diff --git a/code/data_cleaning.R b/code/data_cleaning.R
index 21d70e9..7d0cc2f 100644
--- a/code/data_cleaning.R
+++ b/code/data_cleaning.R
@@ -111,7 +111,7 @@ nrow(data)
 
 # Create choice data ---------
 
-# First gather the data
+# First convert the data to long format
 choiceData <- data %>% 
     pivot_longer(
         cols = cbc1:cbc8,
@@ -136,5 +136,18 @@ choiceData <- choiceData %>%
 
 head(choiceData)
 
+# Create new values for respID & obsID
+nRespondents <- nrow(data)
+nAlts <- max(survey$altID)
+nQuestions <- max(survey$qID)
+choiceData$respID <- rep(seq(nRespondents), each = nAlts*nQuestions)
+choiceData$obsID <- rep(seq(nRespondents*nQuestions), each = nAlts)
+
+# Reorder columns - it's nice to have the "ID" variables first
+choiceData <- choiceData %>% 
+    select(ends_with("ID"), "choice", everything())
+
+head(choiceData)
+
 # Save cleaned data for modeling
 write_csv(choiceData, here("data", "choiceData.csv"))
diff --git a/code/install.R b/code/install.R
new file mode 100644
index 0000000..9cdab36
--- /dev/null
+++ b/code/install.R
@@ -0,0 +1,11 @@
+# Install packages - only need to do this once!
+
+# Install packages from CRAN
+install.packages(c(
+    "fastDummies",
+    "here",
+    "janitor",
+    "logitr",
+    "remotes",
+    "tidyverse"
+))
diff --git a/code/modeling.R b/code/modeling.R
index 0cb3657..d4d4c3b 100644
--- a/code/modeling.R
+++ b/code/modeling.R
@@ -23,10 +23,10 @@ data <- clean_names(data)
     
 # Estimate the model
 model <- logitr(
-    data   = data,
-    choice = "choice",
-    obsID  = "obs_id",
-    pars   = c(
+    data    = data,
+    outcome = "choice",
+    obsID   = "obs_id",
+    pars = c(
         "price", 
         "type_fuji", "type_gala", "type_honeycrisp", "type_pink_lady",
         "freshness_average", "freshness_excellent")
diff --git a/data/choiceData.csv b/data/choiceData.csv
index 95ceb8b..4aca79a 100644
--- a/data/choiceData.csv
+++ b/data/choiceData.csv
@@ -1,217 +1,217 @@
-time_sec_p1,likeFruit,favFruit,screenout,time_sec_p2,respID,cbcPractice,cbcAllSame,time_sec_p3,yearOfBirth,gender,genderOther,race,raceOther,education,income,feedback,time_min_total,qID,choice,altID,obsID,type,price,freshness
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,1,1,1,5705,Red Delicious,1,Average
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,1,0,2,5705,Red Delicious,2,Poor
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,1,0,3,5705,Honeycrisp,3,Poor
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,2,0,1,5706,Red Delicious,1,Average
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,2,1,2,5706,Fuji,2.5,Average
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,2,0,3,5706,Fuji,3,Poor
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,3,1,1,5707,Honeycrisp,3,Excellent
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,3,0,2,5707,Pink Lady,4,Average
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,3,0,3,5707,Red Delicious,3.5,Poor
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,4,0,1,5708,Pink Lady,3,Average
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,4,0,2,5708,Pink Lady,4,Excellent
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,4,1,3,5708,Fuji,1,Excellent
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,5,1,1,5709,Honeycrisp,2.5,Average
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,5,0,2,5709,Red Delicious,1,Poor
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,5,0,3,5709,Pink Lady,4,Poor
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,6,1,1,5710,Honeycrisp,2,Average
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,6,0,2,5710,Honeycrisp,3.5,Excellent
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,6,0,3,5710,Pink Lady,2,Average
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,7,0,1,5711,Fuji,2,Poor
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,7,1,2,5711,Honeycrisp,1,Poor
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,7,0,3,5711,Pink Lady,4,Poor
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,8,0,1,5712,Red Delicious,4,Average
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,8,0,2,5712,Pink Lady,4,Excellent
-18,1,Apples of course!,2,148,714,2,0,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,8,1,3,5712,Gala,1.5,Excellent
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,1,0,1,13921,Gala,2,Poor
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,1,1,2,13921,Gala,1,Excellent
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,1,0,3,13921,Gala,2,Average
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,2,0,1,13922,Pink Lady,2.5,Excellent
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,2,0,2,13922,Red Delicious,3.5,Poor
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,2,1,3,13922,Honeycrisp,2.5,Excellent
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,3,0,1,13923,Fuji,2.5,Poor
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,3,1,2,13923,Fuji,1,Excellent
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,3,0,3,13923,Fuji,2.5,Excellent
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,4,1,1,13924,Fuji,4,Excellent
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,4,0,2,13924,Honeycrisp,1,Poor
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,4,0,3,13924,Fuji,1,Poor
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,5,1,1,13925,Pink Lady,3,Excellent
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,5,0,2,13925,Pink Lady,4,Average
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,5,0,3,13925,Fuji,4,Average
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,6,0,1,13926,Gala,3,Excellent
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,6,0,2,13926,Gala,3.5,Average
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,6,1,3,13926,Fuji,1.5,Excellent
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,7,0,1,13927,Red Delicious,2,Poor
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,7,0,2,13927,Gala,3,Average
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,7,1,3,13927,Honeycrisp,2.5,Excellent
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,8,0,1,13928,Fuji,2,Average
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,8,0,2,13928,Pink Lady,3.5,Poor
-41,1,raspberry,2,101,1741,2,0,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,8,1,3,13928,Gala,2.5,Excellent
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,1,1,1,15457,Fuji,1.5,Poor
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,1,0,2,15457,Gala,3.5,Poor
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,1,0,3,15457,Pink Lady,4,Poor
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,2,1,1,15458,Pink Lady,3.5,Excellent
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,2,0,2,15458,Fuji,1,Poor
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,2,0,3,15458,Pink Lady,1.5,Poor
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,3,0,1,15459,Pink Lady,1,Average
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,3,0,2,15459,Gala,3,Average
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,3,1,3,15459,Red Delicious,1,Excellent
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,4,0,1,15460,Pink Lady,3,Average
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,4,1,2,15460,Fuji,2,Excellent
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,4,0,3,15460,Gala,3,Excellent
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,5,0,1,15461,Red Delicious,1,Poor
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,5,1,2,15461,Gala,2,Excellent
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,5,0,3,15461,Pink Lady,1,Average
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,6,0,1,15462,Red Delicious,1.5,Average
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,6,0,2,15462,Fuji,4,Excellent
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,6,1,3,15462,Honeycrisp,2,Poor
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,7,0,1,15463,Red Delicious,4,Excellent
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,7,1,2,15463,Fuji,1,Excellent
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,7,0,3,15463,Fuji,1.5,Excellent
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,8,0,1,15464,Red Delicious,2.5,Poor
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,8,0,2,15464,Honeycrisp,2,Average
-32,1,Manzana,2,147,1933,2,0,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,8,1,3,15464,Gala,2,Excellent
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,1,1,1,13777,Pink Lady,3,Excellent
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,1,0,2,13777,Honeycrisp,2.5,Poor
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,1,0,3,13777,Gala,2.5,Poor
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,2,0,1,13778,Fuji,2,Poor
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,2,1,2,13778,Honeycrisp,2,Poor
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,2,0,3,13778,Fuji,3.5,Poor
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,3,0,1,13779,Pink Lady,3,Excellent
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,3,1,2,13779,Red Delicious,2.5,Excellent
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,3,0,3,13779,Honeycrisp,3.5,Excellent
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,4,0,1,13780,Pink Lady,1.5,Excellent
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,4,1,2,13780,Gala,2,Average
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,4,0,3,13780,Honeycrisp,2.5,Average
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,5,1,1,13781,Red Delicious,1,Poor
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,5,0,2,13781,Red Delicious,4,Poor
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,5,0,3,13781,Pink Lady,1,Poor
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,6,0,1,13782,Fuji,1.5,Poor
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,6,1,2,13782,Fuji,3,Excellent
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,6,0,3,13782,Honeycrisp,1.5,Poor
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,7,0,1,13783,Fuji,2.5,Average
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,7,0,2,13783,Fuji,1,Excellent
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,7,1,3,13783,Gala,3.5,Excellent
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,8,0,1,13784,Honeycrisp,4,Average
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,8,1,2,13784,Fuji,1.5,Average
-89,1,Pineapple,2,179,1723,2,0,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,8,0,3,13784,Fuji,4,Excellent
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,1,1,1,10897,Gala,1,Average
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,1,0,2,10897,Red Delicious,2,Average
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,1,0,3,10897,Red Delicious,1,Poor
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,2,0,1,10898,Red Delicious,1,Poor
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,2,1,2,10898,Red Delicious,3.5,Poor
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,2,0,3,10898,Honeycrisp,2.5,Excellent
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,3,1,1,10899,Fuji,1.5,Excellent
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,3,0,2,10899,Fuji,4,Average
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,3,0,3,10899,Pink Lady,3,Excellent
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,4,1,1,10900,Pink Lady,4,Average
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,4,0,2,10900,Pink Lady,2,Poor
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,4,0,3,10900,Pink Lady,1.5,Average
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,5,0,1,10901,Gala,3,Average
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,5,1,2,10901,Fuji,2,Average
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,5,0,3,10901,Gala,1.5,Excellent
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,6,0,1,10902,Honeycrisp,3,Excellent
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,6,1,2,10902,Red Delicious,3,Excellent
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,6,0,3,10902,Pink Lady,2.5,Excellent
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,7,0,1,10903,Gala,2.5,Average
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,7,0,2,10903,Gala,1,Poor
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,7,1,3,10903,Gala,4,Excellent
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,8,0,1,10904,Pink Lady,1.5,Excellent
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,8,1,2,10904,Honeycrisp,1.5,Excellent
-26,1,apple,2,1188,1363,2,0,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,8,0,3,10904,Pink Lady,2.5,Poor
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,1,1,1,7529,Pink Lady,2,Average
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,1,0,2,7529,Fuji,3.5,Poor
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,1,0,3,7529,Red Delicious,2,Average
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,2,0,1,7530,Red Delicious,2.5,Average
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,2,1,2,7530,Honeycrisp,2,Average
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,2,0,3,7530,Gala,1.5,Average
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,3,1,1,7531,Honeycrisp,1,Excellent
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,3,0,2,7531,Fuji,4,Excellent
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,3,0,3,7531,Red Delicious,4,Poor
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,4,0,1,7532,Red Delicious,2.5,Poor
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,4,0,2,7532,Gala,3,Excellent
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,4,1,3,7532,Gala,1,Average
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,5,0,1,7533,Honeycrisp,1,Poor
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,5,1,2,7533,Honeycrisp,4,Excellent
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,5,0,3,7533,Pink Lady,2,Average
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,6,0,1,7534,Gala,4,Average
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,6,0,2,7534,Pink Lady,3,Average
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,6,1,3,7534,Pink Lady,1,Average
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,7,0,1,7535,Fuji,3.5,Excellent
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,7,0,2,7535,Fuji,2,Poor
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,7,1,3,7535,Gala,1.5,Excellent
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,8,1,1,7536,Gala,1,Average
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,8,0,2,7536,Gala,3,Poor
-14,1,kiwi,2,103,942,2,0,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,8,0,3,7536,Fuji,2,Poor
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,1,0,1,13609,Gala,2,Average
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,1,0,2,13609,Gala,3.5,Poor
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,1,1,3,13609,Red Delicious,1.5,Average
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,2,0,1,13610,Fuji,3.5,Poor
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,2,0,2,13610,Red Delicious,4,Excellent
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,2,1,3,13610,Pink Lady,3,Excellent
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,3,0,1,13611,Red Delicious,3.5,Poor
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,3,0,2,13611,Honeycrisp,2.5,Average
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,3,1,3,13611,Pink Lady,1.5,Average
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,4,0,1,13612,Pink Lady,3,Poor
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,4,1,2,13612,Honeycrisp,2.5,Average
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,4,0,3,13612,Fuji,3,Average
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,5,0,1,13613,Gala,3,Excellent
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,5,0,2,13613,Fuji,3.5,Excellent
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,5,1,3,13613,Fuji,3,Excellent
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,6,0,1,13614,Gala,1.5,Poor
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,6,0,2,13614,Fuji,2,Average
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,6,1,3,13614,Honeycrisp,1,Average
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,7,0,1,13615,Red Delicious,3.5,Excellent
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,7,1,2,13615,Fuji,1,Excellent
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,7,0,3,13615,Honeycrisp,2.5,Excellent
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,8,0,1,13616,Pink Lady,1.5,Average
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,8,1,2,13616,Honeycrisp,1.5,Average
-21,3,apples!,2,116,1702,2,0,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,8,0,3,13616,Red Delicious,3.5,Excellent
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,1,0,1,3465,Red Delicious,1,Poor
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,1,0,2,3465,Red Delicious,3,Excellent
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,1,1,3,3465,Fuji,4,Average
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,2,0,1,3466,Gala,4,Excellent
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,2,1,2,3466,Honeycrisp,2,Average
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,2,0,3,3466,Pink Lady,2,Poor
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,3,0,1,3467,Pink Lady,1.5,Poor
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,3,1,2,3467,Honeycrisp,3,Excellent
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,3,0,3,3467,Fuji,3,Average
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,4,1,1,3468,Pink Lady,2.5,Excellent
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,4,0,2,3468,Gala,3.5,Excellent
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,4,0,3,3468,Honeycrisp,3.5,Average
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,5,1,1,3469,Gala,3,Poor
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,5,0,2,3469,Red Delicious,1.5,Poor
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,5,0,3,3469,Honeycrisp,4,Poor
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,6,0,1,3470,Fuji,4,Poor
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,6,1,2,3470,Fuji,2.5,Average
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,6,0,3,3470,Pink Lady,4,Poor
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,7,1,1,3471,Pink Lady,1,Excellent
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,7,0,2,3471,Gala,1.5,Poor
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,7,0,3,3471,Pink Lady,3.5,Average
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,8,0,1,3472,Red Delicious,2.5,Average
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,8,0,2,3472,Gala,3.5,Poor
-44,2,bananas,2,119,434,2,0,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,8,1,3,3472,Honeycrisp,1,Excellent
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,1,0,1,5817,Pink Lady,3,Excellent
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,1,0,2,5817,Red Delicious,1.5,Average
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,1,1,3,5817,Fuji,3,Average
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,2,0,1,5818,Gala,4,Average
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,2,1,2,5818,Fuji,1,Excellent
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,2,0,3,5818,Red Delicious,4,Average
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,3,0,1,5819,Red Delicious,2.5,Poor
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,3,0,2,5819,Pink Lady,3,Poor
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,3,1,3,5819,Red Delicious,2.5,Average
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,4,0,1,5820,Red Delicious,3.5,Average
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,4,0,2,5820,Fuji,2.5,Average
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,4,1,3,5820,Fuji,2.5,Excellent
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,5,0,1,5821,Honeycrisp,2,Average
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,5,0,2,5821,Pink Lady,2,Average
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,5,1,3,5821,Honeycrisp,1.5,Excellent
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,6,0,1,5822,Pink Lady,1,Poor
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,6,0,2,5822,Fuji,2,Excellent
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,6,1,3,5822,Pink Lady,1.5,Excellent
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,7,1,1,5823,Pink Lady,1,Excellent
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,7,0,2,5823,Fuji,1,Average
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,7,0,3,5823,Pink Lady,4,Excellent
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,8,0,1,5824,Honeycrisp,3.5,Poor
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,8,0,2,5824,Red Delicious,2.5,Average
-25,1,pineapple,2,87,728,2,0,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,8,1,3,5824,Pink Lady,1.5,Excellent
+respID,qID,altID,obsID,choice,time_sec_p1,likeFruit,favFruit,screenout,time_sec_p2,time_sec_p3,yearOfBirth,gender,genderOther,race,raceOther,education,income,feedback,time_min_total,type,price,freshness
+1,1,1,1,1,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Red Delicious,1,Average
+1,1,2,1,0,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Red Delicious,2,Poor
+1,1,3,1,0,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Honeycrisp,3,Poor
+1,2,1,2,0,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Red Delicious,1,Average
+1,2,2,2,1,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Fuji,2.5,Average
+1,2,3,2,0,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Fuji,3,Poor
+1,3,1,3,1,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Honeycrisp,3,Excellent
+1,3,2,3,0,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Pink Lady,4,Average
+1,3,3,3,0,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Red Delicious,3.5,Poor
+1,4,1,4,0,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Pink Lady,3,Average
+1,4,2,4,0,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Pink Lady,4,Excellent
+1,4,3,4,1,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Fuji,1,Excellent
+1,5,1,5,1,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Honeycrisp,2.5,Average
+1,5,2,5,0,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Red Delicious,1,Poor
+1,5,3,5,0,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Pink Lady,4,Poor
+1,6,1,6,1,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Honeycrisp,2,Average
+1,6,2,6,0,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Honeycrisp,3.5,Excellent
+1,6,3,6,0,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Pink Lady,2,Average
+1,7,1,7,0,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Fuji,2,Poor
+1,7,2,7,1,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Honeycrisp,1,Poor
+1,7,3,7,0,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Pink Lady,4,Poor
+1,8,1,8,0,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Red Delicious,4,Average
+1,8,2,8,0,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Pink Lady,4,Excellent
+1,8,3,8,1,18,1,Apples of course!,2,148,21,1993,transMale,NA,hispanic,NA,vocational,inc_10to15,great survey!,3.1166666666666667,Gala,1.5,Excellent
+2,1,1,9,0,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Gala,2,Poor
+2,1,2,9,1,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Gala,1,Excellent
+2,1,3,9,0,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Gala,2,Average
+2,2,1,10,0,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Pink Lady,2.5,Excellent
+2,2,2,10,0,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Red Delicious,3.5,Poor
+2,2,3,10,1,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Honeycrisp,2.5,Excellent
+2,3,1,11,0,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Fuji,2.5,Poor
+2,3,2,11,1,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Fuji,1,Excellent
+2,3,3,11,0,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Fuji,2.5,Excellent
+2,4,1,12,1,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Fuji,4,Excellent
+2,4,2,12,0,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Honeycrisp,1,Poor
+2,4,3,12,0,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Fuji,1,Poor
+2,5,1,13,1,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Pink Lady,3,Excellent
+2,5,2,13,0,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Pink Lady,4,Average
+2,5,3,13,0,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Fuji,4,Average
+2,6,1,14,0,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Gala,3,Excellent
+2,6,2,14,0,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Gala,3.5,Average
+2,6,3,14,1,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Fuji,1.5,Excellent
+2,7,1,15,0,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Red Delicious,2,Poor
+2,7,2,15,0,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Gala,3,Average
+2,7,3,15,1,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Honeycrisp,2.5,Excellent
+2,8,1,16,0,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Fuji,2,Average
+2,8,2,16,0,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Pink Lady,3.5,Poor
+2,8,3,16,1,41,1,raspberry,2,101,60,1965,male,NA,white,NA,degree_grad,inc_150to200,NA,3.3666666666666667,Gala,2.5,Excellent
+3,1,1,17,1,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Fuji,1.5,Poor
+3,1,2,17,0,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Gala,3.5,Poor
+3,1,3,17,0,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Pink Lady,4,Poor
+3,2,1,18,1,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Pink Lady,3.5,Excellent
+3,2,2,18,0,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Fuji,1,Poor
+3,2,3,18,0,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Pink Lady,1.5,Poor
+3,3,1,19,0,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Pink Lady,1,Average
+3,3,2,19,0,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Gala,3,Average
+3,3,3,19,1,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Red Delicious,1,Excellent
+3,4,1,20,0,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Pink Lady,3,Average
+3,4,2,20,1,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Fuji,2,Excellent
+3,4,3,20,0,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Gala,3,Excellent
+3,5,1,21,0,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Red Delicious,1,Poor
+3,5,2,21,1,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Gala,2,Excellent
+3,5,3,21,0,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Pink Lady,1,Average
+3,6,1,22,0,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Red Delicious,1.5,Average
+3,6,2,22,0,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Fuji,4,Excellent
+3,6,3,22,1,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Honeycrisp,2,Poor
+3,7,1,23,0,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Red Delicious,4,Excellent
+3,7,2,23,1,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Fuji,1,Excellent
+3,7,3,23,0,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Fuji,1.5,Excellent
+3,8,1,24,0,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Red Delicious,2.5,Poor
+3,8,2,24,0,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Honeycrisp,2,Average
+3,8,3,24,1,32,1,Manzana,2,147,71,1980,female,NA,hispanic,NA,degree_grad,inc_15to25,NA,4.166666666666667,Gala,2,Excellent
+4,1,1,25,1,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Pink Lady,3,Excellent
+4,1,2,25,0,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Honeycrisp,2.5,Poor
+4,1,3,25,0,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Gala,2.5,Poor
+4,2,1,26,0,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Fuji,2,Poor
+4,2,2,26,1,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Honeycrisp,2,Poor
+4,2,3,26,0,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Fuji,3.5,Poor
+4,3,1,27,0,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Pink Lady,3,Excellent
+4,3,2,27,1,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Red Delicious,2.5,Excellent
+4,3,3,27,0,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Honeycrisp,3.5,Excellent
+4,4,1,28,0,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Pink Lady,1.5,Excellent
+4,4,2,28,1,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Gala,2,Average
+4,4,3,28,0,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Honeycrisp,2.5,Average
+4,5,1,29,1,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Red Delicious,1,Poor
+4,5,2,29,0,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Red Delicious,4,Poor
+4,5,3,29,0,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Pink Lady,1,Poor
+4,6,1,30,0,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Fuji,1.5,Poor
+4,6,2,30,1,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Fuji,3,Excellent
+4,6,3,30,0,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Honeycrisp,1.5,Poor
+4,7,1,31,0,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Fuji,2.5,Average
+4,7,2,31,0,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Fuji,1,Excellent
+4,7,3,31,1,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Gala,3.5,Excellent
+4,8,1,32,0,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Honeycrisp,4,Average
+4,8,2,32,1,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Fuji,1.5,Average
+4,8,3,32,0,89,1,Pineapple,2,179,118,1968,male,NA,hispanic,NA,degree_grad,inc_100to150,NA,6.433333333333334,Fuji,4,Excellent
+5,1,1,33,1,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Gala,1,Average
+5,1,2,33,0,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Red Delicious,2,Average
+5,1,3,33,0,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Red Delicious,1,Poor
+5,2,1,34,0,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Red Delicious,1,Poor
+5,2,2,34,1,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Red Delicious,3.5,Poor
+5,2,3,34,0,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Honeycrisp,2.5,Excellent
+5,3,1,35,1,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Fuji,1.5,Excellent
+5,3,2,35,0,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Fuji,4,Average
+5,3,3,35,0,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Pink Lady,3,Excellent
+5,4,1,36,1,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Pink Lady,4,Average
+5,4,2,36,0,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Pink Lady,2,Poor
+5,4,3,36,0,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Pink Lady,1.5,Average
+5,5,1,37,0,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Gala,3,Average
+5,5,2,37,1,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Fuji,2,Average
+5,5,3,37,0,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Gala,1.5,Excellent
+5,6,1,38,0,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Honeycrisp,3,Excellent
+5,6,2,38,1,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Red Delicious,3,Excellent
+5,6,3,38,0,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Pink Lady,2.5,Excellent
+5,7,1,39,0,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Gala,2.5,Average
+5,7,2,39,0,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Gala,1,Poor
+5,7,3,39,1,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Gala,4,Excellent
+5,8,1,40,0,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Pink Lady,1.5,Excellent
+5,8,2,40,1,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Honeycrisp,1.5,Excellent
+5,8,3,40,0,26,1,apple,2,1188,0,1988,female,NA,hispanic,NA,degree_bs,inc_50to75,NA,20.233333333333334,Pink Lady,2.5,Poor
+6,1,1,41,1,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Pink Lady,2,Average
+6,1,2,41,0,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Fuji,3.5,Poor
+6,1,3,41,0,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Red Delicious,2,Average
+6,2,1,42,0,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Red Delicious,2.5,Average
+6,2,2,42,1,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Honeycrisp,2,Average
+6,2,3,42,0,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Gala,1.5,Average
+6,3,1,43,1,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Honeycrisp,1,Excellent
+6,3,2,43,0,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Fuji,4,Excellent
+6,3,3,43,0,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Red Delicious,4,Poor
+6,4,1,44,0,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Red Delicious,2.5,Poor
+6,4,2,44,0,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Gala,3,Excellent
+6,4,3,44,1,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Gala,1,Average
+6,5,1,45,0,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Honeycrisp,1,Poor
+6,5,2,45,1,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Honeycrisp,4,Excellent
+6,5,3,45,0,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Pink Lady,2,Average
+6,6,1,46,0,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Gala,4,Average
+6,6,2,46,0,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Pink Lady,3,Average
+6,6,3,46,1,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Pink Lady,1,Average
+6,7,1,47,0,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Fuji,3.5,Excellent
+6,7,2,47,0,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Fuji,2,Poor
+6,7,3,47,1,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Gala,1.5,Excellent
+6,8,1,48,1,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Gala,1,Average
+6,8,2,48,0,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Gala,3,Poor
+6,8,3,48,0,14,1,kiwi,2,103,58,1998,female,NA,white,NA,degree_grad,inc_50to75,NA,2.9166666666666665,Fuji,2,Poor
+7,1,1,49,0,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Gala,2,Average
+7,1,2,49,0,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Gala,3.5,Poor
+7,1,3,49,1,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Red Delicious,1.5,Average
+7,2,1,50,0,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Fuji,3.5,Poor
+7,2,2,50,0,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Red Delicious,4,Excellent
+7,2,3,50,1,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Pink Lady,3,Excellent
+7,3,1,51,0,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Red Delicious,3.5,Poor
+7,3,2,51,0,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Honeycrisp,2.5,Average
+7,3,3,51,1,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Pink Lady,1.5,Average
+7,4,1,52,0,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Pink Lady,3,Poor
+7,4,2,52,1,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Honeycrisp,2.5,Average
+7,4,3,52,0,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Fuji,3,Average
+7,5,1,53,0,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Gala,3,Excellent
+7,5,2,53,0,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Fuji,3.5,Excellent
+7,5,3,53,1,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Fuji,3,Excellent
+7,6,1,54,0,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Gala,1.5,Poor
+7,6,2,54,0,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Fuji,2,Average
+7,6,3,54,1,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Honeycrisp,1,Average
+7,7,1,55,0,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Red Delicious,3.5,Excellent
+7,7,2,55,1,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Fuji,1,Excellent
+7,7,3,55,0,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Honeycrisp,2.5,Excellent
+7,8,1,56,0,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Pink Lady,1.5,Average
+7,8,2,56,1,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Honeycrisp,1.5,Average
+7,8,3,56,0,21,3,apples!,2,116,45,1996,male,NA,black,NA,degree_associate,inc_35to50,NA,3.033333333333333,Red Delicious,3.5,Excellent
+8,1,1,57,0,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Red Delicious,1,Poor
+8,1,2,57,0,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Red Delicious,3,Excellent
+8,1,3,57,1,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Fuji,4,Average
+8,2,1,58,0,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Gala,4,Excellent
+8,2,2,58,1,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Honeycrisp,2,Average
+8,2,3,58,0,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Pink Lady,2,Poor
+8,3,1,59,0,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Pink Lady,1.5,Poor
+8,3,2,59,1,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Honeycrisp,3,Excellent
+8,3,3,59,0,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Fuji,3,Average
+8,4,1,60,1,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Pink Lady,2.5,Excellent
+8,4,2,60,0,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Gala,3.5,Excellent
+8,4,3,60,0,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Honeycrisp,3.5,Average
+8,5,1,61,1,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Gala,3,Poor
+8,5,2,61,0,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Red Delicious,1.5,Poor
+8,5,3,61,0,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Honeycrisp,4,Poor
+8,6,1,62,0,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Fuji,4,Poor
+8,6,2,62,1,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Fuji,2.5,Average
+8,6,3,62,0,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Pink Lady,4,Poor
+8,7,1,63,1,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Pink Lady,1,Excellent
+8,7,2,63,0,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Gala,1.5,Poor
+8,7,3,63,0,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Pink Lady,3.5,Average
+8,8,1,64,0,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Red Delicious,2.5,Average
+8,8,2,64,0,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Gala,3.5,Poor
+8,8,3,64,1,44,2,bananas,2,119,28,prefer_not_say,male,NA,"black, native",NA,degree_bs,inc_50to75,NA,3.183333333333333,Honeycrisp,1,Excellent
+9,1,1,65,0,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Pink Lady,3,Excellent
+9,1,2,65,0,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Red Delicious,1.5,Average
+9,1,3,65,1,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Fuji,3,Average
+9,2,1,66,0,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Gala,4,Average
+9,2,2,66,1,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Fuji,1,Excellent
+9,2,3,66,0,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Red Delicious,4,Average
+9,3,1,67,0,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Red Delicious,2.5,Poor
+9,3,2,67,0,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Pink Lady,3,Poor
+9,3,3,67,1,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Red Delicious,2.5,Average
+9,4,1,68,0,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Red Delicious,3.5,Average
+9,4,2,68,0,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Fuji,2.5,Average
+9,4,3,68,1,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Fuji,2.5,Excellent
+9,5,1,69,0,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Honeycrisp,2,Average
+9,5,2,69,0,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Pink Lady,2,Average
+9,5,3,69,1,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Honeycrisp,1.5,Excellent
+9,6,1,70,0,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Pink Lady,1,Poor
+9,6,2,70,0,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Fuji,2,Excellent
+9,6,3,70,1,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Pink Lady,1.5,Excellent
+9,7,1,71,1,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Pink Lady,1,Excellent
+9,7,2,71,0,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Fuji,1,Average
+9,7,3,71,0,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Pink Lady,4,Excellent
+9,8,1,72,0,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Honeycrisp,3.5,Poor
+9,8,2,72,0,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Red Delicious,2.5,Average
+9,8,3,72,1,25,1,pineapple,2,87,19,prefer_not_say,male,NA,pacific,NA,vocational,inc_150to200,NA,2.183333333333333,Pink Lady,1.5,Excellent