad",80,15,"Yes","Yes" +4.2,147,40,0,277,144,"Medium",73,10,"Yes","No" +8.67,125,62,14,477,112,"Medium",80,13,"Yes","Yes" +3.47,108,38,0,251,81,"Bad",72,14,"No","No" +5.12,123,36,10,467,100,"Bad",74,11,"No","Yes" +7.67,129,117,8,400,101,"Bad",36,10,"Yes","Yes" +5.71,121,42,4,188,118,"Medium",54,15,"Yes","Yes" +6.37,120,77,15,86,132,"Medium",48,18,"Yes","Yes" +7.77,116,26,6,434,115,"Medium",25,17,"Yes","Yes" +6.95,128,29,5,324,159,"Good",31,15,"Yes","Yes" +5.31,130,35,10,402,129,"Bad",39,17,"Yes","Yes" +9.1,128,93,12,343,112,"Good",73,17,"No","Yes" +5.83,134,82,7,473,112,"Bad",51,12,"No","Yes" +6.53,123,57,0,66,105,"Medium",39,11,"Yes","No" +5.01,159,69,0,438,166,"Medium",46,17,"Yes","No" +11.99,119,26,0,284,89,"Good",26,10,"Yes","No" +4.55,111,56,0,504,110,"Medium",62,16,"Yes","No" +12.98,113,33,0,14,63,"Good",38,12,"Yes","No" +10.04,116,106,8,244,86,"Medium",58,12,"Yes","Yes" +7.22,135,93,2,67,119,"Medium",34,11,"Yes","Yes" +6.67,107,119,11,210,132,"Medium",53,11,"Yes","Yes" +6.93,135,69,14,296,130,"Medium",73,15,"Yes","Yes" +7.8,136,48,12,326,125,"Medium",36,16,"Yes","Yes" +7.22,114,113,2,129,151,"Good",40,15,"No","Yes" +3.42,141,57,13,376,158,"Medium",64,18,"Yes","Yes" +2.86,121,86,10,496,145,"Bad",51,10,"Yes","Yes" +11.19,122,69,7,303,105,"Good",45,16,"No","Yes" +7.74,150,96,0,80,154,"Good",61,11,"Yes","No" +5.36,135,110,0,112,117,"Medium",80,16,"No","No" +6.97,106,46,11,414,96,"Bad",79,17,"No","No" +7.6,146,26,11,261,131,"Medium",39,10,"Yes","Yes" +7.53,117,118,11,429,113,"Medium",67,18,"No","Yes" +6.88,95,44,4,208,72,"Bad",44,17,"Yes","Yes" +6.98,116,40,0,74,97,"Medium",76,15,"No","No" +8.75,143,77,25,448,156,"Medium",43,17,"Yes","Yes" +9.49,107,111,14,400,103,"Medium",41,11,"No","Yes" +6.64,118,70,0,106,89,"Bad",39,17,"Yes","No" +11.82,113,66,16,322,74,"Good",76,15,"Yes","Yes" +11.28,123,84,0,74,89,"Good",59,10,"Yes","No" +12.66,148,76,3,126,99,"Good",60,11,"Yes","Yes" +4.21,118,35,14,502,137,"Medium",79,10,"No","Yes" +8.21,127,44,13,160,123,"Good",63,18,"Yes","Yes" +3.07,118,83,13,276,104,"Bad",75,10,"Yes","Yes" +10.98,148,63,0,312,130,"Good",63,15,"Yes","No" +9.4,135,40,17,497,96,"Medium",54,17,"No","Yes" +8.57,116,78,1,158,99,"Medium",45,11,"Yes","Yes" +7.41,99,93,0,198,87,"Medium",57,16,"Yes","Yes" +5.28,108,77,13,388,110,"Bad",74,14,"Yes","Yes" +10.01,133,52,16,290,99,"Medium",43,11,"Yes","Yes" +11.93,123,98,12,408,134,"Good",29,10,"Yes","Yes" +8.03,115,29,26,394,132,"Medium",33,13,"Yes","Yes" +4.78,131,32,1,85,133,"Medium",48,12,"Yes","Yes" +5.9,138,92,0,13,120,"Bad",61,12,"Yes","No" +9.24,126,80,19,436,126,"Medium",52,10,"Yes","Yes" +11.18,131,111,13,33,80,"Bad",68,18,"Yes","Yes" +9.53,175,65,29,419,166,"Medium",53,12,"Yes","Yes" +6.15,146,68,12,328,132,"Bad",51,14,"Yes","Yes" +6.8,137,117,5,337,135,"Bad",38,10,"Yes","Yes" +9.33,103,81,3,491,54,"Medium",66,13,"Yes","No" +7.72,133,33,10,333,129,"Good",71,14,"Yes","Yes" +6.39,131,21,8,220,171,"Good",29,14,"Yes","Yes" +15.63,122,36,5,369,72,"Good",35,10,"Yes","Yes" +6.41,142,30,0,472,136,"Good",80,15,"No","No" +10.08,116,72,10,456,130,"Good",41,14,"No","Yes" +6.97,127,45,19,459,129,"Medium",57,11,"No","Yes" +5.86,136,70,12,171,152,"Medium",44,18,"Yes","Yes" +7.52,123,39,5,499,98,"Medium",34,15,"Yes","No" +9.16,140,50,10,300,139,"Good",60,15,"Yes","Yes" +10.36,107,105,18,428,103,"Medium",34,12,"Yes","Yes" +2.66,136,65,4,133,150,"Bad",53,13,"Yes","Yes" +11.7,144,69,11,131,104,"Medium",47,11,"Yes","Yes" +4.69,133,30,0,152,122,"Medium",53,17,"Yes","No" +6.23,112,38,17,316,104,"Medium",80,16,"Yes","Yes" +3.15,117,66,1,65,111,"Bad",55,11,"Yes","Yes" +11.27,100,54,9,433,89,"Good",45,12,"Yes","Yes" +4.99,122,59,0,501,112,"Bad",32,14,"No","No" +10.1,135,63,15,213,134,"Medium",32,10,"Yes","Yes" +5.74,106,33,20,354,104,"Medium",61,12,"Yes","Yes" +5.87,136,60,7,303,147,"Medium",41,10,"Yes","Yes" +7.63,93,117,9,489,83,"Bad",42,13,"Yes","Yes" +6.18,120,70,15,464,110,"Medium",72,15,"Yes","Yes" +5.17,138,35,6,60,143,"Bad",28,18,"Yes","No" +8.61,130,38,0,283,102,"Medium",80,15,"Yes","No" +5.97,112,24,0,164,101,"Medium",45,11,"Yes","No" +11.54,134,44,4,219,126,"Good",44,15,"Yes","Yes" +7.5,140,29,0,105,91,"Bad",43,16,"Yes","No" +7.38,98,120,0,268,93,"Medium",72,10,"No","No" +7.81,137,102,13,422,118,"Medium",71,10,"No","Yes" +5.99,117,42,10,371,121,"Bad",26,14,"Yes","Yes" +8.43,138,80,0,108,126,"Good",70,13,"No","Yes" +4.81,121,68,0,279,149,"Good",79,12,"Yes","No" +8.97,132,107,0,144,125,"Medium",33,13,"No","No" +6.88,96,39,0,161,112,"Good",27,14,"No","No" +12.57,132,102,20,459,107,"Good",49,11,"Yes","Yes" +9.32,134,27,18,467,96,"Medium",49,14,"No","Yes" +8.64,111,101,17,266,91,"Medium",63,17,"No","Yes" +10.44,124,115,16,458,105,"Medium",62,16,"No","Yes" +13.44,133,103,14,288,122,"Good",61,17,"Yes","Yes" +9.45,107,67,12,430,92,"Medium",35,12,"No","Yes" +5.3,133,31,1,80,145,"Medium",42,18,"Yes","Yes" +7.02,130,100,0,306,146,"Good",42,11,"Yes","No" +3.58,142,109,0,111,164,"Good",72,12,"Yes","No" +13.36,103,73,3,276,72,"Medium",34,15,"Yes","Yes" +4.17,123,96,10,71,118,"Bad",69,11,"Yes","Yes" +3.13,130,62,11,396,130,"Bad",66,14,"Yes","Yes" +8.77,118,86,7,265,114,"Good",52,15,"No","Yes" +8.68,131,25,10,183,104,"Medium",56,15,"No","Yes" +5.25,131,55,0,26,110,"Bad",79,12,"Yes","Yes" +10.26,111,75,1,377,108,"Good",25,12,"Yes","No" +10.5,122,21,16,488,131,"Good",30,14,"Yes","Yes" +6.53,154,30,0,122,162,"Medium",57,17,"No","No" +5.98,124,56,11,447,134,"Medium",53,12,"No","Yes" +14.37,95,106,0,256,53,"Good",52,17,"Yes","No" +10.71,109,22,10,348,79,"Good",74,14,"No","Yes" +10.26,135,100,22,463,122,"Medium",36,14,"Yes","Yes" +7.68,126,41,22,403,119,"Bad",42,12,"Yes","Yes" +9.08,152,81,0,191,126,"Medium",54,16,"Yes","No" +7.8,121,50,0,508,98,"Medium",65,11,"No","No" +5.58,137,71,0,402,116,"Medium",78,17,"Yes","No" +9.44,131,47,7,90,118,"Medium",47,12,"Yes","Yes" +7.9,132,46,4,206,124,"Medium",73,11,"Yes","No" +16.27,141,60,19,319,92,"Good",44,11,"Yes","Yes" +6.81,132,61,0,263,125,"Medium",41,12,"No","No" +6.11,133,88,3,105,119,"Medium",79,12,"Yes","Yes" +5.81,125,111,0,404,107,"Bad",54,15,"Yes","No" +9.64,106,64,10,17,89,"Medium",68,17,"Yes","Yes" +3.9,124,65,21,496,151,"Bad",77,13,"Yes","Yes" +4.95,121,28,19,315,121,"Medium",66,14,"Yes","Yes" +9.35,98,117,0,76,68,"Medium",63,10,"Yes","No" +12.85,123,37,15,348,112,"Good",28,12,"Yes","Yes" +5.87,131,73,13,455,132,"Medium",62,17,"Yes","Yes" +5.32,152,116,0,170,160,"Medium",39,16,"Yes","No" +8.67,142,73,14,238,115,"Medium",73,14,"No","Yes" +8.14,135,89,11,245,78,"Bad",79,16,"Yes","Yes" +8.44,128,42,8,328,107,"Medium",35,12,"Yes","Yes" +5.47,108,75,9,61,111,"Medium",67,12,"Yes","Yes" +6.1,153,63,0,49,124,"Bad",56,16,"Yes","No" +4.53,129,42,13,315,130,"Bad",34,13,"Yes","Yes" +5.57,109,51,10,26,120,"Medium",30,17,"No","Yes" +5.35,130,58,19,366,139,"Bad",33,16,"Yes","Yes" +12.57,138,108,17,203,128,"Good",33,14,"Yes","Yes" +6.14,139,23,3,37,120,"Medium",55,11,"No","Yes" +7.41,162,26,12,368,159,"Medium",40,18,"Yes","Yes" +5.94,100,79,7,284,95,"Bad",50,12,"Yes","Yes" +9.71,134,37,0,27,120,"Good",49,16,"Yes","Yes" diff --git a/Carseats.rds b/Carseats.rds new file mode 100644 index 0000000000000000000000000000000000000000..ca1d10750b169838a6a0a604fdde9191cc7bf707 GIT binary patch literal 7564 zcmd_t`&$zB`#^8hQegQccU5jm|aO-)Iy zEDu;(nt9ed3uKvdn(eceCYz|^n5 z_@84`k>`FLJr>zh^@D4TsHs>^^85C**NzuW2XH0@SA&8EYOH%ae@l+lrmMEu9UM(4 zLMo*is~s z+I-x0pM_;UaWp(}aWq6TBpe}@`cq0_(fIg~*WcFz^-YljQZm(FuP{DQGb@WC*GN%- zJcAGeQ@!n~trD7pNV+WIJckjtqR0*@nKUB%q)GIBDZkym=tFK_jPK6XC0Zcx3)(A0Gm^AJPDk|GfI zbfs~=()iMQgU1B9?E}L{>gwAW@sK!RpsC6v56DWesa{_%(ogkM!vYQxG3Lv3b6=~U 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zTZjEG^4v3{Pe<9GX4>{O?{mrCC&=UnX8vCcU9&F=GDU%z`R=vRr(^B=n6?wm`~J^` liI19}%d4D`)EqjLxW>ElDcV$zsby&3A=7;lW%3ta{67|_Y0Urt literal 0 HcmV?d00001 diff --git a/College.csv b/College.csv new file mode 100644 index 0000000..0962a9c --- /dev/null +++ b/College.csv @@ -0,0 +1,778 @@ +"Private","Apps","Accept","Enroll","Top10perc","Top25perc","F.Undergrad","P.Undergrad","Outstate","Room.Board","Books","Personal","PhD","Terminal","S.F.Ratio","perc.alumni","Expend","Grad.Rate" +"Yes",1660,1232,721,23,52,2885,537,7440,3300,450,2200,70,78,18.1,12,7041,60 +"Yes",2186,1924,512,16,29,2683,1227,12280,6450,750,1500,29,30,12.2,16,10527,56 +"Yes",1428,1097,336,22,50,1036,99,11250,3750,400,1165,53,66,12.9,30,8735,54 +"Yes",417,349,137,60,89,510,63,12960,5450,450,875,92,97,7.7,37,19016,59 +"Yes",193,146,55,16,44,249,869,7560,4120,800,1500,76,72,11.9,2,10922,15 +"Yes",587,479,158,38,62,678,41,13500,3335,500,675,67,73,9.4,11,9727,55 +"Yes",353,340,103,17,45,416,230,13290,5720,500,1500,90,93,11.5,26,8861,63 +"Yes",1899,1720,489,37,68,1594,32,13868,4826,450,850,89,100,13.7,37,11487,73 +"Yes",1038,839,227,30,63,973,306,15595,4400,300,500,79,84,11.3,23,11644,80 +"Yes",582,498,172,21,44,799,78,10468,3380,660,1800,40,41,11.5,15,8991,52 +"Yes",1732,1425,472,37,75,1830,110,16548,5406,500,600,82,88,11.3,31,10932,73 +"Yes",2652,1900,484,44,77,1707,44,17080,4440,400,600,73,91,9.9,41,11711,76 +"Yes",1179,780,290,38,64,1130,638,9690,4785,600,1000,60,84,13.3,21,7940,74 +"Yes",1267,1080,385,44,73,1306,28,12572,4552,400,400,79,87,15.3,32,9305,68 +"Yes",494,313,157,23,46,1317,1235,8352,3640,650,2449,36,69,11.1,26,8127,55 +"Yes",1420,1093,220,9,22,1018,287,8700,4780,450,1400,78,84,14.7,19,7355,69 +"Yes",4302,992,418,83,96,1593,5,19760,5300,660,1598,93,98,8.4,63,21424,100 +"Yes",1216,908,423,19,40,1819,281,10100,3520,550,1100,48,61,12.1,14,7994,59 +"Yes",1130,704,322,14,23,1586,326,9996,3090,900,1320,62,66,11.5,18,10908,46 +"No",3540,2001,1016,24,54,4190,1512,5130,3592,500,2000,60,62,23.1,5,4010,34 +"Yes",713,661,252,25,44,712,23,15476,3336,400,1100,69,82,11.3,35,42926,48 +"No",7313,4664,1910,20,63,9940,1035,6806,2540,96,2000,83,96,18.3,14,5854,70 +"Yes",619,516,219,20,51,1251,767,11208,4124,350,1615,55,65,12.7,25,6584,65 +"No",12809,10308,3761,24,49,22593,7585,7434,4850,700,2100,88,93,18.9,5,4602,48 +"Yes",708,334,166,46,74,530,182,8644,3922,500,800,79,88,12.6,24,14579,54 +"No",1734,1729,951,12,52,3602,939,3460,2650,450,1000,57,60,19.6,5,4739,48 +"Yes",2135,1700,491,23,59,1708,689,12000,5920,500,500,93,93,13.8,30,7100,88 +"No",7548,6791,3070,25,57,16262,1716,6300,3933,600,1908,85,91,16.7,18,6642,69 +"Yes",662,513,257,12,30,2074,726,11902,4372,540,950,65,65,12.8,31,7836,58 +"Yes",1879,1658,497,36,69,1950,38,13353,4173,540,821,78,83,12.7,40,9220,71 +"Yes",761,725,306,21,58,1337,300,10990,3244,600,1021,66,70,10.4,30,6871,69 +"Yes",948,798,295,42,74,1120,15,11280,4342,400,1150,81,95,13,33,11361,71 +"Yes",627,556,172,16,40,777,538,9925,4135,750,1350,59,67,22.4,11,6523,48 +"Yes",602,483,206,21,47,958,466,8620,4100,400,2250,58,68,11,21,6136,65 +"Yes",1690,1366,662,30,61,2718,1460,10995,4410,1000,1000,68,74,17.6,20,8086,85 +"Yes",261,192,111,15,36,453,266,9690,4300,500,500,57,77,9.7,35,9337,71 +"Yes",1910,838,285,50,85,1004,15,19264,6206,750,750,98,98,10.4,30,13894,79 +"Yes",2496,1402,531,53,95,2121,69,17926,8124,600,850,83,93,10.3,33,12580,91 +"Yes",990,784,279,18,45,1811,3144,11290,5360,600,1800,76,78,12.6,11,9084,72 +"Yes",6075,5349,2367,34,66,9919,484,6450,3920,600,1346,71,76,18.5,38,7503,72 +"Yes",1163,850,348,23,56,878,519,12850,5400,400,800,78,89,12.2,30,8954,73 +"Yes",807,707,308,39,63,1198,605,8840,2950,750,1290,74,82,13.1,31,6668,84 +"Yes",632,494,129,17,36,709,131,9000,4850,300,2480,78,85,13.2,10,7550,52 +"Yes",1220,974,481,28,67,1964,623,7800,3664,650,900,61,61,11.1,19,7614,49 +"Yes",1320,923,284,26,54,1085,81,16304,3616,355,715,87,95,11.1,26,12957,69 +"No",1208,877,546,12,36,3796,824,4425,2700,660,1800,57,62,19.6,16,3752,46 +"Yes",632,620,222,14,24,702,501,9550,3850,350,250,64,84,14.1,18,5922,58 +"Yes",519,327,114,25,53,457,2,21700,4100,600,500,35,59,10.1,33,16364,55 +"Yes",3466,2330,640,20,60,3095,1533,13800,5510,630,850,87,87,17.5,20,10941,82 +"Yes",1858,1221,480,37,68,1620,49,8050,3940,350,2375,80,80,16.3,17,10511,63 +"Yes",878,816,200,16,41,706,62,8740,3363,550,1700,62,68,11.6,29,7718,48 +"Yes",202,184,122,19,42,537,101,8540,3580,500,1400,61,80,8.8,32,8324,56 +"Yes",502,384,104,11,28,347,74,6200,2900,600,800,63,63,11.7,13,7623,35 +"Yes",1646,1150,542,12,30,2128,82,5188,3396,650,2500,48,48,13.8,9,6817,58 +"Yes",805,588,287,67,88,1376,207,11660,4325,400,900,74,79,14,34,8649,72 +"Yes",500,336,156,25,55,421,27,6500,2700,500,1000,76,76,14.3,53,8377,51 +"No",6773,3028,1025,15,55,5847,946,7844,2948,500,1680,66,68,18,19,7041,75 +"Yes",377,358,181,15,30,653,129,7150,4350,450,1500,61,67,17.8,3,6259,53 +"Yes",692,514,209,20,50,760,81,9900,3990,400,900,76,71,13.3,19,9073,58 +"Yes",20192,13007,3810,45,80,14971,3113,18420,6810,475,1025,80,81,11.9,16,16836,72 +"Yes",3356,1019,418,76,100,1490,8,19030,5885,1495,875,93,96,11.2,52,20447,96 +"No",9251,7333,3076,14,45,13699,1213,7452,3352,600,1700,81,89,21.1,14,6918,67 +"Yes",443,330,151,5,36,453,42,14080,6270,500,900,57,80,10.2,21,15387,46 +"Yes",3767,3414,1061,30,58,4531,643,10870,4440,2000,1522,75,81,14.4,21,7671,85 +"Yes",4186,2743,740,48,77,2819,62,19380,6750,410,1000,90,97,9.8,24,17150,84 +"Yes",367,274,158,12,41,917,479,9592,5879,500,700,71,80,13.7,12,5935,49 +"Yes",1436,1228,1202,10,26,1320,822,4371,2370,500,2000,62,62,12.6,10,4900,18 +"Yes",392,351,155,16,44,738,430,10260,3597,600,1500,39,66,13.1,26,8355,58 +"Yes",838,673,292,22,53,881,55,10265,4725,560,875,68,73,13.2,24,8655,82 +"Yes",7365,5402,4615,48,82,27378,1253,2340,3580,860,1220,76,76,20.5,40,7916,33 +"Yes",12586,3239,1462,87,95,5643,349,19528,5926,720,1100,99,100,7.6,39,20440,97 +"Yes",1465,810,313,71,95,1088,16,18165,6750,500,1200,100,100,12.3,49,17449,89 +"Yes",6548,3813,862,49,85,3316,31,18550,4750,800,1200,95,97,14.2,36,13675,93 +"Yes",860,688,285,32,70,1928,442,13306,3797,450,950,62,69,8.8,10,6333,78 +"Yes",2362,2037,700,40,68,2607,148,13130,4650,500,1600,77,81,10.9,29,9511,83 +"Yes",599,494,224,8,28,1035,446,10518,6250,300,300,59,76,16.5,36,7117,71 +"Yes",1011,604,213,17,42,693,868,8900,4600,425,1000,87,96,13.9,25,7922,55 +"Yes",563,247,247,23,52,1427,432,12950,5300,612,576,72,74,12.4,17,8985,60 +"No",7811,3817,1650,47,73,12911,1404,7380,4877,612,2091,72,81,19.8,13,8453,59 +"No",4540,3294,1483,5,60,13494,1254,7706,4368,600,1926,90,90,21.2,8,7268,61 +"Yes",1784,1512,913,29,56,3401,136,10230,3710,400,1210,75,81,14.8,41,7786,81 +"Yes",2087,1339,657,20,54,3191,1204,7550,2790,600,500,77,77,21.8,34,3739,63 +"Yes",848,587,298,25,55,935,184,6060,3070,600,1300,62,66,17.7,13,5391,49 +"Yes",2853,2193,753,16,34,2978,434,10750,5340,400,1130,90,92,14.6,26,7972,64 +"Yes",1747,1382,449,34,66,1662,960,13050,4000,500,800,64,69,12.1,27,9557,83 +"Yes",100,90,35,10,52,282,331,8400,2812,300,2134,10,50,12.1,24,7976,52 +"Yes",2694,1579,489,75,93,1870,12,19292,3957,550,550,81,93,10.4,60,17960,91 +"Yes",8728,5201,1191,60,89,4265,291,17900,5690,450,1250,86,93,9.2,31,24386,74 +"Yes",1160,991,352,19,55,1357,737,12200,3880,480,930,74,81,17.8,25,7666,79 +"Yes",1096,951,464,27,62,1776,239,8150,3150,400,500,61,62,13.6,16,6716,67 +"Yes",1616,1427,434,20,43,1405,580,13125,3775,500,1300,74,89,15.9,22,7364,62 +"Yes",3877,3156,713,71,93,3051,513,15700,4730,525,1460,95,95,2.9,29,19733,67 +"No",1257,940,363,9,22,1547,294,7656,4690,400,700,89,91,14.7,8,6318,79 +"Yes",1083,880,291,13,34,915,80,9270,4100,600,1860,75,82,13.5,27,8425,55 +"Yes",1754,1465,505,24,49,2159,211,13712,6408,526,1100,90,96,9.3,18,12751,75 +"Yes",3847,3433,527,9,35,1010,12,9384,4840,600,500,22,47,14.3,20,7697,118 +"Yes",776,607,198,25,58,791,764,14340,5285,500,1000,58,83,11.7,39,10961,74 +"Yes",1307,1090,616,25,55,2196,82,7344,4410,570,1000,50,52,15.3,34,6897,64 +"Yes",369,312,90,12,46,396,526,11400,5400,500,760,41,85,9.5,20,9583,24 +"Yes",495,434,210,35,55,775,44,8950,3490,600,1900,86,92,11.3,25,9685,66 +"Yes",601,396,203,1,20,525,323,11230,6643,2340,620,8,58,6.8,4,13025,47 +"Yes",1283,1113,401,31,65,1355,40,10938,3660,650,600,76,90,13.5,29,8444,67 +"No",4158,2532,902,6,24,6394,3881,5962,4444,500,985,69,73,16.7,4,4900,49 +"No",4681,4101,1436,10,35,8094,1596,4620,3288,300,2250,69,80,19.7,4,5501,50 +"No",2785,2011,1007,8,65,6507,898,7242,3603,654,1416,67,89,18.1,0,6413,51 +"Yes",174,146,88,8,29,1047,33,8300,3080,600,600,62,62,15.2,18,3365,58 +"Yes",1013,888,288,55,82,943,7,11850,4270,600,900,95,99,11.4,60,13118,74 +"Yes",959,771,351,23,48,1662,209,16624,5895,600,1100,72,80,12.8,6,12692,47 +"Yes",212,197,91,28,56,471,148,13500,5230,400,850,95,98,9.3,37,16095,52 +"Yes",342,254,126,25,64,518,232,10335,5015,700,850,71,71,8.3,29,7729,73 +"Yes",81,72,51,33,71,139,3,8730,3600,400,800,92,92,9.3,17,10922,58 +"Yes",880,520,224,16,42,1068,364,9300,3260,600,900,81,81,11.1,24,8129,63 +"No",883,766,428,3,37,2910,1749,7860,4750,525,1889,80,82,21.2,16,4639,48 +"Yes",1196,697,499,21,47,959,13,4412,2460,500,1000,69,69,16.9,31,7083,21 +"Yes",1860,767,227,71,93,887,1,17000,6010,500,850,99,99,9.6,52,18443,87 +"Yes",2887,2059,457,30,61,1928,296,17500,4200,500,950,94,95,10.5,35,11951,79 +"Yes",460,340,167,14,45,604,350,10740,3676,350,900,67,71,11,27,7963,74 +"Yes",2174,1953,557,35,68,2332,53,15960,5580,700,1300,95,95,15.8,32,11659,77 +"No",8065,5257,2301,37,65,11755,770,8116,3610,800,1618,82,88,18,17,7597,73 +"No",689,561,250,15,30,1125,422,7168,3689,600,1900,67,67,18.1,9,4417,46 +"Yes",1006,742,275,29,60,1127,205,13925,4390,500,2200,73,86,12.7,32,10141,67 +"Yes",604,452,295,15,47,690,222,9888,4502,400,1000,64,77,12.1,39,8741,75 +"Yes",2848,1319,456,58,84,1720,35,18930,5590,500,1000,83,94,10.2,41,15954,91 +"Yes",4856,2492,727,46,75,2649,25,19510,5565,500,750,95,98,10.5,45,15494,93 +"Yes",1432,888,317,29,58,1121,493,10860,5760,550,900,56,62,12.9,23,8604,96 +"No",4772,3140,1265,22,55,6851,1200,6120,3460,666,2316,73,78,17.2,18,4776,51 +"Yes",798,620,238,14,41,1165,1232,9800,4430,400,1150,46,46,11.1,35,6889,100 +"Yes",946,648,177,23,46,707,432,11790,5770,500,1000,75,77,11.9,35,10015,83 +"Yes",344,264,97,11,42,500,331,12600,5520,630,2250,77,80,10.4,7,9773,43 +"Yes",457,356,177,35,61,667,1983,11180,5620,600,700,64,64,11.5,32,7477,75 +"Yes",938,864,511,29,62,1715,103,12247,4221,500,600,70,88,13.1,26,8847,72 +"Yes",511,411,186,23,51,1692,562,12224,4440,450,1000,63,87,11.5,32,7315,77 +"Yes",444,359,122,34,53,493,968,10900,5250,380,1000,68,70,11.4,23,9447,78 +"Yes",983,664,249,23,57,1698,894,9990,5666,800,1500,66,71,14.3,28,6084,64 +"Yes",546,447,189,16,42,873,683,11138,4138,600,1200,40,74,14,7,8820,80 +"Yes",141,118,55,12,21,201,173,8300,4850,450,1300,53,53,9.5,19,6936,76 +"Yes",672,596,278,29,60,1350,275,11844,3696,450,1146,54,76,11.6,33,8996,72 +"Yes",2994,1691,659,70,95,2675,22,18000,6300,400,900,92,96,11.3,55,12138,95 +"No",7117,3106,1217,68,88,5186,134,11720,4298,600,800,89,92,12.1,31,9534,93 +"Yes",2100,1883,553,29,65,1704,1,16240,4690,500,500,84,96,11.1,43,14140,69 +"Yes",3207,1577,490,56,87,1892,7,17142,4190,450,1200,85,97,11.3,51,14664,84 +"No",9478,6312,2194,29,65,15646,1829,8412,4180,470,1800,87,89,19.2,10,7850,59 +"Yes",314,158,132,10,28,690,5346,8294,3700,400,900,87,87,15.3,2,5015,37 +"Yes",737,614,242,21,67,968,237,10425,3975,500,1500,61,77,14.7,34,8693,76 +"Yes",6756,1930,871,78,96,3376,55,18624,6664,550,300,97,98,5.9,21,30639,99 +"Yes",281,266,139,13,29,1049,181,10500,3750,450,950,69,75,12.8,18,6955,45 +"Yes",232,216,106,16,34,534,172,6900,3800,450,1825,67,76,12.1,9,6875,42 +"Yes",688,497,144,30,75,641,101,10800,4440,570,1515,55,60,13.1,13,8415,55 +"Yes",528,403,186,22,56,1168,145,9216,4191,400,1000,56,64,12.1,13,7309,75 +"Yes",3035,1546,438,42,93,1630,232,18740,6300,600,500,86,95,10.7,40,14773,91 +"Yes",440,407,149,35,70,643,80,12050,3700,500,900,63,76,10.2,31,10965,75 +"Yes",1538,1329,383,33,68,1140,10,15248,4323,550,800,71,76,12.2,31,10340,64 +"Yes",2967,2836,876,30,60,3450,644,10628,4372,650,2055,85,90,6.5,32,22906,85 +"Yes",1576,1110,274,24,55,992,112,8000,3700,400,500,51,52,14.1,28,5807,51 +"Yes",995,789,398,26,47,1306,122,6230,3526,400,600,42,44,13,4,8189,63 +"Yes",866,619,157,18,47,1074,336,8920,4310,680,1320,68,68,14.6,42,6898,46 +"Yes",504,482,185,10,36,550,84,9130,3322,450,1450,46,51,12.6,25,8686,54 +"Yes",585,508,153,12,30,460,536,12292,4934,500,500,61,61,22.2,10,8643,72 +"Yes",8587,2273,1087,87,99,3918,32,19545,6070,550,1100,95,99,4.7,49,29619,98 +"Yes",2373,956,452,77,96,1601,6,17295,5070,600,1011,95,97,12,46,17581,94 +"Yes",571,461,174,10,26,645,283,10850,3670,400,1159,58,60,12.8,19,7505,56 +"No",967,945,459,15,48,2806,538,4528,1880,500,1200,49,63,17.1,16,5113,58 +"Yes",2762,2279,533,32,60,1835,14,16900,4720,500,600,88,97,11.6,45,12423,81 +"Yes",1994,1656,495,50,80,1983,36,14300,5020,550,950,78,94,11.1,31,11525,82 +"Yes",3014,2539,487,31,68,1889,62,18700,5000,595,1250,87,94,11.2,39,13861,87 +"No",434,412,319,10,30,1376,237,4486,2146,600,2000,50,64,16.5,28,4525,46 +"Yes",1998,1376,651,41,88,1539,45,6700,3650,500,2307,52,52,14.1,12,7566,61 +"Yes",793,709,244,20,47,1022,411,9570,3000,400,1000,67,72,15.1,42,6852,60 +"Yes",360,329,108,4,19,756,863,8310,5500,600,1800,43,43,12.7,5,5480,54 +"Yes",604,562,328,25,50,1048,56,9800,2650,450,2800,61,60,12.5,17,7325,87 +"Yes",1011,829,410,9,33,1059,2458,9000,3100,450,1413,77,78,12.4,7,11178,42 +"Yes",2799,2573,839,34,65,3322,726,13420,4770,560,1675,88,93,15,24,9473,77 +"Yes",2153,1580,321,56,84,1192,87,18432,5616,520,660,93,97,10.2,28,14907,83 +"Yes",700,650,314,33,66,1065,48,8730,3523,500,750,82,92,13.2,35,9303,67 +"Yes",13789,3893,1583,90,98,6188,53,18590,5950,625,1162,95,96,5,44,27206,97 +"Yes",1358,1006,274,35,63,1028,13,15036,4056,600,600,90,94,10.6,46,14634,78 +"No",9274,6362,2435,14,44,13171,1687,7248,3240,500,1700,74,78,13.2,18,9002,58 +"No",3330,2730,1303,15,36,6706,2640,5800,3000,600,2200,73,75,14,9,9825,42 +"Yes",379,341,265,10,36,1050,151,4950,2780,530,1500,62,62,15.7,7,5619,38 +"Yes",458,369,165,16,42,1057,355,11190,4800,450,1230,60,60,13.6,22,8135,54 +"No",2172,1493,564,14,50,2766,1531,5962,4316,650,500,71,76,16.9,14,5719,50 +"No",5597,4253,1565,12,38,9161,845,5710,3066,120,1730,62,71,16.2,5,5682,76 +"Yes",486,440,227,19,48,903,59,9650,3800,600,1300,46,65,11.4,29,10188,82 +"Yes",516,409,200,17,40,1238,30,8770,3500,450,700,58,58,17.3,17,6430,70 +"Yes",1422,1109,366,33,65,1363,23,15360,4080,600,1000,82,89,12.8,26,15003,59 +"Yes",2417,1843,426,36,70,1476,299,14190,4400,500,750,65,68,12.8,25,9815,81 +"Yes",1457,1045,345,27,50,1109,502,14990,4980,450,550,77,98,21.5,21,7502,64 +"Yes",245,208,125,23,46,544,436,11800,4765,450,1700,71,71,11.3,21,8952,86 +"Yes",3624,2786,858,11,39,2933,334,9100,3883,490,1777,70,74,18.9,34,6329,63 +"Yes",3151,2584,958,14,40,4772,856,7800,3750,570,3020,37,43,16.5,4,12878,44 +"Yes",765,646,226,30,60,809,32,8578,4408,700,1600,79,88,13.9,51,8061,82 +"Yes",8506,4168,1236,76,97,5544,192,17600,6000,600,870,97,98,5,28,28457,96 +"No",1256,1256,853,43,79,3957,588,5401,3144,450,1888,72,75,19.3,4,5527,50 +"Yes",659,557,167,47,74,532,35,10485,3840,475,1246,76,80,13.5,47,7527,67 +"Yes",560,454,113,36,56,484,16,10955,3450,330,670,62,87,10.6,31,9552,53 +"No",1801,1101,438,14,50,3065,363,6297,4600,600,1323,75,78,18.1,14,8355,68 +"Yes",4784,3346,781,30,66,2984,1037,15000,6200,700,1100,86,90,15.1,30,11220,94 +"No",1455,1064,452,1,16,2632,617,6806,2550,350,766,75,75,15.1,10,6972,24 +"Yes",1339,1107,336,12,36,1051,82,9400,4200,500,1600,53,58,12.5,9,7967,22 +"Yes",1415,714,338,18,52,1345,44,5120,3200,500,2140,52,60,18.1,9,3930,69 +"Yes",1947,1580,523,39,74,1863,233,13900,4140,750,1500,90,90,10.6,7,8923,57 +"No",3306,2079,1071,42,89,10208,9310,6597,2494,800,3028,81,96,13.9,20,6722,66 +"Yes",1381,1040,374,20,44,1506,970,8025,4865,400,650,65,74,17.4,10,6339,68 +"No",11651,8683,3023,50,90,18906,3242,6680,4060,600,1020,80,89,23.1,15,7250,58 +"Yes",291,245,126,16,49,981,337,8390,4100,350,1500,45,55,21.5,24,4607,62 +"Yes",4200,2874,942,30,55,4740,1646,14235,6965,600,1735,86,97,14.4,14,10864,80 +"No",3440,2823,1123,16,35,3793,486,6198,3320,500,2500,89,97,19.1,6,4362,46 +"No",1801,1655,819,13,38,3224,436,5840,3138,400,2430,76,76,19.1,8,5039,43 +"Yes",553,452,228,22,49,1301,242,9650,4400,600,1000,57,69,14.9,8,6336,83 +"Yes",804,632,281,29,72,840,68,10390,4040,525,1345,54,78,12.5,37,11751,60 +"Yes",5187,4471,446,3,14,1818,1197,13320,4630,500,800,50,56,17.6,16,6418,51 +"Yes",895,548,314,20,54,1174,50,5500,3340,600,1600,68,76,16.1,13,6078,62 +"Yes",346,274,146,51,87,704,63,9900,3670,630,1818,59,59,10.5,14,8095,54 +"Yes",2161,1951,685,56,82,2371,175,13440,4048,600,1250,92,95,13.5,28,12940,82 +"Yes",2464,1908,678,24,57,2693,691,10970,4280,500,1380,47,51,13.3,18,7711,65 +"Yes",1110,930,332,18,36,1603,374,8180,4270,500,500,65,58,15.2,12,5664,29 +"Yes",668,534,237,19,39,1306,258,9476,4820,500,1100,67,67,20.1,26,6786,74 +"Yes",809,726,294,27,52,1271,43,12500,4130,400,1050,53,53,13.5,22,7136,52 +"No",5653,4326,1727,17,29,9528,3822,10800,4840,580,1050,93,96,19.3,7,6751,46 +"Yes",7875,5062,1492,38,71,5471,1470,17450,6328,700,950,92,93,7.6,15,14745,72 +"Yes",727,693,286,30,55,1063,48,8100,3950,550,550,73,76,13.3,28,7508,55 +"Yes",11115,2881,1390,71,93,5881,406,18300,7131,670,1700,91,92,7.2,27,19635,95 +"No",7837,4527,2276,89,99,8528,654,6489,4438,795,1164,92,92,19.3,33,11271,70 +"No",3793,2341,1238,9,24,7732,9054,6744,2655,720,3450,87,89,19,10,7762,34 +"Yes",348,281,127,12,52,1095,785,9150,3950,500,800,56,59,12.2,27,7348,76 +"Yes",3596,2466,575,42,78,1944,46,19964,4328,500,500,94,95,12.1,32,14720,83 +"Yes",633,468,284,10,27,823,963,6120,2985,531,1830,25,25,27.6,4,6081,36 +"Yes",1886,1524,526,31,67,2523,296,13000,4450,600,2400,78,90,14.7,32,9553,69 +"Yes",674,565,282,25,54,1151,39,12200,4070,400,1200,73,82,14.2,32,9226,66 +"Yes",440,396,221,26,51,910,166,9420,3730,600,1230,51,56,9.9,46,10270,72 +"Yes",1151,813,248,40,64,850,80,15588,6174,500,1200,78,90,9.2,34,16623,77 +"Yes",548,428,167,18,46,618,113,8958,3670,300,1000,53,59,15.3,26,9798,64 +"Yes",555,414,242,14,41,996,2281,9100,3100,550,880,51,61,23.6,24,5609,47 +"No",5165,3887,1561,20,60,8234,2619,6108,3800,500,1000,64,66,20.6,9,5063,57 +"Yes",780,628,198,7,20,545,42,11750,2700,400,850,77,83,14,24,6475,76 +"Yes",608,494,176,10,31,649,314,8330,3770,550,1300,64,80,13,31,7949,39 +"Yes",510,387,194,20,46,771,53,10310,4530,400,800,57,61,14.3,16,8222,60 +"Yes",2039,1389,432,56,91,1333,30,15688,4618,400,400,88,92,9.5,54,18979,83 +"Yes",2491,1110,573,57,88,2213,35,5224,3048,525,350,65,65,18.4,18,4957,100 +"Yes",1202,1054,326,18,44,1410,299,13404,5160,450,1050,78,86,15.6,30,9114,65 +"Yes",1709,1385,634,36,72,2281,50,14125,3600,400,700,79,89,12.5,58,9907,80 +"Yes",380,237,104,30,56,716,1108,11000,5550,500,500,36,41,7.8,22,7483,96 +"Yes",3140,1783,454,40,82,1646,24,19700,5050,300,800,91,96,9.6,60,17761,91 +"Yes",1006,825,328,34,73,1362,102,13252,4194,450,550,89,93,13,33,10296,65 +"Yes",817,644,307,20,40,945,1,13218,4773,660,600,95,97,13.3,53,12263,69 +"Yes",7178,3755,1433,25,63,4623,740,7161,3518,600,2000,60,64,14,9,6791,70 +"Yes",1006,837,317,33,65,1024,15,8200,3485,500,1200,84,84,10.6,26,9248,64 +"Yes",467,424,350,16,40,1365,334,6300,2980,700,2140,75,79,13.7,10,7054,38 +"Yes",1721,1068,806,35,75,3128,213,5504,3528,700,910,71,77,17.7,37,6466,73 +"Yes",2083,1725,430,22,49,1464,67,17480,4780,500,700,75,87,12.3,32,11625,73 +"Yes",13865,2165,1606,90,100,6862,320,18485,6410,500,1920,97,97,9.9,52,37219,100 +"Yes",1377,572,178,95,100,654,5,17230,6690,700,900,100,100,8.2,46,21569,100 +"Yes",817,708,262,22,52,935,37,9376,3272,500,1902,57,63,13,17,7335,52 +"Yes",823,721,274,52,87,954,6,8800,3195,500,1200,82,99,13.1,26,8588,63 +"Yes",920,745,347,35,66,1133,42,11090,4700,400,750,80,80,12,31,12639,79 +"Yes",922,729,244,37,66,1000,275,14067,4560,400,1000,75,95,10.6,34,12165,79 +"Yes",2688,2081,500,25,53,1792,5,19029,5841,600,600,99,99,12.1,37,13040,79 +"Yes",7428,5860,1349,25,63,6534,1350,11600,5920,1000,1000,81,90,13.9,10,10093,60 +"Yes",602,498,215,26,58,795,74,13470,5515,500,850,78,91,11.1,48,13957,72 +"Yes",699,565,176,36,64,710,399,13960,6040,450,690,82,88,14.4,34,12434,72 +"Yes",1712,1483,624,37,69,2505,208,12275,4341,465,1100,72,81,12.5,40,9284,72 +"Yes",949,786,302,30,70,1210,26,9990,3550,500,1500,85,90,15,24,8187,67 +"Yes",608,520,127,26,47,538,126,8080,3920,500,1100,63,72,11.4,9,7703,44 +"Yes",450,430,125,20,46,488,43,9950,3920,300,1300,76,76,11.8,25,9466,47 +"Yes",600,197,124,3,9,392,69,7260,3090,600,1840,31,35,12.9,4,9249,21 +"Yes",723,652,361,10,30,951,706,7800,4000,350,1500,36,44,22,4,4923,84 +"Yes",607,558,269,22,47,1222,519,10500,4348,650,1500,81,91,11.6,29,8324,75 +"Yes",894,787,262,28,63,909,28,8050,3850,600,1000,75,75,15.6,30,7348,52 +"Yes",1756,1360,478,42,77,1911,626,14550,4620,500,700,80,88,12.3,26,12851,56 +"No",8681,6695,2408,10,35,15701,1823,7799,3403,537,2605,77,84,21,16,5569,54 +"Yes",3050,1342,471,55,86,1818,23,14360,4090,400,650,77,92,12.9,34,9605,83 +"Yes",268,253,103,16,44,494,1305,10000,5364,500,1000,56,64,11.2,33,7305,69 +"Yes",1163,927,386,16,49,1685,556,8840,4689,750,2775,67,69,11.4,21,6095,95 +"No",5659,4761,3147,10,31,8596,1949,6892,3706,600,2500,72,76,16.6,8,6996,40 +"No",16587,13243,5873,25,72,24763,2717,9766,3990,600,2000,77,88,21.3,24,8686,68 +"Yes",735,423,366,20,48,2448,707,9210,3782,700,1000,49,51,39.8,15,6562,34 +"Yes",4892,3530,913,13,33,3906,1446,10690,6790,570,1150,66,83,16,14,8107,66 +"No",8427,7424,3441,26,59,18676,1715,7550,3224,640,2055,81,88,19.2,22,8420,65 +"Yes",7259,5526,1368,23,52,5612,166,14424,6192,634,1000,58,79,11.5,25,9812,75 +"No",11223,5285,2082,32,72,9652,742,7994,4544,500,732,77,81,17.9,29,5212,98 +"Yes",472,410,262,14,41,9950,71,7620,3050,400,400,51,53,17,21,3186,54 +"No",2957,1423,691,10,30,3817,1394,3946,4800,400,1500,63,67,14.9,10,8367,26 +"Yes",605,405,284,24,53,961,99,6398,3672,400,1350,68,68,13.3,19,8118,75 +"Yes",2421,2109,820,27,57,3168,392,11700,5550,600,450,89,90,14.5,28,7738,89 +"Yes",8474,3446,911,75,94,3566,1569,18800,6740,500,1040,96,97,3.3,38,56233,90 +"No",833,669,279,3,13,1224,345,7656,4690,500,624,80,91,14.4,15,6564,36 +"Yes",313,228,137,10,30,552,67,9414,4554,500,1700,34,55,10.6,30,7840,56 +"Yes",1005,859,298,36,55,1075,43,14850,4460,450,420,97,97,12.7,37,12067,80 +"No",5880,4075,2833,25,55,14914,2246,6995,3120,600,2000,76,86,18.5,22,6122,54 +"Yes",589,575,148,16,40,474,258,8400,3250,500,1400,63,55,12.4,14,6535,68 +"No",3121,2446,822,5,19,3480,776,7870,4157,500,1150,73,73,16.1,13,6195,61 +"Yes",584,497,175,20,49,662,121,8000,4150,500,1300,57,65,11.3,32,7058,62 +"Yes",2212,1538,408,44,75,1445,1,19240,3690,750,480,95,95,11.1,46,14067,88 +"Yes",461,381,174,10,43,738,55,9600,4550,600,750,55,94,13.3,43,7863,51 +"Yes",1456,1053,381,20,45,500,541,10910,5160,400,1795,66,72,15.6,37,7649,87 +"Yes",355,300,142,34,65,509,44,8664,3350,600,3000,65,68,10.7,25,8954,65 +"Yes",1040,845,286,48,77,967,24,15747,4062,400,800,88,95,12.7,33,13224,79 +"Yes",361,321,185,10,41,650,819,8842,4782,600,1100,57,73,14.2,14,7022,52 +"Yes",2929,1834,622,20,56,2738,1662,12600,5610,450,3160,90,90,15.1,9,9084,84 +"Yes",4010,2402,572,36,59,2018,226,18730,5740,600,1000,93,96,10.5,38,15365,92 +"Yes",544,399,177,15,35,600,363,6987,3585,750,1500,77,83,12.5,12,9067,75 +"Yes",979,638,271,31,70,968,20,16880,3970,920,1320,91,94,10.7,19,15687,77 +"Yes",497,452,231,24,47,887,1957,9400,4005,500,1000,49,65,17.2,25,4054,57 +"No",2336,1725,1043,10,27,5438,4058,4752,3040,508,1463,48,82,18.4,12,5879,26 +"Yes",831,538,224,15,35,840,325,5170,3430,600,1590,61,61,16.1,10,5531,60 +"No",1166,1009,510,9,33,2074,341,4938,2987,528,1702,67,77,17,11,6119,51 +"Yes",1243,947,324,50,77,1129,74,17163,3891,525,975,76,92,10.1,57,13965,77 +"Yes",1470,1199,425,21,76,1820,558,11040,4840,400,900,89,92,13.3,28,8118,94 +"Yes",1386,1060,320,28,56,965,502,13850,4755,400,1125,84,84,12.3,30,8196,85 +"Yes",6397,4304,1092,40,84,4298,132,18700,5580,750,1130,96,99,12.5,43,14665,91 +"Yes",979,743,259,25,46,1188,166,10100,4000,400,1000,88,92,12,20,8539,66 +"Yes",244,198,82,12,33,1134,336,11700,5300,550,805,71,88,27.8,18,8694,58 +"Yes",477,417,204,29,54,1532,77,8840,4240,600,1400,58,70,20.8,23,6863,56 +"Yes",2774,2092,482,35,64,1763,59,15800,4790,450,950,97,98,12.3,21,12999,69 +"Yes",1154,1050,395,12,31,2192,1423,10560,4520,500,1200,36,48,14.3,10,7701,61 +"Yes",787,562,363,21,55,925,605,5950,2890,600,1300,67,72,14.6,35,5177,53 +"No",1660,1091,326,15,41,1196,33,4818,3400,350,1400,71,72,12.6,8,10912,45 +"Yes",810,484,356,6,33,2155,191,9200,4800,1000,4200,65,85,24.1,9,3480,100 +"Yes",1561,1188,458,48,72,1548,840,13380,4210,500,900,89,91,17.8,34,8747,81 +"Yes",900,473,217,22,47,621,11,4400,3400,800,900,53,93,10.4,16,9268,92 +"No",3570,2215,651,17,41,3390,325,7352,3620,225,500,47,55,16.1,14,6374,63 +"No",2747,1870,724,12,47,2874,118,7920,3962,550,2200,74,80,18.4,23,5553,62 +"Yes",1641,1283,527,20,39,1663,170,11200,4000,500,1200,61,62,14.2,24,7578,70 +"Yes",2013,1053,212,33,61,912,158,5150,3036,500,1655,64,74,10.5,11,7547,59 +"No",5996,4993,3079,29,57,16269,3757,5925,2980,600,2242,83,87,15.9,11,6741,37 +"No",2397,2144,1525,22,45,6720,1822,3957,2325,618,1656,66,77,20,13,4546,45 +"Yes",4076,3137,738,25,54,3010,184,12990,6300,600,900,86,88,14.7,27,9448,80 +"Yes",3768,2662,753,42,64,3558,436,13592,5916,545,1328,84,88,14.2,10,11677,84 +"Yes",1891,1698,719,24,80,2740,761,11100,5870,600,750,77,88,11.7,14,9456,53 +"Yes",3579,2959,868,25,55,5244,3417,11500,5330,700,2000,94,95,6.2,15,13009,65 +"Yes",1549,1392,587,38,72,2269,85,13240,3560,600,400,73,85,13.8,38,8949,77 +"Yes",1286,1005,363,16,37,1363,74,13900,4300,500,900,75,81,14,32,8024,72 +"Yes",1756,1500,366,3,21,1524,280,12450,5400,450,870,62,66,12.4,24,8832,70 +"No",535,502,223,6,20,959,150,7320,4640,500,600,48,65,12.6,15,7114,51 +"Yes",2939,1496,452,56,86,1723,113,15909,4772,500,700,85,91,11.9,37,14213,77 +"Yes",740,558,177,12,29,628,63,9620,3750,550,950,49,55,10.8,33,10642,59 +"Yes",874,758,428,21,46,1605,246,9858,3700,450,1200,42,45,17.6,16,4796,55 +"Yes",1004,802,239,23,63,909,51,10440,3850,525,1450,63,72,11.8,20,7940,64 +"Yes",2432,1730,563,20,63,2578,254,12370,6800,500,1800,92,92,13.6,25,10062,79 +"Yes",962,750,212,21,54,830,150,14700,6550,450,400,97,97,11.3,24,11291,70 +"No",3073,2672,1547,9,29,9649,1792,4300,2643,450,1660,57,68,19,11,5801,68 +"Yes",824,670,337,15,41,1160,653,9400,3400,500,1100,37,37,8.4,21,5352,59 +"Yes",1611,960,342,27,60,1089,210,13850,3920,470,810,80,97,13.2,30,10223,96 +"Yes",4731,3171,830,12,31,3557,658,10700,5925,550,1200,74,81,17.6,34,8408,69 +"Yes",5152,4600,1685,36,71,7016,804,11610,4760,600,1950,86,94,13.5,25,9982,77 +"Yes",4226,3666,2007,14,60,7703,2339,5094,4010,700,1560,77,86,16.6,10,6203,50 +"Yes",499,441,199,26,52,846,377,11200,7400,600,1300,66,79,6.8,50,10819,90 +"No",4350,2178,756,39,78,2997,736,6490,4942,650,2102,75,80,17.6,30,5358,84 +"Yes",478,327,117,9,34,731,370,11510,6450,575,1075,71,93,10.3,30,10502,77 +"Yes",695,535,239,21,30,988,785,10200,7000,350,1100,63,76,11.7,20,10622,68 +"Yes",941,772,214,10,30,1247,776,11390,5280,500,750,77,82,10.6,17,8575,55 +"Yes",1464,888,176,26,52,624,128,11200,4208,500,1642,80,90,11.1,43,8317,51 +"Yes",549,397,169,26,51,1343,1751,9250,4550,425,1350,52,58,13.1,13,5925,61 +"Yes",1107,859,323,13,51,1452,402,11040,4500,600,700,65,76,11.8,30,9034,66 +"Yes",6411,2140,1078,96,99,4481,28,20100,5975,725,1600,99,99,10.1,35,33541,94 +"No",233,233,153,5,12,658,58,4486,2516,600,1900,68,68,15.7,11,6971,51 +"Yes",1002,555,119,16,43,836,684,7680,3740,500,800,70,74,17.7,21,6652,52 +"Yes",578,411,187,25,50,880,477,6930,3452,400,1525,57,64,11,11,6383,32 +"Yes",420,293,93,11,32,336,80,7950,3750,600,2740,54,54,9.8,45,9754,48 +"Yes",2286,1668,564,37,70,2943,1260,11985,4081,400,1500,93,95,9.2,15,8995,91 +"Yes",1557,1074,397,15,40,1805,433,9813,4050,425,1000,45,63,16.7,29,7307,78 +"Yes",857,772,376,25,58,1721,470,6720,3250,450,1520,77,82,13.9,33,6881,82 +"Yes",1981,1541,514,18,36,1927,1084,12500,6200,375,1000,73,75,16.8,22,8707,80 +"No",1584,1456,891,6,18,3471,911,5016,3798,540,2256,48,48,28.8,12,3871,59 +"Yes",1742,1382,607,30,64,2258,53,10300,5080,475,1200,68,75,14.1,30,7762,89 +"No",9239,7788,3290,35,39,13606,807,8856,3960,500,1382,81,89,17.6,20,7846,85 +"No",18114,15096,6180,23,57,26640,4120,10658,3734,504,600,93,95,14,9,10520,71 +"No",2618,2288,1032,42,77,5524,414,8127,3978,900,1200,82,82,17,25,7473,65 +"Yes",331,331,225,15,36,1100,166,6840,3720,1100,4913,33,33,15.4,20,5524,49 +"No",6011,3075,960,22,60,5146,1532,7844,3830,450,1258,72,74,16.8,20,7832,71 +"Yes",610,461,189,26,52,685,49,8200,3300,550,1000,63,69,12,16,8128,64 +"Yes",1444,1261,456,29,62,1788,95,11910,4378,450,965,60,77,11.4,25,8149,75 +"Yes",905,834,319,32,61,1073,179,11320,4402,550,1350,82,89,12.7,38,11218,58 +"Yes",1217,1088,496,36,69,1773,884,11505,3255,1000,2075,35,46,16.7,23,7140,67 +"Yes",594,385,307,36,57,1695,721,5580,2830,600,700,77,79,16.5,18,6170,61 +"No",4255,3277,1609,18,57,10094,1621,9866,3084,480,1479,77,77,15.9,20,6223,53 +"No",480,405,380,19,46,1673,1014,4386,2217,600,1500,49,54,15.8,8,5704,63 +"No",1576,1326,913,13,50,3689,2200,3840,2852,200,400,52,54,20.3,9,4172,100 +"Yes",1310,983,316,5,35,1057,175,8550,5050,400,900,35,67,17.4,16,4333,27 +"Yes",601,503,204,28,57,671,11,13000,4100,400,460,91,91,11.6,43,11087,56 +"Yes",2707,1881,478,14,34,1893,847,12480,5290,530,1740,70,85,14.2,15,9492,54 +"No",572,544,320,45,72,1470,416,6073,3400,550,1400,71,71,16.4,31,6112,74 +"No",3500,2836,1779,15,42,8730,993,5552,3710,550,2300,75,83,17.6,8,6324,37 +"No",5220,2128,865,19,53,6411,3186,3648,4834,700,950,82,87,21.5,9,6717,58 +"Yes",263,223,103,10,24,316,20,8438,3372,500,2958,42,50,11.1,4,11989,15 +"No",2442,2164,1189,12,37,5983,1075,4426,2664,600,1000,76,81,18.1,19,4795,60 +"Yes",1232,955,303,23,58,1241,485,14990,4730,550,1250,86,92,15.2,28,9566,74 +"Yes",3708,1678,722,41,66,2852,153,7050,5490,250,600,71,74,17.8,10,8122,83 +"Yes",586,533,239,16,36,950,228,10520,3678,500,1000,48,68,13,32,8111,56 +"Yes",882,730,330,2,13,926,12,4515,2550,850,2100,53,60,18.6,34,6990,60 +"Yes",1800,1314,526,47,79,1891,40,19300,5700,750,750,79,91,9,51,18359,84 +"Yes",279,276,126,17,37,600,435,6844,2980,500,500,45,55,11.7,38,5073,44 +"Yes",235,217,121,12,32,931,487,8950,3119,550,1125,51,51,10.7,26,7016,78 +"Yes",368,317,159,20,49,806,542,10500,3555,500,2285,44,50,11.3,30,6695,64 +"Yes",325,284,95,16,33,364,88,9900,3650,500,1200,32,37,13.6,43,6525,21 +"Yes",1321,1159,328,15,36,1243,79,12850,6200,550,900,77,82,12.8,36,8536,80 +"Yes",1170,695,238,14,48,1170,429,7470,4600,250,1400,74,75,15.3,23,6898,88 +"Yes",657,537,113,37,90,1039,466,12474,5678,630,1278,53,71,11.9,19,10613,72 +"Yes",1310,1086,458,26,61,1365,144,12250,3530,400,1150,85,87,16.7,35,7215,81 +"Yes",510,485,334,18,36,1114,94,7400,3346,600,600,57,57,19.8,7,6869,58 +"Yes",2519,1836,462,30,61,1656,352,16975,4565,600,850,76,86,12.8,39,10888,83 +"No",2225,1910,1190,29,55,5968,955,4738,3110,700,940,72,76,20.2,27,5972,52 +"Yes",1109,922,375,24,46,1115,70,13240,3914,600,800,73,85,13.4,27,9333,73 +"Yes",513,347,279,23,48,2508,505,9090,4500,650,500,62,65,18.3,2,7905,71 +"Yes",947,798,266,36,68,1274,471,10850,5150,550,800,77,93,13.6,24,8797,61 +"No",1879,1216,483,27,62,3311,1646,8832,5376,700,1850,92,98,13.5,19,12529,72 +"No",787,601,233,40,73,1017,411,5376,3214,600,1100,99,100,13.7,11,9241,34 +"Yes",13594,7244,2505,70,86,12408,2814,17748,7262,450,1000,87,98,7.8,16,21227,71 +"Yes",872,722,154,14,36,601,36,10194,2600,500,1500,57,63,11.4,32,5788,83 +"Yes",2220,1796,467,65,99,1919,334,10320,4762,450,650,68,100,14.2,20,7788,65 +"No",1563,1005,240,1,19,1380,136,5542,4330,500,1000,65,71,14.2,17,6562,57 +"No",4809,3089,1429,12,33,6162,871,6806,1780,600,1651,72,72,16.7,9,7090,44 +"No",10634,7064,3176,39,78,16505,5481,8400,6540,600,1300,92,98,17.5,21,9670,62 +"Yes",812,689,195,7,24,646,84,8242,4230,600,1295,77,77,12.7,11,10090,52 +"Yes",1127,884,308,30,64,1310,766,11718,7398,450,1800,73,87,16.4,33,8871,76 +"No",2968,2297,1610,13,47,7368,1128,5834,2744,600,2000,79,83,17,24,6310,42 +"Yes",465,361,176,19,39,879,156,12580,4345,400,970,76,79,13.1,24,10889,74 +"No",6040,4577,1620,36,72,5640,266,4856,3416,400,1100,69,72,15.7,13,6601,76 +"Yes",11901,8492,2517,16,42,11160,10221,13380,7425,600,1750,73,82,12.9,17,9563,46 +"No",5891,4931,1973,23,48,11249,2682,6746,3728,620,2342,78,83,21.7,7,6157,41 +"No",10706,7219,2397,12,37,14826,1979,7799,3296,470,1750,73,78,17.3,11,6086,56 +"No",2729,2535,1257,8,29,4787,472,3735,3136,250,1630,62,65,21.7,23,5284,54 +"Yes",616,514,385,29,52,1115,60,9840,2820,450,822,59,59,14.8,20,6261,58 +"Yes",860,811,366,22,56,1040,52,9900,3075,300,1800,68,68,14.9,34,6357,68 +"Yes",12289,5200,1902,85,98,7450,45,16404,5520,759,1585,96,100,6.8,25,26385,92 +"Yes",1743,1625,626,8,29,1862,382,14134,5270,500,800,71,74,13.1,22,9209,63 +"Yes",379,324,107,15,37,500,311,9990,4900,400,600,44,47,12.1,26,4948,33 +"No",3041,2581,1173,16,56,6441,3982,9114,4030,400,650,88,90,19.7,13,6637,53 +"Yes",4778,2767,678,50,89,2587,120,19670,5820,575,1119,77,96,10.1,47,16593,83 +"Yes",2324,1319,370,52,81,1686,35,16560,5140,558,1152,91,93,10.5,30,16196,79 +"Yes",792,649,186,56,87,769,377,12900,4340,600,4110,91,95,13.1,27,8568,67 +"Yes",2936,2342,669,35,62,2502,66,15990,4080,600,825,73,78,14.5,31,9979,83 +"No",11023,8298,3183,21,54,14861,1310,7629,4095,550,2300,79,87,20.4,13,8811,64 +"Yes",2190,1700,458,36,65,1780,48,16732,5650,550,550,93,93,12.1,32,12011,75 +"Yes",758,681,484,35,59,1707,705,5390,3140,515,1290,63,71,15.1,18,5511,50 +"Yes",776,765,351,22,44,1419,228,6400,3150,500,1900,58,64,16.2,8,6578,45 +"No",4522,3913,2181,29,57,12830,1658,5336,3344,800,3100,84,92,15.3,14,6433,48 +"Yes",1496,1205,428,26,57,1648,936,12888,4440,420,840,62,68,13.9,30,8802,87 +"Yes",910,773,450,31,73,1310,61,6530,2800,500,1500,63,67,13.3,10,6413,65 +"Yes",2308,1336,295,22,46,1202,942,8530,3644,616,1576,56,64,14.9,25,7114,37 +"Yes",8256,3750,1522,37,70,5809,4379,11000,5160,660,1115,90,95,13.8,10,10059,62 +"Yes",1603,1392,504,31,68,2580,302,13312,4488,600,1516,78,78,11,23,9431,83 +"Yes",940,668,385,20,48,1316,139,11925,3825,630,1926,48,87,12.3,12,9157,69 +"Yes",943,849,288,41,71,1041,35,14210,3994,450,1100,76,76,10.9,22,11216,42 +"No",944,774,440,14,34,2174,529,6360,2760,550,1498,77,77,15,5,6443,48 +"No",19315,10344,3450,48,93,28938,2025,10645,4060,512,2394,77,96,18.1,19,8992,63 +"Yes",3821,2037,680,86,96,2488,625,18200,6770,500,700,95,98,11.6,13,16185,66 +"No",701,501,458,10,40,959,457,2580,2624,500,900,48,100,20.1,24,4870,44 +"Yes",838,651,159,11,25,654,162,8640,3700,400,1915,62,62,12.2,13,7634,48 +"Yes",1538,1259,468,19,42,1664,1042,11690,5062,600,1664,48,80,12.9,15,8028,68 +"Yes",692,576,174,19,50,597,83,10500,3860,600,940,58,64,11.6,19,8990,39 +"Yes",663,562,127,20,40,641,63,5640,3620,600,750,89,89,13.2,17,7309,31 +"Yes",404,400,169,28,48,797,100,6000,3000,500,500,48,57,13.4,14,5557,61 +"Yes",1133,630,220,37,73,750,30,17688,5900,650,850,100,100,10.4,11,14820,73 +"Yes",809,687,428,20,43,1889,217,10178,4190,800,750,71,71,16.1,19,7895,54 +"Yes",875,744,207,7,38,1173,1402,9700,4830,400,1200,45,90,14.5,10,7652,66 +"Yes",1132,847,302,58,89,1379,214,16200,4200,436,2486,90,90,10.4,14,14329,62 +"No",2405,2234,1061,10,22,4564,448,4290,3500,598,1582,55,93,19.4,1,5967,35 +"Yes",1082,832,302,34,63,1133,30,11859,3635,554,1429,80,85,13.4,42,8354,85 +"Yes",13218,2042,1153,90,98,4540,146,19900,5910,675,1575,91,96,8.4,54,28320,99 +"Yes",5139,3346,973,20,55,3717,1358,14400,6200,450,1100,66,74,18.4,35,8135,96 +"No",21804,18744,5874,29,60,26213,4065,9556,3990,570,1060,86,86,18.2,15,8604,67 +"Yes",516,392,154,32,62,630,549,11020,4970,610,1900,73,75,14,36,9315,58 +"Yes",1025,707,297,22,66,1070,72,10100,4140,450,1080,69,71,16.3,32,6880,80 +"Yes",3712,2153,806,17,45,2677,714,12030,6140,1000,500,63,73,12,33,8847,86 +"No",5702,4894,1742,15,37,8077,472,6684,4110,500,900,73,83,19.6,9,4519,62 +"No",2088,957,362,6,29,2745,1938,4449,4860,600,1655,74,95,17.8,8,7333,47 +"Yes",1771,1325,306,21,46,1071,27,13840,3735,400,900,77,80,10.7,38,11080,74 +"Yes",696,616,169,35,66,653,56,13970,6110,370,920,88,97,9.2,24,16358,68 +"Yes",1966,1436,327,47,80,1199,61,19960,5490,500,450,90,90,11.8,37,15886,68 +"Yes",427,385,143,18,38,581,533,12700,5800,450,700,81,85,10.3,37,11758,84 +"Yes",4996,4165,936,53,82,4291,16,17475,5976,1230,1100,94,98,15.4,21,15605,70 +"Yes",2302,1831,391,58,82,1345,59,15200,4768,550,1500,90,96,10.8,47,13388,77 +"Yes",3586,2424,730,16,31,2748,1309,13250,5420,700,3100,84,92,12.3,23,11299,70 +"Yes",587,501,211,28,52,735,28,15200,4100,350,650,87,90,9.4,49,12472,64 +"Yes",484,386,141,6,28,590,1196,9870,4860,600,1100,59,59,12.2,19,6744,81 +"Yes",2227,1790,437,27,54,1460,239,13425,4425,450,1200,85,89,13,26,9405,72 +"Yes",935,858,345,22,50,1127,754,9490,4100,500,1500,60,79,10.7,21,7519,79 +"Yes",560,392,270,11,31,743,118,8734,3362,600,625,56,78,11.3,27,6422,68 +"Yes",3304,2804,679,10,20,2111,1489,12520,6050,500,730,44,54,16.4,8,7957,61 +"Yes",1777,1151,382,31,55,1668,1052,16425,5220,955,750,81,85,13.3,23,11561,90 +"Yes",434,321,141,28,53,624,269,10950,4600,550,950,79,82,12.9,30,9264,81 +"No",3820,1431,695,21,70,5303,3942,4356,4830,800,800,76,81,22.1,6,7252,51 +"No",48094,26330,4520,36,79,21401,3712,7410,4748,690,2009,90,95,19.5,19,10474,77 +"No",3366,1752,232,27,79,2585,1300,7411,4748,690,2009,90,95,18.6,12,10134,57 +"No",5785,2690,499,26,62,4005,1886,7410,4748,690,2009,90,95,17.4,16,11878,58 +"Yes",2307,1896,509,19,51,1707,1889,11070,5780,400,600,71,73,14.8,16,7120,82 +"Yes",897,718,276,12,48,1345,390,10450,4020,500,1500,56,56,14.1,16,7444,70 +"Yes",2095,1553,514,15,40,1873,94,12950,5400,450,1120,70,82,14.5,29,6719,97 +"No",3971,3306,1921,10,34,11493,2206,4259,2625,350,1884,70,75,18.9,10,4629,58 +"Yes",213,166,85,13,36,513,247,8670,3820,450,1000,43,78,12.5,4,7440,48 +"Yes",1046,824,284,21,45,1223,451,10880,5050,400,1235,64,64,19.3,24,7344,69 +"Yes",933,800,444,18,45,1691,72,12247,4081,500,600,76,85,12,38,9853,70 +"Yes",920,684,225,24,42,815,222,11200,4250,600,950,55,60,14.8,19,7360,67 +"Yes",833,682,217,12,33,716,2196,9985,5180,500,800,53,89,27.2,8,4322,85 +"Yes",2519,2003,776,39,71,2473,1314,12750,6350,350,1690,84,90,17.4,13,8243,83 +"Yes",292,241,96,20,52,543,712,12200,4600,650,950,87,90,11.2,32,8680,76 +"Yes",3294,2855,956,44,67,4576,1140,11690,4730,800,6800,84,94,4.6,19,18367,67 +"Yes",888,734,393,26,60,1433,27,12730,4514,500,1525,74,95,9.9,31,11165,98 +"Yes",876,802,367,14,35,1263,118,10800,3600,400,820,68,74,18.8,19,5081,78 +"Yes",150,130,88,23,50,341,768,10300,4130,500,1700,44,58,10.2,37,9678,75 +"Yes",1910,1380,463,16,64,1715,106,13030,5860,500,750,79,88,14.5,34,10190,84 +"Yes",2248,1673,745,38,73,2888,105,14350,3750,550,550,82,88,10,31,12502,83 +"Yes",1606,1413,530,23,38,1921,1154,9408,5520,500,450,78,78,12.1,22,7669,53 +"Yes",700,595,278,19,35,1035,182,10850,3936,500,900,62,64,12.3,31,8534,88 +"Yes",785,647,295,15,65,1670,726,10860,4624,600,794,87,100,13.7,15,8953,55 +"Yes",489,384,120,23,52,700,45,10575,3952,400,620,46,24,13,9,8946,98 +"Yes",335,284,132,28,69,534,216,10475,6300,500,2000,68,68,11.2,46,9599,60 +"No",4216,2290,736,20,52,4296,1027,5130,4690,600,1450,73,75,17.9,18,5125,56 +"Yes",1680,1395,691,34,76,2959,402,8236,3700,569,1650,74,75,14.7,17,9533,61 +"No",9402,7020,2151,20,70,16407,5550,8384,5110,612,2400,87,93,19.5,7,7930,41 +"Yes",4019,2779,888,40,73,3891,128,13584,5928,630,1278,88,92,13.9,19,10872,100 +"Yes",1380,768,263,57,82,1000,105,19300,6694,600,700,89,93,6.1,18,14779,83 +"Yes",1109,688,386,20,65,1897,208,8325,5000,1200,1600,14,98,16.1,26,6874,55 +"Yes",584,413,131,19,51,521,99,8955,5900,500,1488,51,56,11.8,23,8545,52 +"Yes",855,632,139,60,83,569,7,17238,7350,600,800,95,100,8.2,41,18372,73 +"Yes",1183,1016,411,42,82,1922,704,12669,4875,600,1250,83,85,16.8,20,10368,66 +"Yes",2115,1540,494,28,72,2993,347,12825,4375,500,1500,85,85,12.2,16,10175,89 +"Yes",4576,3565,1000,16,36,4384,1530,12000,6484,650,1000,81,84,14.4,15,10080,64 +"Yes",936,794,197,24,56,752,210,11240,4180,350,2000,71,71,11.2,37,10065,71 +"No",5818,3281,1116,14,53,5268,300,7844,3504,450,1700,80,83,18.8,13,6719,72 +"Yes",540,445,165,23,70,1115,111,7210,3600,500,2000,62,65,13.2,18,7356,58 +"Yes",2961,1932,628,24,68,2669,616,10800,5100,575,1090,71,82,14.1,42,8189,100 +"Yes",464,419,183,10,31,686,287,9240,3880,475,1090,29,49,7.2,17,9431,47 +"Yes",1003,782,295,23,53,1144,160,16160,6950,500,1200,74,81,8.9,33,14086,79 +"Yes",1016,872,300,27,57,1116,602,11250,4980,550,1400,66,73,15.8,36,7411,70 +"Yes",437,400,211,13,35,614,271,8990,3064,500,1700,73,73,14.8,7,7881,48 +"Yes",4293,2728,591,25,62,2322,263,18710,5970,500,700,87,92,12.7,29,14837,81 +"Yes",2925,1598,632,51,88,2479,95,18820,6390,500,1050,85,97,10.3,44,21199,90 +"No",2807,2589,1701,13,37,7000,1103,3811,2190,500,1970,62,65,15,29,5084,67 +"No",2281,1870,1408,18,43,6553,1246,4680,3540,200,2150,75,76,17.1,8,5916,45 +"No",818,700,447,20,50,2962,651,3738,2619,450,1022,55,59,19.6,9,4444,53 +"Yes",385,340,193,18,38,784,127,9520,4124,630,1818,63,65,18.6,11,8219,43 +"No",2540,2195,994,13,40,6063,2550,5472,3598,221,2216,76,81,16.5,8,7498,43 +"Yes",4301,3455,1166,41,69,4892,387,12772,5078,576,1802,74,88,13.5,17,12726,72 +"Yes",1093,1093,642,12,32,1770,967,7070,2500,400,1000,52,54,15.9,13,4718,71 +"No",6118,5254,3204,15,37,13131,3374,4740,2590,500,1360,70,75,19.9,11,4632,56 +"No",1047,938,511,13,33,2091,546,4285,2750,600,1800,58,75,16.5,31,6591,51 +"Yes",321,318,172,11,27,620,280,7536,3736,430,1651,44,77,13,12,5309,36 +"Yes",213,155,75,28,66,504,147,7200,3532,550,1500,56,56,11.8,12,7818,52 +"Yes",1244,912,352,44,77,1177,43,11850,4675,600,1050,83,89,11.3,35,12995,67 +"Yes",283,201,97,10,45,589,263,8400,2800,600,900,50,56,10.6,40,6860,89 +"Yes",3713,1237,443,47,83,1971,107,7000,5565,660,2400,73,80,12.5,18,9988,65 +"Yes",372,362,181,15,32,1501,353,8600,3550,385,665,48,48,15.4,9,10938,49 +"Yes",1489,1313,375,13,45,1688,131,10456,4927,500,1050,91,91,17.7,32,9828,78 +"Yes",323,278,122,31,51,393,4,16150,5450,275,800,63,72,7.2,26,15622,64 +"Yes",1368,1064,354,19,51,1687,677,10570,5600,400,800,86,81,14.5,29,7908,66 +"Yes",2753,1820,505,31,56,1801,45,18720,5730,650,825,90,94,11.5,38,14980,85 +"Yes",191,165,63,5,25,494,574,11550,4270,300,500,43,77,14.5,8,9209,40 +"Yes",2643,1611,465,36,80,2615,248,13332,6354,630,1584,88,89,16.1,17,9619,78 +"No",1340,695,285,42,73,1315,209,6800,4730,675,1250,84,89,11.6,23,10357,63 +"Yes",1243,1020,414,33,60,2149,418,8678,3858,700,1736,82,83,16.2,7,7651,72 +"Yes",1334,1243,568,30,56,1946,95,12140,4450,425,1100,74,78,15.1,36,8595,88 +"Yes",651,581,243,8,17,617,34,5000,3650,600,600,45,45,14,8,8426,45 +"Yes",861,609,215,10,27,1117,815,8650,5700,500,1750,69,73,16.1,13,6534,67 +"Yes",450,405,194,17,34,614,388,13900,5200,450,2150,46,63,10.9,17,9995,59 +"Yes",1557,1227,489,37,69,1964,81,12315,4565,600,1365,85,90,12.5,24,10307,73 +"Yes",1768,1249,380,51,93,1263,11,16900,5680,450,750,89,89,19,33,12837,79 +"No",4019,1579,710,23,65,4365,765,3040,4351,711,1125,78,92,19.5,7,5599,64 +"Yes",3646,2300,585,25,69,2022,926,12170,6172,480,800,79,79,13,30,7495,97 +"No",13528,9198,1843,16,61,10168,1231,6550,4355,700,1560,93,96,17.4,16,9075,74 +"No",14463,6166,1757,60,94,8544,671,6550,4598,700,1000,83,100,18,15,8055,80 +"No",15039,9649,3087,36,100,13963,3124,6550,4731,708,957,90,97,13.6,15,11177,56 +"No",12512,6969,1724,27,66,9744,1351,6550,4712,600,1200,91,96,10.5,7,13705,57 +"No",7294,3564,904,7,34,5758,1363,6550,4460,500,705,79,83,19,14,6632,49 +"No",8000,4556,1464,17,70,6943,869,6550,4810,500,1500,69,85,22,21,5280,63 +"No",5318,3515,1025,8,29,7626,2091,6550,4040,550,1230,71,78,18.7,12,7511,42 +"No",7888,3519,1036,6,40,5011,346,6550,4680,630,1274,82,85,17.8,17,5563,53 +"No",4877,2798,814,13,48,4123,298,6550,4420,620,1481,82,90,16.3,10,6442,66 +"No",8598,4562,1143,56,93,5060,146,6550,4170,600,650,79,84,19.1,25,5716,76 +"No",8399,3609,656,19,53,4658,1478,6550,4240,550,1500,85,93,15.3,8,6608,53 +"No",5549,3583,853,9,40,5004,475,6550,4176,600,1380,80,90,17.9,16,6174,65 +"No",3150,2289,650,16,51,3598,234,6840,4660,500,1000,71,75,15.1,17,6436,59 +"No",2119,1264,390,5,33,2478,1441,6550,4760,1125,1362,80,100,14.9,8,8170,46 +"Yes",2096,1512,465,27,59,1442,166,16130,4710,400,800,83,86,13.9,37,10554,90 +"Yes",462,402,146,36,68,527,41,14500,6000,500,600,91,99,6.5,48,18953,61 +"Yes",10477,7260,2442,28,67,10142,117,15150,6870,635,960,73,84,11.3,13,14231,67 +"Yes",257,183,109,19,41,396,38,7850,3410,400,1500,55,70,10,15,7233,53 +"Yes",4414,1500,335,30,60,908,119,5666,2964,1000,1400,56,58,15.5,7,5970,46 +"Yes",1769,1092,437,41,80,1757,81,10965,4000,450,1250,60,61,14.2,32,8294,98 +"Yes",232,182,99,7,29,402,237,7070,3640,400,3158,59,65,8.9,16,6286,36 +"No",14474,10519,6392,49,85,31643,2798,5130,3412,600,2144,89,91,23.1,29,8471,69 +"No",529,481,243,22,47,1206,134,4860,3122,600,650,103,88,17.4,16,6415,43 +"Yes",4095,3079,1195,33,64,5064,660,8490,3320,650,2400,81,93,14.8,23,9158,64 +"Yes",497,423,215,27,57,895,429,7850,3410,490,1700,54,58,13.8,24,7002,50 +"No",4345,3245,2604,15,85,5584,3101,7860,3360,600,1700,65,75,18.2,21,3605,10 +"Yes",592,501,279,19,44,1204,392,6400,3484,600,1800,80,83,14.5,10,7936,43 +"No",1500,1242,611,12,36,2024,292,7070,2439,400,779,95,94,17.1,17,7744,84 +"Yes",1154,951,253,15,31,791,140,11172,4958,700,1350,68,76,11.6,16,9186,60 +"Yes",845,734,254,5,21,662,351,7600,3800,600,1200,59,74,19,40,5096,39 +"Yes",759,729,244,57,81,867,51,10900,4450,500,1000,81,91,12.1,41,10219,70 +"No",5042,2312,944,55,94,5167,902,5391,5411,700,1000,81,87,14.4,6,8504,81 +"Yes",1262,1102,276,14,40,978,98,9456,4350,468,1323,53,53,12.8,24,7603,65 +"Yes",3058,1798,478,46,84,1737,244,18810,5690,500,680,91,96,10.4,48,18034,91 +"Yes",247,189,100,19,49,309,639,11412,6430,500,900,89,93,8.3,37,11806,96 +"Yes",222,185,91,16,41,484,541,11010,5208,550,500,58,78,10.4,26,9586,78 +"Yes",2425,1818,601,62,93,2110,95,12240,5150,500,490,94,96,9.6,20,14703,93 +"Yes",7033,5125,1223,47,75,4941,1534,19040,5950,350,800,98,98,9.1,21,16920,74 +"Yes",626,372,145,12,34,983,40,7700,3400,450,800,70,70,21.9,28,4933,52 +"Yes",2267,1827,611,20,59,2825,144,6735,3395,600,1425,70,74,12.2,7,10872,65 +"Yes",484,384,177,9,45,634,78,7800,2950,500,600,60,88,14.1,9,6864,64 +"Yes",3495,1712,528,49,84,1915,123,18732,6204,450,1024,94,96,11.5,49,15411,88 +"No",4800,2900,1515,14,48,7764,1472,6874,2394,518,1890,73,78,19.2,14,5901,56 +"No",1797,1260,938,24,35,6960,4698,4440,5175,750,2200,96,96,6.7,16,16352,33 +"No",3235,3108,2133,25,65,9978,1530,5028,3300,500,2000,73,89,14.8,10,6820,39 +"No",19873,8252,3215,95,100,19532,2061,11648,6246,636,1933,93,97,15.8,10,13919,78 +"No",15698,10775,2478,85,100,12677,864,12024,5302,790,1818,96,96,16.1,11,15934,66 +"No",6986,2959,1918,25,60,12330,7152,6618,4234,700,1600,80,98,22.2,9,6742,46 +"Yes",682,535,204,22,43,771,611,9500,3540,400,750,26,58,2.5,10,7683,57 +"Yes",6348,2999,922,68,94,3340,39,18930,6380,500,1254,99,99,5.3,36,36854,90 +"No",6855,5553,2408,26,57,11036,2011,8907,4697,556,1851,89,95,10.8,6,13889,54 +"No",9735,7187,2064,23,63,12478,1660,11656,5072,700,2300,89,95,16,16,10178,71 +"Yes",681,588,246,44,74,1058,73,10760,6230,500,1200,85,93,13.4,26,8731,63 +"Yes",6361,5293,1507,26,51,5889,665,11380,4220,500,900,81,85,14.8,25,8894,93 +"Yes",14446,10516,3252,22,57,14130,4522,10220,4230,530,1300,82,87,18.3,15,10650,75 +"Yes",2974,2001,580,29,60,2666,554,15192,4695,400,1350,84,91,15.9,21,11762,67 +"Yes",927,731,415,24,50,2149,2217,11130,3996,600,2166,72,79,13.5,14,10891,51 +"Yes",576,558,137,11,39,662,131,10430,3620,400,1500,85,98,16.5,18,8767,45 +"Yes",2096,1626,694,35,67,2551,407,11800,4340,700,960,60,81,15.8,26,7780,77 +"No",12445,8836,3623,54,85,24470,3286,7090,4180,630,1530,88,97,13.4,20,14737,66 +"No",11220,7871,3320,43,79,19553,2748,5697,3600,525,1755,88,95,14.7,22,7881,63 +"Yes",5081,4040,1194,11,26,3768,1415,14220,6000,500,1440,61,76,10.7,9,10625,66 +"No",3580,2603,1627,36,69,11028,2411,4460,3038,687,1281,85,87,11.8,6,12833,54 +"No",14939,11652,5705,52,88,25422,911,7560,4574,500,1982,87,90,17.4,13,8559,81 +"No",8384,5727,2710,22,50,13518,2916,7230,5088,630,3228,82,84,10,6,13883,34 +"Yes",1487,1276,388,26,51,1417,1646,11120,4080,525,1405,55,56,11.1,23,6735,69 +"No",8579,5561,3681,25,50,17880,1673,6994,3384,700,2681,88,94,13.7,17,9657,57 +"Yes",1597,969,226,16,38,1431,1522,13540,5050,630,2298,66,68,14.1,23,10139,47 +"No",4777,3057,1823,16,33,9844,6198,6540,3600,530,2440,84,92,11.1,24,10207,31 +"No",1208,803,438,20,48,1906,344,6810,3970,450,1647,67,75,15.9,26,5712,59 +"No",441,369,172,17,45,633,317,6600,3680,600,400,46,46,15.1,4,5935,64 +"No",461,381,235,10,40,974,503,6600,3630,400,1675,67,67,15.2,11,6408,35 +"No",4269,2594,985,27,57,6476,2592,8594,4408,494,2768,82,88,18.4,6,7618,55 +"No",14292,10315,3409,22,53,19340,3991,8723,5146,550,1550,89,92,18.1,12,9021,63 +"No",14438,12414,3816,12,39,16282,1940,8566,3897,500,1400,88,92,16.7,15,10276,68 +"No",3347,2597,1006,10,37,4664,1630,6919,4500,500,1250,74,90,15,20,7462,56 +"Yes",7122,5386,1643,42,69,7760,876,16500,6526,630,1985,82,94,5.9,17,17500,59 +"No",19152,12940,4893,66,92,22045,1339,15732,4659,476,1600,90,98,11.5,26,14847,87 +"No",4192,3126,1656,15,45,5887,1254,8828,3474,753,2610,79,91,19,11,6393,53 +"No",1458,874,588,56,86,1846,154,9843,3180,600,1500,74,78,14.6,16,6716,51 +"No",11054,6397,3524,26,55,16502,21836,8949,3744,714,2910,88,90,12.2,37,16122,45 +"No",3844,3383,1669,26,47,7524,804,4916,3810,600,550,81,86,20.3,14,6971,53 +"No",6574,4637,2940,32,62,14782,1583,9057,3485,600,1983,87,87,12.7,15,10145,58 +"No",1877,1826,823,49,77,3926,561,9057,3600,700,1435,88,88,14.4,23,9699,49 +"No",1618,1141,479,18,54,4793,4552,7246,3964,500,4288,71,73,13.4,15,6433,48 +"Yes",452,331,269,17,54,1417,301,6150,3680,550,1200,59,63,16.6,4,5412,52 +"No",1351,892,570,18,78,2385,331,4440,3030,300,600,72,72,18.9,8,5883,51 +"No",6277,6003,3526,33,63,16454,3171,5595,3145,500,2070,86,92,15.1,48,6813,53 +"Yes",1209,750,265,19,54,820,159,11450,5045,900,2500,72,75,11.4,13,9718,64 +"No",9750,7640,2529,24,62,10358,1338,11180,3862,650,2450,89,87,17.5,16,7855,75 +"No",1757,979,394,32,74,2033,1078,5972,3420,600,750,77,83,13,11,7011,37 +"No",14596,5985,3331,75,92,14609,1100,8400,4200,550,1200,88,93,8.9,23,15893,83 +"No",5803,4441,1730,19,62,10099,3255,7248,3109,600,1900,79,91,16.8,7,6227,62 +"No",5191,4134,1500,15,44,7532,1847,8677,3505,600,1300,75,94,15.5,17,7392,53 +"No",6071,3856,1449,15,67,6635,1145,7558,3680,500,1500,82,85,19.1,15,6005,55 +"No",2777,2249,1652,20,54,8334,1435,5634,2703,450,1200,97,97,15.9,16,9424,49 +"No",1800,1253,560,44,85,3876,3588,6634,4360,600,2604,82,85,17.8,14,6104,47 +"No",4418,2737,2049,23,51,14047,5134,4104,3579,450,1700,86,94,22.6,6,5657,35 +"No",5530,4007,1697,12,37,8463,1498,7731,4128,540,2286,75,75,21.5,8,6309,40 +"No",4144,3379,1853,18,52,10135,1448,6197,2930,595,2380,78,82,16.3,26,6333,77 +"Yes",7700,3700,1906,79,96,7671,30,16850,4400,600,1350,96,92,13.1,46,13936,97 +"No",4743,3970,2233,32,63,13436,2582,5173,3526,765,3176,86,90,11.5,11,10244,44 +"No",8631,6732,2546,25,61,11669,1605,10602,3660,570,1530,79,87,19.7,13,8020,54 +"Yes",12394,5232,2464,85,100,9205,531,17020,7270,500,1544,95,96,6.3,38,25765,93 +"No",8586,6383,2503,25,59,13138,4289,10786,4560,400,900,93,93,7.8,10,13789,66 +"Yes",1758,1485,419,27,58,2041,174,12040,4100,600,1100,92,96,13.2,17,9060,72 +"Yes",4044,2826,688,51,83,2738,138,16230,4500,630,1800,79,86,15,17,11217,63 +"No",9643,7751,1968,12,40,8894,2456,10330,5558,500,1250,84,89,16.6,7,9158,63 +"Yes",5892,2718,756,46,72,2854,594,14500,3285,700,1125,75,89,11.7,32,11984,100 +"Yes",8766,5498,1243,56,75,5071,438,17840,6582,500,882,93,99,5.9,23,26037,80 +"Yes",3934,2735,886,40,70,3698,217,13600,5940,630,1820,93,96,15.6,13,10813,66 +"Yes",2306,1721,538,23,48,4309,549,13226,6452,750,2450,86,86,13.6,8,10074,62 +"No",285,280,208,21,43,1140,473,3687,1920,600,1800,67,77,23.6,3,3864,43 +"Yes",4471,2942,910,29,60,3674,493,11584,5986,650,800,83,83,14.1,41,9131,92 +"No",848,560,377,14,24,1855,1412,5800,3066,500,1500,62,62,14.8,3,5035,48 +"No",7693,5815,2328,30,66,12594,3661,8074,3522,495,2941,84,88,16.9,18,8246,63 +"No",7589,4676,1876,29,63,14770,10962,6760,3776,500,2180,84,89,17,7,11020,47 +"Yes",12229,8498,2477,45,71,13259,1429,17230,6482,600,2210,90,94,11.4,10,17007,68 +"No",1401,1239,605,10,34,3716,675,7100,4380,540,2948,63,88,19.4,0,5389,36 +"No",2379,2133,1292,8,25,4283,2973,4973,3192,500,1425,56,65,22,21,4078,38 +"No",2850,2044,1046,20,50,9260,1387,4652,2470,500,500,78,99,18.7,23,5917,45 +"Yes",2057,1807,828,26,53,4106,982,11712,4037,500,800,80,80,13.8,13,8546,89 +"Yes",374,280,185,45,77,995,408,8550,4050,500,1344,75,75,12.6,17,7237,62 +"No",7473,5372,3013,27,53,15749,3237,5764,3262,750,3300,86,92,16.5,22,8612,53 +"No",3281,2559,1448,19,43,10975,8431,4422,2780,500,2850,73,73,21,4,4696,29 +"No",14752,9572,5329,48,85,30017,5189,5130,3309,650,3140,91,99,19.7,11,7837,65 +"No",4217,3100,1686,17,46,9375,5457,4104,5376,452,1200,94,100,25.3,3,4329,50 +"Yes",974,704,290,5,22,1145,39,12520,3860,1300,700,16,59,7.5,9,11641,57 +"Yes",2459,1997,582,36,66,2664,299,16320,5326,646,1171,87,94,11.2,14,13706,65 +"Yes",1445,966,326,46,83,1129,24,15350,4080,450,810,89,93,10.3,52,18784,82 +"Yes",1712,1557,696,41,68,2936,433,11750,4160,1200,2350,94,96,11.5,10,11743,47 +"No",5095,4491,2400,27,53,13894,8374,6857,3975,858,3093,89,93,12.8,9,9275,37 +"No",7663,6008,1735,18,51,7353,1674,15516,4928,500,990,87,90,9.9,10,12646,79 +"No",15849,5384,2678,74,95,11278,114,12212,3792,500,1000,90,92,9.5,22,13597,95 +"No",12749,7025,3343,40,81,20356,4582,8199,4218,708,2172,96,94,9,10,16527,65 +"No",1558,1254,472,20,57,3754,2477,6172,3994,541,1387,83,87,23.4,12,8488,53 +"No",2593,1966,1030,9,32,6038,579,6704,2592,376,1750,78,78,21,17,6254,65 +"No",910,910,342,14,53,1434,417,7032,2780,550,1960,75,81,15.2,15,6490,36 +"No",4400,3719,1472,12,38,7804,1552,6950,2500,300,1200,90,95,23.1,16,5559,67 +"No",2409,1939,759,17,50,3819,1347,6900,2800,475,1200,81,89,22.2,1,5968,46 +"No",14901,10932,4631,36,80,23945,2200,9096,4290,535,1545,93,96,11.5,20,11006,72 +"No",5244,3782,1930,12,37,11561,7443,8786,2964,570,1980,79,87,15.9,8,8094,38 +"No",2029,1516,1073,23,46,7535,1488,5988,3422,600,1500,91,94,15.1,13,8745,45 +"Yes",663,452,192,10,35,1481,1160,8840,3060,500,1000,69,75,17.4,19,3733,78 +"Yes",1399,1026,308,44,77,1131,17,14900,5160,500,800,82,85,11.6,40,12082,79 +"Yes",325,260,86,21,47,699,717,9600,4202,450,750,39,69,10.5,15,7164,68 +"No",368,344,212,5,27,863,189,4286,2570,600,2000,39,41,14.9,25,4958,40 +"Yes",2075,1727,520,49,81,2501,198,11800,3260,500,800,87,89,14.2,23,9681,95 +"Yes",7791,4690,1499,71,92,5500,90,17865,6525,630,952,93,98,5.8,26,23850,83 +"Yes",3550,1877,653,53,87,2164,77,18920,5950,600,800,90,98,9.7,39,17089,90 +"Yes",7759,5588,1477,30,68,6362,1292,15925,6507,400,300,89,90,13.4,24,10458,96 +"No",4963,3497,1567,18,45,10262,5065,10217,4182,500,3630,81,87,8.7,11,11183,45 +"No",2996,2440,704,2,30,3006,338,5587,4845,500,600,61,63,16,11,5733,31 +"No",15712,11719,4277,29,53,18511,604,10260,3176,740,2200,85,89,13.8,20,8944,73 +"Yes",1847,1610,453,19,59,1298,67,7384,3494,500,1763,51,67,13.7,8,6757,30 +"Yes",1470,900,287,20,49,1130,417,10900,5100,500,550,70,81,15.7,14,7804,68 +"Yes",647,518,271,17,43,1014,387,9140,3365,500,2245,51,65,10.7,31,8050,73 +"Yes",1465,1006,188,10,30,703,20,4450,2522,500,1200,43,43,22.9,3,5861,58 +"Yes",800,623,256,41,76,801,5,12925,4195,500,635,78,85,9.9,55,14904,72 +"Yes",1416,1015,417,10,44,1324,117,13500,5800,585,1700,67,78,13.2,23,9006,75 +"Yes",5661,2392,903,75,88,3499,172,13850,4360,500,1250,95,97,4.3,37,41766,89 +"Yes",1092,890,477,27,92,847,497,8670,4180,500,1450,42,58,11.3,33,5738,68 +"Yes",440,311,112,25,49,466,7,10000,3052,400,1100,65,75,11.4,20,9430,63 +"Yes",1231,1074,345,34,66,1295,105,11600,3610,400,850,66,91,12.4,37,7735,67 +"Yes",1305,1100,334,42,64,1098,151,16260,4005,300,500,91,91,12.1,40,10162,86 +"Yes",3315,1096,425,68,93,1584,3,13750,4619,680,1115,81,96,9.6,45,15736,90 +"Yes",1209,942,214,31,60,822,46,15276,5318,500,300,79,86,11.2,37,10830,65 +"No",6540,5839,2440,31,70,14445,1344,8200,4210,800,2719,84,87,16.9,30,10912,56 +"Yes",7654,5259,1254,62,93,4879,1274,18350,5775,768,1512,91,98,3.9,31,45702,90 +"No",1373,1373,724,6,21,2754,474,2700,2660,540,1660,60,68,20.3,29,4550,52 +"Yes",1190,978,324,12,30,1280,61,8840,3620,500,1200,57,58,16.2,26,6563,63 +"Yes",280,143,79,5,27,327,110,5590,2900,650,1952,53,63,15.1,4,4839,90 +"Yes",665,462,226,17,44,1739,1550,9160,4340,500,500,68,68,20.6,14,6951,48 +"Yes",2895,1249,579,80,96,2195,156,18345,5995,500,700,94,98,10.6,51,21409,91 +"Yes",318,240,130,40,85,416,19,14900,5550,600,500,93,98,8.3,42,13935,69 +"Yes",1480,1257,452,6,25,2961,572,9850,6050,850,920,10,68,15.4,8,17858,64 +"Yes",980,807,350,10,25,872,448,9890,4674,500,1350,52,57,14.4,15,6243,84 +"Yes",4772,1973,712,60,86,2714,27,19130,5600,1400,1400,90,94,12.1,39,16262,92 +"No",6502,3539,1372,11,51,7484,1904,7844,4108,400,2000,76,79,15.3,16,6773,52 +"No",1164,1062,478,12,25,2138,227,4470,2890,600,1210,33,33,16.3,10,4249,60 +"Yes",1566,1400,483,28,55,1509,170,14200,3775,450,1100,58,81,16.4,42,8080,67 +"No",3224,2519,1057,11,31,5000,706,6390,2380,110,1622,67,78,14.6,9,6554,55 +"Yes",1205,984,278,31,50,1071,98,14510,5340,500,1400,84,91,12.5,39,10026,60 +"No",9167,7191,2738,24,53,15739,4278,6940,4100,500,1700,80,84,24.7,11,5983,55 +"Yes",1650,1471,409,7,21,1803,1116,8994,5500,498,2065,74,97,15.4,15,8409,59 +"No",2702,1623,604,7,24,2315,146,5918,3755,500,2050,76,79,19.4,4,4599,52 +"No",5548,3563,1549,30,71,8909,506,8124,4144,639,2385,83,89,22.7,10,7203,61 +"No",3100,2150,825,3,20,3234,941,5542,3788,500,1300,75,79,15.7,20,4222,65 +"Yes",662,553,184,20,43,665,37,10720,4050,600,1650,66,70,12.5,20,7925,62 +"Yes",996,866,377,29,58,1411,72,12065,3615,430,685,62,78,12.5,41,8596,80 +"Yes",917,720,213,21,60,979,743,8820,4050,600,2025,68,83,10.5,34,7170,50 +"No",950,713,351,42,72,1276,9,14320,5304,490,1410,77,77,14.9,17,8837,87 +"Yes",1432,920,548,56,84,2200,56,11480,4200,530,1400,81,83,12.7,40,11916,85 +"Yes",1738,1373,417,21,55,1335,30,18460,5970,700,850,92,96,13.2,41,22704,71 +"Yes",903,755,213,15,49,971,305,10500,4545,600,600,66,71,14.1,27,7494,72 +"Yes",1861,998,359,45,77,1220,46,16670,4900,750,800,80,83,10.5,51,13198,72 +"Yes",1681,1069,344,35,63,1235,30,16249,5699,500,1998,84,92,13.6,29,11778,52 +"Yes",1121,926,372,43,70,1270,160,12660,4500,678,2424,80,80,16.9,20,8328,80 +"Yes",2139,1492,502,24,64,2186,2171,12350,5370,500,1350,88,86,12.6,19,9603,63 +"Yes",1631,1431,434,15,36,1803,603,11150,5130,550,1260,78,92,13.3,24,8543,67 +"Yes",1658,1327,395,49,80,1595,159,14800,4620,400,790,91,94,13.3,37,10779,68 +"Yes",663,547,315,32,67,1279,75,10060,2970,500,2600,74,80,11.2,19,7885,59 +"Yes",469,435,227,17,39,851,120,10535,4365,550,3700,39,66,12.9,16,7438,52 +"Yes",4186,1245,526,81,96,1988,29,19629,5790,500,1200,94,99,9,64,22014,99 +"Yes",167,130,46,16,50,199,676,11428,5084,450,475,67,76,8.3,43,10291,67 +"Yes",1239,1017,383,10,34,1207,157,7820,3400,550,1550,69,81,13.9,8,7264,91 +"No",3325,2047,1301,20,45,5800,872,4200,2700,300,1200,53,60,20.2,18,5318,58 +"No",2320,1805,769,24,61,3395,670,6400,3392,580,2150,71,80,12.8,26,6729,59 +"Yes",152,128,75,17,41,282,22,9100,3700,500,1400,48,48,8.5,26,8960,50 +"Yes",1979,1739,575,42,68,1980,144,15948,4404,400,800,82,95,12.8,29,10414,78 +"Yes",1501,935,273,51,83,1059,34,12680,4150,605,1440,91,92,15.3,42,7875,75 +"Yes",2768,2314,682,49,86,2802,86,15884,5370,530,730,92,94,15.2,34,10774,82 +"No",2197,1515,543,4,26,3089,2029,6797,3900,500,1200,60,60,21,14,4469,40 +"Yes",1959,1805,695,24,47,2849,1107,11520,4960,600,1250,73,75,13.3,31,9189,83 +"Yes",2097,1915,695,34,61,2793,166,6900,4200,617,781,67,75,14.4,20,8323,49 +"Yes",10705,2453,1317,95,99,5217,83,19840,6510,630,2115,96,96,5.8,49,40386,99 +"Yes",2989,1855,691,28,63,2988,1726,4990,3560,500,1250,75,75,18.1,28,4509,99 diff --git a/College.rds b/College.rds new file mode 100644 index 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