diff --git a/picked/final-downsampling-data.zip b/picked/final-downsampling-data.zip
new file mode 100644
index 0000000..fc871a7
Binary files /dev/null and b/picked/final-downsampling-data.zip differ
diff --git a/picked/find-pair-test.csv b/picked/find-pair-test.csv
index b993a8e..8027205 100644
--- a/picked/find-pair-test.csv
+++ b/picked/find-pair-test.csv
@@ -1,1001 +1,1001 @@
-input1,output1
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diff --git a/picked/find-pair-train.csv b/picked/find-pair-train.csv
index e1f521b..acf5885 100644
--- a/picked/find-pair-train.csv
+++ b/picked/find-pair-train.csv
@@ -1,201 +1,201 @@
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diff --git a/picked/gcd-test.csv b/picked/gcd-test.csv
index 8b8b4c1..3c749ed 100644
--- a/picked/gcd-test.csv
+++ b/picked/gcd-test.csv
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diff --git a/picked/gcd-train.csv b/picked/gcd-train.csv
index b748fd0..de1ee80 100644
--- a/picked/gcd-train.csv
+++ b/picked/gcd-train.csv
@@ -1,201 +1,201 @@
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diff --git a/picked/grade-test.csv b/picked/grade-test.csv
index 89ec8f5..55c0902 100644
--- a/picked/grade-test.csv
+++ b/picked/grade-test.csv
@@ -1,3 +1,4 @@
+input1,input2,input3,input4,input5,output1
 72,17,12,8,70,Student has a B grade.
 98,93,79,11,18,Student has a D grade.
 37,29,12,2,96,Student has a A grade.
diff --git a/picked/scrabble-score-test.csv b/picked/scrabble-score-test.csv
index c0f14bd..5b73d40 100644
--- a/picked/scrabble-score-test.csv
+++ b/picked/scrabble-score-test.csv
@@ -1,4 +1,5 @@
-	Ptpo|Nr<-0~K|X6)y,27
+input1, output1
+Ptpo|Nr<-0~K|X6)y,27
 "H6X?"":qX}Q(",40
 \O&T_ag7+qtKE,22
 *\{n\L,2
diff --git a/picked/small-or-large-test.csv b/picked/small-or-large-test.csv
index ee76fd9..9376d12 100644
--- a/picked/small-or-large-test.csv
+++ b/picked/small-or-large-test.csv
@@ -1,3 +1,4 @@
+input1,output1
 -4641,small
 -4405,small
 3568,large
diff --git a/src/propeller/problems/data_creation.cljc b/src/propeller/problems/data_creation.cljc
index ded4d29..e2e6eda 100644
--- a/src/propeller/problems/data_creation.cljc
+++ b/src/propeller/problems/data_creation.cljc
@@ -11,13 +11,34 @@
       (csv/write-csv writer
                      (doall cleaned-data)))))
 
+(defn generate-data-gcd [train-or-test]
+  (let [train-and-test-data (psb2/fetch-examples "data" "gcd" 200 1000)
+        cleaned-data (cons (vector "input1" "input2" "output1") (map #(vector (:input1 %) (:input2 %) (:output1 %)) ((keyword train-or-test) train-and-test-data)))]
+    (prn cleaned-data)
+    (with-open [writer (io/writer (str "gcd-" train-or-test ".csv"))]
+      (csv/write-csv writer
+                     (doall cleaned-data)))))
+
+(defn generate-data-find-pair [train-or-test]
+  (let [train-and-test-data (psb2/fetch-examples "data" "find-pair" 200 1000)
+        cleaned-data (cons (vector "input1" "input2" "output1" "output2") (map #(vector (:input1 %) (:input2 %) (:output1 %) (:output2 %)) ((keyword train-or-test) train-and-test-data)))]
+    (prn cleaned-data)
+    (with-open [writer (io/writer (str "find-pair-" train-or-test ".csv"))]
+      (csv/write-csv writer
+                     (doall cleaned-data)))))
+
+
+(generate-data-find-pair "test")
+(generate-data-find-pair "train")
+(generate-data-gcd "test")
+(generate-data-gcd "train")
+
+
 (defn generate-data-for-problem [problem]
   (map (partial generate-data problem) '["test" "train"]))
 
 (defn generate-data-for-all-problems []
-  (map (partial generate-data-for-problem) '["fuel-cost"
-                                             "fizz-buzz"
-                                             "gcd"
+  (map (partial generate-data-for-problem) '["gcd"
                                              "find-pair"]))
 
 (generate-data-for-all-problems)
@@ -58,4 +79,13 @@
                                              "grade"
                                              "count-odds"]))
 
-(save-data-for-all-problems)
+(defn read-data-that-has-no-strings [problem train-or-test]
+  (apply list (with-open [reader (io/reader (str "picked/" problem "-" train-or-test ".csv"))]
+    (let [csv-data (csv/read-csv reader)]
+     (mapv zipmap
+          (->> (first csv-data) ;; First row is the header
+               (map keyword) ;; Drop if you want string keys instead
+               repeat)
+          (map (fn [elem] (map #(read-string %) elem)) (rest csv-data)))))))
+
+(read-data-that-has-no-strings "fuel-cost" "test")
\ No newline at end of file