diff --git a/.gitattributes b/.gitattributes
index a6344aac8c09253b3b630fb776ae94478aa0275b..c4cb545ce9c9bbbff6607aa2f92b4a57a0851402 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+*.json filter=lfs diff=lfs merge=lfs -text
diff --git a/iris/realtabformer/4/0/synth.csv b/iris/realtabformer/4/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9434af288fcb060bf89b7d3c3d49e6b17b3a2ab5
--- /dev/null
+++ b/iris/realtabformer/4/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,2.3,3.3,1.0,Iris-versicolor
+1,5.1,3.7,1.5,0.2,Iris-setosa
+2,6.3,2.7,4.1,1.8,Iris-virginica
+3,5.6,2.5,4.0,1.7,Iris-versicolor
+4,5.2,3.5,1.4,0.2,Iris-setosa
+5,5.8,2.7,5.1,2.9,Iris-virginica
+6,5.1,3.8,1.9,0.4,Iris-setosa
+7,5.6,2.8,3.9,2.3,Iris-versicolor
+8,5.0,2.3,3.3,1.3,Iris-versicolor
+9,5.7,2.8,4.7,2.3,Iris-virginica
+10,5.0,3.5,3.5,1.2,Iris-versicolor
+11,6.1,3.4,4.7,1.5,Iris-versicolor
+12,6.7,3.1,5.6,2.1,Iris-virginica
+13,5.1,2.7,4.1,1.5,Iris-versicolor
+14,4.9,3.1,1.5,0.1,Iris-setosa
+15,4.8,3.0,1.6,0.2,Iris-setosa
+16,6.4,2.8,5.6,1.3,Iris-versicolor
+17,5.6,2.8,4.4,2.3,Iris-versicolor
+18,5.6,2.8,3.7,1.0,Iris-versicolor
+19,5.6,3.0,4.1,1.5,Iris-versicolor
+20,6.0,3.3,4.5,1.6,Iris-versicolor
+21,5.6,3.0,4.4,1.0,Iris-versicolor
+22,4.9,3.1,1.5,0.1,Iris-setosa
+23,5.6,3.0,4.5,1.5,Iris-versicolor
+24,5.0,3.2,1.5,0.6,Iris-setosa
+25,5.0,3.2,1.2,0.2,Iris-setosa
+26,6.2,2.9,4.5,1.6,Iris-versicolor
+27,4.6,3.0,1.4,0.2,Iris-setosa
+28,5.6,3.0,4.2,1.2,Iris-versicolor
+29,5.7,2.8,4.1,2.3,Iris-versicolor
+30,5.0,3.5,1.5,0.6,Iris-setosa
+31,5.4,2.8,5.5,2.3,Iris-virginica
+32,5.0,3.5,1.4,0.3,Iris-setosa
+33,5.3,2.8,5.1,1.9,Iris-virginica
+34,6.3,2.8,4.5,1.8,Iris-virginica
+35,6.4,2.9,5.3,1.8,Iris-virginica
+36,6.4,2.9,5.6,1.1,Iris-virginica
+37,5.0,3.5,1.6,0.2,Iris-setosa
+38,5.8,2.7,4.1,1.3,Iris-versicolor
+39,5.6,3.0,4.5,1.4,Iris-versicolor
+40,4.6,3.2,1.0,0.2,Iris-setosa
+41,5.9,3.3,1.3,0.2,Iris-setosa
+42,4.7,3.1,1.5,0.2,Iris-setosa
+43,4.9,3.1,1.5,0.2,Iris-setosa
+44,4.9,3.2,1.4,0.2,Iris-setosa
+45,5.8,2.7,4.1,1.9,Iris-versicolor
+46,5.0,3.3,1.3,0.5,Iris-setosa
+47,5.4,3.9,1.7,0.4,Iris-setosa
+48,5.6,3.0,4.2,1.4,Iris-versicolor
+49,6.7,3.9,5.5,2.6,Iris-virginica
+50,6.5,3.3,5.6,2.4,Iris-virginica
+51,5.4,2.7,5.9,1.9,Iris-virginica
+52,5.0,3.3,1.5,0.2,Iris-setosa
+53,6.7,3.1,5.5,2.4,Iris-virginica
+54,6.5,2.8,5.1,1.9,Iris-virginica
+55,7.6,3.0,4.0,1.4,Iris-virginica
+56,5.4,3.2,4.1,1.4,Iris-versicolor
+57,5.5,2.8,3.5,1.0,Iris-versicolor
+58,5.7,3.5,5.7,2.3,Iris-virginica
+59,6.1,2.3,4.7,1.3,Iris-versicolor
+60,6.3,2.9,4.5,1.8,Iris-versicolor
+61,5.1,3.8,1.5,0.4,Iris-setosa
+62,4.8,3.1,1.5,0.2,Iris-setosa
+63,6.7,3.0,5.5,2.3,Iris-virginica
+64,5.6,2.3,4.0,1.3,Iris-versicolor
+65,7.3,3.8,6.7,2.0,Iris-virginica
+66,7.9,2.8,5.1,1.9,Iris-virginica
+67,5.4,3.5,1.4,0.2,Iris-setosa
+68,6.4,3.2,5.0,1.9,Iris-virginica
+69,5.6,3.0,4.1,1.5,Iris-versicolor
+70,5.0,3.5,1.5,0.2,Iris-setosa
+71,4.9,3.1,1.3,0.1,Iris-setosa
+72,5.7,2.6,4.0,1.3,Iris-versicolor
+73,6.8,3.2,5.6,2.4,Iris-virginica
+74,5.7,4.5,5.7,2.2,Iris-virginica
+75,6.9,3.0,5.8,1.8,Iris-virginica
+76,6.7,3.1,5.7,2.4,Iris-virginica
+77,5.8,2.7,5.1,1.9,Iris-virginica
+78,5.4,3.7,1.9,0.3,Iris-setosa
+79,5.4,3.0,5.5,1.5,Iris-virginica
+80,5.6,3.0,4.1,1.4,Iris-versicolor
+81,5.8,2.8,4.0,1.3,Iris-versicolor
+82,6.4,3.2,5.8,2.3,Iris-virginica
+83,6.3,2.6,4.9,1.8,Iris-versicolor
+84,7.2,3.8,6.5,2.3,Iris-virginica
+85,5.0,3.5,1.5,0.6,Iris-setosa
+86,6.6,3.1,4.0,1.6,Iris-versicolor
+87,5.6,2.7,4.1,1.3,Iris-versicolor
+88,4.9,3.1,1.5,0.1,Iris-setosa
+89,6.3,3.0,5.5,1.8,Iris-virginica
+90,5.3,3.9,1.7,0.2,Iris-setosa
+91,7.9,2.8,6.1,1.9,Iris-virginica
+92,5.0,3.2,1.5,0.1,Iris-setosa
+93,6.7,3.3,5.7,2.5,Iris-virginica
+94,5.5,4.8,1.5,0.2,Iris-setosa
+95,5.5,2.7,5.1,1.9,Iris-virginica
+96,6.4,3.9,5.0,2.4,Iris-virginica
+97,5.7,3.2,1.2,0.3,Iris-setosa
+98,4.8,3.2,1.4,0.2,Iris-setosa
+99,5.8,2.8,5.1,2.3,Iris-virginica
+100,5.6,3.0,4.5,1.5,Iris-versicolor
+101,6.0,3.2,4.5,1.6,Iris-versicolor
+102,6.3,3.3,5.1,1.8,Iris-virginica
+103,5.6,3.0,4.4,1.4,Iris-versicolor
+104,6.1,3.1,4.5,1.8,Iris-versicolor
+105,5.7,3.5,5.0,2.0,Iris-virginica
+106,6.7,2.8,4.7,1.3,Iris-versicolor
+107,6.7,2.8,5.7,2.3,Iris-virginica
+108,6.0,3.2,4.9,1.8,Iris-versicolor
+109,6.1,3.0,4.9,1.8,Iris-virginica
+110,5.6,3.0,4.1,1.6,Iris-versicolor
+111,5.4,3.8,1.5,0.2,Iris-setosa
+112,4.9,3.2,1.5,0.2,Iris-setosa
+113,4.8,3.0,1.6,0.2,Iris-setosa
+114,6.7,2.8,5.7,2.3,Iris-virginica
+115,6.7,3.1,4.7,1.5,Iris-versicolor
+116,7.7,3.8,6.7,2.0,Iris-virginica
+117,5.6,3.0,4.5,1.4,Iris-versicolor
+118,5.4,3.9,1.3,0.4,Iris-setosa
+119,5.1,3.6,1.4,0.2,Iris-setosa
diff --git a/iris/realtabformer/4/0/test.csv b/iris/realtabformer/4/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/0/train.csv b/iris/realtabformer/4/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/0/val.csv b/iris/realtabformer/4/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/1/synth.csv b/iris/realtabformer/4/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..757740a2d8a399d14776c51c8022556d17d1ccd7
--- /dev/null
+++ b/iris/realtabformer/4/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,2.5,3.1,1.0,Iris-versicolor
+1,5.1,3.0,1.5,0.4,Iris-setosa
+2,5.4,2.7,5.1,2.2,Iris-virginica
+3,5.2,3.3,1.7,0.2,Iris-setosa
+4,6.7,3.3,5.7,2.3,Iris-virginica
+5,5.0,3.2,4.5,1.6,Iris-versicolor
+6,5.2,3.1,1.6,0.6,Iris-setosa
+7,6.8,2.7,5.1,1.9,Iris-virginica
+8,6.3,3.3,5.0,1.8,Iris-virginica
+9,5.2,3.5,1.5,0.6,Iris-setosa
+10,5.8,2.7,4.6,1.5,Iris-versicolor
+11,5.6,2.9,3.0,1.0,Iris-versicolor
+12,6.3,3.4,5.8,1.8,Iris-virginica
+13,7.3,2.8,6.1,1.9,Iris-virginica
+14,7.6,2.8,6.1,1.8,Iris-virginica
+15,6.3,2.8,5.8,2.3,Iris-virginica
+16,5.8,3.8,1.4,0.2,Iris-setosa
+17,6.8,3.0,5.8,2.3,Iris-virginica
+18,5.6,3.0,4.8,1.3,Iris-versicolor
+19,5.5,3.4,1.5,0.2,Iris-setosa
+20,5.4,2.7,4.5,1.2,Iris-versicolor
+21,5.8,3.4,1.7,0.2,Iris-setosa
+22,5.7,3.8,1.7,0.2,Iris-setosa
+23,6.4,2.8,5.1,2.1,Iris-virginica
+24,6.3,2.8,4.8,1.8,Iris-versicolor
+25,5.7,3.3,4.7,1.4,Iris-versicolor
+26,6.5,2.3,5.7,1.8,Iris-virginica
+27,7.3,2.8,6.7,2.9,Iris-virginica
+28,7.7,2.8,6.7,2.0,Iris-virginica
+29,5.4,3.5,1.3,0.4,Iris-setosa
+30,5.8,2.7,5.0,1.9,Iris-virginica
+31,6.5,3.2,5.8,2.4,Iris-virginica
+32,6.7,3.3,5.7,2.3,Iris-virginica
+33,6.2,3.1,4.5,1.5,Iris-versicolor
+34,5.8,2.6,4.0,1.0,Iris-versicolor
+35,6.5,2.3,5.3,1.9,Iris-virginica
+36,7.2,2.8,6.6,2.2,Iris-virginica
+37,5.5,3.2,1.5,0.2,Iris-setosa
+38,5.5,3.0,1.7,0.2,Iris-setosa
+39,5.5,3.5,1.8,0.2,Iris-setosa
+40,6.4,2.9,5.6,1.9,Iris-virginica
+41,6.5,3.3,5.7,2.4,Iris-virginica
+42,5.0,2.9,3.3,1.0,Iris-versicolor
+43,6.7,3.6,4.9,1.5,Iris-versicolor
+44,4.4,2.8,1.3,0.3,Iris-setosa
+45,5.5,2.7,5.0,1.8,Iris-virginica
+46,6.3,2.7,4.0,1.8,Iris-virginica
+47,4.8,2.7,1.5,0.1,Iris-setosa
+48,6.5,2.4,5.3,1.8,Iris-virginica
+49,4.3,3.4,1.3,0.2,Iris-setosa
+50,5.4,3.4,1.5,0.4,Iris-setosa
+51,5.0,3.3,1.3,0.2,Iris-setosa
+52,5.3,2.5,5.1,1.8,Iris-virginica
+53,5.3,2.7,5.1,1.9,Iris-virginica
+54,7.2,2.9,6.6,2.4,Iris-virginica
+55,5.3,3.7,1.5,0.2,Iris-setosa
+56,5.1,3.0,1.6,0.4,Iris-setosa
+57,6.5,2.6,5.8,1.5,Iris-virginica
+58,5.9,3.1,1.5,0.1,Iris-setosa
+59,5.4,2.9,3.3,1.3,Iris-versicolor
+60,6.1,3.0,4.9,1.8,Iris-versicolor
+61,5.0,3.3,1.5,0.2,Iris-setosa
+62,6.3,2.7,4.9,1.8,Iris-versicolor
+63,5.0,2.4,3.3,1.0,Iris-versicolor
+64,4.9,3.1,1.5,0.1,Iris-setosa
+65,6.4,2.8,4.5,1.4,Iris-versicolor
+66,6.4,3.8,5.6,2.3,Iris-virginica
+67,6.1,3.3,4.9,1.5,Iris-versicolor
+68,5.0,2.5,3.3,1.1,Iris-versicolor
+69,5.6,3.0,4.5,1.3,Iris-versicolor
+70,5.6,2.8,4.1,2.3,Iris-virginica
+71,5.0,2.5,3.1,1.0,Iris-versicolor
+72,6.0,3.3,4.1,1.6,Iris-versicolor
+73,5.8,2.7,5.1,1.9,Iris-virginica
+74,6.4,2.8,4.7,1.3,Iris-virginica
+75,6.4,3.3,5.5,1.8,Iris-virginica
+76,5.3,2.9,4.6,1.6,Iris-versicolor
+77,5.0,3.2,1.2,0.2,Iris-setosa
+78,5.1,3.8,1.5,0.4,Iris-setosa
+79,6.1,3.8,4.7,1.8,Iris-versicolor
+80,5.4,2.8,4.1,1.4,Iris-versicolor
+81,7.6,2.6,6.1,2.0,Iris-virginica
+82,6.3,2.9,5.5,1.8,Iris-virginica
+83,7.2,3.0,5.8,2.8,Iris-virginica
+84,5.3,3.4,1.7,0.2,Iris-setosa
+85,5.0,3.5,1.5,0.2,Iris-setosa
+86,5.6,3.9,1.3,0.3,Iris-setosa
+87,5.0,3.3,1.7,0.3,Iris-setosa
+88,5.6,2.7,4.3,1.3,Iris-versicolor
+89,5.0,3.1,1.5,0.6,Iris-setosa
+90,6.1,3.0,4.4,1.4,Iris-versicolor
+91,6.6,3.0,4.6,1.4,Iris-versicolor
+92,5.9,3.3,1.5,0.1,Iris-setosa
+93,5.2,2.7,4.5,1.5,Iris-versicolor
+94,5.6,2.5,4.9,1.3,Iris-versicolor
+95,6.5,3.0,5.1,2.3,Iris-virginica
+96,5.1,2.8,4.9,1.3,Iris-versicolor
+97,6.7,2.5,5.1,1.9,Iris-virginica
+98,6.3,3.5,5.8,2.8,Iris-virginica
+99,4.5,2.3,1.3,0.3,Iris-setosa
+100,6.6,2.5,4.9,1.3,Iris-versicolor
+101,5.5,2.9,3.3,1.3,Iris-versicolor
+102,6.4,2.9,4.3,1.3,Iris-versicolor
+103,6.4,2.9,5.3,1.9,Iris-virginica
+104,5.0,2.3,3.3,1.0,Iris-versicolor
+105,5.4,2.8,4.1,1.8,Iris-versicolor
+106,5.4,2.8,4.1,1.4,Iris-versicolor
+107,6.6,2.3,4.3,1.3,Iris-versicolor
+108,5.0,3.3,1.7,0.3,Iris-setosa
+109,5.0,3.5,1.4,0.2,Iris-setosa
+110,5.6,3.0,4.5,1.5,Iris-versicolor
+111,5.0,3.2,1.3,0.4,Iris-setosa
+112,6.5,3.0,5.8,1.8,Iris-virginica
+113,5.1,2.8,4.7,1.4,Iris-versicolor
+114,6.3,2.9,4.3,1.3,Iris-versicolor
+115,6.4,2.8,5.8,1.9,Iris-virginica
+116,6.1,3.8,4.9,1.8,Iris-virginica
+117,5.4,3.4,1.3,0.4,Iris-setosa
+118,5.4,3.9,1.7,0.5,Iris-setosa
+119,6.3,2.7,4.9,1.3,Iris-versicolor
diff --git a/iris/realtabformer/4/1/test.csv b/iris/realtabformer/4/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/1/train.csv b/iris/realtabformer/4/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/1/val.csv b/iris/realtabformer/4/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/10/synth.csv b/iris/realtabformer/4/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1cec8d125c82a2d8d85c11df24ac8cd9b56d0cff
--- /dev/null
+++ b/iris/realtabformer/4/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,2.5,4.9,1.3,Iris-versicolor
+1,5.8,2.7,5.1,1.9,Iris-virginica
+2,5.4,3.5,1.4,0.2,Iris-setosa
+3,6.0,3.5,4.5,1.6,Iris-versicolor
+4,6.4,3.2,5.9,2.1,Iris-virginica
+5,5.5,2.3,3.3,1.3,Iris-versicolor
+6,5.9,3.2,4.1,1.7,Iris-versicolor
+7,5.6,2.7,4.1,1.9,Iris-versicolor
+8,5.7,2.6,4.7,1.3,Iris-versicolor
+9,5.0,2.3,3.3,1.0,Iris-versicolor
+10,5.8,3.3,1.7,0.2,Iris-setosa
+11,4.9,3.1,1.5,0.1,Iris-setosa
+12,6.5,2.2,5.1,1.9,Iris-versicolor
+13,5.7,3.5,5.7,0.2,Iris-virginica
+14,4.8,3.6,1.6,0.2,Iris-setosa
+15,5.6,2.9,3.3,1.0,Iris-versicolor
+16,5.0,3.5,1.9,0.4,Iris-setosa
+17,6.4,2.9,4.6,1.3,Iris-versicolor
+18,6.6,3.9,4.5,1.4,Iris-versicolor
+19,4.6,3.0,1.6,0.2,Iris-setosa
+20,7.6,2.8,6.9,2.1,Iris-virginica
+21,5.6,3.5,1.5,0.4,Iris-setosa
+22,5.0,2.5,3.3,1.3,Iris-versicolor
+23,6.7,2.8,4.1,1.4,Iris-versicolor
+24,5.9,2.5,5.1,2.0,Iris-virginica
+25,6.2,3.2,4.8,1.6,Iris-versicolor
+26,7.3,2.9,6.3,1.9,Iris-virginica
+27,5.4,3.1,1.5,0.4,Iris-setosa
+28,5.8,3.7,1.1,0.4,Iris-setosa
+29,5.8,3.6,1.0,0.4,Iris-setosa
+30,4.9,3.2,1.8,0.1,Iris-setosa
+31,5.9,2.7,5.9,1.9,Iris-virginica
+32,5.1,3.8,1.7,0.4,Iris-setosa
+33,4.7,3.2,1.9,0.2,Iris-setosa
+34,5.8,2.7,5.1,1.9,Iris-virginica
+35,6.2,2.7,4.5,1.5,Iris-versicolor
+36,6.0,3.2,4.8,1.6,Iris-versicolor
+37,4.9,3.1,1.5,0.1,Iris-setosa
+38,6.8,2.7,5.1,2.3,Iris-virginica
+39,5.9,2.3,5.8,1.8,Iris-virginica
+40,7.6,2.8,6.1,2.3,Iris-virginica
+41,5.7,3.5,5.4,2.3,Iris-virginica
+42,6.7,3.1,5.0,1.8,Iris-virginica
+43,5.6,2.8,4.1,1.3,Iris-versicolor
+44,5.6,3.0,4.1,1.8,Iris-virginica
+45,5.5,3.0,1.1,0.2,Iris-setosa
+46,6.3,2.8,4.0,1.3,Iris-versicolor
+47,4.8,3.0,1.6,0.2,Iris-setosa
+48,6.3,3.2,4.8,1.6,Iris-versicolor
+49,5.8,3.7,1.9,0.4,Iris-setosa
+50,4.8,3.2,1.6,0.2,Iris-setosa
+51,5.1,3.8,1.6,0.4,Iris-setosa
+52,5.6,3.2,1.6,0.2,Iris-setosa
+53,4.9,3.2,1.5,0.1,Iris-setosa
+54,5.0,3.3,1.5,0.2,Iris-setosa
+55,5.4,2.9,3.3,1.4,Iris-versicolor
+56,6.2,3.1,5.8,2.4,Iris-virginica
+57,4.9,3.1,1.5,0.1,Iris-setosa
+58,5.1,3.6,1.9,0.2,Iris-setosa
+59,5.0,2.6,4.0,1.2,Iris-versicolor
+60,4.8,2.4,3.0,1.2,Iris-versicolor
+61,6.0,2.8,4.5,1.0,Iris-versicolor
+62,5.2,3.4,1.4,0.2,Iris-setosa
+63,6.5,3.2,5.1,2.4,Iris-virginica
+64,6.5,3.0,5.8,1.8,Iris-virginica
+65,4.8,2.4,3.0,1.0,Iris-versicolor
+66,6.7,2.2,5.8,2.3,Iris-virginica
+67,6.3,2.8,5.1,1.8,Iris-virginica
+68,5.5,3.2,1.5,0.2,Iris-setosa
+69,7.3,3.6,5.1,1.8,Iris-virginica
+70,4.9,3.1,1.5,0.2,Iris-setosa
+71,5.8,3.7,1.6,0.4,Iris-setosa
+72,5.1,3.8,1.5,0.5,Iris-setosa
+73,5.4,3.4,1.5,0.4,Iris-setosa
+74,5.5,2.8,5.1,1.9,Iris-virginica
+75,6.3,3.4,4.5,1.8,Iris-versicolor
+76,4.9,3.1,1.5,0.1,Iris-setosa
+77,5.5,2.3,3.4,1.1,Iris-versicolor
+78,5.3,2.7,3.9,1.9,Iris-versicolor
+79,5.5,3.0,1.4,0.2,Iris-setosa
+80,5.4,3.2,1.5,0.4,Iris-setosa
+81,6.6,2.9,4.3,1.3,Iris-versicolor
+82,6.0,2.3,4.7,1.7,Iris-versicolor
+83,5.8,2.7,5.1,1.9,Iris-virginica
+84,5.4,2.7,5.1,1.9,Iris-virginica
+85,5.4,3.4,1.5,0.4,Iris-setosa
+86,5.5,2.6,4.1,1.0,Iris-versicolor
+87,7.7,3.3,6.7,1.5,Iris-virginica
+88,5.8,2.7,5.1,1.9,Iris-virginica
+89,5.5,4.2,1.2,0.2,Iris-setosa
+90,5.7,3.5,1.6,0.6,Iris-setosa
+91,6.5,2.8,5.8,1.9,Iris-virginica
+92,4.9,3.1,1.5,0.1,Iris-setosa
+93,5.5,2.7,5.1,1.9,Iris-virginica
+94,4.9,3.1,1.5,0.1,Iris-setosa
+95,5.5,2.6,3.0,1.0,Iris-versicolor
+96,6.0,3.0,4.2,1.6,Iris-versicolor
+97,5.7,3.0,5.7,2.4,Iris-virginica
+98,5.0,3.5,1.4,0.2,Iris-setosa
+99,6.7,3.1,4.5,1.3,Iris-versicolor
+100,6.3,3.3,5.7,2.8,Iris-virginica
+101,6.3,2.8,5.7,1.8,Iris-virginica
+102,6.3,2.8,4.6,1.8,Iris-virginica
+103,4.9,3.1,1.5,0.1,Iris-setosa
+104,4.8,3.0,1.6,0.2,Iris-setosa
+105,4.6,3.6,1.4,0.2,Iris-setosa
+106,6.2,3.1,4.5,1.5,Iris-versicolor
+107,5.2,3.5,1.5,0.3,Iris-setosa
+108,6.1,3.1,4.5,1.4,Iris-versicolor
+109,4.8,2.7,1.5,0.2,Iris-setosa
+110,6.5,3.2,5.1,2.8,Iris-virginica
+111,5.0,4.4,1.7,0.2,Iris-setosa
+112,5.6,2.5,3.1,1.3,Iris-versicolor
+113,7.4,2.9,5.3,1.3,Iris-virginica
+114,5.5,2.4,3.1,1.9,Iris-versicolor
+115,4.8,3.0,1.6,0.2,Iris-setosa
+116,5.0,3.3,1.7,0.3,Iris-setosa
+117,6.7,2.8,5.1,1.9,Iris-virginica
+118,5.9,3.2,1.5,0.4,Iris-setosa
+119,5.1,3.0,1.4,0.2,Iris-setosa
diff --git a/iris/realtabformer/4/10/test.csv b/iris/realtabformer/4/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/10/train.csv b/iris/realtabformer/4/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/10/val.csv b/iris/realtabformer/4/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/11/synth.csv b/iris/realtabformer/4/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c5bfb201bd7b5a32d1d2097467f6cf12aefc924a
--- /dev/null
+++ b/iris/realtabformer/4/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.6,6.4,2.2,Iris-virginica
+1,7.1,2.8,6.9,2.3,Iris-virginica
+2,5.0,2.3,3.3,1.9,Iris-versicolor
+3,5.8,2.7,5.1,1.9,Iris-virginica
+4,4.8,2.8,4.9,1.2,Iris-versicolor
+5,4.8,2.8,1.6,0.2,Iris-setosa
+6,5.0,2.6,4.3,1.3,Iris-versicolor
+7,5.1,3.8,1.6,0.4,Iris-setosa
+8,6.0,3.3,5.1,2.6,Iris-virginica
+9,5.6,2.8,4.7,1.6,Iris-versicolor
+10,6.3,3.2,4.8,1.8,Iris-virginica
+11,5.4,3.0,1.4,0.2,Iris-setosa
+12,5.4,3.4,1.5,0.2,Iris-setosa
+13,5.1,2.7,5.1,1.8,Iris-virginica
+14,5.2,3.4,1.5,0.2,Iris-setosa
+15,4.9,3.1,1.5,0.1,Iris-setosa
+16,6.4,3.2,4.5,1.5,Iris-versicolor
+17,4.6,3.1,1.6,0.1,Iris-setosa
+18,6.8,2.7,4.9,1.5,Iris-virginica
+19,6.7,2.8,4.7,1.3,Iris-versicolor
+20,5.8,2.7,5.1,1.9,Iris-versicolor
+21,5.9,2.7,5.1,1.8,Iris-virginica
+22,6.1,3.0,4.4,1.4,Iris-versicolor
+23,5.6,3.8,1.1,0.2,Iris-setosa
+24,5.7,3.8,1.7,0.3,Iris-setosa
+25,6.8,2.8,5.8,2.9,Iris-virginica
+26,6.4,3.0,5.5,1.8,Iris-virginica
+27,6.1,3.5,5.7,2.8,Iris-virginica
+28,6.6,3.0,4.5,1.4,Iris-versicolor
+29,7.1,3.8,6.1,2.6,Iris-virginica
+30,5.5,3.6,1.4,0.2,Iris-setosa
+31,5.0,2.9,3.3,1.0,Iris-versicolor
+32,6.0,3.9,4.6,1.6,Iris-versicolor
+33,6.0,3.2,4.0,1.6,Iris-versicolor
+34,5.0,2.3,3.0,1.0,Iris-versicolor
+35,6.3,2.9,4.7,1.6,Iris-versicolor
+36,6.7,2.8,4.7,1.5,Iris-versicolor
+37,5.2,3.4,1.5,0.2,Iris-setosa
+38,6.4,3.8,4.5,1.5,Iris-versicolor
+39,5.4,3.9,1.3,0.3,Iris-setosa
+40,6.0,3.3,4.6,1.4,Iris-versicolor
+41,5.0,3.0,1.7,0.2,Iris-setosa
+42,5.6,4.8,1.5,0.1,Iris-setosa
+43,5.2,2.6,5.1,2.3,Iris-virginica
+44,5.8,2.7,5.1,1.9,Iris-virginica
+45,6.3,3.2,4.9,1.8,Iris-virginica
+46,5.1,3.8,1.5,0.6,Iris-setosa
+47,6.8,3.1,4.8,1.4,Iris-versicolor
+48,5.5,2.4,3.8,1.1,Iris-versicolor
+49,6.0,3.2,4.9,1.8,Iris-virginica
+50,5.4,3.6,1.9,0.2,Iris-setosa
+51,4.6,3.2,1.6,0.2,Iris-setosa
+52,4.9,2.4,3.3,1.0,Iris-versicolor
+53,4.8,2.6,4.0,1.3,Iris-virginica
+54,7.9,3.6,6.0,2.8,Iris-virginica
+55,5.6,2.9,4.0,1.0,Iris-versicolor
+56,5.6,2.7,3.1,1.0,Iris-versicolor
+57,5.1,3.0,4.9,1.6,Iris-virginica
+58,6.1,3.2,4.6,1.4,Iris-versicolor
+59,6.3,2.9,5.3,1.9,Iris-virginica
+60,5.5,2.5,5.1,1.8,Iris-virginica
+61,5.7,4.0,5.9,1.8,Iris-virginica
+62,6.0,3.1,4.9,1.6,Iris-versicolor
+63,6.8,2.7,5.0,1.9,Iris-virginica
+64,5.4,3.7,1.5,0.2,Iris-setosa
+65,5.5,2.6,4.4,1.3,Iris-versicolor
+66,4.8,3.2,1.4,0.2,Iris-setosa
+67,6.1,3.0,4.5,1.5,Iris-versicolor
+68,5.1,3.2,1.5,0.3,Iris-setosa
+69,5.1,3.8,1.5,0.4,Iris-setosa
+70,5.4,3.4,1.5,0.4,Iris-setosa
+71,5.1,3.8,1.5,0.3,Iris-setosa
+72,5.7,2.8,5.7,2.3,Iris-virginica
+73,4.9,3.1,1.5,0.1,Iris-setosa
+74,5.7,4.4,5.5,1.2,Iris-virginica
+75,5.4,2.8,4.6,1.5,Iris-versicolor
+76,6.3,3.0,4.5,1.8,Iris-versicolor
+77,4.5,2.4,3.3,1.3,Iris-versicolor
+78,5.8,2.5,5.0,2.2,Iris-virginica
+79,6.4,2.7,4.5,1.4,Iris-versicolor
+80,5.1,3.6,1.7,0.2,Iris-setosa
+81,7.7,2.8,6.7,2.0,Iris-virginica
+82,6.3,3.2,5.9,2.8,Iris-virginica
+83,6.0,3.3,4.9,1.8,Iris-virginica
+84,6.1,2.8,4.9,1.7,Iris-versicolor
+85,4.8,3.1,1.6,0.2,Iris-setosa
+86,5.6,3.8,1.9,0.3,Iris-setosa
+87,5.5,3.4,1.8,0.2,Iris-setosa
+88,5.5,4.4,1.6,0.2,Iris-setosa
+89,5.2,3.4,1.5,0.2,Iris-setosa
+90,6.0,3.0,4.8,1.6,Iris-versicolor
+91,5.1,3.3,1.7,0.2,Iris-setosa
+92,5.1,3.7,1.5,0.2,Iris-setosa
+93,6.1,3.8,4.5,1.5,Iris-versicolor
+94,7.5,2.6,6.1,1.8,Iris-virginica
+95,6.3,2.5,5.0,1.8,Iris-virginica
+96,4.8,3.1,1.4,0.2,Iris-setosa
+97,6.6,2.7,4.9,1.3,Iris-versicolor
+98,6.0,3.3,4.4,2.3,Iris-versicolor
+99,5.1,3.5,1.4,0.2,Iris-setosa
+100,5.1,3.5,1.4,0.2,Iris-setosa
+101,5.4,3.4,1.5,0.2,Iris-setosa
+102,4.8,3.0,1.6,0.3,Iris-setosa
+103,5.0,3.6,1.5,0.6,Iris-setosa
+104,5.8,2.7,5.1,1.9,Iris-virginica
+105,6.4,2.8,5.5,1.4,Iris-virginica
+106,5.0,2.5,3.3,1.0,Iris-versicolor
+107,6.8,3.0,5.8,1.8,Iris-virginica
+108,5.4,3.5,1.5,0.5,Iris-setosa
+109,5.8,3.4,1.6,0.4,Iris-setosa
+110,4.6,3.2,1.4,0.2,Iris-setosa
+111,4.9,3.1,1.6,0.4,Iris-setosa
+112,6.3,2.5,5.9,1.8,Iris-virginica
+113,5.0,3.9,1.3,0.4,Iris-setosa
+114,5.4,3.4,1.5,0.4,Iris-setosa
+115,5.2,3.9,1.3,0.4,Iris-setosa
+116,5.6,3.6,4.4,1.5,Iris-versicolor
+117,5.8,2.7,5.1,2.9,Iris-virginica
+118,5.7,3.8,1.7,0.2,Iris-setosa
+119,6.8,2.8,5.1,1.9,Iris-virginica
diff --git a/iris/realtabformer/4/11/test.csv b/iris/realtabformer/4/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/11/train.csv b/iris/realtabformer/4/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/11/val.csv b/iris/realtabformer/4/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/12/synth.csv b/iris/realtabformer/4/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..200508d136415a932e11e031f1e3b5da4b5ae7b2
--- /dev/null
+++ b/iris/realtabformer/4/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3,2.7,4.9,1.8,Iris-virginica
+1,7.7,3.6,5.7,2.6,Iris-virginica
+2,5.4,2.8,4.4,2.2,Iris-versicolor
+3,5.4,4.5,1.5,0.2,Iris-setosa
+4,5.1,2.8,4.2,1.4,Iris-versicolor
+5,5.4,3.9,1.3,0.4,Iris-setosa
+6,7.7,2.8,6.7,2.4,Iris-virginica
+7,6.1,3.3,4.7,1.7,Iris-versicolor
+8,4.8,2.6,4.4,1.2,Iris-versicolor
+9,6.8,2.3,4.1,1.3,Iris-versicolor
+10,6.1,3.0,4.8,1.8,Iris-virginica
+11,5.1,4.8,1.7,0.4,Iris-setosa
+12,7.7,3.0,6.5,2.3,Iris-virginica
+13,5.8,2.7,4.1,1.9,Iris-versicolor
+14,5.0,3.4,1.7,0.6,Iris-setosa
+15,5.6,4.5,1.5,0.2,Iris-setosa
+16,6.3,2.5,5.0,1.9,Iris-virginica
+17,5.6,3.0,4.9,1.4,Iris-versicolor
+18,5.0,3.4,1.6,0.6,Iris-setosa
+19,6.3,3.2,4.0,1.8,Iris-virginica
+20,5.0,2.5,3.3,1.0,Iris-versicolor
+21,6.7,3.3,5.7,2.5,Iris-virginica
+22,5.0,2.5,3.3,1.8,Iris-versicolor
+23,4.6,3.0,4.5,1.5,Iris-versicolor
+24,5.0,3.9,1.7,0.1,Iris-setosa
+25,6.3,2.7,5.6,1.9,Iris-virginica
+26,6.8,2.8,4.7,1.3,Iris-virginica
+27,5.1,3.4,1.5,0.4,Iris-setosa
+28,5.0,3.3,1.6,0.4,Iris-setosa
+29,5.3,3.7,1.5,0.3,Iris-setosa
+30,5.1,3.8,1.5,0.4,Iris-setosa
+31,6.4,2.8,4.5,1.4,Iris-versicolor
+32,6.6,3.2,4.9,1.8,Iris-virginica
+33,6.8,3.7,5.1,2.4,Iris-virginica
+34,5.6,2.9,3.3,1.0,Iris-versicolor
+35,5.4,2.8,3.1,1.0,Iris-versicolor
+36,7.2,3.0,5.8,2.1,Iris-virginica
+37,5.4,3.0,5.1,2.4,Iris-virginica
+38,4.9,3.1,1.5,0.1,Iris-setosa
+39,6.2,3.3,4.5,1.8,Iris-virginica
+40,5.4,3.4,1.5,0.4,Iris-setosa
+41,5.1,2.4,3.6,1.9,Iris-versicolor
+42,6.1,2.8,5.7,1.8,Iris-virginica
+43,5.6,3.5,1.4,0.2,Iris-setosa
+44,6.7,2.8,4.7,1.7,Iris-versicolor
+45,6.8,3.0,4.8,1.8,Iris-versicolor
+46,6.4,3.2,4.3,1.8,Iris-versicolor
+47,6.7,3.3,5.7,2.5,Iris-virginica
+48,5.0,2.3,3.3,1.0,Iris-versicolor
+49,6.3,2.9,5.3,1.8,Iris-virginica
+50,6.2,3.5,5.5,2.5,Iris-virginica
+51,5.4,3.5,1.5,0.2,Iris-setosa
+52,6.2,3.0,5.5,1.5,Iris-virginica
+53,5.6,4.5,1.7,0.3,Iris-setosa
+54,6.7,3.8,5.7,2.4,Iris-virginica
+55,5.0,3.5,1.3,0.3,Iris-setosa
+56,6.4,3.4,4.5,1.5,Iris-versicolor
+57,6.0,3.3,4.9,1.6,Iris-versicolor
+58,5.5,3.3,1.3,0.3,Iris-setosa
+59,5.5,3.2,1.6,0.2,Iris-setosa
+60,5.6,3.2,4.4,1.2,Iris-versicolor
+61,5.5,3.4,1.5,0.2,Iris-setosa
+62,4.8,3.2,1.0,0.2,Iris-setosa
+63,5.3,3.8,1.7,0.3,Iris-setosa
+64,5.5,2.3,3.2,1.2,Iris-versicolor
+65,6.4,3.2,4.5,1.5,Iris-versicolor
+66,6.5,2.8,5.8,2.2,Iris-virginica
+67,4.9,3.0,1.4,0.2,Iris-setosa
+68,6.7,3.3,5.7,2.4,Iris-virginica
+69,6.4,2.8,5.9,2.1,Iris-virginica
+70,5.0,2.3,3.3,1.0,Iris-versicolor
+71,6.7,3.6,5.0,2.3,Iris-virginica
+72,6.7,3.1,4.5,1.5,Iris-versicolor
+73,4.9,3.1,1.5,0.1,Iris-setosa
+74,4.5,2.6,1.4,0.2,Iris-setosa
+75,5.1,3.5,1.5,0.4,Iris-setosa
+76,5.4,3.4,1.5,0.2,Iris-setosa
+77,5.0,3.4,1.5,0.5,Iris-setosa
+78,5.8,2.7,5.9,1.9,Iris-virginica
+79,5.0,3.2,1.6,0.2,Iris-setosa
+80,6.7,2.8,4.7,1.3,Iris-versicolor
+81,4.9,3.1,1.5,0.1,Iris-setosa
+82,7.7,2.8,6.1,1.9,Iris-virginica
+83,6.7,2.8,5.7,2.3,Iris-virginica
+84,6.3,3.9,5.5,1.8,Iris-virginica
+85,6.0,3.3,4.6,1.6,Iris-versicolor
+86,5.4,2.8,3.3,1.3,Iris-versicolor
+87,6.3,2.9,4.3,1.8,Iris-versicolor
+88,6.3,2.9,5.6,1.8,Iris-virginica
+89,6.4,2.9,5.3,1.9,Iris-versicolor
+90,4.7,3.2,1.7,0.2,Iris-setosa
+91,5.1,3.8,1.7,0.4,Iris-setosa
+92,5.7,2.6,4.2,1.3,Iris-versicolor
+93,6.3,2.2,4.8,1.8,Iris-virginica
+94,6.3,2.8,4.1,1.8,Iris-virginica
+95,5.7,2.8,5.1,2.3,Iris-virginica
+96,5.7,2.8,4.9,2.3,Iris-virginica
+97,6.2,2.6,5.0,1.8,Iris-virginica
+98,6.3,3.3,4.6,1.4,Iris-versicolor
+99,6.4,3.1,5.5,1.8,Iris-virginica
+100,6.3,3.2,4.8,1.8,Iris-virginica
+101,5.0,3.3,1.9,0.4,Iris-setosa
+102,4.6,3.1,1.4,0.2,Iris-setosa
+103,5.4,3.2,1.4,0.2,Iris-setosa
+104,5.5,2.4,3.5,1.1,Iris-versicolor
+105,5.1,2.8,4.5,1.3,Iris-versicolor
+106,6.1,3.3,5.7,2.3,Iris-virginica
+107,6.3,3.8,4.5,1.6,Iris-versicolor
+108,6.0,3.0,4.6,1.8,Iris-virginica
+109,5.5,2.4,3.3,1.1,Iris-versicolor
+110,6.4,3.1,5.5,2.4,Iris-virginica
+111,5.3,3.5,4.7,1.6,Iris-versicolor
+112,5.8,2.8,4.9,1.3,Iris-versicolor
+113,6.3,2.7,5.1,1.9,Iris-virginica
+114,5.8,2.7,5.1,1.9,Iris-virginica
+115,5.6,2.5,4.0,1.3,Iris-versicolor
+116,6.1,3.8,4.7,1.4,Iris-versicolor
+117,6.3,3.4,4.5,1.5,Iris-versicolor
+118,6.7,2.8,5.7,2.3,Iris-virginica
+119,5.1,2.8,4.7,1.3,Iris-versicolor
diff --git a/iris/realtabformer/4/12/test.csv b/iris/realtabformer/4/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/12/train.csv b/iris/realtabformer/4/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/12/val.csv b/iris/realtabformer/4/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/13/synth.csv b/iris/realtabformer/4/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b0b23855f8cb99642925e681ca8d47cd5d94c7c7
--- /dev/null
+++ b/iris/realtabformer/4/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.6,3.7,4.5,1.5,Iris-versicolor
+1,6.0,3.2,4.9,1.8,Iris-versicolor
+2,4.9,2.8,3.3,1.1,Iris-versicolor
+3,6.0,3.2,4.0,1.6,Iris-versicolor
+4,5.5,2.7,5.5,2.2,Iris-virginica
+5,5.0,3.0,1.7,0.2,Iris-setosa
+6,5.6,3.2,1.4,0.2,Iris-setosa
+7,6.3,2.9,4.3,1.6,Iris-virginica
+8,5.7,3.2,4.7,1.2,Iris-versicolor
+9,5.4,3.4,1.7,0.4,Iris-setosa
+10,6.3,3.3,5.9,2.6,Iris-virginica
+11,6.5,3.0,5.8,2.2,Iris-virginica
+12,4.4,3.2,1.4,0.2,Iris-setosa
+13,5.6,2.8,5.1,2.0,Iris-virginica
+14,5.8,2.8,4.1,1.0,Iris-versicolor
+15,6.7,3.2,4.5,1.5,Iris-virginica
+16,6.3,2.3,4.4,1.8,Iris-virginica
+17,4.9,3.0,1.4,0.2,Iris-setosa
+18,5.4,3.4,1.5,0.4,Iris-setosa
+19,5.4,3.4,1.5,0.2,Iris-setosa
+20,5.6,2.3,3.7,1.3,Iris-versicolor
+21,5.9,3.2,5.5,2.1,Iris-virginica
+22,5.4,3.6,1.3,0.2,Iris-setosa
+23,5.8,2.7,5.1,2.0,Iris-virginica
+24,4.8,3.4,1.5,0.2,Iris-setosa
+25,5.0,3.6,1.6,0.2,Iris-setosa
+26,4.8,3.2,1.3,0.2,Iris-setosa
+27,6.6,3.0,4.8,1.5,Iris-versicolor
+28,4.8,3.6,1.4,0.2,Iris-setosa
+29,6.6,3.2,4.9,1.3,Iris-versicolor
+30,6.3,2.9,4.3,1.0,Iris-versicolor
+31,7.9,3.0,5.1,1.8,Iris-virginica
+32,6.3,2.8,5.1,1.9,Iris-virginica
+33,5.1,3.8,1.9,0.2,Iris-setosa
+34,4.6,3.2,1.4,0.2,Iris-setosa
+35,4.9,3.1,1.5,0.1,Iris-setosa
+36,5.1,3.5,1.5,0.4,Iris-setosa
+37,6.0,2.2,4.0,1.0,Iris-versicolor
+38,5.8,3.6,1.1,0.4,Iris-setosa
+39,4.4,3.0,1.6,0.4,Iris-setosa
+40,6.5,2.8,5.1,1.9,Iris-versicolor
+41,5.0,2.6,4.0,1.0,Iris-versicolor
+42,6.1,3.2,4.9,1.3,Iris-versicolor
+43,5.8,2.7,4.1,1.9,Iris-versicolor
+44,5.8,3.7,1.4,0.2,Iris-setosa
+45,7.7,3.8,6.7,2.5,Iris-virginica
+46,6.2,2.7,4.9,1.9,Iris-versicolor
+47,6.3,2.7,4.5,1.8,Iris-virginica
+48,4.6,2.2,4.4,1.3,Iris-versicolor
+49,4.6,3.0,1.4,0.2,Iris-setosa
+50,5.4,2.8,4.7,2.5,Iris-versicolor
+51,5.2,3.7,1.5,0.2,Iris-setosa
+52,6.3,3.2,4.5,1.8,Iris-versicolor
+53,5.8,2.8,5.9,2.3,Iris-virginica
+54,6.8,3.8,5.6,2.4,Iris-virginica
+55,5.1,2.7,4.9,1.3,Iris-versicolor
+56,5.8,4.0,5.6,2.1,Iris-virginica
+57,4.6,3.4,1.6,0.2,Iris-setosa
+58,6.0,2.3,4.6,1.3,Iris-versicolor
+59,5.1,3.3,1.7,0.3,Iris-setosa
+60,6.4,3.2,5.1,2.8,Iris-virginica
+61,7.6,2.8,6.9,2.1,Iris-virginica
+62,5.7,4.5,5.5,1.8,Iris-virginica
+63,5.1,3.7,1.5,0.2,Iris-setosa
+64,6.5,3.2,5.8,2.3,Iris-virginica
+65,5.2,3.5,1.5,0.2,Iris-setosa
+66,4.8,3.4,1.9,0.2,Iris-setosa
+67,5.0,3.3,1.3,0.3,Iris-setosa
+68,5.1,3.4,1.5,0.4,Iris-setosa
+69,5.5,4.0,1.3,0.2,Iris-setosa
+70,6.4,3.8,4.5,1.3,Iris-versicolor
+71,6.3,3.6,5.0,1.8,Iris-virginica
+72,4.6,3.0,1.6,0.3,Iris-setosa
+73,5.1,3.8,1.4,0.2,Iris-setosa
+74,4.9,3.1,1.5,0.2,Iris-setosa
+75,5.6,3.0,1.2,0.4,Iris-setosa
+76,4.9,3.1,1.5,0.1,Iris-setosa
+77,6.5,2.2,5.3,2.3,Iris-virginica
+78,5.8,2.7,4.0,1.3,Iris-versicolor
+79,7.6,3.0,6.8,2.3,Iris-virginica
+80,6.3,2.7,4.0,1.8,Iris-versicolor
+81,6.5,3.3,5.7,2.5,Iris-virginica
+82,6.3,2.3,4.7,1.6,Iris-versicolor
+83,5.5,3.0,5.4,0.3,Iris-virginica
+84,5.7,3.5,1.4,0.2,Iris-setosa
+85,4.8,4.2,1.4,0.2,Iris-setosa
+86,6.7,2.8,4.7,1.3,Iris-versicolor
+87,4.9,3.1,1.5,0.1,Iris-setosa
+88,5.0,3.0,1.7,0.6,Iris-setosa
+89,6.0,3.3,4.7,1.6,Iris-versicolor
+90,5.0,2.9,3.3,1.3,Iris-versicolor
+91,5.0,3.4,1.6,0.4,Iris-setosa
+92,5.8,3.9,1.6,0.4,Iris-setosa
+93,5.4,3.7,1.5,0.4,Iris-setosa
+94,5.4,3.7,1.6,0.4,Iris-setosa
+95,6.3,3.3,5.7,2.8,Iris-virginica
+96,6.8,2.8,4.1,1.9,Iris-versicolor
+97,6.3,2.3,5.9,1.8,Iris-virginica
+98,6.1,3.0,4.8,1.6,Iris-versicolor
+99,5.8,3.0,1.1,0.4,Iris-setosa
+100,6.7,3.0,5.8,2.4,Iris-virginica
+101,5.6,2.5,3.6,1.1,Iris-versicolor
+102,6.3,2.5,5.0,1.9,Iris-virginica
+103,5.7,3.5,1.4,0.2,Iris-setosa
+104,5.8,2.7,5.1,1.9,Iris-virginica
+105,6.3,3.1,4.5,1.6,Iris-versicolor
+106,6.2,3.2,4.5,1.8,Iris-versicolor
+107,5.4,3.5,5.3,2.3,Iris-virginica
+108,7.6,3.0,6.0,1.3,Iris-virginica
+109,5.8,3.4,1.9,0.2,Iris-setosa
+110,6.3,2.7,4.1,1.8,Iris-versicolor
+111,7.7,2.8,6.7,2.0,Iris-virginica
+112,5.5,2.7,5.1,1.9,Iris-virginica
+113,4.9,3.1,1.9,0.1,Iris-setosa
+114,4.8,3.6,1.9,0.2,Iris-setosa
+115,5.3,2.5,5.3,1.9,Iris-virginica
+116,4.8,2.7,5.0,1.9,Iris-virginica
+117,5.0,2.3,1.6,0.2,Iris-setosa
+118,4.6,3.0,1.4,0.2,Iris-setosa
+119,5.5,2.5,5.2,1.8,Iris-virginica
diff --git a/iris/realtabformer/4/13/test.csv b/iris/realtabformer/4/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/13/train.csv b/iris/realtabformer/4/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/13/val.csv b/iris/realtabformer/4/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/14/synth.csv b/iris/realtabformer/4/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..82c77d06c18b21d5abdb3d1e635a1a4217738ec3
--- /dev/null
+++ b/iris/realtabformer/4/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.8,1.4,0.4,Iris-setosa
+1,6.6,2.9,4.3,1.3,Iris-versicolor
+2,4.8,2.6,1.4,0.3,Iris-setosa
+3,4.9,3.1,1.4,0.3,Iris-setosa
+4,5.1,3.0,1.4,0.2,Iris-setosa
+5,4.6,2.5,3.9,1.1,Iris-versicolor
+6,6.6,3.0,4.6,1.4,Iris-versicolor
+7,5.1,3.0,1.9,0.2,Iris-setosa
+8,4.6,3.2,1.3,0.2,Iris-setosa
+9,4.6,3.0,1.4,0.2,Iris-setosa
+10,6.5,2.3,5.3,2.3,Iris-virginica
+11,5.4,3.6,1.5,0.2,Iris-setosa
+12,4.9,2.8,4.3,1.0,Iris-virginica
+13,5.5,4.0,1.7,0.2,Iris-setosa
+14,5.9,3.1,1.9,0.2,Iris-setosa
+15,6.5,3.3,5.1,2.2,Iris-virginica
+16,5.7,2.5,5.7,2.3,Iris-virginica
+17,4.9,3.1,1.5,0.6,Iris-setosa
+18,6.3,3.3,4.3,1.6,Iris-versicolor
+19,6.7,2.8,5.7,2.3,Iris-virginica
+20,5.0,2.5,3.9,1.0,Iris-versicolor
+21,4.9,3.1,1.5,0.1,Iris-setosa
+22,6.7,3.1,4.6,1.8,Iris-versicolor
+23,5.5,4.6,1.4,0.2,Iris-setosa
+24,7.7,3.6,6.0,2.5,Iris-virginica
+25,5.8,2.7,5.1,1.9,Iris-virginica
+26,6.3,3.2,4.5,1.8,Iris-virginica
+27,6.6,3.0,4.8,1.8,Iris-versicolor
+28,6.2,3.2,5.5,2.1,Iris-virginica
+29,6.0,3.2,4.8,1.6,Iris-versicolor
+30,5.8,2.7,4.1,1.4,Iris-versicolor
+31,5.8,3.7,1.8,0.2,Iris-setosa
+32,5.0,2.5,4.0,1.0,Iris-versicolor
+33,5.0,3.3,1.3,0.4,Iris-setosa
+34,5.8,2.7,5.1,1.9,Iris-virginica
+35,5.0,3.9,1.3,0.3,Iris-setosa
+36,5.4,2.5,4.3,1.3,Iris-versicolor
+37,5.4,3.7,1.5,0.4,Iris-setosa
+38,5.4,2.7,3.3,1.1,Iris-versicolor
+39,6.0,3.0,4.5,1.8,Iris-versicolor
+40,5.2,3.2,1.5,0.5,Iris-setosa
+41,6.5,2.3,5.0,1.8,Iris-virginica
+42,7.3,2.8,6.1,1.9,Iris-virginica
+43,5.5,3.4,1.5,0.2,Iris-setosa
+44,5.9,2.5,5.8,2.3,Iris-virginica
+45,6.6,3.0,4.5,1.4,Iris-versicolor
+46,6.3,2.8,5.6,2.9,Iris-virginica
+47,6.0,3.4,4.6,1.6,Iris-versicolor
+48,6.3,2.7,4.3,1.8,Iris-virginica
+49,5.9,3.5,4.5,1.7,Iris-versicolor
+50,5.6,3.0,4.1,1.3,Iris-versicolor
+51,5.7,3.0,5.1,2.4,Iris-virginica
+52,6.5,3.1,5.8,2.4,Iris-virginica
+53,5.6,2.8,4.1,2.3,Iris-versicolor
+54,4.9,3.0,1.4,0.2,Iris-setosa
+55,5.4,3.4,1.5,0.4,Iris-setosa
+56,5.8,2.7,5.1,1.9,Iris-virginica
+57,5.3,3.7,1.5,0.4,Iris-setosa
+58,5.6,2.9,4.5,1.3,Iris-versicolor
+59,6.1,3.8,4.7,1.4,Iris-versicolor
+60,6.7,2.8,5.7,2.3,Iris-virginica
+61,6.2,3.2,5.4,1.8,Iris-virginica
+62,6.8,2.8,5.9,2.9,Iris-virginica
+63,5.4,2.7,5.1,1.9,Iris-virginica
+64,6.7,3.2,5.7,2.5,Iris-virginica
+65,4.9,3.1,1.5,0.1,Iris-setosa
+66,5.7,2.4,3.7,1.0,Iris-versicolor
+67,7.9,3.0,5.8,2.1,Iris-virginica
+68,7.2,3.0,5.1,1.8,Iris-virginica
+69,5.8,3.6,1.0,0.2,Iris-setosa
+70,5.8,2.7,5.1,1.9,Iris-virginica
+71,5.8,2.8,5.1,1.9,Iris-virginica
+72,6.4,3.2,4.9,1.5,Iris-versicolor
+73,6.1,3.3,4.7,1.4,Iris-versicolor
+74,6.0,3.2,5.5,2.6,Iris-virginica
+75,4.8,3.0,1.2,0.2,Iris-setosa
+76,6.7,3.6,4.4,2.3,Iris-versicolor
+77,4.9,3.1,1.5,0.3,Iris-setosa
+78,6.3,3.3,5.7,1.8,Iris-virginica
+79,4.5,2.6,3.3,1.0,Iris-versicolor
+80,7.3,2.8,5.1,2.9,Iris-virginica
+81,6.1,3.1,4.5,1.5,Iris-versicolor
+82,4.5,3.2,1.4,0.2,Iris-setosa
+83,7.3,2.9,5.1,1.8,Iris-virginica
+84,6.7,2.8,5.7,2.3,Iris-virginica
+85,5.0,3.6,1.6,0.2,Iris-setosa
+86,4.7,3.6,1.4,0.3,Iris-setosa
+87,5.1,3.5,1.5,0.4,Iris-setosa
+88,5.1,3.4,1.5,0.4,Iris-setosa
+89,6.7,3.1,4.5,1.5,Iris-versicolor
+90,5.5,4.4,1.5,0.2,Iris-setosa
+91,5.1,3.5,1.5,0.2,Iris-setosa
+92,7.6,3.0,6.1,2.0,Iris-virginica
+93,6.4,3.1,5.5,2.5,Iris-virginica
+94,5.1,3.7,1.3,0.4,Iris-setosa
+95,5.7,3.5,5.2,2.2,Iris-virginica
+96,6.1,2.8,5.2,1.9,Iris-virginica
+97,4.8,2.6,4.3,1.3,Iris-versicolor
+98,5.0,3.4,1.4,0.2,Iris-setosa
+99,5.0,3.5,1.3,0.4,Iris-virginica
+100,6.5,3.2,5.8,2.2,Iris-virginica
+101,4.8,3.0,1.4,0.2,Iris-setosa
+102,5.7,3.3,1.7,0.4,Iris-setosa
+103,5.5,3.2,1.4,0.2,Iris-setosa
+104,6.1,3.5,1.4,0.2,Iris-setosa
+105,6.3,3.2,4.5,1.8,Iris-virginica
+106,6.0,3.2,4.8,1.6,Iris-versicolor
+107,5.0,2.6,4.5,1.2,Iris-versicolor
+108,6.5,2.3,5.0,1.3,Iris-versicolor
+109,4.8,3.2,1.4,0.2,Iris-setosa
+110,5.5,2.3,3.9,1.0,Iris-versicolor
+111,4.9,3.0,1.4,0.0,Iris-setosa
+112,5.1,3.5,1.9,0.3,Iris-setosa
+113,5.5,3.4,1.7,0.2,Iris-setosa
+114,5.6,2.9,4.3,1.3,Iris-versicolor
+115,7.1,3.8,6.8,2.1,Iris-virginica
+116,6.3,2.8,4.1,1.2,Iris-versicolor
+117,5.0,3.4,1.5,0.0,Iris-setosa
+118,6.1,3.0,4.4,1.3,Iris-versicolor
+119,5.8,3.7,1.5,0.2,Iris-setosa
diff --git a/iris/realtabformer/4/14/test.csv b/iris/realtabformer/4/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/14/train.csv b/iris/realtabformer/4/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/14/val.csv b/iris/realtabformer/4/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/15/synth.csv b/iris/realtabformer/4/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3a1c8954b9df58eff42655b19fece954df73a0ef
--- /dev/null
+++ b/iris/realtabformer/4/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7,4.5,5.2,2.3,Iris-virginica
+1,5.0,2.4,3.3,1.0,Iris-versicolor
+2,5.4,3.9,1.3,0.3,Iris-setosa
+3,6.9,3.2,4.2,1.8,Iris-versicolor
+4,6.7,2.8,4.7,1.3,Iris-versicolor
+5,5.1,3.7,1.9,0.2,Iris-setosa
+6,5.0,2.5,3.4,1.1,Iris-versicolor
+7,5.8,2.5,5.1,2.9,Iris-virginica
+8,5.8,3.8,1.5,0.2,Iris-setosa
+9,6.0,3.4,4.6,1.6,Iris-versicolor
+10,6.1,2.8,4.1,1.3,Iris-versicolor
+11,4.8,3.2,1.6,0.2,Iris-setosa
+12,6.4,3.2,4.7,1.7,Iris-versicolor
+13,6.3,3.3,4.6,1.8,Iris-virginica
+14,5.0,3.9,1.6,0.2,Iris-setosa
+15,5.6,2.9,4.3,1.3,Iris-versicolor
+16,5.7,2.8,4.7,1.3,Iris-versicolor
+17,6.0,3.2,4.9,1.8,Iris-versicolor
+18,6.3,2.7,5.9,2.9,Iris-virginica
+19,5.8,3.6,5.1,2.2,Iris-virginica
+20,6.6,3.0,4.6,1.3,Iris-versicolor
+21,5.1,3.8,1.2,0.4,Iris-setosa
+22,5.0,3.4,1.7,0.2,Iris-setosa
+23,6.7,3.0,5.7,2.4,Iris-virginica
+24,5.3,2.7,4.9,1.8,Iris-virginica
+25,5.2,3.5,1.7,0.2,Iris-setosa
+26,5.4,3.2,1.5,0.3,Iris-setosa
+27,5.5,4.4,1.7,0.3,Iris-setosa
+28,7.7,3.8,6.1,2.0,Iris-virginica
+29,5.1,3.5,1.5,0.2,Iris-setosa
+30,5.8,3.7,1.7,0.4,Iris-setosa
+31,6.4,3.0,4.5,1.8,Iris-virginica
+32,5.0,3.0,4.1,1.6,Iris-versicolor
+33,7.6,3.0,6.8,2.3,Iris-virginica
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,6.0,3.3,4.7,1.6,Iris-versicolor
+36,5.1,3.5,1.5,0.6,Iris-setosa
+37,5.8,2.7,5.1,1.9,Iris-virginica
+38,6.3,3.2,4.9,1.8,Iris-virginica
+39,5.8,4.0,5.8,2.4,Iris-virginica
+40,4.8,3.0,1.6,0.2,Iris-setosa
+41,4.9,3.2,1.5,0.1,Iris-setosa
+42,5.8,2.7,5.1,1.9,Iris-virginica
+43,6.5,2.5,5.7,1.8,Iris-virginica
+44,7.2,3.0,5.8,2.2,Iris-virginica
+45,5.8,3.0,1.4,0.2,Iris-setosa
+46,5.1,3.7,1.5,0.3,Iris-setosa
+47,6.1,3.8,4.8,1.8,Iris-virginica
+48,5.1,3.4,1.7,0.2,Iris-setosa
+49,5.6,2.8,3.6,1.4,Iris-versicolor
+50,5.4,3.7,1.5,0.4,Iris-setosa
+51,6.6,2.9,4.7,1.8,Iris-versicolor
+52,6.0,2.9,4.5,1.5,Iris-versicolor
+53,7.4,2.8,6.3,2.8,Iris-virginica
+54,6.6,3.0,4.4,1.4,Iris-versicolor
+55,6.4,3.2,5.8,2.4,Iris-virginica
+56,5.5,2.4,3.7,1.6,Iris-versicolor
+57,5.6,3.0,4.2,1.3,Iris-versicolor
+58,6.3,3.0,5.8,1.8,Iris-virginica
+59,5.1,3.3,1.1,0.4,Iris-setosa
+60,6.4,3.9,5.3,2.3,Iris-virginica
+61,4.9,3.2,1.5,0.2,Iris-setosa
+62,6.4,3.2,4.8,1.8,Iris-versicolor
+63,5.0,3.4,1.5,0.2,Iris-setosa
+64,5.4,2.8,5.5,1.9,Iris-virginica
+65,4.5,3.2,1.4,0.2,Iris-setosa
+66,5.1,3.8,1.9,0.4,Iris-setosa
+67,4.9,3.1,1.4,0.2,Iris-setosa
+68,5.5,3.6,1.2,0.4,Iris-setosa
+69,6.3,3.1,5.1,1.8,Iris-virginica
+70,4.8,3.2,1.6,0.2,Iris-setosa
+71,6.1,3.3,4.5,1.3,Iris-versicolor
+72,5.1,3.5,1.5,0.4,Iris-setosa
+73,5.0,3.5,1.4,0.2,Iris-setosa
+74,4.8,2.3,1.9,0.2,Iris-setosa
+75,5.1,2.7,4.2,1.3,Iris-versicolor
+76,4.9,3.1,1.5,0.1,Iris-setosa
+77,5.1,3.5,1.7,0.3,Iris-setosa
+78,5.0,3.3,1.7,0.2,Iris-setosa
+79,5.0,2.3,3.3,1.3,Iris-versicolor
+80,6.4,2.8,4.7,1.4,Iris-versicolor
+81,5.6,3.0,4.1,1.4,Iris-versicolor
+82,4.9,3.2,1.4,0.2,Iris-setosa
+83,5.8,2.7,5.1,1.9,Iris-virginica
+84,5.7,3.4,1.7,0.2,Iris-setosa
+85,5.4,3.7,1.5,0.2,Iris-setosa
+86,6.3,4.1,4.5,1.8,Iris-virginica
+87,6.4,2.9,4.3,1.8,Iris-versicolor
+88,6.4,3.9,5.6,1.8,Iris-virginica
+89,6.0,2.3,4.7,1.6,Iris-versicolor
+90,5.8,3.6,1.2,0.2,Iris-setosa
+91,5.2,2.7,5.1,1.9,Iris-virginica
+92,5.0,3.2,1.4,0.6,Iris-setosa
+93,5.4,3.4,1.5,0.4,Iris-setosa
+94,4.8,3.0,1.6,0.2,Iris-setosa
+95,5.0,3.4,1.5,0.6,Iris-setosa
+96,7.6,2.9,6.8,2.0,Iris-virginica
+97,6.4,2.3,5.0,1.9,Iris-virginica
+98,6.3,3.0,4.5,1.6,Iris-versicolor
+99,5.0,3.3,1.8,0.4,Iris-setosa
+100,5.8,3.7,5.1,1.9,Iris-versicolor
+101,5.1,2.8,4.9,1.5,Iris-versicolor
+102,7.7,3.6,6.7,2.3,Iris-virginica
+103,6.4,3.2,4.5,1.5,Iris-versicolor
+104,6.4,2.8,5.5,2.2,Iris-virginica
+105,7.2,3.0,5.6,2.1,Iris-virginica
+106,4.8,3.0,1.6,0.2,Iris-setosa
+107,5.1,3.8,1.7,0.4,Iris-setosa
+108,6.7,3.1,4.7,1.4,Iris-versicolor
+109,6.3,2.7,5.1,1.8,Iris-virginica
+110,7.2,2.6,6.8,1.6,Iris-virginica
+111,6.5,2.8,5.7,2.3,Iris-virginica
+112,6.4,3.1,4.7,1.8,Iris-versicolor
+113,4.9,3.1,1.5,0.1,Iris-setosa
+114,6.4,3.3,4.7,1.8,Iris-versicolor
+115,6.8,2.8,5.8,2.3,Iris-virginica
+116,4.5,3.2,1.4,0.2,Iris-setosa
+117,5.5,2.3,3.3,1.8,Iris-versicolor
+118,5.1,3.8,1.0,0.4,Iris-setosa
+119,6.0,3.3,4.7,1.6,Iris-versicolor
diff --git a/iris/realtabformer/4/15/test.csv b/iris/realtabformer/4/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/15/train.csv b/iris/realtabformer/4/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/15/val.csv b/iris/realtabformer/4/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/16/synth.csv b/iris/realtabformer/4/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..50b8cdacbeae5c79b26c18817dab3b9bd6ec52b7
--- /dev/null
+++ b/iris/realtabformer/4/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.8,1.4,0.2,Iris-setosa
+1,5.6,3.9,5.6,2.0,Iris-virginica
+2,5.0,3.0,1.5,0.5,Iris-setosa
+3,5.6,3.0,4.4,1.3,Iris-versicolor
+4,4.9,2.8,4.5,1.0,Iris-versicolor
+5,5.5,2.7,5.1,1.9,Iris-versicolor
+6,6.4,3.8,5.5,2.2,Iris-virginica
+7,6.1,3.1,4.6,1.3,Iris-versicolor
+8,5.1,3.5,1.5,0.4,Iris-setosa
+9,5.4,3.4,3.3,1.0,Iris-versicolor
+10,5.0,2.3,3.8,1.3,Iris-versicolor
+11,6.8,2.2,5.1,2.5,Iris-virginica
+12,5.0,2.5,4.9,1.0,Iris-versicolor
+13,6.1,3.8,4.7,1.5,Iris-versicolor
+14,5.6,3.9,1.3,0.4,Iris-setosa
+15,5.4,3.4,1.5,0.2,Iris-setosa
+16,6.3,2.7,5.1,1.8,Iris-virginica
+17,5.4,2.4,3.5,1.1,Iris-versicolor
+18,6.6,3.0,5.1,2.3,Iris-virginica
+19,6.1,2.8,4.9,1.4,Iris-versicolor
+20,6.1,3.0,4.9,1.5,Iris-versicolor
+21,5.0,3.6,1.4,0.2,Iris-setosa
+22,5.2,2.9,4.3,1.3,Iris-versicolor
+23,6.4,3.2,4.4,1.8,Iris-versicolor
+24,5.8,4.6,1.1,0.4,Iris-setosa
+25,6.0,3.2,4.4,1.6,Iris-versicolor
+26,6.7,2.8,5.7,2.4,Iris-virginica
+27,5.0,2.6,4.3,1.8,Iris-versicolor
+28,6.3,2.9,5.1,1.9,Iris-virginica
+29,4.8,3.0,1.6,0.2,Iris-setosa
+30,5.7,3.0,5.2,1.2,Iris-virginica
+31,6.0,3.1,4.6,1.6,Iris-versicolor
+32,5.8,3.0,5.6,2.4,Iris-virginica
+33,4.8,3.2,1.4,0.2,Iris-setosa
+34,7.8,2.8,6.1,2.9,Iris-virginica
+35,5.2,3.3,1.5,0.2,Iris-setosa
+36,5.1,3.8,1.7,0.3,Iris-setosa
+37,6.7,2.5,4.7,1.5,Iris-versicolor
+38,6.4,2.8,5.1,1.9,Iris-virginica
+39,5.8,2.7,4.1,1.0,Iris-versicolor
+40,6.4,3.3,4.7,1.9,Iris-versicolor
+41,4.9,2.8,4.3,1.7,Iris-versicolor
+42,6.2,2.8,4.0,1.8,Iris-versicolor
+43,4.8,2.6,4.0,1.2,Iris-versicolor
+44,6.5,2.3,5.3,1.9,Iris-versicolor
+45,6.3,2.7,4.2,1.3,Iris-versicolor
+46,6.9,3.2,5.1,1.9,Iris-virginica
+47,5.4,3.2,1.3,0.2,Iris-setosa
+48,6.0,3.3,4.0,1.7,Iris-versicolor
+49,6.3,2.7,5.6,1.8,Iris-virginica
+50,5.2,3.5,1.4,0.2,Iris-setosa
+51,5.0,3.3,1.7,0.2,Iris-setosa
+52,5.1,3.8,1.4,0.4,Iris-setosa
+53,4.8,2.8,5.6,2.1,Iris-virginica
+54,6.5,3.2,5.1,2.8,Iris-virginica
+55,5.4,2.9,4.5,1.9,Iris-versicolor
+56,5.6,3.0,4.9,1.4,Iris-versicolor
+57,7.2,2.6,6.3,2.0,Iris-virginica
+58,4.9,3.1,1.5,0.2,Iris-setosa
+59,6.0,2.9,4.5,1.1,Iris-versicolor
+60,6.3,2.8,4.6,1.6,Iris-virginica
+61,5.5,3.2,1.4,0.2,Iris-setosa
+62,5.7,3.5,5.7,2.2,Iris-virginica
+63,6.0,3.2,4.9,1.5,Iris-versicolor
+64,5.4,3.7,1.6,0.2,Iris-setosa
+65,5.8,2.7,5.1,1.9,Iris-virginica
+66,6.1,3.0,5.9,1.8,Iris-virginica
+67,6.8,3.2,5.1,2.3,Iris-virginica
+68,6.0,3.2,4.3,1.6,Iris-versicolor
+69,5.6,3.0,4.3,1.3,Iris-versicolor
+70,6.2,3.1,4.5,1.3,Iris-versicolor
+71,5.9,2.7,5.1,1.9,Iris-virginica
+72,6.3,2.3,4.0,1.8,Iris-versicolor
+73,5.7,3.2,5.1,2.3,Iris-virginica
+74,4.6,3.1,1.6,0.2,Iris-setosa
+75,7.2,3.5,5.8,2.9,Iris-virginica
+76,6.7,3.1,4.4,1.4,Iris-versicolor
+77,6.0,3.0,4.4,1.6,Iris-versicolor
+78,6.6,2.9,4.3,1.3,Iris-versicolor
+79,6.3,3.3,5.1,1.8,Iris-virginica
+80,5.4,3.5,1.5,0.4,Iris-setosa
+81,5.6,2.7,3.4,1.2,Iris-versicolor
+82,7.4,3.6,6.5,2.5,Iris-virginica
+83,5.8,3.4,1.2,0.3,Iris-setosa
+84,5.8,3.7,1.5,0.2,Iris-setosa
+85,5.1,3.5,1.6,0.4,Iris-setosa
+86,4.9,3.2,1.4,0.2,Iris-setosa
+87,5.4,3.2,1.5,0.2,Iris-setosa
+88,6.1,3.0,5.4,2.1,Iris-virginica
+89,5.6,2.8,4.1,1.0,Iris-versicolor
+90,6.3,3.3,5.6,2.1,Iris-virginica
+91,5.4,3.4,1.3,0.4,Iris-setosa
+92,5.2,3.5,1.5,0.3,Iris-setosa
+93,5.3,3.5,1.5,0.2,Iris-setosa
+94,5.1,2.8,4.7,1.3,Iris-versicolor
+95,5.7,3.4,1.7,0.2,Iris-setosa
+96,4.3,2.4,3.3,1.2,Iris-versicolor
+97,5.1,3.8,1.4,0.4,Iris-setosa
+98,5.1,4.5,1.4,0.2,Iris-setosa
+99,4.3,3.2,1.9,0.6,Iris-setosa
+100,4.9,3.4,1.5,0.1,Iris-setosa
+101,6.3,2.7,5.9,1.9,Iris-virginica
+102,6.3,2.9,4.0,1.5,Iris-versicolor
+103,5.7,3.4,5.7,2.4,Iris-virginica
+104,5.0,3.4,1.5,0.4,Iris-setosa
+105,6.1,2.8,4.7,1.3,Iris-versicolor
+106,6.0,2.5,4.9,1.3,Iris-versicolor
+107,5.0,2.9,3.3,1.0,Iris-versicolor
+108,4.6,3.2,1.9,0.2,Iris-setosa
+109,6.9,3.1,4.5,1.8,Iris-versicolor
+110,5.2,3.2,1.5,0.3,Iris-setosa
+111,5.4,3.2,1.5,0.2,Iris-setosa
+112,5.8,3.7,1.9,0.2,Iris-setosa
+113,6.1,3.3,4.7,1.6,Iris-versicolor
+114,6.1,3.8,4.7,1.4,Iris-versicolor
+115,5.5,2.8,4.1,1.8,Iris-virginica
+116,6.7,2.8,4.7,1.3,Iris-versicolor
+117,5.6,3.4,1.4,0.4,Iris-setosa
+118,5.5,2.7,5.1,1.9,Iris-virginica
+119,5.0,3.4,1.5,0.4,Iris-setosa
diff --git a/iris/realtabformer/4/16/test.csv b/iris/realtabformer/4/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/16/train.csv b/iris/realtabformer/4/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/16/val.csv b/iris/realtabformer/4/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/17/synth.csv b/iris/realtabformer/4/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..225ea076a1a3b306f2c8f7550759bd547d90668d
--- /dev/null
+++ b/iris/realtabformer/4/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3,2.9,4.6,1.6,Iris-virginica
+1,6.3,2.9,4.3,1.8,Iris-virginica
+2,6.2,2.9,4.3,1.3,Iris-versicolor
+3,6.3,3.3,5.9,2.1,Iris-virginica
+4,6.3,2.8,5.1,1.8,Iris-virginica
+5,5.1,3.4,1.5,0.4,Iris-setosa
+6,5.2,3.5,1.8,0.2,Iris-setosa
+7,7.2,3.6,6.1,2.1,Iris-virginica
+8,5.7,2.8,5.1,2.3,Iris-virginica
+9,5.2,3.7,1.5,0.2,Iris-setosa
+10,4.9,3.1,1.5,0.1,Iris-setosa
+11,5.6,2.9,4.3,1.3,Iris-versicolor
+12,5.0,2.5,3.6,1.0,Iris-versicolor
+13,6.9,3.2,5.8,1.8,Iris-virginica
+14,6.3,3.2,5.9,2.8,Iris-virginica
+15,6.1,2.8,4.9,1.6,Iris-versicolor
+16,7.2,3.2,5.1,2.6,Iris-virginica
+17,7.1,2.8,6.1,2.0,Iris-virginica
+18,6.3,2.8,4.0,1.8,Iris-virginica
+19,7.3,2.8,5.1,1.9,Iris-virginica
+20,5.0,3.4,1.5,0.6,Iris-setosa
+21,5.5,2.5,5.1,1.9,Iris-virginica
+22,5.1,3.0,1.4,0.3,Iris-setosa
+23,5.9,2.7,5.1,1.8,Iris-virginica
+24,7.2,2.9,6.3,1.8,Iris-virginica
+25,5.7,3.6,1.7,0.2,Iris-setosa
+26,6.7,3.0,4.4,1.3,Iris-versicolor
+27,6.1,3.0,4.9,1.4,Iris-versicolor
+28,5.0,3.0,1.4,0.2,Iris-setosa
+29,4.8,3.2,1.6,0.2,Iris-setosa
+30,5.1,3.5,1.5,0.4,Iris-setosa
+31,6.7,3.1,4.7,1.6,Iris-versicolor
+32,5.1,3.4,1.5,0.4,Iris-setosa
+33,5.6,3.4,1.5,0.2,Iris-setosa
+34,5.0,3.7,1.5,0.2,Iris-setosa
+35,5.5,3.3,1.7,0.4,Iris-setosa
+36,6.4,2.8,4.7,1.2,Iris-versicolor
+37,6.4,2.8,5.0,2.1,Iris-virginica
+38,6.4,2.8,4.1,1.3,Iris-versicolor
+39,6.4,3.2,5.5,2.4,Iris-virginica
+40,6.8,3.6,5.0,2.5,Iris-virginica
+41,6.8,2.8,5.1,1.9,Iris-virginica
+42,5.6,3.0,4.4,1.2,Iris-versicolor
+43,6.4,2.8,5.1,1.9,Iris-virginica
+44,5.4,3.7,1.5,0.4,Iris-setosa
+45,5.8,2.7,5.1,1.9,Iris-virginica
+46,6.3,2.8,4.0,1.8,Iris-virginica
+47,7.4,3.6,6.3,2.5,Iris-virginica
+48,6.3,3.7,4.9,1.8,Iris-versicolor
+49,5.6,2.8,4.6,2.3,Iris-versicolor
+50,5.6,2.8,4.6,2.1,Iris-versicolor
+51,6.1,3.3,4.0,1.4,Iris-versicolor
+52,7.3,2.9,6.3,1.8,Iris-virginica
+53,7.4,2.9,6.3,2.8,Iris-virginica
+54,5.8,2.7,5.1,1.9,Iris-virginica
+55,5.4,3.2,1.5,0.4,Iris-setosa
+56,5.0,3.0,1.4,0.2,Iris-setosa
+57,5.5,3.4,1.7,0.4,Iris-setosa
+58,6.3,2.9,4.5,1.5,Iris-versicolor
+59,6.0,3.2,4.3,1.3,Iris-versicolor
+60,6.5,2.2,4.8,1.5,Iris-versicolor
+61,6.3,2.7,5.0,1.9,Iris-virginica
+62,5.6,3.0,4.2,1.3,Iris-versicolor
+63,5.9,3.1,5.7,1.8,Iris-virginica
+64,7.6,2.8,6.1,2.0,Iris-virginica
+65,4.8,3.1,1.6,0.2,Iris-setosa
+66,7.6,2.6,6.1,1.1,Iris-virginica
+67,6.3,2.8,4.7,1.6,Iris-versicolor
+68,5.1,4.4,1.4,0.4,Iris-setosa
+69,6.0,2.5,4.3,1.0,Iris-versicolor
+70,5.1,3.7,1.5,0.2,Iris-setosa
+71,7.6,2.9,4.3,1.8,Iris-virginica
+72,6.7,2.8,4.7,1.8,Iris-virginica
+73,6.0,3.3,4.5,1.6,Iris-versicolor
+74,4.8,3.3,1.6,0.3,Iris-setosa
+75,6.3,2.8,4.7,1.8,Iris-virginica
+76,5.1,3.8,1.7,0.3,Iris-setosa
+77,6.8,2.8,5.9,2.3,Iris-virginica
+78,5.2,3.4,1.5,0.2,Iris-setosa
+79,6.4,2.9,4.3,1.3,Iris-versicolor
+80,7.1,3.0,5.4,1.8,Iris-virginica
+81,5.7,3.0,5.7,2.0,Iris-virginica
+82,7.1,3.7,1.9,0.2,Iris-setosa
+83,5.0,2.6,4.0,1.8,Iris-versicolor
+84,6.3,3.9,4.3,1.8,Iris-virginica
+85,6.4,2.7,5.0,1.9,Iris-virginica
+86,6.4,2.9,5.6,1.9,Iris-virginica
+87,5.1,3.6,1.5,0.2,Iris-setosa
+88,5.9,3.1,1.7,0.4,Iris-setosa
+89,6.1,3.0,4.5,1.5,Iris-virginica
+90,7.7,2.8,6.1,2.3,Iris-virginica
+91,5.6,3.0,4.5,1.4,Iris-versicolor
+92,5.1,3.7,1.5,0.2,Iris-setosa
+93,5.8,2.7,4.1,1.9,Iris-versicolor
+94,4.6,3.0,1.6,0.2,Iris-setosa
+95,5.6,3.0,4.3,1.3,Iris-versicolor
+96,4.9,3.1,1.5,0.1,Iris-setosa
+97,6.4,2.8,4.5,1.8,Iris-versicolor
+98,5.0,3.5,1.6,0.2,Iris-setosa
+99,5.4,3.4,1.5,0.4,Iris-setosa
+100,6.4,2.7,5.9,1.9,Iris-virginica
+101,6.6,3.0,4.4,1.2,Iris-versicolor
+102,6.0,3.2,4.4,1.2,Iris-versicolor
+103,5.0,2.5,5.8,1.9,Iris-virginica
+104,6.4,3.1,4.5,1.5,Iris-versicolor
+105,6.1,3.8,4.7,1.4,Iris-versicolor
+106,5.1,3.5,1.9,0.2,Iris-setosa
+107,4.9,3.1,1.5,0.0,Iris-setosa
+108,5.7,3.4,1.7,0.4,Iris-setosa
+109,6.3,3.1,4.5,1.8,Iris-versicolor
+110,5.6,3.0,4.1,1.5,Iris-versicolor
+111,6.4,3.0,4.5,1.8,Iris-versicolor
+112,4.9,3.1,1.5,0.1,Iris-setosa
+113,6.0,3.3,4.7,1.6,Iris-versicolor
+114,5.8,2.7,5.1,1.8,Iris-virginica
+115,5.6,3.5,1.4,0.2,Iris-setosa
+116,5.4,3.9,1.5,0.6,Iris-setosa
+117,6.0,3.4,5.4,2.1,Iris-virginica
+118,5.8,3.7,1.4,0.4,Iris-setosa
+119,4.9,2.5,4.3,1.3,Iris-virginica
diff --git a/iris/realtabformer/4/17/test.csv b/iris/realtabformer/4/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/17/train.csv b/iris/realtabformer/4/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/17/val.csv b/iris/realtabformer/4/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/18/synth.csv b/iris/realtabformer/4/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..40423e0f7299d115e8b149091a05bfa00d46fb84
--- /dev/null
+++ b/iris/realtabformer/4/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.8,3.2,1.3,0.2,Iris-setosa
+1,5.7,2.6,4.2,1.3,Iris-versicolor
+2,6.8,2.8,5.1,1.9,Iris-virginica
+3,6.3,3.3,4.5,1.8,Iris-versicolor
+4,6.3,2.8,5.8,2.8,Iris-virginica
+5,5.2,3.3,1.5,0.5,Iris-setosa
+6,5.9,2.8,3.0,1.1,Iris-versicolor
+7,5.7,2.5,5.0,2.2,Iris-virginica
+8,7.2,3.6,6.1,2.5,Iris-virginica
+9,5.9,3.4,1.5,0.4,Iris-setosa
+10,6.7,3.1,5.7,2.5,Iris-virginica
+11,6.2,3.4,5.5,2.5,Iris-virginica
+12,5.9,3.8,1.5,0.4,Iris-setosa
+13,5.4,3.7,1.5,0.2,Iris-setosa
+14,5.6,4.2,4.8,1.8,Iris-versicolor
+15,6.7,2.8,4.7,1.6,Iris-versicolor
+16,5.0,2.3,4.3,1.0,Iris-versicolor
+17,4.4,3.4,1.5,0.2,Iris-setosa
+18,5.1,3.8,1.5,0.4,Iris-setosa
+19,5.1,3.7,1.5,0.4,Iris-setosa
+20,5.5,3.0,1.1,0.2,Iris-setosa
+21,6.1,2.8,4.7,1.8,Iris-virginica
+22,5.4,3.4,1.5,0.4,Iris-setosa
+23,7.2,3.6,6.1,2.3,Iris-virginica
+24,6.7,3.3,5.6,2.3,Iris-virginica
+25,6.3,2.7,5.1,1.9,Iris-virginica
+26,5.7,3.8,5.6,2.4,Iris-virginica
+27,4.8,3.2,1.4,0.2,Iris-setosa
+28,5.6,3.9,1.3,0.3,Iris-setosa
+29,5.4,2.8,5.0,2.1,Iris-virginica
+30,5.1,3.4,1.5,0.2,Iris-setosa
+31,4.9,3.1,1.5,0.1,Iris-setosa
+32,6.2,3.1,4.5,1.5,Iris-versicolor
+33,4.9,3.2,1.4,0.2,Iris-setosa
+34,6.3,2.9,4.6,1.8,Iris-versicolor
+35,5.1,3.8,1.4,0.2,Iris-setosa
+36,5.8,3.4,1.6,0.4,Iris-setosa
+37,5.1,2.8,4.9,1.3,Iris-versicolor
+38,5.6,3.0,4.6,1.8,Iris-versicolor
+39,5.5,3.0,1.4,0.2,Iris-setosa
+40,5.8,3.7,1.5,0.2,Iris-setosa
+41,4.9,3.0,1.3,0.2,Iris-setosa
+42,6.3,2.8,5.1,1.9,Iris-virginica
+43,6.1,3.0,4.6,1.4,Iris-versicolor
+44,4.9,3.1,1.5,0.1,Iris-setosa
+45,5.8,2.7,5.1,1.9,Iris-virginica
+46,6.3,3.3,4.9,1.8,Iris-virginica
+47,6.3,3.3,4.8,1.8,Iris-versicolor
+48,4.8,2.5,3.3,1.7,Iris-versicolor
+49,6.3,2.9,4.3,1.9,Iris-versicolor
+50,6.8,2.8,5.1,2.3,Iris-virginica
+51,5.8,2.7,5.1,1.9,Iris-virginica
+52,5.0,3.2,1.3,0.2,Iris-setosa
+53,6.5,3.2,5.5,2.2,Iris-virginica
+54,5.0,3.5,1.5,0.2,Iris-setosa
+55,6.3,2.7,4.9,1.8,Iris-virginica
+56,5.0,3.3,1.3,0.0,Iris-setosa
+57,5.8,2.7,5.0,1.3,Iris-virginica
+58,5.7,2.5,5.5,2.1,Iris-virginica
+59,6.7,3.1,5.5,1.4,Iris-virginica
+60,4.6,3.0,1.4,0.2,Iris-setosa
+61,5.8,2.7,5.1,1.9,Iris-virginica
+62,5.5,3.0,1.4,0.2,Iris-setosa
+63,5.1,2.8,4.9,1.3,Iris-versicolor
+64,5.7,2.8,5.7,2.3,Iris-virginica
+65,4.8,2.5,4.2,1.3,Iris-versicolor
+66,6.5,3.2,5.8,2.8,Iris-virginica
+67,5.8,3.0,5.1,2.3,Iris-virginica
+68,6.3,3.3,4.7,1.6,Iris-versicolor
+69,6.7,3.1,5.7,2.5,Iris-virginica
+70,6.4,3.3,4.5,1.6,Iris-versicolor
+71,6.6,3.0,4.5,1.5,Iris-versicolor
+72,4.4,3.4,1.4,0.2,Iris-setosa
+73,6.7,2.5,5.6,1.9,Iris-virginica
+74,5.5,3.4,1.5,0.2,Iris-setosa
+75,7.2,3.6,6.1,2.5,Iris-virginica
+76,7.3,3.9,6.3,2.0,Iris-virginica
+77,4.9,3.1,1.5,0.1,Iris-setosa
+78,4.9,3.1,1.5,0.1,Iris-setosa
+79,6.7,3.3,5.0,2.1,Iris-virginica
+80,6.4,3.3,5.7,2.5,Iris-virginica
+81,6.3,2.8,4.7,1.6,Iris-virginica
+82,5.6,3.2,1.5,0.4,Iris-setosa
+83,5.1,3.9,1.3,0.3,Iris-setosa
+84,4.9,3.4,1.4,0.3,Iris-setosa
+85,6.4,3.2,5.9,2.4,Iris-virginica
+86,6.3,3.3,4.7,1.6,Iris-versicolor
+87,5.0,3.5,1.6,0.4,Iris-setosa
+88,6.4,3.2,5.1,2.3,Iris-virginica
+89,6.3,3.0,4.5,1.4,Iris-virginica
+90,5.4,2.9,5.3,1.9,Iris-versicolor
+91,5.0,3.7,1.5,0.2,Iris-setosa
+92,6.1,3.5,5.9,2.4,Iris-virginica
+93,5.1,3.8,1.7,0.2,Iris-setosa
+94,4.5,3.4,1.5,0.2,Iris-setosa
+95,6.5,2.6,5.4,1.8,Iris-virginica
+96,6.1,3.1,4.7,1.8,Iris-versicolor
+97,5.5,2.6,4.7,1.7,Iris-versicolor
+98,6.7,3.3,5.7,2.5,Iris-virginica
+99,7.2,3.6,6.4,2.2,Iris-virginica
+100,5.4,2.7,5.0,1.9,Iris-virginica
+101,7.2,3.6,5.8,2.1,Iris-virginica
+102,5.0,2.5,3.3,1.3,Iris-versicolor
+103,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.3,3.3,4.8,1.8,Iris-versicolor
+105,6.3,3.2,4.8,1.6,Iris-versicolor
+106,6.3,3.3,4.8,1.8,Iris-versicolor
+107,4.6,3.2,1.5,0.4,Iris-setosa
+108,5.7,3.4,1.7,0.2,Iris-setosa
+109,5.6,3.0,4.4,1.2,Iris-versicolor
+110,6.2,2.5,5.9,1.5,Iris-virginica
+111,5.1,3.5,1.5,0.4,Iris-setosa
+112,6.7,2.8,5.8,2.3,Iris-virginica
+113,5.8,3.2,1.4,0.3,Iris-setosa
+114,5.0,3.0,1.3,0.3,Iris-setosa
+115,4.9,3.2,1.3,0.2,Iris-setosa
+116,5.1,3.7,1.5,0.4,Iris-setosa
+117,5.0,3.3,1.5,0.2,Iris-setosa
+118,6.3,2.7,4.9,1.8,Iris-versicolor
+119,6.1,2.9,4.3,1.3,Iris-versicolor
diff --git a/iris/realtabformer/4/18/test.csv b/iris/realtabformer/4/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/18/train.csv b/iris/realtabformer/4/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/18/val.csv b/iris/realtabformer/4/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/19/synth.csv b/iris/realtabformer/4/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..39fa5ac804f0a2a6026e054e4697663c2b19e649
--- /dev/null
+++ b/iris/realtabformer/4/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.2,3.4,1.7,0.1,Iris-setosa
+1,6.1,3.4,4.5,1.4,Iris-versicolor
+2,5.8,3.8,1.7,0.2,Iris-setosa
+3,5.8,2.7,5.1,1.9,Iris-virginica
+4,5.4,2.7,5.1,1.9,Iris-virginica
+5,6.5,2.9,5.3,2.3,Iris-virginica
+6,6.4,3.2,4.5,1.5,Iris-versicolor
+7,6.3,2.3,4.0,1.8,Iris-versicolor
+8,6.3,2.8,5.1,1.8,Iris-virginica
+9,5.5,2.9,3.3,1.0,Iris-versicolor
+10,7.7,3.8,6.7,2.3,Iris-virginica
+11,6.1,3.0,4.4,1.4,Iris-versicolor
+12,5.1,2.9,4.6,1.4,Iris-versicolor
+13,5.0,3.0,1.4,0.2,Iris-setosa
+14,6.0,2.2,4.5,1.5,Iris-versicolor
+15,6.8,2.8,5.0,1.9,Iris-virginica
+16,4.8,3.0,1.4,0.2,Iris-setosa
+17,6.5,3.3,5.7,2.4,Iris-virginica
+18,5.2,3.4,1.5,0.6,Iris-setosa
+19,5.4,3.5,1.6,0.2,Iris-setosa
+20,5.0,2.9,3.6,1.6,Iris-versicolor
+21,7.2,3.8,6.6,2.5,Iris-virginica
+22,5.6,2.8,4.1,1.3,Iris-versicolor
+23,5.3,2.7,3.5,1.8,Iris-versicolor
+24,4.9,3.2,1.7,0.3,Iris-setosa
+25,6.6,2.5,5.5,2.3,Iris-virginica
+26,5.1,3.8,1.5,0.2,Iris-setosa
+27,5.3,2.8,3.3,1.0,Iris-versicolor
+28,4.9,3.2,1.4,0.2,Iris-setosa
+29,6.1,3.2,4.0,1.5,Iris-versicolor
+30,5.4,3.5,1.9,0.2,Iris-setosa
+31,5.0,3.2,1.5,0.2,Iris-setosa
+32,6.4,3.9,4.7,1.5,Iris-versicolor
+33,5.7,2.8,4.8,1.4,Iris-versicolor
+34,5.0,2.3,3.3,1.0,Iris-versicolor
+35,6.0,3.2,4.0,1.6,Iris-versicolor
+36,5.8,2.7,4.1,1.5,Iris-versicolor
+37,4.7,3.2,1.6,0.2,Iris-setosa
+38,5.6,2.8,3.7,1.3,Iris-versicolor
+39,5.1,3.3,1.4,0.2,Iris-setosa
+40,6.3,2.8,5.7,1.8,Iris-virginica
+41,5.1,3.8,1.9,0.4,Iris-setosa
+42,5.9,3.4,1.5,0.4,Iris-setosa
+43,5.0,3.2,1.4,0.3,Iris-setosa
+44,5.0,2.3,1.1,0.3,Iris-setosa
+45,6.4,2.9,5.6,1.9,Iris-virginica
+46,5.6,2.7,4.4,1.3,Iris-versicolor
+47,5.8,3.0,5.9,2.2,Iris-virginica
+48,4.5,3.2,1.3,0.3,Iris-setosa
+49,6.2,2.8,4.5,1.3,Iris-versicolor
+50,7.2,3.9,5.3,2.3,Iris-virginica
+51,5.4,3.7,1.5,0.4,Iris-setosa
+52,6.7,3.3,4.8,1.4,Iris-versicolor
+53,7.4,3.8,5.1,2.4,Iris-virginica
+54,5.6,2.9,5.6,2.3,Iris-virginica
+55,6.5,3.0,5.0,1.8,Iris-virginica
+56,5.4,3.0,1.1,0.2,Iris-setosa
+57,4.8,3.2,1.4,0.2,Iris-setosa
+58,5.0,3.5,1.7,0.6,Iris-setosa
+59,5.0,3.3,1.7,0.2,Iris-setosa
+60,5.0,3.4,1.7,0.2,Iris-setosa
+61,5.6,2.8,4.1,2.0,Iris-versicolor
+62,6.1,3.0,5.6,2.3,Iris-virginica
+63,6.7,3.1,5.7,2.3,Iris-virginica
+64,6.1,2.8,4.7,1.8,Iris-versicolor
+65,5.1,3.3,1.4,0.2,Iris-setosa
+66,5.0,3.3,1.7,0.6,Iris-setosa
+67,4.8,3.2,1.5,0.2,Iris-setosa
+68,4.9,2.4,3.3,1.1,Iris-versicolor
+69,5.1,3.2,1.5,0.2,Iris-setosa
+70,5.2,2.5,5.1,1.9,Iris-versicolor
+71,5.1,3.8,1.5,0.4,Iris-setosa
+72,5.8,3.7,1.7,0.2,Iris-setosa
+73,6.8,3.0,4.1,1.8,Iris-virginica
+74,5.7,4.8,1.7,0.4,Iris-setosa
+75,6.3,2.7,5.1,1.9,Iris-virginica
+76,4.8,3.4,1.6,0.2,Iris-setosa
+77,4.9,2.5,5.9,2.1,Iris-virginica
+78,6.8,2.8,5.1,1.9,Iris-virginica
+79,5.0,3.7,1.5,0.2,Iris-setosa
+80,5.9,3.4,1.5,0.5,Iris-setosa
+81,6.0,3.2,4.9,1.6,Iris-versicolor
+82,5.8,2.7,5.0,1.9,Iris-virginica
+83,6.3,2.9,5.6,1.8,Iris-virginica
+84,6.3,2.7,5.1,1.9,Iris-virginica
+85,6.3,3.3,5.0,2.6,Iris-virginica
+86,5.6,3.2,4.1,1.8,Iris-versicolor
+87,5.4,2.7,5.1,1.9,Iris-virginica
+88,5.6,2.5,4.9,1.8,Iris-versicolor
+89,4.8,2.6,4.0,1.3,Iris-versicolor
+90,7.2,3.6,6.8,2.2,Iris-virginica
+91,4.6,3.2,1.4,0.3,Iris-setosa
+92,5.6,3.0,4.4,1.3,Iris-versicolor
+93,5.7,3.5,5.7,2.3,Iris-virginica
+94,7.7,2.8,6.7,2.1,Iris-virginica
+95,6.3,3.4,4.7,1.8,Iris-versicolor
+96,5.8,4.7,1.2,0.3,Iris-setosa
+97,6.1,3.5,5.1,1.8,Iris-virginica
+98,4.8,3.2,1.4,0.2,Iris-setosa
+99,6.3,4.9,5.6,1.8,Iris-virginica
+100,6.4,2.8,4.7,1.6,Iris-versicolor
+101,5.0,3.5,1.4,0.2,Iris-setosa
+102,5.1,3.4,1.7,0.2,Iris-setosa
+103,4.9,2.8,3.3,1.1,Iris-versicolor
+104,6.5,3.0,5.8,1.8,Iris-virginica
+105,5.1,2.7,4.5,1.3,Iris-versicolor
+106,4.9,3.2,1.4,0.2,Iris-setosa
+107,4.6,2.8,4.1,1.0,Iris-versicolor
+108,6.1,3.3,4.9,1.5,Iris-versicolor
+109,6.3,2.9,4.7,1.8,Iris-virginica
+110,6.3,2.3,4.9,1.8,Iris-versicolor
+111,6.6,3.2,5.2,2.2,Iris-virginica
+112,5.1,3.7,1.4,0.4,Iris-setosa
+113,5.1,2.6,4.9,1.3,Iris-versicolor
+114,6.3,3.3,4.7,1.6,Iris-virginica
+115,6.5,3.2,5.1,2.3,Iris-virginica
+116,7.6,2.9,6.3,2.3,Iris-virginica
+117,5.7,3.5,5.7,2.5,Iris-virginica
+118,4.9,3.2,1.6,0.2,Iris-setosa
+119,6.0,3.0,4.6,1.6,Iris-versicolor
diff --git a/iris/realtabformer/4/19/test.csv b/iris/realtabformer/4/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/19/train.csv b/iris/realtabformer/4/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/19/val.csv b/iris/realtabformer/4/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/2/synth.csv b/iris/realtabformer/4/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..14cc004a7a6ff99298eefd2af7b939cc8107d238
--- /dev/null
+++ b/iris/realtabformer/4/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.2,2.7,4.1,1.3,Iris-versicolor
+1,5.8,2.8,4.1,1.3,Iris-versicolor
+2,5.0,3.5,1.5,0.6,Iris-setosa
+3,5.4,2.7,5.1,1.9,Iris-virginica
+4,5.0,3.4,1.4,0.2,Iris-setosa
+5,4.6,3.2,1.6,0.2,Iris-setosa
+6,5.6,3.6,4.9,1.2,Iris-versicolor
+7,6.9,3.1,4.5,1.8,Iris-versicolor
+8,6.3,3.3,4.7,1.6,Iris-versicolor
+9,5.8,3.7,1.1,0.3,Iris-setosa
+10,6.3,2.9,5.6,1.8,Iris-virginica
+11,6.7,3.3,5.7,2.5,Iris-virginica
+12,6.4,2.6,4.3,1.3,Iris-versicolor
+13,5.2,3.4,1.5,0.2,Iris-setosa
+14,5.5,2.6,5.1,1.9,Iris-virginica
+15,4.5,3.4,1.3,0.4,Iris-setosa
+16,6.1,2.8,4.7,1.3,Iris-versicolor
+17,5.5,3.2,1.8,0.2,Iris-setosa
+18,5.9,3.0,4.1,1.8,Iris-virginica
+19,6.1,3.8,4.7,1.6,Iris-versicolor
+20,5.1,3.8,1.4,0.4,Iris-setosa
+21,6.3,2.8,4.0,1.8,Iris-virginica
+22,5.0,3.3,1.3,0.3,Iris-setosa
+23,5.0,3.4,1.5,0.4,Iris-setosa
+24,4.6,3.6,1.4,0.2,Iris-setosa
+25,5.0,4.4,1.5,0.2,Iris-setosa
+26,4.8,3.4,1.5,0.2,Iris-setosa
+27,6.0,3.0,4.6,1.6,Iris-versicolor
+28,5.8,2.7,4.1,1.9,Iris-versicolor
+29,6.7,3.3,4.7,1.6,Iris-versicolor
+30,5.5,3.3,1.4,0.2,Iris-setosa
+31,6.3,3.0,5.5,1.8,Iris-virginica
+32,6.4,3.2,4.8,1.5,Iris-versicolor
+33,6.2,3.4,4.5,1.4,Iris-versicolor
+34,6.4,2.9,4.3,1.8,Iris-virginica
+35,6.4,2.9,4.6,1.5,Iris-versicolor
+36,6.8,3.0,5.1,1.8,Iris-virginica
+37,5.2,2.7,5.1,1.9,Iris-virginica
+38,4.9,3.1,1.5,0.2,Iris-setosa
+39,5.1,3.8,1.5,0.3,Iris-setosa
+40,7.9,2.8,6.1,1.8,Iris-virginica
+41,7.2,3.6,6.4,2.1,Iris-virginica
+42,6.3,2.9,4.3,1.8,Iris-versicolor
+43,6.7,3.2,5.7,2.3,Iris-virginica
+44,4.9,3.1,1.5,0.1,Iris-setosa
+45,5.1,3.8,1.5,0.4,Iris-setosa
+46,5.4,2.8,5.0,1.9,Iris-virginica
+47,6.6,2.2,4.9,1.3,Iris-versicolor
+48,6.5,3.8,5.8,2.9,Iris-virginica
+49,6.5,2.3,5.0,1.8,Iris-virginica
+50,6.4,2.8,4.0,1.3,Iris-versicolor
+51,6.3,2.7,4.9,1.0,Iris-versicolor
+52,5.2,3.7,1.5,0.2,Iris-setosa
+53,5.9,3.1,1.5,0.4,Iris-setosa
+54,7.7,3.8,6.7,2.2,Iris-virginica
+55,5.4,3.3,1.5,0.4,Iris-setosa
+56,5.0,2.4,3.3,1.0,Iris-versicolor
+57,6.2,3.2,4.7,1.8,Iris-virginica
+58,4.8,3.2,1.7,0.2,Iris-setosa
+59,4.8,3.3,1.5,0.2,Iris-setosa
+60,4.9,3.2,1.5,0.1,Iris-setosa
+61,6.3,2.9,5.6,1.8,Iris-virginica
+62,5.8,3.5,5.1,2.2,Iris-virginica
+63,5.5,3.2,1.5,0.2,Iris-setosa
+64,6.4,3.3,4.7,1.6,Iris-versicolor
+65,5.7,2.8,5.7,2.0,Iris-virginica
+66,5.6,2.5,3.1,1.0,Iris-versicolor
+67,5.5,2.8,5.8,1.9,Iris-virginica
+68,5.0,3.4,1.5,0.2,Iris-setosa
+69,6.7,2.5,5.8,1.9,Iris-virginica
+70,6.4,2.7,4.5,1.5,Iris-versicolor
+71,5.1,3.7,1.5,0.4,Iris-setosa
+72,6.3,2.9,5.6,1.8,Iris-virginica
+73,7.2,3.0,5.4,2.2,Iris-virginica
+74,5.8,2.7,5.1,1.9,Iris-virginica
+75,6.2,3.4,5.5,2.5,Iris-virginica
+76,5.7,2.8,4.9,1.3,Iris-virginica
+77,4.9,3.2,1.4,0.2,Iris-setosa
+78,5.0,3.6,1.3,0.2,Iris-setosa
+79,5.1,3.0,5.2,1.8,Iris-virginica
+80,6.4,3.7,4.5,1.8,Iris-versicolor
+81,6.6,2.7,4.0,1.3,Iris-versicolor
+82,5.1,3.2,1.5,0.4,Iris-setosa
+83,5.4,2.7,5.5,1.9,Iris-virginica
+84,6.7,3.3,5.6,2.3,Iris-virginica
+85,6.4,3.2,5.8,2.2,Iris-virginica
+86,6.7,2.5,5.2,1.3,Iris-virginica
+87,7.7,3.8,6.7,2.3,Iris-virginica
+88,6.4,3.2,5.1,2.9,Iris-virginica
+89,5.8,2.7,5.1,1.9,Iris-virginica
+90,5.0,3.9,1.5,0.2,Iris-setosa
+91,6.5,2.8,4.9,1.7,Iris-virginica
+92,5.6,3.0,4.5,1.2,Iris-versicolor
+93,5.8,2.7,4.8,1.3,Iris-versicolor
+94,5.8,2.7,5.0,2.6,Iris-virginica
+95,6.3,3.2,4.5,1.8,Iris-versicolor
+96,6.3,3.3,5.7,2.8,Iris-virginica
+97,6.3,2.9,5.3,1.9,Iris-virginica
+98,6.1,3.0,4.9,1.8,Iris-virginica
+99,6.5,3.2,4.4,1.8,Iris-virginica
+100,6.5,2.7,4.8,1.8,Iris-virginica
+101,7.7,3.3,6.7,2.5,Iris-virginica
+102,6.4,3.2,4.7,1.5,Iris-versicolor
+103,6.3,2.7,4.9,1.8,Iris-virginica
+104,4.9,3.4,1.5,0.1,Iris-setosa
+105,6.8,3.3,5.6,2.3,Iris-virginica
+106,6.3,2.8,5.1,1.9,Iris-virginica
+107,6.8,3.8,5.7,2.5,Iris-virginica
+108,6.1,3.8,4.6,1.4,Iris-versicolor
+109,4.6,3.0,4.9,1.2,Iris-versicolor
+110,5.0,4.4,1.4,0.2,Iris-setosa
+111,5.9,3.4,1.5,0.2,Iris-setosa
+112,5.6,3.0,4.4,1.2,Iris-versicolor
+113,6.3,3.2,4.0,1.8,Iris-virginica
+114,6.5,2.3,5.0,1.8,Iris-virginica
+115,5.7,2.8,4.7,1.3,Iris-versicolor
+116,4.9,2.5,3.3,1.0,Iris-versicolor
+117,5.1,3.0,1.5,0.4,Iris-setosa
+118,6.0,3.0,5.8,1.8,Iris-virginica
+119,7.7,2.6,6.9,2.8,Iris-virginica
diff --git a/iris/realtabformer/4/2/test.csv b/iris/realtabformer/4/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/2/train.csv b/iris/realtabformer/4/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/2/val.csv b/iris/realtabformer/4/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/20/synth.csv b/iris/realtabformer/4/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3df181dddafe40a98fdcef62f639cacb0b186f7b
--- /dev/null
+++ b/iris/realtabformer/4/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3,2.8,4.7,1.8,Iris-virginica
+1,5.1,3.8,1.5,0.2,Iris-setosa
+2,5.0,3.3,1.3,0.5,Iris-setosa
+3,5.0,3.3,1.6,0.2,Iris-setosa
+4,7.8,2.8,5.1,1.9,Iris-virginica
+5,6.2,3.1,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.3,0.3,Iris-setosa
+7,6.5,2.8,5.1,2.7,Iris-virginica
+8,4.8,2.7,5.8,2.9,Iris-virginica
+9,5.2,3.7,1.5,0.4,Iris-setosa
+10,5.9,3.2,1.2,0.3,Iris-setosa
+11,5.7,3.5,5.2,2.2,Iris-virginica
+12,5.7,3.8,1.7,0.2,Iris-setosa
+13,5.6,3.3,1.9,0.2,Iris-setosa
+14,5.7,3.5,5.3,2.3,Iris-virginica
+15,5.8,3.3,1.7,0.2,Iris-setosa
+16,4.5,2.4,3.3,1.0,Iris-versicolor
+17,6.0,2.0,4.8,1.6,Iris-versicolor
+18,5.9,3.4,1.9,0.3,Iris-setosa
+19,6.3,3.3,5.9,1.8,Iris-virginica
+20,5.6,3.6,1.4,0.2,Iris-setosa
+21,5.5,2.3,3.9,1.0,Iris-versicolor
+22,6.3,2.9,5.3,1.8,Iris-virginica
+23,5.0,3.4,1.4,0.2,Iris-setosa
+24,4.9,3.6,1.4,0.3,Iris-setosa
+25,5.5,3.4,1.7,0.2,Iris-setosa
+26,5.7,2.8,4.7,1.3,Iris-versicolor
+27,5.7,3.8,1.5,0.4,Iris-setosa
+28,5.5,2.4,3.1,1.3,Iris-versicolor
+29,5.0,3.7,1.5,0.2,Iris-setosa
+30,5.1,3.4,1.7,0.2,Iris-setosa
+31,5.4,3.7,1.5,0.4,Iris-setosa
+32,6.0,3.3,4.4,2.3,Iris-versicolor
+33,5.8,2.7,5.1,2.9,Iris-virginica
+34,6.6,2.9,4.3,1.3,Iris-versicolor
+35,5.9,2.8,5.1,2.9,Iris-virginica
+36,6.1,2.8,4.9,1.5,Iris-versicolor
+37,6.1,3.0,4.5,1.4,Iris-versicolor
+38,6.7,2.8,4.7,1.4,Iris-versicolor
+39,6.3,2.7,4.8,1.8,Iris-versicolor
+40,4.8,3.4,1.6,0.3,Iris-setosa
+41,5.4,3.5,1.4,0.2,Iris-setosa
+42,5.7,3.3,1.7,0.2,Iris-setosa
+43,5.0,2.5,4.3,1.3,Iris-versicolor
+44,5.0,3.2,1.4,0.2,Iris-setosa
+45,5.6,2.7,3.1,1.3,Iris-versicolor
+46,5.7,2.9,4.7,1.5,Iris-versicolor
+47,4.9,3.1,1.4,0.3,Iris-setosa
+48,5.2,3.4,1.5,0.2,Iris-setosa
+49,7.9,3.3,6.7,2.1,Iris-virginica
+50,7.3,2.5,6.8,1.9,Iris-virginica
+51,5.6,2.8,4.0,1.3,Iris-versicolor
+52,6.0,3.4,4.7,1.6,Iris-versicolor
+53,6.4,3.3,4.3,1.8,Iris-virginica
+54,5.7,2.8,4.6,1.3,Iris-versicolor
+55,5.7,3.4,1.7,0.3,Iris-setosa
+56,6.9,3.1,4.5,1.6,Iris-versicolor
+57,7.9,3.8,5.1,2.7,Iris-virginica
+58,5.0,3.3,1.7,0.2,Iris-setosa
+59,6.3,2.7,4.0,1.7,Iris-versicolor
+60,6.7,3.1,5.5,2.4,Iris-virginica
+61,6.4,3.2,5.1,1.8,Iris-virginica
+62,6.7,2.8,5.1,1.9,Iris-virginica
+63,7.1,3.8,6.9,2.1,Iris-virginica
+64,6.3,2.8,5.1,1.8,Iris-virginica
+65,5.6,3.2,4.1,1.0,Iris-versicolor
+66,6.5,2.9,5.6,2.3,Iris-virginica
+67,6.7,3.0,5.6,2.4,Iris-virginica
+68,6.3,3.3,4.8,1.8,Iris-virginica
+69,6.3,3.0,5.2,2.6,Iris-virginica
+70,5.9,3.4,1.5,0.5,Iris-setosa
+71,5.5,3.2,1.4,0.2,Iris-setosa
+72,4.8,2.6,1.6,0.3,Iris-setosa
+73,6.8,2.7,5.9,1.9,Iris-virginica
+74,5.6,3.0,4.1,1.0,Iris-versicolor
+75,4.8,3.0,1.4,0.2,Iris-setosa
+76,6.3,2.7,5.1,1.9,Iris-virginica
+77,7.3,2.8,6.1,1.9,Iris-virginica
+78,5.1,3.3,1.7,0.4,Iris-setosa
+79,5.6,2.9,4.5,1.3,Iris-versicolor
+80,6.4,3.1,5.5,2.1,Iris-virginica
+81,5.4,3.7,1.5,0.2,Iris-setosa
+82,5.4,2.7,5.1,1.9,Iris-virginica
+83,7.3,3.6,5.1,1.8,Iris-virginica
+84,6.1,3.0,5.5,2.3,Iris-virginica
+85,5.4,2.7,5.1,1.9,Iris-virginica
+86,5.1,3.6,1.1,0.4,Iris-setosa
+87,7.2,2.8,6.1,1.9,Iris-virginica
+88,5.1,3.5,1.1,0.2,Iris-setosa
+89,5.7,3.5,1.7,0.2,Iris-setosa
+90,5.6,3.0,4.1,1.3,Iris-versicolor
+91,5.4,3.7,1.5,0.5,Iris-setosa
+92,7.4,2.8,6.9,2.0,Iris-virginica
+93,5.0,3.4,1.5,0.2,Iris-setosa
+94,6.1,3.3,4.7,1.4,Iris-versicolor
+95,5.7,2.8,6.6,2.3,Iris-virginica
+96,6.7,2.8,4.7,1.3,Iris-versicolor
+97,6.4,3.2,4.1,1.8,Iris-virginica
+98,5.7,3.8,1.7,0.4,Iris-setosa
+99,4.6,3.2,1.9,0.2,Iris-setosa
+100,5.1,3.4,1.7,0.3,Iris-setosa
+101,6.4,2.8,5.5,1.9,Iris-virginica
+102,5.1,3.8,1.7,0.2,Iris-setosa
+103,6.7,3.1,4.7,1.4,Iris-versicolor
+104,5.8,2.9,4.9,1.3,Iris-versicolor
+105,5.0,3.2,1.2,0.2,Iris-setosa
+106,6.8,3.0,5.8,1.6,Iris-virginica
+107,6.4,2.8,5.6,1.9,Iris-virginica
+108,5.6,2.8,4.1,1.0,Iris-versicolor
+109,5.4,2.9,5.3,1.9,Iris-virginica
+110,5.1,3.8,1.5,0.4,Iris-setosa
+111,5.2,3.2,1.7,0.3,Iris-setosa
+112,5.6,2.2,4.9,1.5,Iris-versicolor
+113,4.1,3.2,1.4,0.2,Iris-setosa
+114,7.2,2.8,6.1,2.3,Iris-virginica
+115,6.6,2.8,4.1,1.8,Iris-versicolor
+116,4.9,3.1,1.5,0.1,Iris-setosa
+117,6.8,2.8,5.1,2.3,Iris-virginica
+118,5.5,2.3,3.7,1.1,Iris-versicolor
+119,5.6,2.7,3.9,1.3,Iris-versicolor
diff --git a/iris/realtabformer/4/20/test.csv b/iris/realtabformer/4/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/20/train.csv b/iris/realtabformer/4/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/20/val.csv b/iris/realtabformer/4/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/21/synth.csv b/iris/realtabformer/4/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..391151ab6f6ef956887ee8b59ce7810686d3ed40
--- /dev/null
+++ b/iris/realtabformer/4/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,2.8,1.9,0.3,Iris-setosa
+1,5.6,2.8,4.5,1.5,Iris-virginica
+2,5.8,2.7,3.1,1.9,Iris-versicolor
+3,5.0,2.3,3.8,1.0,Iris-versicolor
+4,5.7,2.8,4.7,1.3,Iris-versicolor
+5,5.1,3.4,1.5,0.4,Iris-setosa
+6,6.8,2.8,5.1,1.9,Iris-virginica
+7,6.3,3.4,5.5,1.8,Iris-virginica
+8,6.4,2.8,4.5,1.6,Iris-versicolor
+9,6.4,3.0,5.8,1.8,Iris-virginica
+10,5.1,2.7,5.9,1.9,Iris-virginica
+11,7.5,2.6,6.1,1.9,Iris-virginica
+12,6.0,2.3,4.8,1.8,Iris-versicolor
+13,5.6,2.8,4.1,1.3,Iris-versicolor
+14,5.7,3.5,5.1,2.0,Iris-virginica
+15,6.3,2.5,5.8,1.9,Iris-virginica
+16,6.0,2.6,4.0,1.6,Iris-versicolor
+17,4.8,3.1,1.6,0.2,Iris-setosa
+18,5.6,2.5,3.6,1.1,Iris-versicolor
+19,5.1,3.7,1.5,0.2,Iris-setosa
+20,6.3,3.9,4.5,1.6,Iris-versicolor
+21,5.7,2.5,5.2,2.3,Iris-virginica
+22,6.4,2.8,5.5,1.9,Iris-virginica
+23,6.3,3.1,4.5,1.6,Iris-versicolor
+24,7.9,3.6,6.9,2.1,Iris-virginica
+25,5.4,2.8,4.1,1.3,Iris-versicolor
+26,6.5,3.1,5.9,2.1,Iris-virginica
+27,5.0,3.2,1.4,0.2,Iris-setosa
+28,5.5,4.2,1.5,0.2,Iris-setosa
+29,5.0,3.2,1.2,0.2,Iris-setosa
+30,6.3,3.3,4.7,1.8,Iris-versicolor
+31,7.2,3.6,6.1,1.8,Iris-virginica
+32,7.7,3.8,6.7,2.2,Iris-virginica
+33,4.8,3.4,1.6,0.2,Iris-setosa
+34,5.1,4.4,1.5,0.2,Iris-setosa
+35,5.7,3.8,1.5,0.5,Iris-setosa
+36,6.0,2.8,4.5,1.8,Iris-virginica
+37,6.4,2.7,5.1,1.9,Iris-virginica
+38,5.8,3.1,1.6,0.2,Iris-setosa
+39,5.6,3.0,4.5,1.6,Iris-versicolor
+40,4.8,2.6,4.9,1.2,Iris-versicolor
+41,5.6,2.7,3.9,1.1,Iris-versicolor
+42,5.3,4.4,3.5,1.1,Iris-versicolor
+43,6.0,2.4,5.6,1.6,Iris-virginica
+44,5.0,3.9,1.3,0.3,Iris-setosa
+45,5.6,2.5,3.4,1.0,Iris-versicolor
+46,5.2,3.4,1.5,0.2,Iris-setosa
+47,6.7,3.3,5.7,2.3,Iris-virginica
+48,5.0,3.0,1.4,0.2,Iris-setosa
+49,6.3,2.9,4.3,1.8,Iris-versicolor
+50,5.5,2.6,5.3,1.9,Iris-virginica
+51,5.8,2.7,5.1,1.9,Iris-virginica
+52,5.1,3.7,1.5,0.4,Iris-setosa
+53,5.4,3.9,1.7,0.2,Iris-setosa
+54,7.4,2.8,6.7,2.5,Iris-virginica
+55,5.6,2.7,4.1,1.3,Iris-versicolor
+56,5.8,2.7,4.1,1.3,Iris-versicolor
+57,6.7,3.8,4.7,2.3,Iris-virginica
+58,7.1,3.8,6.8,2.1,Iris-virginica
+59,4.6,3.0,1.4,0.2,Iris-setosa
+60,5.0,2.9,3.3,1.0,Iris-versicolor
+61,5.6,3.3,1.7,0.4,Iris-setosa
+62,6.4,3.2,4.5,1.5,Iris-versicolor
+63,5.0,3.4,1.6,0.4,Iris-setosa
+64,6.5,2.3,5.9,1.9,Iris-virginica
+65,5.6,2.5,4.0,1.3,Iris-versicolor
+66,5.6,3.0,4.1,1.2,Iris-versicolor
+67,5.9,3.6,4.1,1.8,Iris-virginica
+68,5.8,2.7,5.1,1.9,Iris-virginica
+69,6.8,2.9,5.1,1.9,Iris-virginica
+70,5.0,3.6,1.4,0.2,Iris-setosa
+71,5.6,3.4,1.7,0.3,Iris-setosa
+72,6.5,3.0,5.8,1.8,Iris-virginica
+73,6.1,3.0,5.6,1.8,Iris-virginica
+74,5.4,2.7,3.3,1.0,Iris-versicolor
+75,5.8,2.7,4.1,1.9,Iris-versicolor
+76,6.4,3.2,4.5,1.6,Iris-versicolor
+77,5.1,3.3,1.9,0.4,Iris-setosa
+78,7.9,3.4,6.1,2.0,Iris-virginica
+79,5.1,2.8,4.9,1.4,Iris-versicolor
+80,6.5,2.8,5.7,2.3,Iris-virginica
+81,5.0,3.2,1.2,0.2,Iris-setosa
+82,5.0,2.3,3.3,1.3,Iris-versicolor
+83,5.9,2.7,4.5,1.0,Iris-versicolor
+84,5.0,3.4,1.5,0.2,Iris-setosa
+85,6.3,3.2,4.1,1.6,Iris-virginica
+86,6.7,3.3,5.0,2.3,Iris-virginica
+87,5.8,2.7,5.1,1.9,Iris-virginica
+88,6.5,3.3,5.7,2.3,Iris-virginica
+89,5.7,2.8,4.7,1.3,Iris-versicolor
+90,6.5,2.3,5.3,1.9,Iris-versicolor
+91,4.6,3.0,1.4,0.2,Iris-setosa
+92,6.3,3.3,5.1,1.8,Iris-virginica
+93,6.9,3.1,5.8,2.1,Iris-virginica
+94,6.0,2.5,4.0,1.8,Iris-versicolor
+95,5.8,2.7,5.1,1.9,Iris-virginica
+96,5.0,3.4,1.5,0.2,Iris-setosa
+97,4.9,3.1,1.5,0.1,Iris-setosa
+98,4.8,3.2,1.4,0.2,Iris-setosa
+99,5.2,3.5,1.4,0.2,Iris-setosa
+100,6.0,2.5,4.3,1.8,Iris-virginica
+101,4.9,3.2,1.9,0.2,Iris-setosa
+102,5.8,2.5,5.1,1.9,Iris-virginica
+103,6.7,3.1,5.7,2.4,Iris-virginica
+104,5.1,2.8,4.5,1.3,Iris-versicolor
+105,5.4,2.9,3.3,1.2,Iris-versicolor
+106,6.1,3.2,4.7,1.5,Iris-versicolor
+107,6.1,2.8,5.7,2.0,Iris-virginica
+108,5.5,3.2,1.4,0.2,Iris-setosa
+109,4.8,3.4,1.6,0.2,Iris-setosa
+110,7.6,3.0,6.9,2.1,Iris-virginica
+111,5.1,3.3,1.4,0.3,Iris-setosa
+112,5.4,3.2,1.0,0.2,Iris-setosa
+113,6.3,3.1,4.5,1.8,Iris-versicolor
+114,5.1,3.8,1.7,0.4,Iris-setosa
+115,4.8,3.2,1.6,0.2,Iris-setosa
+116,4.8,3.2,1.2,0.2,Iris-setosa
+117,5.8,2.8,5.1,2.0,Iris-virginica
+118,5.9,3.4,1.3,0.3,Iris-setosa
+119,6.3,2.9,5.1,1.9,Iris-virginica
diff --git a/iris/realtabformer/4/21/test.csv b/iris/realtabformer/4/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/21/train.csv b/iris/realtabformer/4/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/21/val.csv b/iris/realtabformer/4/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/22/synth.csv b/iris/realtabformer/4/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6b89b587473d0c787980fe1488ce9539f6d56e5a
--- /dev/null
+++ b/iris/realtabformer/4/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.2,3.0,6.1,2.5,Iris-virginica
+1,6.3,3.8,4.7,1.3,Iris-versicolor
+2,5.5,2.7,3.3,1.9,Iris-versicolor
+3,5.7,3.2,5.8,2.3,Iris-virginica
+4,6.7,2.8,4.7,1.3,Iris-versicolor
+5,4.9,3.1,1.4,0.2,Iris-setosa
+6,6.5,3.2,4.8,1.8,Iris-versicolor
+7,5.8,3.7,1.4,0.4,Iris-setosa
+8,6.7,3.2,5.7,2.4,Iris-virginica
+9,6.1,3.0,4.4,1.4,Iris-versicolor
+10,5.4,3.8,1.6,0.4,Iris-setosa
+11,5.0,3.4,1.4,0.2,Iris-setosa
+12,5.5,2.4,3.5,1.1,Iris-versicolor
+13,5.2,4.1,1.5,0.2,Iris-setosa
+14,6.6,2.9,4.3,1.3,Iris-versicolor
+15,5.0,3.9,1.4,0.2,Iris-setosa
+16,5.0,3.4,1.5,0.2,Iris-setosa
+17,4.8,2.4,3.1,1.0,Iris-versicolor
+18,5.6,2.3,3.2,1.4,Iris-versicolor
+19,6.0,3.1,4.5,1.8,Iris-versicolor
+20,5.1,3.3,1.7,0.2,Iris-setosa
+21,5.4,3.9,1.5,0.2,Iris-setosa
+22,7.2,3.6,6.1,2.6,Iris-virginica
+23,5.8,3.7,1.9,0.2,Iris-setosa
+24,6.6,2.9,4.3,1.3,Iris-versicolor
+25,4.9,2.3,3.3,1.1,Iris-versicolor
+26,4.6,3.4,1.3,0.3,Iris-setosa
+27,5.0,3.4,1.5,0.2,Iris-setosa
+28,6.4,3.0,5.8,2.2,Iris-virginica
+29,6.4,3.2,4.5,1.5,Iris-versicolor
+30,5.0,2.6,3.3,1.0,Iris-versicolor
+31,6.7,2.5,5.7,1.8,Iris-virginica
+32,6.7,2.8,4.7,1.3,Iris-versicolor
+33,4.9,3.2,1.9,0.3,Iris-setosa
+34,6.7,2.6,4.5,1.5,Iris-versicolor
+35,6.3,3.0,5.5,1.8,Iris-virginica
+36,5.0,3.3,1.9,0.2,Iris-setosa
+37,6.5,2.3,5.0,1.4,Iris-versicolor
+38,7.7,3.8,6.7,2.4,Iris-virginica
+39,6.5,2.6,4.8,1.8,Iris-versicolor
+40,7.7,3.8,6.7,2.3,Iris-virginica
+41,6.0,3.3,4.7,1.6,Iris-versicolor
+42,6.0,2.5,5.7,1.9,Iris-virginica
+43,5.1,3.4,1.7,0.2,Iris-setosa
+44,4.9,3.4,1.5,0.1,Iris-setosa
+45,7.6,3.0,5.9,2.9,Iris-virginica
+46,5.7,3.5,5.5,0.2,Iris-virginica
+47,6.3,2.8,5.1,1.8,Iris-virginica
+48,6.1,2.8,4.0,1.3,Iris-versicolor
+49,5.5,3.4,1.6,0.4,Iris-setosa
+50,5.1,2.8,4.5,1.4,Iris-versicolor
+51,5.4,3.8,1.5,0.2,Iris-setosa
+52,5.8,3.0,1.4,0.4,Iris-setosa
+53,5.1,3.5,1.5,0.2,Iris-setosa
+54,5.0,3.2,1.2,0.2,Iris-setosa
+55,6.6,3.0,4.1,1.8,Iris-virginica
+56,5.8,3.6,1.5,0.2,Iris-setosa
+57,6.9,2.8,5.6,2.8,Iris-virginica
+58,4.8,3.0,1.4,0.2,Iris-setosa
+59,6.8,3.0,4.1,1.3,Iris-versicolor
+60,7.7,3.8,6.7,2.5,Iris-virginica
+61,6.1,3.0,4.9,1.5,Iris-versicolor
+62,4.9,3.1,1.5,0.4,Iris-setosa
+63,6.6,2.5,5.0,2.3,Iris-virginica
+64,5.1,3.0,1.5,0.3,Iris-setosa
+65,4.9,3.1,1.3,0.1,Iris-setosa
+66,6.1,3.8,4.8,1.6,Iris-versicolor
+67,6.4,3.9,5.5,1.8,Iris-virginica
+68,6.7,3.1,5.7,2.4,Iris-virginica
+69,6.0,3.3,4.9,1.0,Iris-versicolor
+70,6.0,2.3,5.1,1.9,Iris-virginica
+71,6.4,3.9,4.3,1.8,Iris-versicolor
+72,5.7,2.8,4.0,1.3,Iris-versicolor
+73,6.1,2.8,4.7,1.5,Iris-versicolor
+74,6.7,3.0,4.7,1.5,Iris-versicolor
+75,5.1,3.6,1.7,0.4,Iris-setosa
+76,5.7,3.3,1.7,0.4,Iris-setosa
+77,7.6,2.8,6.1,2.3,Iris-virginica
+78,5.6,3.0,4.9,1.3,Iris-versicolor
+79,6.4,3.2,5.1,2.3,Iris-virginica
+80,6.3,3.2,4.5,1.8,Iris-virginica
+81,5.5,2.8,4.1,1.3,Iris-versicolor
+82,5.0,3.6,1.1,0.2,Iris-setosa
+83,5.7,3.4,1.9,0.2,Iris-setosa
+84,6.3,2.8,4.6,1.8,Iris-versicolor
+85,6.5,3.1,5.5,2.8,Iris-virginica
+86,5.0,3.3,1.4,0.2,Iris-setosa
+87,4.9,3.1,1.5,0.1,Iris-setosa
+88,7.6,3.0,6.9,2.3,Iris-virginica
+89,5.9,3.6,1.3,0.3,Iris-setosa
+90,5.4,3.2,1.5,0.4,Iris-setosa
+91,5.7,3.0,5.8,2.3,Iris-virginica
+92,5.3,3.5,1.5,0.8,Iris-virginica
+93,4.6,2.8,4.9,1.3,Iris-versicolor
+94,4.6,3.0,1.6,0.1,Iris-setosa
+95,5.6,2.5,6.1,2.3,Iris-virginica
+96,6.7,3.1,5.7,2.8,Iris-virginica
+97,4.9,2.7,5.5,2.1,Iris-virginica
+98,5.5,2.4,3.5,1.5,Iris-versicolor
+99,6.4,3.2,5.5,2.5,Iris-virginica
+100,7.3,2.8,5.1,1.9,Iris-virginica
+101,5.6,3.6,4.0,1.3,Iris-versicolor
+102,6.4,2.7,5.6,2.1,Iris-virginica
+103,5.7,4.5,5.5,2.5,Iris-virginica
+104,5.8,2.7,5.1,1.9,Iris-virginica
+105,5.1,3.8,1.5,0.3,Iris-setosa
+106,6.2,3.1,4.5,1.5,Iris-versicolor
+107,6.2,3.9,5.3,2.3,Iris-virginica
+108,5.4,3.2,1.5,0.2,Iris-setosa
+109,5.6,3.0,5.1,2.1,Iris-virginica
+110,6.1,3.2,4.9,1.4,Iris-virginica
+111,5.4,3.7,1.4,0.2,Iris-setosa
+112,4.8,2.7,1.5,0.3,Iris-setosa
+113,5.8,2.7,3.9,1.1,Iris-versicolor
+114,6.3,3.3,4.8,1.3,Iris-versicolor
+115,7.2,2.8,6.8,2.3,Iris-virginica
+116,6.7,3.1,5.7,2.4,Iris-virginica
+117,5.1,3.8,1.7,0.4,Iris-setosa
+118,6.4,3.3,5.7,1.8,Iris-virginica
+119,5.8,2.7,5.1,1.9,Iris-virginica
diff --git a/iris/realtabformer/4/22/test.csv b/iris/realtabformer/4/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/22/train.csv b/iris/realtabformer/4/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/22/val.csv b/iris/realtabformer/4/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/23/synth.csv b/iris/realtabformer/4/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..317d9bf184df20146ee1f1f3df97e5594eb6936c
--- /dev/null
+++ b/iris/realtabformer/4/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.0,3.2,5.9,2.5,Iris-virginica
+1,5.6,3.2,4.7,1.3,Iris-versicolor
+2,5.1,3.5,1.4,0.3,Iris-setosa
+3,5.0,2.0,5.1,1.8,Iris-virginica
+4,4.8,3.2,1.4,0.2,Iris-setosa
+5,5.8,3.0,4.1,1.2,Iris-versicolor
+6,6.9,2.8,4.1,1.8,Iris-versicolor
+7,5.8,2.7,5.1,1.9,Iris-virginica
+8,4.8,3.4,1.4,0.2,Iris-setosa
+9,5.9,3.5,1.5,0.2,Iris-setosa
+10,4.9,3.2,1.5,0.1,Iris-setosa
+11,4.9,2.3,4.3,1.3,Iris-versicolor
+12,5.8,2.7,3.3,1.3,Iris-versicolor
+13,6.3,2.8,5.8,2.3,Iris-virginica
+14,5.6,2.7,4.1,1.0,Iris-versicolor
+15,5.1,4.9,1.6,0.3,Iris-setosa
+16,5.1,3.8,1.7,0.4,Iris-setosa
+17,6.3,2.8,5.0,1.9,Iris-virginica
+18,5.5,2.8,5.1,1.9,Iris-virginica
+19,4.5,3.2,1.3,0.2,Iris-setosa
+20,6.7,3.8,5.7,2.3,Iris-virginica
+21,6.2,3.1,4.5,1.7,Iris-versicolor
+22,6.1,3.3,4.7,1.4,Iris-versicolor
+23,6.2,2.8,4.7,1.6,Iris-versicolor
+24,6.3,2.8,5.1,1.8,Iris-virginica
+25,5.8,2.8,5.1,2.3,Iris-virginica
+26,6.7,3.3,5.7,2.4,Iris-virginica
+27,5.7,3.8,1.7,0.3,Iris-setosa
+28,5.0,3.2,1.7,0.6,Iris-setosa
+29,5.4,2.7,1.1,0.4,Iris-setosa
+30,4.9,3.1,1.5,0.1,Iris-setosa
+31,6.2,3.1,5.5,2.5,Iris-virginica
+32,5.1,3.8,1.7,0.4,Iris-setosa
+33,6.3,3.3,5.8,2.5,Iris-virginica
+34,5.4,3.4,1.5,0.4,Iris-setosa
+35,5.5,2.3,3.7,1.1,Iris-versicolor
+36,5.0,3.6,1.2,0.2,Iris-setosa
+37,5.6,2.7,4.1,1.3,Iris-versicolor
+38,5.6,2.7,3.9,1.1,Iris-versicolor
+39,6.7,3.5,5.7,2.5,Iris-virginica
+40,6.4,2.9,5.6,1.9,Iris-virginica
+41,5.0,2.3,3.3,1.0,Iris-versicolor
+42,5.0,2.3,3.3,1.0,Iris-versicolor
+43,4.8,3.4,1.3,0.2,Iris-setosa
+44,5.5,2.3,3.3,1.3,Iris-versicolor
+45,5.7,3.0,4.5,1.5,Iris-versicolor
+46,5.8,2.7,5.1,1.9,Iris-virginica
+47,6.4,3.7,5.9,2.8,Iris-virginica
+48,6.3,3.0,5.1,1.8,Iris-virginica
+49,6.7,3.1,4.7,1.5,Iris-versicolor
+50,6.1,3.8,1.7,2.4,Iris-virginica
+51,4.9,3.1,1.5,0.1,Iris-setosa
+52,4.6,3.0,1.4,0.2,Iris-setosa
+53,5.0,3.3,1.9,0.4,Iris-setosa
+54,5.4,3.7,1.5,0.4,Iris-setosa
+55,5.4,2.7,5.1,1.9,Iris-virginica
+56,5.5,2.4,3.7,1.2,Iris-versicolor
+57,4.9,3.1,1.5,0.1,Iris-setosa
+58,5.0,3.4,1.3,0.3,Iris-setosa
+59,5.0,2.3,4.5,1.0,Iris-versicolor
+60,5.2,3.4,1.5,0.2,Iris-setosa
+61,5.4,2.8,4.9,1.5,Iris-versicolor
+62,4.9,3.1,1.5,0.2,Iris-setosa
+63,6.3,2.8,5.7,1.9,Iris-virginica
+64,5.6,4.8,4.7,1.6,Iris-versicolor
+65,6.3,4.3,4.9,1.8,Iris-versicolor
+66,5.4,3.4,1.5,0.4,Iris-setosa
+67,6.0,3.2,4.4,1.6,Iris-versicolor
+68,5.5,3.3,1.8,0.2,Iris-setosa
+69,5.8,3.8,1.0,0.4,Iris-setosa
+70,6.1,2.8,4.1,1.8,Iris-virginica
+71,6.8,3.9,4.5,1.5,Iris-versicolor
+72,6.4,2.7,5.3,2.9,Iris-virginica
+73,6.4,3.2,4.5,1.8,Iris-virginica
+74,5.7,4.7,5.2,1.2,Iris-virginica
+75,5.0,2.2,3.3,1.0,Iris-versicolor
+76,4.9,3.1,1.5,0.1,Iris-setosa
+77,5.5,2.6,5.1,1.9,Iris-virginica
+78,5.7,3.4,1.7,0.2,Iris-setosa
+79,5.1,3.5,1.4,0.2,Iris-setosa
+80,6.4,2.8,4.7,1.5,Iris-versicolor
+81,5.6,2.8,4.1,1.0,Iris-versicolor
+82,6.3,2.7,5.1,1.9,Iris-virginica
+83,6.1,3.8,4.5,1.5,Iris-versicolor
+84,6.4,3.0,5.9,1.9,Iris-virginica
+85,4.8,2.6,1.4,0.2,Iris-setosa
+86,6.1,3.8,4.5,1.6,Iris-versicolor
+87,5.6,3.0,1.4,0.3,Iris-setosa
+88,7.0,3.6,6.9,2.6,Iris-virginica
+89,6.1,3.3,4.9,1.8,Iris-virginica
+90,5.0,3.2,1.5,0.2,Iris-setosa
+91,5.1,3.8,1.5,0.4,Iris-setosa
+92,5.0,3.2,1.5,0.4,Iris-setosa
+93,5.5,2.3,3.3,1.3,Iris-versicolor
+94,4.8,3.2,1.4,0.2,Iris-setosa
+95,5.5,2.5,5.8,1.9,Iris-virginica
+96,5.7,3.5,5.0,2.4,Iris-virginica
+97,5.8,2.5,5.1,2.3,Iris-virginica
+98,5.1,3.8,1.5,0.4,Iris-setosa
+99,5.5,2.5,5.1,1.9,Iris-virginica
+100,4.8,3.4,1.3,0.2,Iris-setosa
+101,6.9,3.1,4.7,1.8,Iris-versicolor
+102,6.2,3.1,5.6,2.1,Iris-virginica
+103,6.1,3.0,4.9,1.8,Iris-virginica
+104,5.8,3.0,1.4,0.4,Iris-setosa
+105,6.7,3.5,5.0,2.3,Iris-virginica
+106,6.3,3.3,4.8,1.6,Iris-versicolor
+107,7.2,3.6,6.1,2.0,Iris-virginica
+108,6.7,3.1,5.6,2.4,Iris-virginica
+109,6.3,2.5,5.8,1.8,Iris-virginica
+110,5.8,2.7,5.1,1.9,Iris-virginica
+111,4.9,3.4,1.4,0.2,Iris-setosa
+112,5.2,2.5,5.1,2.3,Iris-virginica
+113,6.1,3.1,4.5,1.4,Iris-versicolor
+114,5.6,3.4,1.5,0.4,Iris-setosa
+115,5.8,2.8,4.1,1.3,Iris-versicolor
+116,6.4,3.0,4.5,1.8,Iris-virginica
+117,5.0,3.4,1.5,0.2,Iris-setosa
+118,4.9,3.1,1.9,0.1,Iris-setosa
+119,5.0,2.3,3.7,1.0,Iris-versicolor
diff --git a/iris/realtabformer/4/23/test.csv b/iris/realtabformer/4/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/23/train.csv b/iris/realtabformer/4/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/23/val.csv b/iris/realtabformer/4/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/24/synth.csv b/iris/realtabformer/4/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..509e88f6fc88617f1cbec1254d44b580ee651dc9
--- /dev/null
+++ b/iris/realtabformer/4/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,3.4,1.5,0.2,Iris-setosa
+1,6.0,3.0,4.5,1.6,Iris-versicolor
+2,4.9,3.2,1.4,0.2,Iris-setosa
+3,5.4,3.7,1.5,0.2,Iris-setosa
+4,6.1,3.0,4.9,1.8,Iris-virginica
+5,5.1,3.7,1.5,0.2,Iris-setosa
+6,6.3,3.0,4.9,1.8,Iris-versicolor
+7,4.6,2.3,3.3,1.3,Iris-versicolor
+8,5.0,3.5,1.5,0.6,Iris-setosa
+9,6.3,2.8,4.9,1.8,Iris-virginica
+10,6.3,2.8,4.5,1.8,Iris-versicolor
+11,6.3,3.3,4.1,1.8,Iris-versicolor
+12,4.8,2.3,1.0,0.3,Iris-setosa
+13,5.8,2.7,4.1,1.9,Iris-versicolor
+14,6.3,3.3,5.8,2.3,Iris-virginica
+15,5.6,3.0,4.5,1.8,Iris-versicolor
+16,5.4,3.7,1.5,0.4,Iris-setosa
+17,6.4,3.3,4.7,1.5,Iris-versicolor
+18,5.5,4.2,1.4,0.2,Iris-setosa
+19,5.7,2.5,5.8,2.3,Iris-virginica
+20,6.7,3.3,5.7,2.3,Iris-virginica
+21,5.4,3.9,1.5,0.2,Iris-setosa
+22,5.7,3.8,1.7,0.2,Iris-setosa
+23,5.8,3.2,1.2,0.4,Iris-setosa
+24,5.5,3.4,1.6,0.2,Iris-setosa
+25,6.3,2.8,5.1,1.9,Iris-virginica
+26,6.1,3.3,4.3,1.4,Iris-versicolor
+27,5.1,3.5,1.5,0.2,Iris-setosa
+28,5.0,2.5,3.3,1.2,Iris-versicolor
+29,6.3,2.9,4.6,1.8,Iris-virginica
+30,4.9,3.3,1.5,0.2,Iris-setosa
+31,6.2,3.2,4.8,1.6,Iris-versicolor
+32,5.8,3.0,1.4,0.2,Iris-setosa
+33,5.0,3.4,1.4,0.6,Iris-setosa
+34,6.3,2.9,4.3,1.3,Iris-versicolor
+35,5.0,2.5,5.1,1.9,Iris-virginica
+36,6.3,2.9,5.3,1.8,Iris-virginica
+37,5.4,3.6,1.9,0.2,Iris-setosa
+38,5.6,3.0,4.2,1.6,Iris-versicolor
+39,5.8,3.5,1.4,0.2,Iris-setosa
+40,5.8,3.2,1.2,0.2,Iris-setosa
+41,4.6,3.2,1.9,0.2,Iris-setosa
+42,5.0,3.3,1.5,0.4,Iris-setosa
+43,5.6,3.8,1.7,0.2,Iris-setosa
+44,6.9,2.8,5.0,1.9,Iris-virginica
+45,5.0,2.5,4.5,1.6,Iris-versicolor
+46,6.3,2.8,4.2,1.8,Iris-virginica
+47,5.8,3.8,1.6,0.1,Iris-setosa
+48,4.8,3.4,1.6,0.2,Iris-setosa
+49,5.8,2.7,4.1,1.9,Iris-versicolor
+50,5.5,3.0,5.1,1.8,Iris-virginica
+51,5.7,2.5,5.8,2.3,Iris-virginica
+52,5.8,3.7,1.9,0.4,Iris-setosa
+53,4.9,3.1,1.5,0.1,Iris-setosa
+54,6.6,2.8,4.9,1.8,Iris-versicolor
+55,5.0,3.4,1.5,0.2,Iris-setosa
+56,5.7,3.8,5.7,2.3,Iris-virginica
+57,6.9,3.2,5.9,2.1,Iris-virginica
+58,5.8,2.7,5.1,1.9,Iris-virginica
+59,5.8,2.8,5.1,1.9,Iris-virginica
+60,6.3,2.5,4.0,1.3,Iris-versicolor
+61,4.8,3.4,1.6,0.4,Iris-setosa
+62,4.8,3.6,1.4,0.2,Iris-setosa
+63,6.3,2.3,4.0,1.8,Iris-versicolor
+64,5.2,3.5,1.5,0.3,Iris-setosa
+65,6.7,3.1,5.7,2.5,Iris-virginica
+66,6.3,2.9,4.7,1.8,Iris-versicolor
+67,5.0,2.6,4.1,1.0,Iris-versicolor
+68,6.3,2.8,5.8,1.8,Iris-virginica
+69,5.4,3.5,1.5,0.4,Iris-setosa
+70,6.4,3.3,5.7,1.8,Iris-virginica
+71,5.4,3.6,1.4,0.2,Iris-setosa
+72,6.1,3.4,4.7,1.8,Iris-versicolor
+73,6.4,3.8,5.7,2.0,Iris-virginica
+74,5.4,3.7,1.5,0.2,Iris-setosa
+75,4.8,3.2,4.6,1.2,Iris-versicolor
+76,4.8,3.1,1.5,0.1,Iris-setosa
+77,6.9,2.5,5.1,2.1,Iris-virginica
+78,4.9,2.4,3.9,1.0,Iris-versicolor
+79,5.1,3.5,1.4,0.2,Iris-setosa
+80,6.4,3.5,5.5,1.6,Iris-virginica
+81,5.0,3.5,1.4,0.2,Iris-setosa
+82,6.5,2.8,5.7,2.3,Iris-virginica
+83,5.4,2.7,5.1,1.9,Iris-virginica
+84,4.8,3.2,1.6,0.2,Iris-setosa
+85,6.4,3.8,5.6,2.1,Iris-virginica
+86,5.0,3.3,1.3,0.0,Iris-setosa
+87,5.5,2.4,3.3,1.0,Iris-versicolor
+88,6.8,2.8,5.1,2.0,Iris-virginica
+89,4.9,3.1,1.5,0.1,Iris-setosa
+90,5.6,2.8,4.0,1.3,Iris-versicolor
+91,6.8,3.0,5.8,2.8,Iris-virginica
+92,6.3,2.9,5.8,1.8,Iris-virginica
+93,6.3,3.0,5.8,1.8,Iris-virginica
+94,4.9,3.4,1.4,0.2,Iris-setosa
+95,5.9,3.5,4.7,1.8,Iris-virginica
+96,7.3,2.8,6.1,1.9,Iris-virginica
+97,6.3,2.8,4.1,1.0,Iris-versicolor
+98,5.4,3.4,1.5,0.2,Iris-setosa
+99,6.8,2.7,5.0,1.9,Iris-virginica
+100,5.0,3.4,1.5,0.2,Iris-setosa
+101,4.9,3.4,1.3,0.3,Iris-setosa
+102,5.5,2.3,3.0,1.0,Iris-versicolor
+103,6.1,3.0,4.9,1.4,Iris-versicolor
+104,5.5,2.8,4.1,1.9,Iris-versicolor
+105,5.7,2.8,5.7,2.3,Iris-virginica
+106,5.6,2.8,4.1,1.3,Iris-versicolor
+107,5.6,2.8,4.7,1.8,Iris-virginica
+108,5.8,2.7,5.1,1.9,Iris-virginica
+109,7.3,3.8,6.9,2.6,Iris-virginica
+110,4.5,3.2,1.6,0.2,Iris-setosa
+111,5.3,4.5,1.5,0.2,Iris-setosa
+112,5.0,3.3,1.7,0.6,Iris-setosa
+113,5.5,3.6,1.5,0.6,Iris-setosa
+114,4.8,2.8,1.6,0.3,Iris-setosa
+115,5.5,2.8,4.7,1.6,Iris-versicolor
+116,6.0,3.5,5.6,1.8,Iris-virginica
+117,6.1,2.8,4.7,1.3,Iris-versicolor
+118,5.8,3.3,1.7,0.3,Iris-setosa
+119,5.5,2.3,3.5,1.5,Iris-versicolor
diff --git a/iris/realtabformer/4/24/test.csv b/iris/realtabformer/4/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/24/train.csv b/iris/realtabformer/4/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/24/val.csv b/iris/realtabformer/4/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/25/synth.csv b/iris/realtabformer/4/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..492c7a09221359c411aec5a250278dd2a2112d49
--- /dev/null
+++ b/iris/realtabformer/4/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,2.9,4.3,1.0,Iris-versicolor
+1,6.4,3.0,4.5,1.8,Iris-versicolor
+2,5.4,2.9,3.3,1.9,Iris-versicolor
+3,6.4,3.1,5.3,1.8,Iris-virginica
+4,6.3,3.9,4.3,1.8,Iris-virginica
+5,6.0,3.2,4.6,1.6,Iris-versicolor
+6,5.0,2.4,3.8,1.0,Iris-versicolor
+7,6.3,3.1,4.5,1.8,Iris-versicolor
+8,6.0,2.5,4.6,1.5,Iris-versicolor
+9,6.3,2.5,5.9,1.8,Iris-virginica
+10,5.6,3.0,5.1,2.1,Iris-virginica
+11,6.1,2.8,4.9,1.8,Iris-virginica
+12,5.6,3.0,4.1,1.3,Iris-versicolor
+13,4.6,3.2,1.4,0.2,Iris-setosa
+14,4.5,3.2,1.4,0.2,Iris-setosa
+15,5.0,2.5,3.8,1.2,Iris-versicolor
+16,6.8,2.8,5.6,1.9,Iris-virginica
+17,5.5,2.8,4.5,1.3,Iris-versicolor
+18,5.6,2.7,4.1,1.3,Iris-versicolor
+19,6.3,3.3,5.7,1.8,Iris-virginica
+20,5.4,2.7,5.1,1.9,Iris-virginica
+21,4.9,3.0,1.5,0.6,Iris-setosa
+22,6.3,2.7,5.3,1.8,Iris-virginica
+23,5.4,3.9,1.3,0.2,Iris-setosa
+24,6.7,3.2,5.7,2.5,Iris-virginica
+25,7.2,2.8,6.9,2.0,Iris-virginica
+26,5.2,3.4,1.6,0.2,Iris-setosa
+27,5.5,3.4,1.5,0.2,Iris-setosa
+28,5.7,3.8,4.5,1.4,Iris-versicolor
+29,4.7,2.8,4.6,1.6,Iris-versicolor
+30,6.5,2.3,5.1,2.3,Iris-virginica
+31,6.7,3.3,5.8,2.3,Iris-virginica
+32,7.7,2.8,6.9,2.0,Iris-virginica
+33,7.6,3.0,4.1,1.6,Iris-virginica
+34,6.2,3.0,5.8,1.8,Iris-virginica
+35,5.8,2.7,5.1,1.9,Iris-virginica
+36,6.3,2.8,5.1,1.8,Iris-virginica
+37,6.5,3.0,5.1,1.8,Iris-virginica
+38,5.0,3.3,1.7,0.2,Iris-setosa
+39,4.9,3.1,1.4,0.4,Iris-setosa
+40,5.6,2.8,4.3,1.3,Iris-versicolor
+41,6.0,3.2,4.5,1.6,Iris-versicolor
+42,6.6,2.9,4.3,1.3,Iris-versicolor
+43,4.6,3.9,1.3,0.3,Iris-setosa
+44,6.7,3.2,4.9,1.3,Iris-versicolor
+45,6.1,3.8,4.7,1.5,Iris-versicolor
+46,5.0,3.5,1.4,0.2,Iris-setosa
+47,6.3,2.8,5.1,1.8,Iris-virginica
+48,6.3,2.9,4.5,1.8,Iris-versicolor
+49,6.7,2.8,5.7,2.3,Iris-virginica
+50,4.6,3.0,1.4,0.2,Iris-setosa
+51,5.0,3.5,1.4,0.2,Iris-setosa
+52,6.5,2.3,4.0,1.3,Iris-versicolor
+53,6.8,3.0,5.9,1.8,Iris-virginica
+54,5.9,2.8,4.0,1.0,Iris-versicolor
+55,6.0,3.2,4.5,1.2,Iris-versicolor
+56,6.6,3.0,4.1,1.3,Iris-versicolor
+57,5.1,3.8,1.5,0.4,Iris-setosa
+58,5.6,3.0,5.1,1.9,Iris-virginica
+59,4.9,3.1,1.5,0.1,Iris-setosa
+60,5.1,3.5,1.4,0.2,Iris-setosa
+61,6.3,2.4,5.5,1.8,Iris-virginica
+62,5.4,4.4,1.3,0.4,Iris-setosa
+63,5.4,3.2,1.5,0.4,Iris-setosa
+64,5.0,3.4,1.5,0.2,Iris-setosa
+65,5.0,3.4,1.5,0.4,Iris-setosa
+66,7.4,3.8,6.7,2.9,Iris-virginica
+67,6.3,2.7,4.5,1.8,Iris-virginica
+68,5.0,3.4,1.6,0.2,Iris-setosa
+69,5.0,3.3,1.6,0.2,Iris-setosa
+70,6.7,2.8,4.7,1.5,Iris-versicolor
+71,5.0,3.9,1.3,0.4,Iris-setosa
+72,7.2,3.6,6.1,2.5,Iris-virginica
+73,4.9,3.1,1.5,0.1,Iris-setosa
+74,5.0,2.5,3.3,1.0,Iris-versicolor
+75,4.5,3.0,1.4,0.2,Iris-setosa
+76,5.5,3.2,1.4,0.2,Iris-setosa
+77,4.8,2.8,1.9,0.3,Iris-setosa
+78,5.8,2.8,5.8,2.2,Iris-virginica
+79,6.8,2.8,5.0,2.3,Iris-virginica
+80,4.8,3.2,1.5,0.2,Iris-setosa
+81,5.0,3.6,1.5,0.2,Iris-setosa
+82,5.5,2.9,4.3,1.3,Iris-versicolor
+83,6.3,3.8,4.7,1.6,Iris-versicolor
+84,6.4,2.9,5.6,1.9,Iris-virginica
+85,6.9,3.1,4.7,1.8,Iris-virginica
+86,5.4,2.8,4.5,1.2,Iris-versicolor
+87,5.1,3.8,1.5,0.4,Iris-setosa
+88,5.0,3.2,1.4,0.2,Iris-setosa
+89,6.3,2.8,5.1,1.8,Iris-virginica
+90,4.9,3.1,1.5,0.1,Iris-setosa
+91,5.5,3.4,1.7,0.4,Iris-setosa
+92,5.5,2.3,3.3,1.0,Iris-versicolor
+93,6.1,3.3,4.9,1.3,Iris-versicolor
+94,5.1,3.8,1.4,0.3,Iris-setosa
+95,4.9,3.2,1.5,0.7,Iris-setosa
+96,6.3,2.8,5.4,1.9,Iris-virginica
+97,5.1,3.4,1.4,0.2,Iris-setosa
+98,6.0,3.2,4.9,2.6,Iris-versicolor
+99,4.9,3.1,1.5,0.1,Iris-setosa
+100,5.1,3.8,1.6,0.4,Iris-setosa
+101,5.6,4.7,1.1,0.3,Iris-setosa
+102,6.3,2.5,5.6,1.9,Iris-virginica
+103,4.6,3.0,1.4,0.2,Iris-setosa
+104,4.8,3.0,1.3,0.2,Iris-setosa
+105,4.5,2.3,4.3,1.3,Iris-versicolor
+106,5.8,3.2,1.5,0.2,Iris-setosa
+107,7.6,2.8,6.0,2.3,Iris-virginica
+108,5.7,2.8,4.7,1.3,Iris-versicolor
+109,6.7,3.6,4.7,1.5,Iris-versicolor
+110,6.4,3.9,5.3,1.8,Iris-virginica
+111,6.6,2.9,4.5,1.3,Iris-versicolor
+112,4.7,3.2,1.4,0.2,Iris-setosa
+113,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.4,3.4,1.5,0.4,Iris-setosa
+115,5.6,3.0,4.4,1.3,Iris-versicolor
+116,4.9,3.1,1.5,0.1,Iris-setosa
+117,5.1,3.4,1.5,0.4,Iris-setosa
+118,5.6,4.6,4.8,1.3,Iris-versicolor
+119,6.4,3.2,5.4,2.3,Iris-virginica
diff --git a/iris/realtabformer/4/25/test.csv b/iris/realtabformer/4/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/25/train.csv b/iris/realtabformer/4/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/25/val.csv b/iris/realtabformer/4/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/26/synth.csv b/iris/realtabformer/4/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b999a3e55f07fea023118b5b93b0e403a9c1e7b7
--- /dev/null
+++ b/iris/realtabformer/4/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.7,3.2,4.7,1.8,Iris-versicolor
+1,5.0,3.2,1.5,0.6,Iris-setosa
+2,6.2,2.9,4.5,1.5,Iris-versicolor
+3,5.5,2.7,4.5,1.8,Iris-versicolor
+4,5.5,2.7,5.1,1.9,Iris-virginica
+5,4.9,3.2,1.6,0.3,Iris-setosa
+6,5.2,3.4,1.5,0.2,Iris-setosa
+7,6.3,3.3,5.9,2.2,Iris-virginica
+8,6.5,2.2,4.0,1.8,Iris-versicolor
+9,7.2,3.5,6.4,2.0,Iris-virginica
+10,6.6,2.8,4.0,1.3,Iris-versicolor
+11,5.1,2.5,4.9,1.5,Iris-virginica
+12,5.1,3.7,1.5,0.4,Iris-setosa
+13,5.1,2.8,4.5,1.4,Iris-versicolor
+14,5.1,2.8,3.7,2.0,Iris-versicolor
+15,6.1,3.8,4.7,1.3,Iris-versicolor
+16,5.3,3.5,1.7,0.5,Iris-virginica
+17,6.5,2.3,5.8,1.3,Iris-versicolor
+18,5.4,2.8,4.1,1.5,Iris-versicolor
+19,5.9,2.9,4.3,1.0,Iris-versicolor
+20,4.8,3.1,1.4,0.2,Iris-setosa
+21,5.1,3.0,1.4,0.2,Iris-setosa
+22,6.5,2.3,5.7,1.8,Iris-virginica
+23,6.7,3.3,4.7,1.8,Iris-versicolor
+24,6.7,3.8,5.7,2.5,Iris-virginica
+25,6.7,3.3,4.7,1.5,Iris-versicolor
+26,4.9,3.1,1.5,0.2,Iris-setosa
+27,5.0,3.6,1.4,0.3,Iris-setosa
+28,5.0,3.9,1.5,0.2,Iris-setosa
+29,5.8,2.7,5.1,1.9,Iris-virginica
+30,5.8,3.9,1.7,0.4,Iris-setosa
+31,5.7,2.8,5.1,1.3,Iris-virginica
+32,5.6,3.0,4.1,1.3,Iris-versicolor
+33,7.7,2.9,6.7,2.0,Iris-virginica
+34,5.7,3.0,5.1,1.6,Iris-virginica
+35,6.5,2.3,5.9,2.9,Iris-virginica
+36,4.8,3.6,1.4,0.3,Iris-setosa
+37,5.4,3.9,1.3,0.4,Iris-setosa
+38,6.0,2.5,4.6,1.6,Iris-versicolor
+39,5.0,3.0,1.5,0.2,Iris-setosa
+40,7.2,3.0,5.8,2.6,Iris-virginica
+41,4.9,3.9,1.4,0.2,Iris-setosa
+42,5.4,3.7,1.3,0.4,Iris-setosa
+43,6.8,2.7,5.1,1.9,Iris-virginica
+44,6.3,2.8,5.1,1.9,Iris-virginica
+45,6.0,3.3,4.9,2.3,Iris-versicolor
+46,6.4,3.2,5.1,1.8,Iris-virginica
+47,5.1,3.8,1.2,0.2,Iris-setosa
+48,6.3,3.0,5.6,1.8,Iris-virginica
+49,5.0,3.6,1.0,0.2,Iris-setosa
+50,5.4,3.3,1.7,0.2,Iris-setosa
+51,5.4,3.4,1.5,0.2,Iris-setosa
+52,6.3,2.9,5.6,1.8,Iris-virginica
+53,6.7,2.8,5.0,1.9,Iris-virginica
+54,5.0,2.6,4.5,1.2,Iris-versicolor
+55,5.0,3.4,1.5,0.4,Iris-setosa
+56,5.8,2.7,5.1,1.9,Iris-virginica
+57,5.0,3.4,1.5,0.2,Iris-setosa
+58,6.1,2.8,4.7,1.3,Iris-versicolor
+59,6.1,3.3,5.5,2.3,Iris-virginica
+60,5.1,3.5,1.9,0.4,Iris-setosa
+61,5.6,2.8,4.1,1.5,Iris-versicolor
+62,5.7,2.8,4.7,2.5,Iris-versicolor
+63,6.3,3.4,5.6,2.4,Iris-virginica
+64,5.4,3.2,1.5,0.4,Iris-setosa
+65,4.9,3.6,1.4,0.3,Iris-setosa
+66,5.4,3.2,1.7,0.4,Iris-setosa
+67,6.5,3.0,5.1,1.8,Iris-virginica
+68,5.8,3.3,1.7,0.2,Iris-setosa
+69,5.6,2.9,4.3,1.3,Iris-versicolor
+70,6.5,3.2,5.8,2.1,Iris-virginica
+71,5.2,3.9,4.3,1.6,Iris-versicolor
+72,5.4,3.7,1.5,0.2,Iris-setosa
+73,5.0,3.3,1.6,0.2,Iris-setosa
+74,5.8,2.7,5.1,1.9,Iris-virginica
+75,6.4,3.2,4.1,1.8,Iris-virginica
+76,5.0,2.6,4.1,1.0,Iris-versicolor
+77,5.0,2.5,3.3,1.0,Iris-versicolor
+78,6.7,3.1,5.7,2.3,Iris-virginica
+79,5.1,3.0,1.7,0.4,Iris-setosa
+80,6.3,2.8,4.9,1.9,Iris-versicolor
+81,5.8,2.7,5.1,1.9,Iris-virginica
+82,5.0,2.5,3.3,1.0,Iris-versicolor
+83,5.5,2.6,1.3,0.4,Iris-setosa
+84,5.2,3.5,1.4,0.2,Iris-setosa
+85,5.2,3.7,1.5,0.4,Iris-setosa
+86,6.6,3.0,4.0,1.3,Iris-versicolor
+87,6.4,3.1,5.6,2.1,Iris-virginica
+88,5.7,3.3,1.7,0.2,Iris-setosa
+89,5.1,3.7,1.5,0.2,Iris-setosa
+90,6.3,2.8,4.8,1.3,Iris-versicolor
+91,6.8,2.8,5.8,1.9,Iris-virginica
+92,7.6,2.9,6.3,2.8,Iris-virginica
+93,4.8,3.2,1.4,0.2,Iris-setosa
+94,5.1,3.8,1.5,0.4,Iris-setosa
+95,5.6,3.0,4.4,1.3,Iris-versicolor
+96,6.3,2.7,5.5,1.8,Iris-virginica
+97,6.3,2.9,5.3,1.8,Iris-virginica
+98,5.1,3.2,1.5,0.3,Iris-setosa
+99,6.3,2.8,4.1,1.6,Iris-versicolor
+100,5.6,2.9,3.4,1.1,Iris-versicolor
+101,4.6,3.4,1.5,0.1,Iris-setosa
+102,4.1,3.4,1.5,0.2,Iris-setosa
+103,5.4,2.9,4.5,1.5,Iris-versicolor
+104,6.7,3.5,5.4,2.4,Iris-virginica
+105,5.0,3.2,1.6,0.4,Iris-setosa
+106,4.4,3.2,1.3,0.2,Iris-setosa
+107,6.7,2.8,4.9,1.3,Iris-versicolor
+108,5.0,3.2,1.6,0.6,Iris-setosa
+109,5.8,2.7,5.1,1.9,Iris-virginica
+110,4.6,3.2,1.6,0.2,Iris-setosa
+111,5.2,3.2,1.5,0.3,Iris-setosa
+112,4.4,3.2,1.6,0.2,Iris-setosa
+113,4.8,3.2,1.6,0.2,Iris-setosa
+114,6.5,3.0,5.6,1.8,Iris-virginica
+115,4.8,2.6,4.0,1.2,Iris-versicolor
+116,5.8,3.2,1.2,0.4,Iris-setosa
+117,6.6,3.0,4.5,1.3,Iris-versicolor
+118,6.2,3.2,4.7,1.6,Iris-versicolor
+119,6.3,2.8,4.9,1.8,Iris-virginica
diff --git a/iris/realtabformer/4/26/test.csv b/iris/realtabformer/4/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/26/train.csv b/iris/realtabformer/4/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/26/val.csv b/iris/realtabformer/4/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/27/synth.csv b/iris/realtabformer/4/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d4bf185e9e7b79853e9d2f983a7d6b9c1b76b1e6
--- /dev/null
+++ b/iris/realtabformer/4/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.2,3.2,5.5,2.8,Iris-virginica
+1,4.9,3.2,1.5,0.2,Iris-setosa
+2,7.7,3.8,6.7,2.2,Iris-virginica
+3,5.0,3.5,1.6,0.4,Iris-setosa
+4,5.0,3.4,1.6,0.2,Iris-setosa
+5,5.0,3.3,1.3,0.4,Iris-setosa
+6,7.7,2.8,6.1,2.0,Iris-virginica
+7,5.5,2.7,5.3,1.9,Iris-versicolor
+8,4.8,3.1,1.5,0.2,Iris-setosa
+9,5.9,3.9,1.3,0.4,Iris-setosa
+10,5.0,3.3,1.3,0.2,Iris-setosa
+11,7.2,2.9,6.7,2.0,Iris-virginica
+12,6.7,3.3,5.7,2.4,Iris-virginica
+13,5.1,2.3,3.0,1.4,Iris-versicolor
+14,5.6,3.0,5.8,1.3,Iris-virginica
+15,6.1,3.0,4.5,1.3,Iris-versicolor
+16,5.0,3.3,1.3,0.2,Iris-setosa
+17,5.0,2.0,4.7,1.0,Iris-versicolor
+18,6.2,2.7,5.1,1.9,Iris-virginica
+19,6.1,3.8,5.0,2.4,Iris-virginica
+20,6.3,2.8,5.1,1.8,Iris-virginica
+21,6.1,3.8,4.3,1.3,Iris-versicolor
+22,6.5,3.0,5.8,2.3,Iris-virginica
+23,7.9,3.0,5.1,2.8,Iris-virginica
+24,5.7,3.3,1.5,0.3,Iris-setosa
+25,6.8,2.3,4.7,1.8,Iris-virginica
+26,6.4,3.6,4.3,1.2,Iris-versicolor
+27,5.0,3.5,1.0,0.2,Iris-setosa
+28,7.7,3.0,5.6,2.1,Iris-virginica
+29,6.7,2.3,5.7,2.3,Iris-virginica
+30,5.8,3.4,1.0,0.2,Iris-setosa
+31,6.1,2.8,4.9,1.4,Iris-versicolor
+32,5.9,3.0,5.6,1.8,Iris-virginica
+33,6.7,3.1,4.7,1.8,Iris-versicolor
+34,6.4,2.9,4.3,1.3,Iris-versicolor
+35,5.2,3.4,1.3,0.6,Iris-setosa
+36,5.1,3.7,1.5,0.2,Iris-setosa
+37,6.3,3.5,5.3,1.6,Iris-virginica
+38,6.0,3.2,4.9,1.6,Iris-versicolor
+39,6.4,3.2,5.0,2.3,Iris-virginica
+40,5.4,2.8,4.5,1.5,Iris-versicolor
+41,5.1,2.8,4.5,1.4,Iris-versicolor
+42,5.7,2.8,4.5,1.6,Iris-versicolor
+43,5.0,2.5,4.5,1.2,Iris-versicolor
+44,4.9,2.5,4.0,1.0,Iris-virginica
+45,5.0,3.5,1.7,0.6,Iris-setosa
+46,5.8,4.4,1.7,0.3,Iris-setosa
+47,6.3,3.3,4.6,1.6,Iris-versicolor
+48,4.8,3.0,1.4,0.2,Iris-setosa
+49,5.1,3.8,1.7,0.2,Iris-setosa
+50,6.3,2.8,5.0,2.9,Iris-virginica
+51,5.1,3.8,1.9,0.2,Iris-setosa
+52,4.9,3.2,1.5,0.1,Iris-setosa
+53,6.1,2.8,4.0,1.3,Iris-versicolor
+54,5.0,3.9,4.9,1.8,Iris-versicolor
+55,6.7,2.9,4.7,1.5,Iris-versicolor
+56,7.6,2.8,6.1,2.1,Iris-virginica
+57,5.1,3.4,1.5,0.4,Iris-setosa
+58,5.4,2.6,4.1,1.5,Iris-versicolor
+59,6.9,2.8,5.0,1.1,Iris-virginica
+60,4.8,3.4,1.4,0.2,Iris-setosa
+61,5.0,2.7,3.7,1.0,Iris-versicolor
+62,5.1,3.5,1.5,0.2,Iris-setosa
+63,6.5,2.3,4.3,1.3,Iris-versicolor
+64,5.0,3.2,1.5,0.2,Iris-setosa
+65,5.0,2.3,4.5,1.6,Iris-versicolor
+66,5.1,3.8,1.5,0.1,Iris-setosa
+67,6.7,2.8,5.7,2.3,Iris-virginica
+68,5.4,3.7,1.5,0.4,Iris-setosa
+69,4.8,3.3,1.0,0.2,Iris-setosa
+70,6.3,2.9,4.5,1.6,Iris-versicolor
+71,6.4,3.0,5.6,1.8,Iris-virginica
+72,5.6,3.0,4.5,1.5,Iris-versicolor
+73,6.1,3.1,4.9,1.4,Iris-versicolor
+74,6.7,3.8,5.7,2.5,Iris-virginica
+75,6.1,3.8,4.7,1.5,Iris-versicolor
+76,6.3,3.3,4.8,1.6,Iris-versicolor
+77,6.3,2.3,4.9,1.8,Iris-versicolor
+78,5.8,2.8,4.2,1.3,Iris-versicolor
+79,6.1,3.0,4.5,1.8,Iris-virginica
+80,7.7,3.8,5.7,2.1,Iris-virginica
+81,6.3,2.8,5.5,2.3,Iris-virginica
+82,5.4,2.5,5.3,1.8,Iris-virginica
+83,7.7,2.8,6.7,2.2,Iris-virginica
+84,5.1,2.8,3.6,1.3,Iris-versicolor
+85,6.2,3.1,5.6,2.1,Iris-virginica
+86,6.1,3.3,4.7,1.5,Iris-versicolor
+87,6.3,2.9,4.3,1.3,Iris-versicolor
+88,6.3,2.7,5.1,1.9,Iris-virginica
+89,5.5,3.2,1.4,0.2,Iris-setosa
+90,4.6,3.4,1.3,0.2,Iris-setosa
+91,6.3,2.7,5.0,1.9,Iris-virginica
+92,5.6,2.7,4.9,1.3,Iris-versicolor
+93,6.3,3.3,4.3,1.5,Iris-versicolor
+94,7.2,3.6,6.4,2.1,Iris-virginica
+95,5.8,3.6,1.1,0.2,Iris-setosa
+96,5.6,3.0,4.4,1.4,Iris-versicolor
+97,6.3,2.7,5.9,1.8,Iris-virginica
+98,6.0,3.3,4.9,1.6,Iris-versicolor
+99,6.6,3.0,4.5,1.8,Iris-virginica
+100,5.0,2.3,3.3,1.1,Iris-versicolor
+101,5.5,3.4,1.2,0.4,Iris-setosa
+102,6.3,2.7,5.1,2.9,Iris-virginica
+103,6.3,3.7,5.6,1.8,Iris-virginica
+104,5.8,2.7,5.1,1.9,Iris-virginica
+105,5.4,2.7,4.5,1.3,Iris-versicolor
+106,4.9,3.2,1.6,0.2,Iris-setosa
+107,6.2,3.3,5.1,2.9,Iris-virginica
+108,6.7,3.1,4.5,1.5,Iris-versicolor
+109,5.4,2.7,4.5,1.5,Iris-versicolor
+110,5.4,3.2,1.5,0.3,Iris-setosa
+111,5.7,3.8,1.7,0.6,Iris-setosa
+112,5.1,3.5,1.5,0.4,Iris-setosa
+113,5.8,2.7,5.1,1.9,Iris-virginica
+114,7.9,3.1,5.9,2.1,Iris-virginica
+115,6.2,2.5,4.9,1.8,Iris-versicolor
+116,6.1,3.0,4.5,1.4,Iris-versicolor
+117,7.4,3.0,6.5,1.8,Iris-virginica
+118,5.3,2.7,4.9,1.2,Iris-versicolor
+119,4.8,3.0,1.4,0.2,Iris-setosa
diff --git a/iris/realtabformer/4/27/test.csv b/iris/realtabformer/4/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/27/train.csv b/iris/realtabformer/4/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/27/val.csv b/iris/realtabformer/4/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/28/synth.csv b/iris/realtabformer/4/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..93c43546f19a3470938244bf22b79dd053abc5dc
--- /dev/null
+++ b/iris/realtabformer/4/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,2.8,4.5,1.5,Iris-versicolor
+1,6.7,3.1,4.7,1.5,Iris-versicolor
+2,6.0,3.3,5.7,2.5,Iris-virginica
+3,6.6,2.8,4.0,2.3,Iris-versicolor
+4,4.6,3.0,4.2,1.2,Iris-versicolor
+5,6.4,2.9,4.3,1.5,Iris-versicolor
+6,5.1,3.7,1.5,0.2,Iris-setosa
+7,5.0,3.2,1.4,0.2,Iris-setosa
+8,5.0,3.5,1.3,0.2,Iris-setosa
+9,7.7,3.8,6.7,2.3,Iris-virginica
+10,5.5,3.9,1.3,0.3,Iris-setosa
+11,6.8,3.0,4.8,1.8,Iris-virginica
+12,5.5,4.5,1.3,0.4,Iris-setosa
+13,5.2,3.4,1.5,0.2,Iris-setosa
+14,7.3,2.9,6.3,1.8,Iris-virginica
+15,5.6,3.0,4.8,1.8,Iris-versicolor
+16,6.4,3.1,5.5,2.5,Iris-virginica
+17,5.6,2.8,3.1,1.0,Iris-versicolor
+18,7.6,2.8,6.1,2.3,Iris-virginica
+19,6.6,2.8,4.7,1.4,Iris-versicolor
+20,6.7,3.1,5.7,2.5,Iris-versicolor
+21,5.9,3.8,1.7,0.1,Iris-setosa
+22,5.9,2.8,4.5,1.0,Iris-versicolor
+23,4.9,3.2,1.5,0.3,Iris-setosa
+24,6.4,2.9,5.3,1.8,Iris-virginica
+25,5.5,2.8,5.1,1.9,Iris-virginica
+26,5.7,3.5,5.0,2.3,Iris-virginica
+27,5.5,4.6,1.0,0.2,Iris-setosa
+28,5.0,3.4,1.5,0.2,Iris-setosa
+29,5.1,3.8,1.4,0.2,Iris-setosa
+30,6.0,3.0,4.5,1.6,Iris-versicolor
+31,6.4,3.2,4.5,1.8,Iris-versicolor
+32,6.8,2.8,5.0,1.9,Iris-virginica
+33,5.0,2.3,3.3,1.0,Iris-versicolor
+34,6.8,3.0,5.4,1.8,Iris-virginica
+35,5.7,2.8,4.2,1.3,Iris-versicolor
+36,5.1,3.8,1.5,0.2,Iris-setosa
+37,6.3,2.3,5.7,1.7,Iris-versicolor
+38,6.3,3.3,4.7,1.8,Iris-versicolor
+39,6.4,3.2,4.8,1.8,Iris-versicolor
+40,5.1,3.3,1.3,0.4,Iris-setosa
+41,6.7,3.4,5.9,2.1,Iris-virginica
+42,5.2,4.7,1.5,0.2,Iris-setosa
+43,6.1,3.8,4.9,1.4,Iris-versicolor
+44,5.8,3.6,1.4,0.2,Iris-setosa
+45,6.5,2.8,4.9,1.8,Iris-virginica
+46,5.7,3.3,1.7,0.2,Iris-setosa
+47,6.3,3.9,5.6,2.3,Iris-virginica
+48,5.4,2.7,5.1,1.9,Iris-virginica
+49,5.6,2.5,3.5,1.1,Iris-versicolor
+50,6.4,2.9,4.3,1.8,Iris-versicolor
+51,7.7,3.8,6.7,2.5,Iris-virginica
+52,6.3,2.9,4.6,1.8,Iris-versicolor
+53,4.6,3.4,1.5,0.2,Iris-setosa
+54,5.6,2.8,4.1,2.3,Iris-versicolor
+55,5.4,2.7,4.5,1.5,Iris-versicolor
+56,6.4,2.9,4.3,1.8,Iris-versicolor
+57,5.0,3.4,1.4,0.2,Iris-setosa
+58,6.0,3.4,4.4,1.4,Iris-versicolor
+59,5.8,2.7,5.1,1.9,Iris-virginica
+60,5.6,2.5,3.9,1.0,Iris-versicolor
+61,5.1,3.2,1.5,0.2,Iris-setosa
+62,7.4,3.0,5.9,2.1,Iris-virginica
+63,6.4,3.2,5.4,2.3,Iris-virginica
+64,5.4,2.7,4.3,1.3,Iris-versicolor
+65,4.9,3.1,1.5,0.1,Iris-setosa
+66,7.7,3.0,5.1,2.1,Iris-virginica
+67,6.4,2.7,5.2,1.8,Iris-virginica
+68,5.2,4.4,1.2,0.2,Iris-setosa
+69,5.4,3.7,1.5,0.4,Iris-setosa
+70,5.1,3.7,1.5,0.2,Iris-setosa
+71,5.4,3.2,1.5,0.2,Iris-setosa
+72,6.3,2.3,4.6,1.0,Iris-versicolor
+73,6.1,2.8,4.9,1.3,Iris-versicolor
+74,6.2,3.4,4.6,1.3,Iris-versicolor
+75,5.6,3.0,4.1,1.0,Iris-versicolor
+76,6.7,3.1,5.6,2.4,Iris-virginica
+77,5.0,3.4,1.5,0.2,Iris-setosa
+78,5.5,2.3,1.4,0.4,Iris-setosa
+79,5.1,3.3,1.7,0.2,Iris-setosa
+80,6.3,2.8,4.5,1.8,Iris-versicolor
+81,6.3,2.8,4.6,1.8,Iris-virginica
+82,5.4,3.7,1.5,0.5,Iris-setosa
+83,6.1,3.3,4.0,1.4,Iris-versicolor
+84,6.6,2.8,4.0,1.3,Iris-versicolor
+85,6.4,2.8,5.7,2.9,Iris-virginica
+86,4.6,3.0,1.4,0.2,Iris-setosa
+87,5.8,2.6,4.0,1.4,Iris-versicolor
+88,6.0,3.0,4.8,1.8,Iris-virginica
+89,4.9,3.1,1.5,0.1,Iris-setosa
+90,7.7,3.8,5.7,2.1,Iris-virginica
+91,6.6,3.5,5.6,2.3,Iris-virginica
+92,5.0,2.3,3.3,1.0,Iris-versicolor
+93,6.1,3.3,4.9,1.8,Iris-versicolor
+94,6.7,2.8,4.7,1.3,Iris-versicolor
+95,5.8,2.7,5.0,1.9,Iris-virginica
+96,5.5,4.2,1.4,0.2,Iris-setosa
+97,6.3,2.9,4.5,1.8,Iris-versicolor
+98,5.0,3.9,1.3,0.2,Iris-setosa
+99,5.6,3.0,4.5,1.3,Iris-versicolor
+100,5.0,3.5,1.4,0.4,Iris-setosa
+101,6.3,2.7,5.1,1.8,Iris-virginica
+102,6.8,2.7,5.1,1.9,Iris-virginica
+103,4.7,3.0,1.6,0.2,Iris-setosa
+104,5.7,3.3,1.7,0.4,Iris-setosa
+105,5.0,3.3,1.6,0.2,Iris-setosa
+106,5.3,3.7,1.2,0.2,Iris-setosa
+107,6.3,2.7,5.9,1.9,Iris-virginica
+108,6.5,2.9,5.4,1.9,Iris-versicolor
+109,6.2,2.7,5.1,1.9,Iris-virginica
+110,5.7,2.8,4.7,1.3,Iris-versicolor
+111,6.4,2.8,5.6,2.1,Iris-virginica
+112,5.7,2.8,4.7,1.3,Iris-versicolor
+113,5.8,2.7,5.1,1.9,Iris-virginica
+114,7.6,3.0,6.8,2.1,Iris-virginica
+115,5.0,3.5,1.5,0.2,Iris-setosa
+116,4.9,3.1,1.5,0.1,Iris-setosa
+117,5.1,3.4,1.7,0.2,Iris-setosa
+118,6.1,3.0,4.5,1.3,Iris-versicolor
+119,5.5,3.0,1.5,0.2,Iris-setosa
diff --git a/iris/realtabformer/4/28/test.csv b/iris/realtabformer/4/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/28/train.csv b/iris/realtabformer/4/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/28/val.csv b/iris/realtabformer/4/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/29/synth.csv b/iris/realtabformer/4/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2ba20ace2f828366d205dc539a858d8c2cfe058e
--- /dev/null
+++ b/iris/realtabformer/4/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.6,3.0,4.2,1.5,Iris-versicolor
+1,6.3,2.9,4.5,1.8,Iris-virginica
+2,5.4,3.2,1.5,0.5,Iris-setosa
+3,5.5,3.0,5.5,1.2,Iris-versicolor
+4,5.0,4.2,1.4,0.2,Iris-setosa
+5,6.4,2.9,5.3,1.9,Iris-virginica
+6,5.1,2.7,5.5,1.9,Iris-versicolor
+7,6.5,3.0,5.5,1.9,Iris-virginica
+8,5.8,2.8,5.1,2.0,Iris-virginica
+9,5.6,3.0,4.2,1.3,Iris-versicolor
+10,6.0,2.3,4.5,1.6,Iris-versicolor
+11,6.3,4.3,5.7,1.8,Iris-virginica
+12,4.8,3.2,1.6,0.2,Iris-setosa
+13,5.4,3.5,1.6,0.2,Iris-setosa
+14,7.3,2.9,5.3,1.8,Iris-virginica
+15,4.9,3.1,1.5,0.1,Iris-setosa
+16,4.6,3.0,4.6,1.8,Iris-virginica
+17,6.4,2.7,4.3,1.8,Iris-virginica
+18,5.8,2.7,4.9,1.9,Iris-versicolor
+19,5.0,3.5,1.6,0.2,Iris-setosa
+20,5.4,3.2,1.5,0.4,Iris-setosa
+21,5.5,3.4,1.7,0.4,Iris-setosa
+22,5.1,3.5,1.9,0.2,Iris-setosa
+23,4.8,3.1,1.5,0.1,Iris-setosa
+24,5.5,2.6,3.3,1.3,Iris-versicolor
+25,5.6,2.5,3.9,1.1,Iris-versicolor
+26,5.4,2.8,4.3,1.0,Iris-versicolor
+27,6.2,3.2,5.8,2.4,Iris-virginica
+28,6.3,3.3,4.7,1.6,Iris-versicolor
+29,5.8,2.8,5.8,2.0,Iris-virginica
+30,4.9,3.1,1.5,0.1,Iris-setosa
+31,6.4,3.1,4.5,1.8,Iris-versicolor
+32,6.3,2.9,4.3,1.8,Iris-versicolor
+33,5.7,2.5,5.1,2.9,Iris-virginica
+34,5.8,2.7,5.1,1.9,Iris-virginica
+35,5.5,3.4,1.2,0.2,Iris-setosa
+36,5.6,2.7,3.2,1.1,Iris-versicolor
+37,7.6,3.0,6.6,2.1,Iris-virginica
+38,6.4,3.2,4.5,1.5,Iris-versicolor
+39,6.0,3.3,4.7,1.8,Iris-versicolor
+40,5.4,3.2,1.5,0.2,Iris-setosa
+41,5.0,3.3,1.5,0.2,Iris-setosa
+42,5.0,3.5,1.5,0.0,Iris-setosa
+43,6.1,2.8,4.7,1.3,Iris-virginica
+44,6.7,3.3,5.7,2.3,Iris-virginica
+45,5.1,3.8,1.7,0.4,Iris-setosa
+46,5.7,3.5,1.2,0.2,Iris-setosa
+47,4.9,3.1,1.5,0.1,Iris-setosa
+48,5.9,3.4,3.5,1.0,Iris-versicolor
+49,6.3,3.3,5.6,2.3,Iris-virginica
+50,4.9,3.1,1.5,0.1,Iris-setosa
+51,5.7,4.5,5.2,1.6,Iris-virginica
+52,6.3,3.2,4.5,1.8,Iris-virginica
+53,5.0,3.5,1.4,0.2,Iris-setosa
+54,6.7,2.8,5.6,2.3,Iris-virginica
+55,6.8,3.2,5.1,2.3,Iris-virginica
+56,6.3,2.7,5.5,1.8,Iris-virginica
+57,6.0,3.5,5.6,2.4,Iris-virginica
+58,5.0,3.7,1.3,0.4,Iris-setosa
+59,5.7,3.4,1.2,0.4,Iris-setosa
+60,5.1,3.4,1.5,0.3,Iris-setosa
+61,5.2,3.4,1.5,0.2,Iris-setosa
+62,6.7,3.1,5.6,2.1,Iris-virginica
+63,5.3,2.7,3.5,1.9,Iris-versicolor
+64,5.0,3.4,1.5,0.5,Iris-setosa
+65,5.1,3.8,1.5,0.2,Iris-setosa
+66,4.9,3.2,1.4,0.2,Iris-setosa
+67,6.3,2.8,4.0,1.9,Iris-versicolor
+68,6.8,2.8,4.8,1.3,Iris-versicolor
+69,6.6,3.0,4.9,1.8,Iris-versicolor
+70,6.4,3.9,4.5,1.8,Iris-versicolor
+71,5.1,3.8,1.6,0.4,Iris-setosa
+72,6.3,2.8,5.4,1.9,Iris-virginica
+73,5.3,3.8,1.6,0.4,Iris-setosa
+74,5.0,3.3,1.5,0.3,Iris-setosa
+75,5.5,2.4,3.3,1.3,Iris-versicolor
+76,5.1,3.8,1.4,0.4,Iris-setosa
+77,5.6,3.3,1.7,0.2,Iris-setosa
+78,6.3,2.7,5.8,1.8,Iris-virginica
+79,5.8,2.7,5.1,1.9,Iris-virginica
+80,4.5,3.0,1.4,0.2,Iris-setosa
+81,4.9,3.1,1.5,0.1,Iris-setosa
+82,4.9,3.2,1.5,0.2,Iris-setosa
+83,6.3,2.9,5.3,1.8,Iris-virginica
+84,4.9,3.3,1.3,0.3,Iris-setosa
+85,5.4,2.7,5.1,1.9,Iris-virginica
+86,6.5,2.5,5.0,1.8,Iris-virginica
+87,5.5,2.3,3.7,1.0,Iris-versicolor
+88,7.4,2.8,6.1,1.9,Iris-virginica
+89,6.3,2.9,4.3,1.3,Iris-versicolor
+90,4.9,3.6,1.3,0.3,Iris-setosa
+91,4.6,3.0,1.4,0.2,Iris-setosa
+92,5.0,3.2,1.2,0.2,Iris-setosa
+93,4.9,3.2,1.5,0.1,Iris-setosa
+94,6.6,2.3,4.9,1.3,Iris-versicolor
+95,5.0,3.6,1.4,0.3,Iris-setosa
+96,5.2,3.5,1.5,0.4,Iris-setosa
+97,6.4,3.0,5.1,1.9,Iris-virginica
+98,6.7,2.8,5.0,1.9,Iris-virginica
+99,5.1,2.8,4.1,1.3,Iris-versicolor
+100,6.0,3.4,4.5,1.8,Iris-virginica
+101,7.8,3.6,6.0,2.4,Iris-virginica
+102,5.5,3.0,1.4,0.2,Iris-setosa
+103,5.4,2.9,5.3,1.9,Iris-virginica
+104,6.5,2.3,5.0,1.9,Iris-virginica
+105,6.5,2.3,5.3,1.9,Iris-virginica
+106,6.5,3.0,5.5,1.8,Iris-virginica
+107,5.8,2.8,4.1,1.3,Iris-versicolor
+108,5.0,3.5,1.3,0.3,Iris-setosa
+109,5.0,3.2,1.5,0.2,Iris-setosa
+110,5.4,3.7,1.3,0.4,Iris-setosa
+111,5.7,3.5,1.7,0.4,Iris-setosa
+112,5.7,3.5,1.4,0.3,Iris-setosa
+113,4.7,3.2,1.5,0.2,Iris-setosa
+114,6.3,2.7,5.0,1.8,Iris-virginica
+115,4.5,3.0,1.4,0.2,Iris-setosa
+116,6.0,2.9,4.3,1.5,Iris-versicolor
+117,6.7,3.1,4.6,1.4,Iris-versicolor
+118,5.5,3.3,1.4,0.2,Iris-setosa
+119,5.8,4.0,5.1,1.9,Iris-virginica
diff --git a/iris/realtabformer/4/29/test.csv b/iris/realtabformer/4/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/29/train.csv b/iris/realtabformer/4/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/29/val.csv b/iris/realtabformer/4/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/3/synth.csv b/iris/realtabformer/4/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..46711eb9809c8e1da9fc0c17b93f06d50689f141
--- /dev/null
+++ b/iris/realtabformer/4/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.9,2.9,4.5,1.0,Iris-versicolor
+1,6.3,2.9,5.0,1.8,Iris-virginica
+2,6.5,3.0,5.8,2.8,Iris-virginica
+3,5.7,3.5,5.1,2.3,Iris-virginica
+4,5.6,3.0,4.1,1.3,Iris-versicolor
+5,4.8,3.0,1.5,0.2,Iris-setosa
+6,5.6,3.0,4.2,1.5,Iris-versicolor
+7,5.0,3.7,1.5,0.2,Iris-setosa
+8,6.7,2.3,5.6,1.4,Iris-virginica
+9,6.3,2.8,5.6,2.3,Iris-virginica
+10,5.8,2.7,5.1,2.2,Iris-virginica
+11,5.1,3.8,1.7,0.4,Iris-setosa
+12,6.1,3.1,4.9,1.8,Iris-versicolor
+13,6.0,2.3,4.7,1.3,Iris-versicolor
+14,4.9,3.2,1.5,0.1,Iris-setosa
+15,6.7,3.8,5.7,2.3,Iris-virginica
+16,5.0,3.9,1.3,0.2,Iris-setosa
+17,4.8,3.2,1.6,0.2,Iris-setosa
+18,6.3,2.8,5.1,1.9,Iris-virginica
+19,6.0,3.2,4.9,1.6,Iris-versicolor
+20,5.6,2.9,3.3,1.3,Iris-versicolor
+21,4.9,3.1,1.5,0.1,Iris-setosa
+22,6.3,2.8,4.0,1.3,Iris-versicolor
+23,6.5,2.3,5.0,1.5,Iris-versicolor
+24,6.5,2.6,5.1,1.8,Iris-virginica
+25,5.2,3.4,1.5,0.2,Iris-setosa
+26,6.1,3.0,4.8,1.8,Iris-versicolor
+27,6.8,2.7,5.1,1.9,Iris-virginica
+28,7.2,2.8,6.7,2.1,Iris-virginica
+29,5.6,2.8,4.1,1.3,Iris-versicolor
+30,5.0,3.4,1.5,0.2,Iris-setosa
+31,4.8,3.2,1.4,0.2,Iris-setosa
+32,6.4,3.2,5.9,2.4,Iris-virginica
+33,5.0,3.4,1.5,0.6,Iris-setosa
+34,5.4,3.6,1.4,0.2,Iris-setosa
+35,6.3,3.2,4.7,1.6,Iris-versicolor
+36,6.4,2.7,5.3,1.8,Iris-virginica
+37,5.1,3.8,1.2,0.4,Iris-setosa
+38,4.8,3.4,1.4,0.2,Iris-setosa
+39,6.6,3.0,4.9,1.5,Iris-versicolor
+40,6.7,2.8,4.7,1.4,Iris-versicolor
+41,4.7,3.2,1.7,0.2,Iris-setosa
+42,5.0,3.4,1.5,0.2,Iris-setosa
+43,6.4,3.3,5.8,2.4,Iris-virginica
+44,4.9,3.2,1.5,0.1,Iris-setosa
+45,5.2,3.2,1.3,0.3,Iris-setosa
+46,6.3,2.9,5.5,1.8,Iris-virginica
+47,4.9,3.1,1.4,0.1,Iris-setosa
+48,4.8,3.0,1.4,0.6,Iris-setosa
+49,5.0,3.5,1.6,0.6,Iris-setosa
+50,5.2,2.6,5.1,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+52,4.9,3.2,1.3,0.3,Iris-setosa
+53,5.8,3.6,1.7,0.4,Iris-setosa
+54,5.7,3.7,5.1,1.5,Iris-virginica
+55,5.0,3.5,1.2,0.5,Iris-setosa
+56,5.6,2.9,4.3,1.3,Iris-versicolor
+57,6.3,2.9,4.3,1.3,Iris-versicolor
+58,4.6,3.2,1.6,0.2,Iris-setosa
+59,5.8,2.4,3.3,1.3,Iris-versicolor
+60,5.0,3.2,1.4,0.2,Iris-setosa
+61,5.9,3.4,1.5,0.2,Iris-setosa
+62,6.7,3.1,5.5,2.4,Iris-virginica
+63,5.1,3.8,1.5,0.4,Iris-setosa
+64,5.1,3.7,1.5,0.4,Iris-setosa
+65,5.4,3.0,4.5,1.5,Iris-versicolor
+66,6.3,2.8,4.8,1.6,Iris-virginica
+67,4.8,3.2,1.5,0.2,Iris-setosa
+68,4.5,3.2,1.4,0.2,Iris-setosa
+69,5.1,3.8,1.7,0.2,Iris-setosa
+70,5.4,3.8,1.5,0.2,Iris-setosa
+71,6.8,3.8,4.7,1.3,Iris-versicolor
+72,5.6,2.9,3.0,1.3,Iris-versicolor
+73,7.6,3.8,6.9,2.0,Iris-virginica
+74,5.4,3.8,1.5,0.2,Iris-setosa
+75,4.6,2.9,3.3,1.3,Iris-versicolor
+76,5.4,3.2,1.7,0.2,Iris-setosa
+77,5.4,2.7,4.2,1.3,Iris-versicolor
+78,6.0,3.2,4.0,1.6,Iris-virginica
+79,5.1,3.8,1.7,0.4,Iris-setosa
+80,5.1,3.2,1.4,0.2,Iris-setosa
+81,5.7,2.8,4.1,1.0,Iris-virginica
+82,5.8,2.7,5.1,1.9,Iris-virginica
+83,5.4,3.3,1.7,0.2,Iris-setosa
+84,6.3,2.7,4.3,1.9,Iris-versicolor
+85,6.7,2.8,4.7,1.3,Iris-versicolor
+86,5.1,3.8,1.9,0.2,Iris-setosa
+87,5.5,3.4,1.5,0.2,Iris-setosa
+88,7.7,3.8,6.6,2.4,Iris-virginica
+89,6.9,2.9,5.3,1.8,Iris-virginica
+90,7.7,2.8,6.7,2.3,Iris-virginica
+91,4.9,3.4,1.6,0.2,Iris-setosa
+92,5.6,2.8,4.1,1.3,Iris-versicolor
+93,6.1,2.3,4.7,1.3,Iris-versicolor
+94,6.1,3.2,4.7,1.5,Iris-versicolor
+95,4.5,3.2,1.3,0.2,Iris-setosa
+96,5.7,3.2,1.7,0.5,Iris-setosa
+97,5.1,3.8,1.7,0.4,Iris-setosa
+98,5.4,3.8,1.5,0.5,Iris-setosa
+99,5.8,3.9,1.5,0.4,Iris-setosa
+100,5.6,3.0,4.2,1.5,Iris-versicolor
+101,6.6,2.9,4.6,1.3,Iris-versicolor
+102,5.4,2.7,4.5,1.5,Iris-versicolor
+103,5.1,3.5,1.5,0.2,Iris-setosa
+104,5.5,2.7,5.3,1.3,Iris-virginica
+105,6.5,2.3,5.1,1.9,Iris-virginica
+106,5.7,2.5,5.0,2.3,Iris-virginica
+107,6.4,2.7,5.1,1.9,Iris-virginica
+108,5.8,4.7,1.5,0.4,Iris-setosa
+109,6.4,3.5,5.6,2.4,Iris-virginica
+110,6.4,3.2,5.1,1.8,Iris-virginica
+111,6.7,3.3,5.7,2.2,Iris-virginica
+112,4.8,3.4,1.4,0.2,Iris-setosa
+113,6.7,2.5,5.1,2.5,Iris-virginica
+114,5.7,3.8,1.7,0.2,Iris-setosa
+115,7.4,3.6,6.3,2.5,Iris-virginica
+116,5.0,3.3,1.3,0.3,Iris-setosa
+117,6.4,2.7,4.5,1.4,Iris-versicolor
+118,6.3,3.2,4.1,1.8,Iris-versicolor
+119,7.6,2.9,6.6,2.3,Iris-virginica
diff --git a/iris/realtabformer/4/3/test.csv b/iris/realtabformer/4/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/3/train.csv b/iris/realtabformer/4/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/3/val.csv b/iris/realtabformer/4/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
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+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/4/val.csv b/iris/realtabformer/4/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/5/synth.csv b/iris/realtabformer/4/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c2ee4c701d36faf5dd75a8525d74b03d862259ec
--- /dev/null
+++ b/iris/realtabformer/4/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.6,2.9,4.3,1.3,Iris-versicolor
+1,5.8,2.7,5.1,2.9,Iris-virginica
+2,5.6,3.0,4.5,1.5,Iris-versicolor
+3,6.6,3.6,4.6,1.4,Iris-versicolor
+4,6.0,3.1,4.7,1.6,Iris-versicolor
+5,6.3,3.0,4.4,1.8,Iris-versicolor
+6,7.6,3.0,5.7,2.1,Iris-virginica
+7,4.5,3.4,1.5,0.2,Iris-setosa
+8,5.6,4.5,1.0,0.3,Iris-setosa
+9,4.8,3.2,1.4,0.2,Iris-setosa
+10,6.3,2.8,4.8,1.2,Iris-versicolor
+11,5.0,2.3,3.3,1.0,Iris-versicolor
+12,6.3,2.9,5.9,1.8,Iris-virginica
+13,7.4,3.8,6.6,2.1,Iris-virginica
+14,6.5,3.2,5.8,2.3,Iris-versicolor
+15,6.3,2.9,5.6,1.8,Iris-virginica
+16,4.9,3.1,1.5,0.1,Iris-setosa
+17,4.9,3.1,1.5,0.1,Iris-setosa
+18,4.9,3.1,1.6,0.1,Iris-setosa
+19,6.6,3.0,4.9,1.3,Iris-versicolor
+20,5.5,3.4,1.5,0.2,Iris-setosa
+21,6.7,3.1,5.0,2.4,Iris-virginica
+22,6.5,2.3,5.8,1.8,Iris-virginica
+23,5.8,2.4,5.1,1.9,Iris-virginica
+24,5.1,3.8,1.5,0.2,Iris-setosa
+25,6.2,3.6,4.7,1.5,Iris-versicolor
+26,6.0,2.3,4.7,1.5,Iris-versicolor
+27,4.8,3.2,1.4,0.2,Iris-setosa
+28,5.4,2.7,5.1,1.9,Iris-virginica
+29,6.6,2.7,5.6,2.4,Iris-virginica
+30,6.7,3.1,5.7,2.3,Iris-versicolor
+31,6.3,2.5,5.3,1.9,Iris-virginica
+32,5.6,2.7,4.9,1.3,Iris-versicolor
+33,6.7,3.3,5.7,2.3,Iris-virginica
+34,6.3,2.9,4.3,1.8,Iris-versicolor
+35,7.2,3.6,6.7,1.6,Iris-virginica
+36,6.0,3.3,5.7,2.5,Iris-virginica
+37,6.3,3.4,4.5,1.8,Iris-versicolor
+38,5.1,4.3,1.3,0.4,Iris-setosa
+39,4.9,3.2,1.3,0.7,Iris-setosa
+40,5.9,3.0,5.5,1.8,Iris-virginica
+41,6.4,3.4,5.5,1.8,Iris-virginica
+42,4.9,3.1,1.6,0.2,Iris-setosa
+43,6.6,3.0,4.8,1.3,Iris-versicolor
+44,6.4,3.2,5.4,2.2,Iris-virginica
+45,6.7,3.2,5.5,2.4,Iris-virginica
+46,5.4,3.0,1.5,0.4,Iris-setosa
+47,4.8,3.4,1.4,0.2,Iris-setosa
+48,6.3,3.8,5.7,2.5,Iris-virginica
+49,5.6,3.0,4.5,1.3,Iris-versicolor
+50,6.5,3.2,5.1,2.1,Iris-virginica
+51,6.8,3.2,5.9,2.4,Iris-virginica
+52,5.6,2.7,4.9,1.3,Iris-versicolor
+53,6.3,2.9,5.6,1.8,Iris-virginica
+54,6.4,2.9,5.3,1.8,Iris-virginica
+55,6.3,2.7,5.3,1.9,Iris-virginica
+56,5.6,2.9,4.3,1.3,Iris-versicolor
+57,6.2,3.1,4.5,1.5,Iris-versicolor
+58,4.9,3.1,1.5,0.1,Iris-setosa
+59,5.0,3.9,1.3,0.4,Iris-setosa
+60,6.4,2.7,4.9,1.8,Iris-virginica
+61,7.2,2.3,6.0,1.5,Iris-virginica
+62,4.4,3.2,1.5,0.1,Iris-setosa
+63,6.4,2.8,4.0,1.3,Iris-versicolor
+64,5.1,3.5,1.4,0.2,Iris-setosa
+65,4.9,3.2,1.3,0.3,Iris-setosa
+66,6.7,3.1,5.7,2.4,Iris-virginica
+67,5.6,3.2,1.5,0.4,Iris-setosa
+68,5.4,2.7,5.1,1.9,Iris-versicolor
+69,6.3,2.7,4.5,1.8,Iris-virginica
+70,6.4,3.2,4.7,1.5,Iris-versicolor
+71,6.8,2.8,4.9,1.3,Iris-versicolor
+72,5.0,3.2,1.4,0.2,Iris-setosa
+73,6.9,3.3,5.8,2.3,Iris-virginica
+74,6.0,3.2,4.8,1.6,Iris-versicolor
+75,5.0,3.5,1.5,0.2,Iris-setosa
+76,5.7,3.5,1.7,0.2,Iris-setosa
+77,5.8,2.7,5.1,1.9,Iris-virginica
+78,5.6,3.0,4.9,1.3,Iris-versicolor
+79,7.3,2.9,5.3,1.9,Iris-virginica
+80,4.9,3.1,1.2,0.1,Iris-setosa
+81,4.4,3.2,1.5,0.2,Iris-setosa
+82,5.1,2.8,4.9,1.3,Iris-versicolor
+83,5.1,3.8,1.5,0.4,Iris-setosa
+84,5.8,3.7,1.1,0.4,Iris-setosa
+85,6.1,2.8,4.0,1.3,Iris-versicolor
+86,4.8,3.0,1.0,1.2,Iris-virginica
+87,6.3,3.3,5.7,2.6,Iris-virginica
+88,6.7,2.8,5.1,2.3,Iris-virginica
+89,4.7,3.0,1.4,0.2,Iris-setosa
+90,6.3,3.3,5.8,1.8,Iris-virginica
+91,5.2,3.5,1.5,0.6,Iris-setosa
+92,4.5,3.2,1.4,0.2,Iris-setosa
+93,6.3,2.8,4.7,1.6,Iris-versicolor
+94,5.0,3.2,1.9,0.3,Iris-setosa
+95,5.0,3.5,1.6,0.6,Iris-setosa
+96,4.9,3.1,1.3,0.3,Iris-setosa
+97,6.0,3.4,4.5,1.6,Iris-versicolor
+98,5.0,3.5,1.4,0.2,Iris-setosa
+99,5.5,2.3,3.1,1.0,Iris-versicolor
+100,4.8,2.4,4.9,1.0,Iris-versicolor
+101,5.6,4.5,3.6,1.2,Iris-versicolor
+102,7.4,2.6,6.3,2.0,Iris-virginica
+103,6.3,2.7,4.9,1.8,Iris-versicolor
+104,6.7,3.2,5.6,2.4,Iris-virginica
+105,5.1,3.8,1.7,0.4,Iris-setosa
+106,6.8,2.7,4.1,1.3,Iris-versicolor
+107,6.7,3.1,5.5,2.4,Iris-virginica
+108,4.9,2.5,3.0,1.7,Iris-versicolor
+109,5.0,2.5,3.0,1.0,Iris-versicolor
+110,5.0,3.5,1.5,0.5,Iris-setosa
+111,5.6,2.8,4.1,2.3,Iris-virginica
+112,5.6,2.7,5.1,1.9,Iris-virginica
+113,4.9,3.1,1.5,0.1,Iris-setosa
+114,4.9,3.2,1.5,0.1,Iris-setosa
+115,5.3,3.4,1.5,0.2,Iris-setosa
+116,5.7,3.4,1.5,0.2,Iris-setosa
+117,7.7,2.8,6.7,1.6,Iris-virginica
+118,6.4,3.1,5.7,2.4,Iris-virginica
+119,5.1,3.8,1.5,0.2,Iris-setosa
diff --git a/iris/realtabformer/4/5/test.csv b/iris/realtabformer/4/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/5/train.csv b/iris/realtabformer/4/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/5/val.csv b/iris/realtabformer/4/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/6/synth.csv b/iris/realtabformer/4/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4cb186277f76f05dbb532472562fb675783cdeab
--- /dev/null
+++ b/iris/realtabformer/4/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.9,3.0,1.5,0.1,Iris-setosa
+1,5.5,2.3,3.3,1.0,Iris-versicolor
+2,5.1,3.7,1.5,0.4,Iris-setosa
+3,4.9,3.1,1.5,0.1,Iris-setosa
+4,6.4,3.1,5.5,2.4,Iris-virginica
+5,5.6,3.2,1.9,0.2,Iris-setosa
+6,6.3,3.3,5.6,2.8,Iris-virginica
+7,6.5,2.8,5.1,2.9,Iris-virginica
+8,5.2,3.6,1.5,0.2,Iris-setosa
+9,5.5,2.9,4.3,1.3,Iris-versicolor
+10,6.1,3.0,4.8,1.4,Iris-versicolor
+11,6.5,3.3,5.7,2.8,Iris-virginica
+12,6.8,2.8,5.1,2.9,Iris-virginica
+13,4.5,3.6,1.4,0.2,Iris-setosa
+14,5.8,3.2,5.1,2.0,Iris-virginica
+15,5.8,3.8,4.1,1.0,Iris-versicolor
+16,5.5,2.6,5.0,2.1,Iris-virginica
+17,6.1,3.1,4.7,1.5,Iris-versicolor
+18,6.8,3.1,4.9,1.5,Iris-versicolor
+19,6.3,3.3,5.7,1.8,Iris-virginica
+20,4.6,3.4,1.4,0.2,Iris-setosa
+21,5.2,2.6,3.3,1.0,Iris-versicolor
+22,6.6,3.9,4.6,1.3,Iris-versicolor
+23,6.6,3.0,4.9,1.4,Iris-versicolor
+24,7.3,2.9,6.6,1.9,Iris-virginica
+25,5.1,3.0,1.4,0.2,Iris-setosa
+26,6.1,2.7,4.1,1.3,Iris-versicolor
+27,6.3,2.7,4.9,1.8,Iris-virginica
+28,5.2,3.7,1.5,0.2,Iris-setosa
+29,5.0,2.5,3.3,1.0,Iris-versicolor
+30,6.1,3.2,4.5,1.6,Iris-versicolor
+31,4.9,3.1,1.5,0.1,Iris-setosa
+32,5.0,3.5,1.3,0.3,Iris-setosa
+33,5.0,3.2,1.2,0.6,Iris-setosa
+34,5.0,3.6,1.4,0.2,Iris-setosa
+35,5.8,2.6,3.0,1.2,Iris-versicolor
+36,5.4,3.0,1.5,0.4,Iris-setosa
+37,6.1,2.8,4.3,1.3,Iris-versicolor
+38,4.9,3.1,1.5,0.1,Iris-setosa
+39,6.1,3.5,5.9,2.4,Iris-virginica
+40,5.0,3.2,1.7,0.2,Iris-setosa
+41,6.5,2.3,5.0,1.9,Iris-versicolor
+42,6.0,3.3,1.6,2.4,Iris-virginica
+43,5.6,2.7,3.9,1.3,Iris-versicolor
+44,6.2,3.1,5.5,2.2,Iris-virginica
+45,5.1,3.5,1.5,0.4,Iris-setosa
+46,5.7,3.5,5.7,2.3,Iris-virginica
+47,6.3,3.0,4.8,1.8,Iris-versicolor
+48,5.1,2.8,4.9,1.4,Iris-virginica
+49,7.2,3.6,6.6,2.4,Iris-virginica
+50,4.6,2.3,3.3,1.0,Iris-versicolor
+51,4.8,3.1,1.9,0.1,Iris-setosa
+52,4.9,3.1,1.5,0.1,Iris-setosa
+53,5.4,3.4,1.5,0.4,Iris-setosa
+54,5.0,3.3,1.7,0.2,Iris-setosa
+55,5.2,3.6,4.4,1.2,Iris-versicolor
+56,6.0,3.3,4.3,1.6,Iris-versicolor
+57,5.6,4.0,1.2,0.4,Iris-setosa
+58,5.7,2.3,3.5,1.4,Iris-versicolor
+59,4.8,3.2,1.4,0.2,Iris-setosa
+60,5.9,3.2,1.2,0.4,Iris-setosa
+61,6.3,3.3,4.1,1.8,Iris-versicolor
+62,5.4,3.5,1.5,0.2,Iris-setosa
+63,6.5,2.3,5.1,1.9,Iris-versicolor
+64,5.4,3.4,1.7,0.4,Iris-setosa
+65,5.0,3.6,1.6,0.6,Iris-setosa
+66,5.7,2.8,4.9,1.3,Iris-versicolor
+67,5.5,2.7,3.1,1.9,Iris-versicolor
+68,5.8,2.7,4.1,1.9,Iris-versicolor
+69,5.4,3.5,5.3,2.4,Iris-virginica
+70,4.7,3.2,1.4,0.3,Iris-setosa
+71,6.8,2.7,5.1,1.9,Iris-virginica
+72,5.0,3.3,4.9,1.0,Iris-versicolor
+73,5.0,3.4,1.5,0.2,Iris-setosa
+74,6.1,3.3,4.7,1.5,Iris-versicolor
+75,6.5,2.5,5.8,1.9,Iris-virginica
+76,5.8,2.6,4.1,1.4,Iris-versicolor
+77,6.4,2.8,4.7,1.4,Iris-versicolor
+78,5.0,3.4,1.6,0.2,Iris-setosa
+79,5.8,2.8,5.1,2.3,Iris-virginica
+80,6.1,3.8,4.7,1.5,Iris-versicolor
+81,6.2,3.0,4.8,1.8,Iris-versicolor
+82,6.1,3.4,1.4,0.4,Iris-setosa
+83,5.5,2.9,3.3,1.0,Iris-versicolor
+84,5.7,3.6,4.0,1.3,Iris-versicolor
+85,6.9,3.1,5.9,2.8,Iris-virginica
+86,5.2,2.7,4.1,1.9,Iris-versicolor
+87,6.4,3.2,4.8,1.6,Iris-versicolor
+88,5.6,3.0,4.6,1.6,Iris-versicolor
+89,6.1,3.0,5.6,1.4,Iris-virginica
+90,6.1,3.8,4.9,1.4,Iris-versicolor
+91,4.8,2.7,5.1,1.7,Iris-virginica
+92,5.1,2.8,4.0,1.3,Iris-versicolor
+93,5.0,3.5,1.4,0.2,Iris-setosa
+94,5.1,2.8,4.1,1.3,Iris-versicolor
+95,4.8,2.6,1.6,0.2,Iris-setosa
+96,6.5,2.8,4.9,1.3,Iris-versicolor
+97,4.9,3.1,1.5,0.1,Iris-setosa
+98,5.4,3.4,1.5,0.3,Iris-setosa
+99,7.4,2.8,6.7,2.1,Iris-virginica
+100,6.7,3.1,5.6,2.4,Iris-virginica
+101,5.0,3.5,1.3,0.5,Iris-setosa
+102,5.1,2.8,3.9,1.1,Iris-versicolor
+103,7.3,2.8,6.9,2.0,Iris-virginica
+104,5.0,3.4,1.5,0.4,Iris-setosa
+105,6.7,3.0,4.5,1.5,Iris-versicolor
+106,6.5,3.2,5.8,2.8,Iris-virginica
+107,5.0,3.4,1.5,0.2,Iris-setosa
+108,5.0,3.3,1.3,0.3,Iris-setosa
+109,6.4,3.0,5.6,1.4,Iris-virginica
+110,7.2,3.6,6.1,2.0,Iris-virginica
+111,7.3,3.3,5.7,2.6,Iris-virginica
+112,4.8,3.2,1.4,0.2,Iris-setosa
+113,5.0,3.3,1.3,0.4,Iris-setosa
+114,6.2,3.6,4.5,1.5,Iris-versicolor
+115,6.7,3.5,5.9,2.4,Iris-virginica
+116,5.0,3.5,1.5,0.3,Iris-setosa
+117,6.7,2.8,5.7,2.3,Iris-virginica
+118,5.9,3.2,1.5,0.5,Iris-setosa
+119,4.8,3.2,1.4,0.2,Iris-setosa
diff --git a/iris/realtabformer/4/6/test.csv b/iris/realtabformer/4/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/6/train.csv b/iris/realtabformer/4/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/6/val.csv b/iris/realtabformer/4/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/7/synth.csv b/iris/realtabformer/4/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5cceba464bf084c75fdd9fc3fded3253cb6bb697
--- /dev/null
+++ b/iris/realtabformer/4/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,3.5,1.4,0.2,Iris-setosa
+1,6.3,2.9,5.6,2.3,Iris-virginica
+2,6.3,2.9,4.7,1.5,Iris-versicolor
+3,5.8,2.7,5.1,1.9,Iris-virginica
+4,6.6,3.0,4.8,1.3,Iris-versicolor
+5,5.6,3.0,4.4,1.3,Iris-versicolor
+6,5.5,2.5,5.8,2.3,Iris-virginica
+7,5.1,3.3,1.7,0.4,Iris-setosa
+8,5.9,2.8,5.1,2.3,Iris-virginica
+9,6.3,2.7,5.9,1.8,Iris-virginica
+10,4.8,3.2,1.6,0.2,Iris-setosa
+11,6.3,2.8,5.1,2.9,Iris-virginica
+12,5.0,2.3,3.7,1.2,Iris-versicolor
+13,5.7,3.2,5.4,2.2,Iris-setosa
+14,6.7,3.1,5.7,2.3,Iris-virginica
+15,5.4,3.2,1.4,0.2,Iris-setosa
+16,6.3,2.9,4.3,1.3,Iris-versicolor
+17,6.3,2.9,4.3,1.8,Iris-virginica
+18,5.5,2.7,5.5,2.4,Iris-virginica
+19,4.9,3.1,1.5,0.1,Iris-setosa
+20,4.7,3.2,1.6,0.2,Iris-setosa
+21,4.4,3.1,1.3,0.2,Iris-setosa
+22,6.3,2.9,5.6,1.9,Iris-virginica
+23,4.9,3.1,1.5,0.1,Iris-setosa
+24,4.9,3.1,1.5,0.1,Iris-setosa
+25,6.7,3.1,5.7,2.6,Iris-virginica
+26,6.4,2.9,5.7,1.1,Iris-versicolor
+27,6.4,3.2,4.8,1.4,Iris-versicolor
+28,6.0,3.3,4.5,1.5,Iris-versicolor
+29,5.5,3.4,1.8,0.2,Iris-setosa
+30,5.5,2.6,3.0,1.2,Iris-versicolor
+31,7.6,3.8,6.1,2.3,Iris-virginica
+32,5.5,3.4,1.7,0.2,Iris-setosa
+33,6.7,3.1,5.7,2.1,Iris-virginica
+34,6.4,3.3,5.7,2.1,Iris-virginica
+35,6.1,3.7,5.9,2.3,Iris-virginica
+36,6.3,2.9,5.4,2.0,Iris-virginica
+37,6.1,3.2,4.7,1.8,Iris-versicolor
+38,6.3,3.6,4.1,1.8,Iris-versicolor
+39,5.6,3.7,1.4,0.2,Iris-setosa
+40,5.2,3.7,1.3,0.2,Iris-setosa
+41,5.6,3.0,4.2,1.3,Iris-versicolor
+42,5.4,3.4,1.5,0.4,Iris-setosa
+43,6.4,2.8,5.7,2.3,Iris-virginica
+44,6.5,3.2,4.9,1.8,Iris-versicolor
+45,6.7,3.3,5.7,2.3,Iris-virginica
+46,5.0,3.3,1.6,0.2,Iris-setosa
+47,5.4,3.2,1.5,0.4,Iris-setosa
+48,4.9,3.3,1.5,0.1,Iris-setosa
+49,5.8,3.7,1.5,0.4,Iris-setosa
+50,5.1,3.8,1.9,0.4,Iris-setosa
+51,5.1,3.7,1.5,0.4,Iris-setosa
+52,5.5,2.8,3.7,1.0,Iris-versicolor
+53,6.3,2.8,4.9,1.3,Iris-versicolor
+54,4.8,3.2,1.4,0.2,Iris-setosa
+55,5.3,4.6,4.5,1.6,Iris-versicolor
+56,6.4,2.9,5.3,1.9,Iris-virginica
+57,6.7,3.3,5.7,2.3,Iris-virginica
+58,6.4,3.2,5.8,1.8,Iris-virginica
+59,5.0,3.4,1.6,0.2,Iris-setosa
+60,6.6,2.7,4.1,1.3,Iris-versicolor
+61,6.3,2.9,5.6,2.1,Iris-virginica
+62,4.8,2.6,4.0,1.3,Iris-versicolor
+63,6.4,2.9,4.6,1.9,Iris-versicolor
+64,6.5,2.3,5.0,1.8,Iris-virginica
+65,5.4,3.2,1.5,0.4,Iris-setosa
+66,6.3,2.7,4.5,1.8,Iris-virginica
+67,5.0,3.2,1.5,0.2,Iris-setosa
+68,5.7,2.5,5.3,2.3,Iris-virginica
+69,5.4,3.9,1.6,0.2,Iris-setosa
+70,5.8,3.7,1.1,0.2,Iris-setosa
+71,5.8,3.5,1.6,0.2,Iris-setosa
+72,4.8,3.2,1.4,0.3,Iris-setosa
+73,5.5,4.4,1.5,0.6,Iris-setosa
+74,6.4,3.1,5.5,1.5,Iris-virginica
+75,6.6,2.7,4.9,1.3,Iris-versicolor
+76,6.3,2.9,4.7,1.8,Iris-virginica
+77,5.3,2.9,3.3,1.3,Iris-versicolor
+78,5.4,2.4,3.5,1.1,Iris-versicolor
+79,5.4,2.7,5.3,1.9,Iris-virginica
+80,7.1,3.0,5.8,1.8,Iris-virginica
+81,7.6,2.9,3.3,1.1,Iris-virginica
+82,6.3,3.3,4.7,1.8,Iris-versicolor
+83,6.4,3.8,4.5,1.5,Iris-versicolor
+84,6.4,3.0,5.5,1.8,Iris-virginica
+85,5.7,3.4,1.4,0.2,Iris-setosa
+86,6.3,2.8,5.8,2.8,Iris-virginica
+87,5.1,3.3,1.1,0.3,Iris-setosa
+88,6.0,3.3,4.7,1.6,Iris-versicolor
+89,5.1,2.7,5.9,1.9,Iris-virginica
+90,6.3,2.9,5.6,1.8,Iris-virginica
+91,4.9,3.2,1.3,0.3,Iris-setosa
+92,4.6,3.6,1.6,0.3,Iris-setosa
+93,6.0,3.6,4.4,1.6,Iris-versicolor
+94,6.2,2.9,5.0,1.9,Iris-virginica
+95,5.9,3.1,5.5,2.1,Iris-virginica
+96,5.8,2.7,1.1,0.4,Iris-setosa
+97,5.6,2.8,4.1,1.3,Iris-versicolor
+98,7.2,3.0,6.8,2.4,Iris-virginica
+99,5.0,4.0,4.6,1.6,Iris-versicolor
+100,5.7,4.5,5.0,2.0,Iris-virginica
+101,6.3,2.9,5.0,1.8,Iris-virginica
+102,6.1,2.8,4.7,1.8,Iris-versicolor
+103,5.7,3.8,5.7,2.4,Iris-virginica
+104,6.3,3.3,5.0,2.3,Iris-virginica
+105,5.1,3.8,1.4,0.2,Iris-setosa
+106,4.4,3.1,1.5,0.2,Iris-setosa
+107,5.7,3.9,1.7,0.4,Iris-setosa
+108,5.4,2.9,3.3,1.3,Iris-versicolor
+109,5.8,2.7,4.1,1.3,Iris-versicolor
+110,5.4,3.8,1.7,0.4,Iris-setosa
+111,5.6,2.8,3.9,2.3,Iris-versicolor
+112,6.3,2.7,5.1,1.9,Iris-virginica
+113,6.7,3.1,5.6,2.4,Iris-virginica
+114,6.3,2.3,4.7,1.8,Iris-virginica
+115,5.0,3.5,1.5,0.3,Iris-setosa
+116,4.6,3.0,4.4,1.3,Iris-versicolor
+117,6.3,2.9,5.3,1.8,Iris-virginica
+118,7.3,2.9,6.3,1.8,Iris-virginica
+119,5.6,4.0,4.6,1.3,Iris-versicolor
diff --git a/iris/realtabformer/4/7/test.csv b/iris/realtabformer/4/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/7/train.csv b/iris/realtabformer/4/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/7/val.csv b/iris/realtabformer/4/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/8/synth.csv b/iris/realtabformer/4/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..17908b9402a35becc80f13b90d2f55b6b7fac8af
--- /dev/null
+++ b/iris/realtabformer/4/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,3.3,1.3,0.3,Iris-setosa
+1,6.4,3.2,4.6,1.5,Iris-versicolor
+2,5.4,3.4,1.5,0.4,Iris-setosa
+3,5.7,2.5,5.2,1.3,Iris-virginica
+4,6.3,2.8,4.8,1.8,Iris-versicolor
+5,5.1,3.3,1.4,0.4,Iris-setosa
+6,5.6,3.0,4.9,1.3,Iris-versicolor
+7,5.0,3.9,1.3,0.3,Iris-setosa
+8,5.1,3.3,1.1,0.3,Iris-setosa
+9,6.6,2.8,4.5,1.3,Iris-versicolor
+10,5.3,3.4,1.5,0.2,Iris-setosa
+11,6.4,3.2,5.1,2.6,Iris-virginica
+12,5.0,3.8,1.7,0.5,Iris-setosa
+13,5.8,2.7,5.1,1.9,Iris-versicolor
+14,5.8,2.7,5.1,1.9,Iris-virginica
+15,6.4,2.8,5.5,1.3,Iris-virginica
+16,6.4,3.8,5.7,2.5,Iris-virginica
+17,4.9,3.0,1.4,0.2,Iris-setosa
+18,6.0,3.0,4.4,1.5,Iris-versicolor
+19,7.4,2.8,6.3,1.9,Iris-virginica
+20,4.6,3.0,1.4,0.2,Iris-setosa
+21,5.3,3.7,1.5,0.3,Iris-setosa
+22,6.1,3.8,4.5,1.5,Iris-versicolor
+23,5.5,2.7,5.1,1.9,Iris-versicolor
+24,6.3,2.9,4.6,1.8,Iris-virginica
+25,6.8,2.8,5.2,1.9,Iris-versicolor
+26,6.0,3.2,4.4,1.5,Iris-versicolor
+27,7.6,3.0,6.6,2.1,Iris-virginica
+28,5.7,2.8,4.2,1.3,Iris-versicolor
+29,5.4,2.7,5.1,1.9,Iris-virginica
+30,5.6,3.2,4.5,1.1,Iris-versicolor
+31,6.1,3.8,4.9,1.8,Iris-virginica
+32,5.0,3.2,1.2,0.2,Iris-setosa
+33,5.2,3.5,1.5,0.2,Iris-setosa
+34,5.4,3.9,1.3,0.2,Iris-setosa
+35,6.4,3.3,4.5,1.5,Iris-versicolor
+36,7.1,2.8,6.7,2.1,Iris-virginica
+37,5.1,2.8,4.9,1.3,Iris-versicolor
+38,5.6,2.5,3.7,1.9,Iris-versicolor
+39,5.8,2.7,4.1,1.0,Iris-versicolor
+40,5.4,3.5,1.3,0.5,Iris-setosa
+41,6.0,2.5,4.0,1.3,Iris-versicolor
+42,6.4,3.2,4.1,1.3,Iris-versicolor
+43,6.1,3.0,4.4,1.5,Iris-versicolor
+44,6.7,3.3,5.0,2.5,Iris-virginica
+45,6.3,2.8,4.8,1.8,Iris-virginica
+46,5.5,2.8,3.1,1.0,Iris-versicolor
+47,4.5,3.2,1.4,0.2,Iris-setosa
+48,6.4,3.4,5.7,1.8,Iris-virginica
+49,6.4,2.9,4.3,1.8,Iris-versicolor
+50,6.4,3.3,5.3,2.2,Iris-virginica
+51,5.2,3.4,1.5,0.1,Iris-setosa
+52,5.2,3.4,1.5,0.2,Iris-setosa
+53,4.4,3.4,1.5,0.4,Iris-setosa
+54,5.7,2.6,4.0,1.3,Iris-versicolor
+55,5.9,3.1,1.5,0.1,Iris-setosa
+56,6.1,3.2,4.5,1.5,Iris-versicolor
+57,5.8,3.7,1.1,0.5,Iris-setosa
+58,6.4,3.2,4.5,1.5,Iris-versicolor
+59,6.8,3.0,5.8,1.8,Iris-virginica
+60,5.7,2.5,3.5,1.3,Iris-versicolor
+61,5.2,3.5,1.5,0.2,Iris-setosa
+62,5.1,3.4,1.7,0.4,Iris-setosa
+63,5.6,3.2,1.4,0.3,Iris-setosa
+64,6.4,3.2,5.4,1.8,Iris-virginica
+65,6.7,3.3,4.7,1.2,Iris-versicolor
+66,5.6,3.4,1.6,0.2,Iris-setosa
+67,5.4,3.7,1.5,0.2,Iris-setosa
+68,4.6,2.5,4.3,1.3,Iris-versicolor
+69,5.5,2.7,4.5,1.4,Iris-versicolor
+70,5.4,3.5,1.5,0.2,Iris-setosa
+71,6.5,2.3,5.8,1.8,Iris-virginica
+72,5.0,3.0,1.8,0.2,Iris-setosa
+73,5.5,2.5,5.1,1.9,Iris-virginica
+74,7.3,2.8,6.1,2.0,Iris-virginica
+75,5.8,3.7,1.2,0.3,Iris-setosa
+76,5.1,3.0,4.4,1.2,Iris-versicolor
+77,6.5,3.2,5.4,2.2,Iris-virginica
+78,6.7,3.3,5.7,2.2,Iris-virginica
+79,5.8,2.7,5.1,2.9,Iris-virginica
+80,6.4,3.2,4.4,1.5,Iris-versicolor
+81,4.4,2.6,1.3,0.3,Iris-setosa
+82,5.5,3.0,5.4,2.2,Iris-versicolor
+83,6.7,3.1,5.5,2.5,Iris-virginica
+84,6.4,3.2,4.1,1.5,Iris-versicolor
+85,5.4,3.3,1.7,0.2,Iris-setosa
+86,6.7,3.1,5.0,2.4,Iris-virginica
+87,6.1,3.1,4.7,1.5,Iris-versicolor
+88,6.0,2.2,4.7,1.5,Iris-versicolor
+89,5.5,4.4,1.5,0.4,Iris-setosa
+90,5.8,3.0,1.4,0.2,Iris-setosa
+91,6.0,3.3,4.7,1.6,Iris-versicolor
+92,6.5,2.0,5.1,1.8,Iris-virginica
+93,5.7,2.5,4.3,1.3,Iris-versicolor
+94,5.7,2.8,4.1,1.0,Iris-versicolor
+95,6.4,2.8,4.6,1.8,Iris-versicolor
+96,5.1,3.2,1.4,0.2,Iris-setosa
+97,6.4,2.8,5.8,2.3,Iris-virginica
+98,5.8,3.6,1.4,0.2,Iris-setosa
+99,4.4,3.2,1.3,0.2,Iris-setosa
+100,6.1,3.0,4.4,1.3,Iris-versicolor
+101,5.0,3.6,1.2,0.2,Iris-setosa
+102,6.3,2.8,4.6,1.0,Iris-versicolor
+103,7.7,2.8,6.7,2.1,Iris-virginica
+104,5.6,2.9,4.3,1.3,Iris-versicolor
+105,6.4,2.8,5.6,2.2,Iris-virginica
+106,6.0,2.5,3.3,1.7,Iris-versicolor
+107,4.9,3.1,1.5,0.1,Iris-setosa
+108,6.6,3.0,4.5,1.5,Iris-versicolor
+109,4.8,2.4,3.3,1.0,Iris-versicolor
+110,5.7,3.5,1.7,0.2,Iris-setosa
+111,6.4,2.8,4.6,1.4,Iris-versicolor
+112,5.6,4.0,4.2,1.3,Iris-versicolor
+113,6.8,2.8,5.1,2.3,Iris-virginica
+114,4.9,2.4,3.3,1.9,Iris-versicolor
+115,5.8,2.7,5.9,2.0,Iris-virginica
+116,6.3,2.9,4.6,1.0,Iris-versicolor
+117,6.8,2.8,4.1,1.5,Iris-versicolor
+118,5.7,2.8,5.6,1.3,Iris-virginica
+119,7.2,3.0,5.8,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/8/test.csv b/iris/realtabformer/4/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/8/train.csv b/iris/realtabformer/4/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/8/val.csv b/iris/realtabformer/4/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/9/synth.csv b/iris/realtabformer/4/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cd6dfdfecbdbcfd7bf18203cc8416f8eba5feb3d
--- /dev/null
+++ b/iris/realtabformer/4/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7,2.8,4.7,1.5,Iris-versicolor
+1,5.5,3.4,1.5,0.2,Iris-setosa
+2,5.1,3.4,1.4,0.4,Iris-setosa
+3,7.3,2.8,6.6,2.1,Iris-virginica
+4,4.8,3.0,1.4,0.2,Iris-setosa
+5,6.6,3.0,5.5,1.8,Iris-virginica
+6,6.8,2.8,5.8,2.3,Iris-virginica
+7,5.4,2.5,5.1,1.9,Iris-virginica
+8,4.6,3.0,1.6,0.3,Iris-setosa
+9,5.6,3.7,4.2,1.3,Iris-versicolor
+10,5.5,2.5,5.3,1.9,Iris-virginica
+11,5.0,3.0,4.5,1.8,Iris-versicolor
+12,5.0,3.4,1.6,0.3,Iris-setosa
+13,6.7,3.5,5.7,2.4,Iris-virginica
+14,6.1,3.2,4.6,1.5,Iris-versicolor
+15,4.6,3.2,1.4,0.2,Iris-setosa
+16,4.6,3.2,1.4,0.2,Iris-setosa
+17,5.7,3.5,1.6,0.2,Iris-setosa
+18,6.0,3.3,4.8,1.8,Iris-versicolor
+19,5.8,2.7,4.3,1.3,Iris-versicolor
+20,6.5,3.0,5.6,2.4,Iris-virginica
+21,5.4,4.7,1.5,0.2,Iris-setosa
+22,6.2,3.2,5.8,2.3,Iris-virginica
+23,6.7,2.8,5.7,2.3,Iris-virginica
+24,5.4,2.7,3.5,1.5,Iris-versicolor
+25,5.8,2.7,5.1,2.2,Iris-virginica
+26,5.2,3.4,1.5,0.6,Iris-setosa
+27,6.1,2.8,4.7,1.4,Iris-virginica
+28,5.6,3.0,4.5,1.5,Iris-versicolor
+29,4.8,3.1,1.7,0.2,Iris-setosa
+30,5.0,3.5,1.4,0.2,Iris-setosa
+31,4.5,3.2,1.6,0.2,Iris-setosa
+32,6.0,2.8,4.5,1.6,Iris-versicolor
+33,5.5,3.6,1.4,0.2,Iris-setosa
+34,6.1,3.0,5.6,2.4,Iris-virginica
+35,4.8,2.4,4.9,1.7,Iris-versicolor
+36,7.2,3.6,6.9,2.2,Iris-virginica
+37,5.1,3.2,1.5,0.2,Iris-setosa
+38,5.5,4.4,1.3,0.2,Iris-setosa
+39,5.7,2.8,4.1,1.3,Iris-versicolor
+40,6.1,3.0,5.1,1.8,Iris-virginica
+41,4.9,3.1,1.5,0.1,Iris-setosa
+42,5.8,2.8,5.1,2.3,Iris-virginica
+43,6.4,2.8,5.1,1.9,Iris-virginica
+44,6.3,2.7,5.9,1.9,Iris-virginica
+45,5.7,3.5,5.1,2.2,Iris-virginica
+46,4.9,3.1,1.5,0.1,Iris-setosa
+47,6.3,2.9,5.3,1.8,Iris-virginica
+48,6.3,3.8,5.0,1.8,Iris-virginica
+49,4.9,3.1,1.6,0.1,Iris-setosa
+50,5.0,2.3,3.1,1.0,Iris-versicolor
+51,4.5,3.2,1.4,0.2,Iris-setosa
+52,6.1,3.2,4.4,1.3,Iris-versicolor
+53,6.1,3.8,4.2,1.4,Iris-versicolor
+54,5.4,2.6,4.1,1.4,Iris-versicolor
+55,5.4,2.8,4.3,1.3,Iris-versicolor
+56,5.3,2.9,5.6,1.8,Iris-virginica
+57,5.7,3.5,5.1,1.6,Iris-virginica
+58,5.6,3.6,1.9,0.2,Iris-setosa
+59,5.8,2.7,5.1,1.9,Iris-virginica
+60,5.2,2.6,4.0,1.4,Iris-versicolor
+61,5.7,3.3,1.0,0.3,Iris-setosa
+62,5.1,3.8,1.5,0.4,Iris-setosa
+63,6.3,2.8,4.6,1.1,Iris-versicolor
+64,5.8,2.7,5.1,2.2,Iris-virginica
+65,5.4,2.7,3.3,1.0,Iris-versicolor
+66,6.4,3.4,5.5,2.4,Iris-virginica
+67,5.6,3.0,1.5,0.5,Iris-setosa
+68,5.2,3.4,1.4,0.2,Iris-setosa
+69,6.1,3.8,4.9,2.4,Iris-versicolor
+70,4.5,3.2,1.4,0.2,Iris-setosa
+71,5.7,3.8,5.6,2.4,Iris-virginica
+72,5.1,3.8,1.7,0.2,Iris-setosa
+73,6.4,3.2,4.6,1.5,Iris-versicolor
+74,5.2,2.7,5.1,1.9,Iris-virginica
+75,6.5,2.3,5.1,1.9,Iris-virginica
+76,5.6,3.2,1.6,0.3,Iris-setosa
+77,6.4,2.8,5.9,1.9,Iris-virginica
+78,7.1,3.8,6.1,2.3,Iris-virginica
+79,6.4,2.7,5.8,1.9,Iris-virginica
+80,5.0,3.4,1.5,0.2,Iris-setosa
+81,5.6,2.7,4.1,1.3,Iris-versicolor
+82,5.2,3.5,1.4,0.2,Iris-setosa
+83,5.0,3.4,1.5,0.2,Iris-setosa
+84,6.1,3.0,4.8,1.4,Iris-versicolor
+85,6.5,3.0,5.1,1.8,Iris-virginica
+86,6.4,3.2,5.0,2.6,Iris-virginica
+87,6.6,3.8,4.1,1.5,Iris-versicolor
+88,6.1,3.2,4.4,1.5,Iris-versicolor
+89,6.1,2.8,4.6,1.4,Iris-versicolor
+90,6.7,3.5,5.9,2.4,Iris-virginica
+91,5.6,2.7,4.2,1.3,Iris-versicolor
+92,6.3,2.8,5.1,1.9,Iris-virginica
+93,6.3,3.8,4.6,1.6,Iris-versicolor
+94,5.0,2.5,3.6,1.0,Iris-versicolor
+95,5.3,2.8,5.1,1.9,Iris-virginica
+96,6.7,2.3,4.7,1.8,Iris-versicolor
+97,6.3,2.9,5.3,1.8,Iris-virginica
+98,5.6,3.4,1.7,0.6,Iris-setosa
+99,6.3,2.9,4.8,1.8,Iris-versicolor
+100,6.1,3.0,4.8,1.8,Iris-virginica
+101,5.6,2.9,3.3,1.0,Iris-versicolor
+102,5.7,3.3,1.7,0.4,Iris-setosa
+103,5.4,3.7,1.5,0.4,Iris-setosa
+104,4.8,3.2,1.9,0.2,Iris-setosa
+105,6.2,2.9,5.1,1.8,Iris-virginica
+106,5.6,2.8,4.1,1.0,Iris-versicolor
+107,5.0,3.3,1.5,0.2,Iris-setosa
+108,6.7,3.8,5.7,1.8,Iris-virginica
+109,5.1,3.4,1.5,0.4,Iris-setosa
+110,4.6,3.2,1.4,0.2,Iris-setosa
+111,5.8,3.8,1.7,0.4,Iris-setosa
+112,6.4,2.8,5.6,1.9,Iris-virginica
+113,6.1,3.8,4.9,1.8,Iris-virginica
+114,5.6,3.5,1.4,0.2,Iris-setosa
+115,5.2,3.3,1.5,0.2,Iris-setosa
+116,6.0,3.4,4.4,1.6,Iris-versicolor
+117,5.4,2.8,3.1,1.0,Iris-versicolor
+118,6.7,3.5,5.7,2.3,Iris-virginica
+119,6.1,3.8,4.9,1.3,Iris-versicolor
diff --git a/iris/realtabformer/4/9/test.csv b/iris/realtabformer/4/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/9/train.csv b/iris/realtabformer/4/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/realtabformer/4/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/realtabformer/4/9/val.csv b/iris/realtabformer/4/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/realtabformer/4/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/4/mlu_log.csv b/iris/realtabformer/4/mlu_log.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c0ae0df85ddf7dcda4343eadaf5ae548f4b60017
--- /dev/null
+++ b/iris/realtabformer/4/mlu_log.csv
@@ -0,0 +1,45 @@
+synthesizer_type,synthesizer_step,train_loss,mlu_step,global_step,sample_step,pre_loss,mlu_loss,post_loss
+realtabformer,0,,,,,,,
+realtabformer,1,,,,,,,
+realtabformer,2,,,,,,,
+realtabformer,3,,,,,,,
+realtabformer,4,,3.0,0.0,3.0,,0.0,
+realtabformer,0,,,,,,,
+realtabformer,1,,,,,,,
+realtabformer,2,,,,,,,
+realtabformer,3,,,,,,,
+realtabformer,4,,7.0,1.0,3.0,,0.0,
+realtabformer,0,,,,,,,
+realtabformer,1,,,,,,,
+realtabformer,2,,,,,,,
+realtabformer,3,0.5346,,,,,,
+realtabformer,4,0.5346,11.0,2.0,3.0,,0.0,
+realtabformer,0,0.5346,,,,,,
+realtabformer,1,0.5346,,,,,,
+realtabformer,2,0.5346,,,,,,
+realtabformer,3,0.5346,,,,,,
+realtabformer,4,0.5346,15.0,3.0,3.0,,0.0,
+realtabformer,0,0.5346,,,,,,
+realtabformer,1,0.5346,,,,,,
+realtabformer,2,0.5346,,,,,,
+realtabformer,3,0.5346,,,,,,
+realtabformer,4,0.5346,19.0,4.0,3.0,,0.0,
+realtabformer,0,0.5346,,,,,,
+realtabformer,1,0.5346,,,,,,
+realtabformer,2,0.5346,,,,,,
+realtabformer,3,0.4439,,,,,,
+realtabformer,4,0.4439,23.0,5.0,3.0,,0.0,
+realtabformer,0,0.4439,,,,,,
+realtabformer,1,0.4439,,,,,,
+realtabformer,2,0.4439,,,,,,
+realtabformer,3,0.4439,,,,,,
+realtabformer,4,0.4439,27.0,6.0,3.0,,0.0,
+realtabformer,0,0.4439,,,,,,
+realtabformer,1,0.4439,,,,,,
+realtabformer,2,0.4439,,,,,,
+realtabformer,3,0.4439,,,,,,
+realtabformer,4,0.4439,31.0,7.0,3.0,,0.0,
+realtabformer,0,0.4439,,,,,,
+realtabformer,1,0.4439,,,,,,
+realtabformer,2,0.3999,,,,,,
+realtabformer,3,0.3999,,,,,,
diff --git a/iris/realtabformer/4/params.json b/iris/realtabformer/4/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..56bb3de3d4e5a1992d6fc810fe22e8ab2fa1018c
--- /dev/null
+++ b/iris/realtabformer/4/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6b005ab77f236809a3217466fd338b7b4f17b31226606c99ed8cd8425172b8af
+size 712
diff --git a/iris/realtabformer/4/realtabformer_eval.ipynb b/iris/realtabformer/4/realtabformer_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..b78ae3ad28524ae55ac9630f6eed8bf423dba624
--- /dev/null
+++ b/iris/realtabformer/4/realtabformer_eval.ipynb
@@ -0,0 +1,6524 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "79a8febe",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:33.632848Z",
+     "iopub.status.busy": "2024-07-25T10:00:33.631930Z",
+     "iopub.status.idle": "2024-07-25T10:00:45.281606Z",
+     "shell.execute_reply": "2024-07-25T10:00:45.280560Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697371780299,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 11.685227,
+     "end_time": "2024-07-25T10:00:45.284332",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:33.599105",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 35%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 49%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 99%\r",
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "821aa5bc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:45.354223Z",
+     "iopub.status.busy": "2024-07-25T10:00:45.353858Z",
+     "iopub.status.idle": "2024-07-25T10:00:45.361777Z",
+     "shell.execute_reply": "2024-07-25T10:00:45.360927Z"
+    },
+    "papermill": {
+     "duration": 0.045147,
+     "end_time": "2024-07-25T10:00:45.363822",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:45.318675",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\n%cd /kaggle/working\\n!rm -rf ml-utility-loss\\n!git clone https://github.com/R-N/ml-utility-loss\\n%cd ml-utility-loss\\n!git pull\\n!rm setup.py\\n!curl -Lo setup.py https://github.com/R-N/ml-utility-loss/raw/main/setup.py\\n!pip install .\\n#!pip install . --no-deps --force-reinstall --upgrade\\n#'"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "!rm -rf ml-utility-loss\n",
+    "!git clone https://github.com/R-N/ml-utility-loss\n",
+    "%cd ml-utility-loss\n",
+    "!git pull\n",
+    "!rm setup.py\n",
+    "!curl -Lo setup.py https://github.com/R-N/ml-utility-loss/raw/main/setup.py\n",
+    "!pip install .\n",
+    "#!pip install . --no-deps --force-reinstall --upgrade\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b01b6730",
+   "metadata": {
+    "papermill": {
+     "duration": 0.032841,
+     "end_time": "2024-07-25T10:00:45.429140",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:45.396299",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "fd23b80d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:45.497027Z",
+     "iopub.status.busy": "2024-07-25T10:00:45.496665Z",
+     "iopub.status.idle": "2024-07-25T10:00:45.501285Z",
+     "shell.execute_reply": "2024-07-25T10:00:45.500447Z"
+    },
+    "papermill": {
+     "duration": 0.041262,
+     "end_time": "2024-07-25T10:00:45.503239",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:45.461977",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "plt.rcParams['figure.figsize'] = [3,3]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "f4e3d2b3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:45.569681Z",
+     "iopub.status.busy": "2024-07-25T10:00:45.568961Z",
+     "iopub.status.idle": "2024-07-25T10:00:45.576536Z",
+     "shell.execute_reply": "2024-07-25T10:00:45.575570Z"
+    },
+    "papermill": {
+     "duration": 0.04392,
+     "end_time": "2024-07-25T10:00:45.579102",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:45.535182",
+     "status": "completed"
+    },
+    "tags": [
+     "parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "datasets = [\n",
+    "    \"insurance\",\n",
+    "    \"treatment\",\n",
+    "    \"contraceptive\"\n",
+    "]\n",
+    "models = [\"realtabformer\"]\n",
+    "single_model = \"realtabformer\"\n",
+    "\n",
+    "\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = None\n",
+    "study_dir = \"./\"\n",
+    "\n",
+    "path_prefix = \"../../../../\"\n",
+    "\n",
+    "dataset_dir=os.path.join(path_prefix, \"ml-utility-loss\", \"datasets\")\n",
+    "dataset_name = \"contraceptive\"\n",
+    "\n",
+    "direction = \"maximize\"\n",
+    "model_name = \"realtabformer_mlu\"\n",
+    "\n",
+    "mlu_model_dir=os.path.join(path_prefix, \"final\")\n",
+    "mlu_model_name = \"realtabformer\"\n",
+    "mlu_run = True\n",
+    "\n",
+    "gp = True\n",
+    "gp_multiply = True\n",
+    "\n",
+    "df_name = \"df\"\n",
+    "\n",
+    "folder = \"eval\"\n",
+    "path = None\n",
+    "debug = False\n",
+    "\n",
+    "param_index = 0\n",
+    "repo_index = 5\n",
+    "use_all_data = False\n",
+    "\n",
+    "epoch_scale = 1\n",
+    "save_model = True\n",
+    "save_embedding = False"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "aa715663",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:45.650181Z",
+     "iopub.status.busy": "2024-07-25T10:00:45.648918Z",
+     "iopub.status.idle": "2024-07-25T10:00:45.654900Z",
+     "shell.execute_reply": "2024-07-25T10:00:45.654143Z"
+    },
+    "papermill": {
+     "duration": 0.044278,
+     "end_time": "2024-07-25T10:00:45.656966",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:45.612688",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 4\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/realtabformer/4\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = True\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "e98536ab",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:45.723670Z",
+     "iopub.status.busy": "2024-07-25T10:00:45.722953Z",
+     "iopub.status.idle": "2024-07-25T10:00:45.727310Z",
+     "shell.execute_reply": "2024-07-25T10:00:45.726430Z"
+    },
+    "papermill": {
+     "duration": 0.040356,
+     "end_time": "2024-07-25T10:00:45.729423",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:45.689067",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "if df_name == \"df\":\n",
+    "    save_embedding = True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "a2fe3e35",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:45.797568Z",
+     "iopub.status.busy": "2024-07-25T10:00:45.796743Z",
+     "iopub.status.idle": "2024-07-25T10:00:45.803123Z",
+     "shell.execute_reply": "2024-07-25T10:00:45.802238Z"
+    },
+    "papermill": {
+     "duration": 0.043233,
+     "end_time": "2024-07-25T10:00:45.805504",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:45.762271",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_est_eval_5_nogp_iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "repo = \"mlu_est_eval\"\n",
+    "if repo_index:\n",
+    "    repo = f\"{repo}_{repo_index}\"\n",
+    "if gp:\n",
+    "    if gp_multiply:\n",
+    "        repo = f\"{repo}_gp_mul\"\n",
+    "    else:\n",
+    "        repo = f\"{repo}_gp_nomul\"\n",
+    "else:\n",
+    "    repo = f\"{repo}_nogp\"\n",
+    "repo = f\"{repo}_{dataset_name}\"\n",
+    "print(repo)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "016fa9bf",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:45.871697Z",
+     "iopub.status.busy": "2024-07-25T10:00:45.871328Z",
+     "iopub.status.idle": "2024-07-25T10:00:46.862414Z",
+     "shell.execute_reply": "2024-07-25T10:00:46.861475Z"
+    },
+    "papermill": {
+     "duration": 1.02698,
+     "end_time": "2024-07-25T10:00:46.864932",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:45.837952",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "fatal: destination path 'final' already exists and is not an empty directory.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "#\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "#!rm -rf final\n",
+    "!git clone https://huggingface.co/linearch/{repo} final\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "217b6395",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:46.933716Z",
+     "iopub.status.busy": "2024-07-25T10:00:46.933334Z",
+     "iopub.status.idle": "2024-07-25T10:00:47.920338Z",
+     "shell.execute_reply": "2024-07-25T10:00:47.919186Z"
+    },
+    "papermill": {
+     "duration": 1.024561,
+     "end_time": "2024-07-25T10:00:47.922605",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:46.898044",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working/iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "%cd /kaggle/working/\n",
+    "#!rm -rf {dataset_name}\n",
+    "!mkdir {dataset_name}\n",
+    "%cd {dataset_name}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "3f730fd4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:47.993040Z",
+     "iopub.status.busy": "2024-07-25T10:00:47.992684Z",
+     "iopub.status.idle": "2024-07-25T10:00:48.002201Z",
+     "shell.execute_reply": "2024-07-25T10:00:48.001436Z"
+    },
+    "papermill": {
+     "duration": 0.047278,
+     "end_time": "2024-07-25T10:00:48.004118",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:47.956840",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/realtabformer/4\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, random_seed)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "d02bb09d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:48.071185Z",
+     "iopub.status.busy": "2024-07-25T10:00:48.070766Z",
+     "iopub.status.idle": "2024-07-25T10:00:48.450980Z",
+     "shell.execute_reply": "2024-07-25T10:00:48.450050Z"
+    },
+    "executionInfo": {
+     "elapsed": 333,
+     "status": "ok",
+     "timestamp": 1697372585128,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.417347,
+     "end_time": "2024-07-25T10:00:48.453845",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:48.036498",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import json\n",
+    "import os\n",
+    "\n",
+    "df = pd.read_csv(os.path.join(dataset_dir, f\"{dataset_name}.csv\"))\n",
+    "with open(os.path.join(dataset_dir, f\"{dataset_name}.json\")) as f:\n",
+    "    info = json.load(f)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "1a85e417",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:48.534465Z",
+     "iopub.status.busy": "2024-07-25T10:00:48.533496Z",
+     "iopub.status.idle": "2024-07-25T10:00:50.190696Z",
+     "shell.execute_reply": "2024-07-25T10:00:50.189624Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697372585711,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.699924,
+     "end_time": "2024-07-25T10:00:50.193161",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:48.493237",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.util import split_df_ratio\n",
+    "\n",
+    "task = info[\"task\"]\n",
+    "target = info[\"target\"]\n",
+    "cat_features = info[\"cat_features\"]\n",
+    "mixed_features = info[\"mixed_features\"]\n",
+    "longtail_features = info[\"longtail_features\"]\n",
+    "integer_features = info[\"integer_features\"]\n",
+    "\n",
+    "dfs = {\n",
+    "    \"df\": df,\n",
+    "}\n",
+    "dfs_test = {}\n",
+    "for i in range(5):\n",
+    "    train, test = split_df_ratio(df, ratio=0.2, i=i, seed=42)\n",
+    "    dfs[i] = train\n",
+    "    dfs_test[i] = test\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "2b607a6b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:50.264268Z",
+     "iopub.status.busy": "2024-07-25T10:00:50.263651Z",
+     "iopub.status.idle": "2024-07-25T10:00:50.271765Z",
+     "shell.execute_reply": "2024-07-25T10:00:50.271025Z"
+    },
+    "executionInfo": {
+     "elapsed": 417,
+     "status": "ok",
+     "timestamp": 1697375526563,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.046003,
+     "end_time": "2024-07-25T10:00:50.273757",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:50.227754",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.util import mkdir, seed\n",
+    "\n",
+    "if isinstance(df_name, int) or df_name.isdigit():\n",
+    "    seed(int(df_name))\n",
+    "else:\n",
+    "    seed(0)\n",
+    "#model_name_2 = f\"{model_name}_{dataset_name}_{df_name}\"\n",
+    "if model_dir_2 is None:\n",
+    "    model_dir_2 = os.path.join(model_dir, model_name, dataset_name, str(df_name))\n",
+    "mkdir(model_dir_2)\n",
+    "params_path = os.path.join(model_dir_2, f\"params.json\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "8e5defb4",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:50.341358Z",
+     "iopub.status.busy": "2024-07-25T10:00:50.340667Z",
+     "iopub.status.idle": "2024-07-25T10:00:50.345798Z",
+     "shell.execute_reply": "2024-07-25T10:00:50.344857Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697375527010,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "-YDZUU9QUCwx",
+    "outputId": "e7608573-f8cb-4b44-a8db-0fb088d61147",
+    "papermill": {
+     "duration": 0.041705,
+     "end_time": "2024-07-25T10:00:50.347935",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:50.306230",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      ".\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_dir_2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "8849383e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:50.417919Z",
+     "iopub.status.busy": "2024-07-25T10:00:50.417546Z",
+     "iopub.status.idle": "2024-07-25T10:00:50.843390Z",
+     "shell.execute_reply": "2024-07-25T10:00:50.842578Z"
+    },
+    "papermill": {
+     "duration": 0.464059,
+     "end_time": "2024-07-25T10:00:50.845875",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:50.381816",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import ml_utility_loss.synthesizers.tab_ddpm.params as TAB_DDPM_PARAMS\n",
+    "import ml_utility_loss.synthesizers.lct_gan.params as LCT_GAN_PARAMS\n",
+    "import ml_utility_loss.synthesizers.realtabformer.params as RTF_PARAMS\n",
+    "from ml_utility_loss.synthesizers.realtabformer.params.default import GPT2_PARAMS, REALTABFORMER_PARAMS\n",
+    "from ml_utility_loss.util import filter_dict_2, filter_dict\n",
+    "\n",
+    "tab_ddpm_params = getattr(TAB_DDPM_PARAMS, dataset_name).BEST\n",
+    "lct_gan_params = getattr(LCT_GAN_PARAMS, dataset_name).BEST\n",
+    "lct_ae_params = filter_dict_2(lct_gan_params, LCT_GAN_PARAMS.default.AE_PARAMS)\n",
+    "rtf_params = getattr(RTF_PARAMS, dataset_name).BEST\n",
+    "rtf_params = filter_dict(rtf_params, REALTABFORMER_PARAMS)\n",
+    "\n",
+    "lct_ae_embedding_size=lct_gan_params[\"embedding_size\"]\n",
+    "tab_ddpm_normalization=\"quantile\"\n",
+    "tab_ddpm_cat_encoding=tab_ddpm_params[\"cat_encoding\"]\n",
+    "#tab_ddpm_cat_encoding=\"one-hot\"\n",
+    "tab_ddpm_y_policy=\"default\"\n",
+    "tab_ddpm_is_y_cond=True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "59e2acab",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:00:50.917976Z",
+     "iopub.status.busy": "2024-07-25T10:00:50.917627Z",
+     "iopub.status.idle": "2024-07-25T10:01:02.850436Z",
+     "shell.execute_reply": "2024-07-25T10:01:02.849461Z"
+    },
+    "papermill": {
+     "duration": 11.97127,
+     "end_time": "2024-07-25T10:01:02.852612",
+     "exception": false,
+     "start_time": "2024-07-25T10:00:50.881342",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-25 10:00:54.589760: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-25 10:00:54.589863: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-25 10:00:54.698723: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_run True\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_lct_ae\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    print(\"mlu_run\", mlu_run)\n",
+    "#     lct_ae = load_lct_ae(\n",
+    "#         dataset_name=dataset_name,\n",
+    "#         model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "#         model_name=\"lct_ae\",\n",
+    "#         df_name=\"df\",\n",
+    "#     )\n",
+    "lct_ae = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "cd079af3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:01:02.925930Z",
+     "iopub.status.busy": "2024-07-25T10:01:02.924746Z",
+     "iopub.status.idle": "2024-07-25T10:01:02.951965Z",
+     "shell.execute_reply": "2024-07-25T10:01:02.950979Z"
+    },
+    "papermill": {
+     "duration": 0.066896,
+     "end_time": "2024-07-25T10:01:02.954262",
+     "exception": false,
+     "start_time": "2024-07-25T10:01:02.887366",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_rtf_embed\n",
+    "\n",
+    "rtf_embed = None\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    rtf_embed = load_rtf_embed(\n",
+    "        dataset_name=dataset_name,\n",
+    "        model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "        model_name=\"realtabformer\",\n",
+    "        df_name=\"df\",\n",
+    "        ckpt_type=\"best-disc-model\"\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "14e13d75",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:01:03.025965Z",
+     "iopub.status.busy": "2024-07-25T10:01:03.025557Z",
+     "iopub.status.idle": "2024-07-25T10:01:05.779356Z",
+     "shell.execute_reply": "2024-07-25T10:01:05.778578Z"
+    },
+    "papermill": {
+     "duration": 2.79287,
+     "end_time": "2024-07-25T10:01:05.781963",
+     "exception": false,
+     "start_time": "2024-07-25T10:01:02.989093",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/sklearn/mixture/_base.py:274: ConvergenceWarning: Initialization 1 did not converge. Try different init parameters, or increase max_iter, tol or check for degenerate data.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/sklearn/mixture/_base.py:274: ConvergenceWarning: Initialization 1 did not converge. Try different init parameters, or increase max_iter, tol or check for degenerate data.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.preprocessing import DataPreprocessor\n",
+    "\n",
+    "preprocessor = DataPreprocessor(\n",
+    "    task,\n",
+    "    target=target,\n",
+    "    cat_features=cat_features,\n",
+    "    mixed_features=mixed_features,\n",
+    "    longtail_features=longtail_features,\n",
+    "    integer_features=integer_features,\n",
+    "    lct_ae_embedding_size=lct_ae_embedding_size,\n",
+    "    lct_ae_params=lct_ae_params,\n",
+    "    lct_ae=lct_ae,\n",
+    "    tab_ddpm_normalization=tab_ddpm_normalization,\n",
+    "    tab_ddpm_cat_encoding=tab_ddpm_cat_encoding,\n",
+    "    tab_ddpm_y_policy=tab_ddpm_y_policy,\n",
+    "    tab_ddpm_is_y_cond=tab_ddpm_is_y_cond,\n",
+    "    realtabformer_embedding=rtf_embed,\n",
+    "    realtabformer_params=rtf_params,\n",
+    ")\n",
+    "preprocessor.fit(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "9c667ac0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:01:05.855681Z",
+     "iopub.status.busy": "2024-07-25T10:01:05.854677Z",
+     "iopub.status.idle": "2024-07-25T10:01:05.861242Z",
+     "shell.execute_reply": "2024-07-25T10:01:05.860378Z"
+    },
+    "papermill": {
+     "duration": 0.045372,
+     "end_time": "2024-07-25T10:01:05.863317",
+     "exception": false,
+     "start_time": "2024-07-25T10:01:05.817945",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, Embedding(89, 864), True),\n",
+       " 'lct_gan': 14,\n",
+       " 'tab_ddpm_concat': 5}"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "preprocessor.adapter_sizes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "4e33338e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:01:05.933526Z",
+     "iopub.status.busy": "2024-07-25T10:01:05.932743Z",
+     "iopub.status.idle": "2024-07-25T10:01:06.478252Z",
+     "shell.execute_reply": "2024-07-25T10:01:06.477458Z"
+    },
+    "papermill": {
+     "duration": 0.583213,
+     "end_time": "2024-07-25T10:01:06.480729",
+     "exception": false,
+     "start_time": "2024-07-25T10:01:05.897516",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import create_model, ISABMode, LoRAMode\n",
+    "import ml_utility_loss.loss_learning.estimator.params2 as PARAMS\n",
+    "from ml_utility_loss.tuning import map_parameters\n",
+    "from ml_utility_loss.util import clear_memory\n",
+    "import torch\n",
+    "import json\n",
+    "\n",
+    "clear_memory()\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    param_space = {\n",
+    "        **getattr(PARAMS, dataset_name).PARAM_SPACE,\n",
+    "        #**getattr(PARAMS, dataset_name).PARAM_SPACE_2\n",
+    "    }\n",
+    "    params = getattr(PARAMS, dataset_name).BEST_DICT[gp][gp_multiply][single_model]\n",
+    "    #params = PARAMS.default.update_params_2(params, info[\"sizes\"])\n",
+    "    params[\"single_model\"] = False\n",
+    "    if models:\n",
+    "        params[\"models\"] = models\n",
+    "    if single_model:\n",
+    "        params[\"fixed_role_model\"] = single_model\n",
+    "        params[\"single_model\"] = True\n",
+    "        params[\"models\"] = [single_model]\n",
+    "    if gp:\n",
+    "        params[\"gradient_penalty_mode\"] = \"ALL\"\n",
+    "        params[\"mse_mag\"] = True\n",
+    "        if gp_multiply:\n",
+    "            params[\"mse_mag_multiply\"] = True\n",
+    "            #params[\"mse_mag_target\"] = 1.0\n",
+    "        else:\n",
+    "            params[\"mse_mag_multiply\"] = False\n",
+    "            #params[\"mse_mag_target\"] = 0.1\n",
+    "    else:\n",
+    "        params[\"gradient_penalty_mode\"] = \"NONE\"\n",
+    "        params[\"mse_mag\"] = False\n",
+    "    with open(\"params.json\", \"w\") as f:\n",
+    "        json.dump(params, f)\n",
+    "    params = map_parameters(params, param_space=param_space)\n",
+    "    params"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "b236e0d0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:01:06.552992Z",
+     "iopub.status.busy": "2024-07-25T10:01:06.552611Z",
+     "iopub.status.idle": "2024-07-25T10:01:06.599689Z",
+     "shell.execute_reply": "2024-07-25T10:01:06.598723Z"
+    },
+    "papermill": {
+     "duration": 0.085849,
+     "end_time": "2024-07-25T10:01:06.601739",
+     "exception": false,
+     "start_time": "2024-07-25T10:01:06.515890",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Creating model of type <class 'ml_utility_loss.loss_learning.estimator.model.models.TwinEncoder'>\n",
+      "[*] Embedding True True\n",
+      "['realtabformer'] 1\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.model.pipeline import remove_non_model_params\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    params2 = remove_non_model_params(params)\n",
+    "    mlu_model = create_model(\n",
+    "        adapters=preprocessor.adapter_sizes,\n",
+    "        #Body=\"twin_encoder\",\n",
+    "        **params2,\n",
+    "    )\n",
+    "    #cf.apply_weight_standardization(model, n_last_layers_ignore=0)\n",
+    "    print(mlu_model.models, len(mlu_model.adapters))\n",
+    "else:\n",
+    "    mlu_model = None\n",
+    "    mlu_trainer = None\n",
+    "    ae_mlu_trainer = None\n",
+    "    gan_mlu_trainer = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "38fd1871",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:01:06.674855Z",
+     "iopub.status.busy": "2024-07-25T10:01:06.674085Z",
+     "iopub.status.idle": "2024-07-25T10:01:06.725765Z",
+     "shell.execute_reply": "2024-07-25T10:01:06.724906Z"
+    },
+    "papermill": {
+     "duration": 0.091007,
+     "end_time": "2024-07-25T10:01:06.727680",
+     "exception": false,
+     "start_time": "2024-07-25T10:01:06.636673",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'t_start': 0, 't_end': 0, 't_range': None, 'n_steps': 4, 'n_inner_steps': 1, 'n_inner_steps_2': 1, 'loss_mul': 1, 'div_batch': False, 'forgive_over': True, 'n_real': 16, 'n_samples': 16, 't_steps': 5, 'mlu_run': 2, 'target': None, 'lr': 0.00039137535394222233, 'loss_fn': <function l1_loss at 0x78bd446c0c10>, 'Optim': <class 'torch_optimizer.diffgrad.DiffGrad'>}\n"
+     ]
+    }
+   ],
+   "source": [
+    "import ml_utility_loss.synthesizers.realtabformer.params2 as MLU_PARAMS\n",
+    "from ml_utility_loss.tuning import map_parameters\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_params0 = getattr(MLU_PARAMS, dataset_name)\n",
+    "    mlu_params = mlu_params0.BEST_DICT[gp][gp_multiply]\n",
+    "    if isinstance(mlu_params, (list, tuple)):\n",
+    "        mlu_params = mlu_params[param_index]\n",
+    "    mlu_params = map_parameters(mlu_params, param_space=mlu_params0.PARAM_SPACE)\n",
+    "    mlu_params[\"target\"] = mlu_params.pop(\"mlu_target\", mlu_params.pop(\"target\", None))\n",
+    "    mlu_params[\"lr\"] = mlu_params.pop(\"mlu_lr\", mlu_params.pop(\"lr\", None))\n",
+    "    mlu_params[\"loss_fn\"] = mlu_params.pop(\"mlu_loss_fn\", mlu_params.pop(\"loss_fn\", None))\n",
+    "    mlu_params[\"Optim\"] = mlu_params.pop(\"mlu_Optim\", mlu_params.pop(\"Optim\", None))\n",
+    "    mlu_params.pop(\"gradient_penalty_kwargs\", None)\n",
+    "    print(mlu_params)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "3c5f398b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:01:06.800324Z",
+     "iopub.status.busy": "2024-07-25T10:01:06.799364Z",
+     "iopub.status.idle": "2024-07-25T10:01:06.837249Z",
+     "shell.execute_reply": "2024-07-25T10:01:06.836454Z"
+    },
+    "papermill": {
+     "duration": 0.076792,
+     "end_time": "2024-07-25T10:01:06.839639",
+     "exception": false,
+     "start_time": "2024-07-25T10:01:06.762847",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import torch\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    if mlu_run is True:\n",
+    "        mlu_run = mlu_params[\"mlu_run\"]\n",
+    "    mlu_params.pop(\"mlu_run\", None)\n",
+    "    mlu_model_dir_2 = os.path.join(mlu_model_dir, dataset_name, mlu_model_name, str(mlu_run))\n",
+    "    mlu_model_path = os.path.join(mlu_model_dir_2, f\"model.pt\")\n",
+    "\n",
+    "    mlu_model.load_state_dict(torch.load(mlu_model_path))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "7c82daf4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:01:06.913542Z",
+     "iopub.status.busy": "2024-07-25T10:01:06.913130Z",
+     "iopub.status.idle": "2024-07-25T10:01:06.917626Z",
+     "shell.execute_reply": "2024-07-25T10:01:06.916688Z"
+    },
+    "papermill": {
+     "duration": 0.044302,
+     "end_time": "2024-07-25T10:01:06.919596",
+     "exception": false,
+     "start_time": "2024-07-25T10:01:06.875294",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "1b9a37ec",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:01:06.990451Z",
+     "iopub.status.busy": "2024-07-25T10:01:06.989727Z",
+     "iopub.status.idle": "2024-07-25T10:01:07.611824Z",
+     "shell.execute_reply": "2024-07-25T10:01:07.611021Z"
+    },
+    "papermill": {
+     "duration": 0.660319,
+     "end_time": "2024-07-25T10:01:07.614257",
+     "exception": false,
+     "start_time": "2024-07-25T10:01:06.953938",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Caching in ../../../../iris/_cache_inference/realtabformer/all inf False\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_dataset\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    dataset = load_dataset(\n",
+    "        dataset_dir=os.path.join(path_prefix, \"ml-utility-loss/\", \"synthetics\", dataset_name),\n",
+    "        preprocessor=preprocessor,\n",
+    "        cache_dir=os.path.join(path_prefix, dataset_name, \"_cache_inference\"),\n",
+    "        val=False,\n",
+    "        ratio=None,\n",
+    "        drop_first_column=True,\n",
+    "        model=single_model,\n",
+    "        train=\"train\", test=\"test\", value=\"real_value\",\n",
+    "        file=\"info_2.csv\",\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "cd53535e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:01:07.685986Z",
+     "iopub.status.busy": "2024-07-25T10:01:07.685674Z",
+     "iopub.status.idle": "2024-07-25T10:01:07.955974Z",
+     "shell.execute_reply": "2024-07-25T10:01:07.955033Z"
+    },
+    "papermill": {
+     "duration": 0.308608,
+     "end_time": "2024-07-25T10:01:07.958082",
+     "exception": false,
+     "start_time": "2024-07-25T10:01:07.649474",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu step every 5 starting 0 until 0\n",
+      "mlu step times 4*1*1\n",
+      "mlu samples 16 / 16\n",
+      "mlu logging ./mlu_log.csv\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.wrapper import MLUtilityTrainer\n",
+    "from ml_utility_loss.util import clear_memory\n",
+    "import os\n",
+    "clear_memory()\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_trainer = MLUtilityTrainer(\n",
+    "        model=mlu_model[single_model],\n",
+    "        dataset=dataset,\n",
+    "        debug=True,\n",
+    "        log_path=os.path.join(model_dir_2, \"mlu_log.csv\"),\n",
+    "        **mlu_params,\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "59aee3e3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:01:08.032327Z",
+     "iopub.status.busy": "2024-07-25T10:01:08.031957Z",
+     "iopub.status.idle": "2024-07-25T10:01:08.041446Z",
+     "shell.execute_reply": "2024-07-25T10:01:08.040573Z"
+    },
+    "executionInfo": {
+     "elapsed": 2,
+     "status": "ok",
+     "timestamp": 1697375527010,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.049622,
+     "end_time": "2024-07-25T10:01:08.043757",
+     "exception": false,
+     "start_time": "2024-07-25T10:01:07.994135",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'vocab_size': 27000,\n",
+       " 'n_positions': 512,\n",
+       " 'n_embd': 864,\n",
+       " 'n_layer': 6,\n",
+       " 'n_head': 16,\n",
+       " 'activation_function': 'tanh',\n",
+       " 'resid_pdrop': 0.07594191919929022,\n",
+       " 'embd_pdrop': 0.19380366539807364,\n",
+       " 'attn_pdrop': 0.16469325333835552,\n",
+       " 'layer_norm_epsilon': 7.183655237149971e-06,\n",
+       " 'initializer_range': 0.04773452438247231,\n",
+       " 'scale_attn_weights': True,\n",
+       " 'scale_attn_by_inverse_layer_idx': True,\n",
+       " 'batch_size': 8,\n",
+       " 'mask_rate': 0.03635309194580345,\n",
+       " 'numeric_nparts': 1,\n",
+       " 'numeric_precision': 4,\n",
+       " 'numeric_max_len': 10,\n",
+       " 'evaluation_strategy': 'epoch',\n",
+       " 'gradient_accumulation_steps': 2,\n",
+       " 'optim': 'adamw_hf',\n",
+       " 'num_bootstrap': 34,\n",
+       " 'epochs': 44}"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\n",
+    "from ml_utility_loss.tuning import create_objective\n",
+    "import ml_utility_loss.synthesizers.realtabformer.params as PARAMS\n",
+    "from ml_utility_loss.util import filter_dict_2, filter_dict\n",
+    "from copy import deepcopy\n",
+    "\n",
+    "params = getattr(PARAMS, dataset_name).BEST\n",
+    "\n",
+    "model_params={\n",
+    "    **params,\n",
+    "}\n",
+    "\n",
+    "model_params[\"epochs\"] = min(model_params.pop(\"epochs\", 100), 100)\n",
+    "model_params[\"epochs\"] = int(round(epoch_scale * model_params[\"epochs\"]))\n",
+    "#model_params[\"batch_size\"] = 2\n",
+    "\n",
+    "model_params_ = deepcopy(model_params)\n",
+    "model_params[\"mlu_trainer\"] = mlu_trainer\n",
+    "model_params_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "d33b4485",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000,
+     "referenced_widgets": [
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+      "f8683dc126714884a483d741c979d73f"
+     ]
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:01:08.115848Z",
+     "iopub.status.busy": "2024-07-25T10:01:08.115471Z",
+     "iopub.status.idle": "2024-07-25T10:06:24.587157Z",
+     "shell.execute_reply": "2024-07-25T10:06:24.586120Z"
+    },
+    "executionInfo": {
+     "elapsed": 1906493,
+     "status": "ok",
+     "timestamp": 1697377433501,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "wGsDQTlk8Zl1",
+    "outputId": "98d4ce23-83d8-4665-eb22-aaa03d3075c4",
+    "papermill": {
+     "duration": 316.510855,
+     "end_time": "2024-07-25T10:06:24.589737",
+     "exception": false,
+     "start_time": "2024-07-25T10:01:08.078882",
+     "status": "completed"
+    },
+    "scrolled": true,
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Computing the sensitivity threshold...\n",
+      "Using parallel computation!!!\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/ml_utility_loss/synthesizers/realtabformer/wrapper.py:188: UserWarning: The `bos_token_id`, `eos_token_id`, and `vocab_size` attributes will                     be replaced when the `.fit` method is run.\n",
+      "  warnings.warn(\n",
+      "/opt/conda/lib/python3.10/site-packages/ml_utility_loss/synthesizers/realtabformer/wrapper.py:437: UserWarning: qt_interval adjusted from 100 to 2...\n",
+      "  warnings.warn(\n",
+      "/opt/conda/lib/python3.10/site-packages/joblib/externals/loky/backend/fork_exec.py:38: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  pid = os.fork()\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Sensitivity threshold summary:\n",
+      "count    34.000000\n",
+      "mean      0.025774\n",
+      "std       0.038587\n",
+      "min      -0.025000\n",
+      "25%      -0.003947\n",
+      "50%       0.027632\n",
+      "75%       0.048684\n",
+      "max       0.117105\n",
+      "dtype: float64\n",
+      "Sensitivity threshold: 0.09078947368421052 qt_max: 0.05\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model is cuda! Device is cuda\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "==========================================================================================\n",
+      "Layer (type:depth-idx)                   Output Shape              Param #\n",
+      "==========================================================================================\n",
+      "GPT2LMHeadModel                          [3, 16, 24, 54]           --\n",
+      "├─GPT2Model: 1-1                         [3, 16, 24, 54]           --\n",
+      "│    └─Embedding: 2-1                    [3, 24, 864]              76,896\n",
+      "│    └─Embedding: 2-2                    [1, 24, 864]              442,368\n",
+      "│    └─Dropout: 2-3                      [3, 24, 864]              --\n",
+      "│    └─ModuleList: 2-4                   --                        --\n",
+      "│    │    └─GPT2Block: 3-1               [3, 24, 864]              8,969,184\n",
+      "│    │    └─GPT2Block: 3-2               [3, 24, 864]              8,969,184\n",
+      "│    │    └─GPT2Block: 3-3               [3, 24, 864]              8,969,184\n",
+      "│    │    └─GPT2Block: 3-4               [3, 24, 864]              8,969,184\n",
+      "│    │    └─GPT2Block: 3-5               [3, 24, 864]              8,969,184\n",
+      "│    │    └─GPT2Block: 3-6               [3, 24, 864]              8,969,184\n",
+      "│    └─LayerNorm: 2-5                    [3, 24, 864]              1,728\n",
+      "├─Linear: 1-2                            [3, 24, 89]               76,896\n",
+      "==========================================================================================\n",
+      "Total params: 54,412,992\n",
+      "Trainable params: 54,412,992\n",
+      "Non-trainable params: 0\n",
+      "Total mult-adds (G): 348.65\n",
+      "==========================================================================================\n",
+      "Input size (MB): 0.00\n",
+      "Forward/backward pass size (MB): 34.06\n",
+      "Params size (MB): 217.65\n",
+      "Estimated Total Size (MB): 251.71\n",
+      "==========================================================================================\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='35' max='35' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [35/35 00:33, Epoch 4/5]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Step</th>\n",
+       "      <th>Training Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.10490083694458008\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 5,                     sensitivity_threshold: 0.09078947368421052,                         val_sensitivity: -0.02500000000000001,                             val_sensitivities: [-0.025, -0.025, -0.025, -0.025, -0.025, -0.025, -0.025, -0.025, -0.025, -0.025, -0.025, -0.025, -0.025, -0.025, -0.025]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='70' max='70' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [70/70 00:35, Epoch 9/10]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Step</th>\n",
+       "      <th>Training Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 10,                     sensitivity_threshold: 0.09078947368421052,                         val_sensitivity: -0.006052631578947369,                             val_sensitivities: [-0.025, -0.025, -0.0039473684210526334, -0.0039473684210526334, -0.0039473684210526334, 0.0065789473684210505, -0.0039473684210526334, -0.014473684210526317, -0.014473684210526317, 0.0381578947368421, -0.0039473684210526334, -0.0039473684210526334, -0.0039473684210526334, -0.014473684210526317, -0.014473684210526317]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='105' max='105' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [105/105 00:38, Epoch 14/15]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Step</th>\n",
+       "      <th>Training Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>100</td>\n",
+       "      <td>0.534600</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 15,                     sensitivity_threshold: 0.09078947368421052,                         val_sensitivity: -0.005000000000000002,                             val_sensitivities: [0.006578947368421052, -0.025, -0.009210526315789475, 0.04342105263157895, -0.0039473684210526334, -0.025, -0.025, -0.025, -0.025, 0.006578947368421052, 0.006578947368421052, 0.0065789473684210505, 0.03289473684210526, -0.025, -0.014473684210526317]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='140' max='140' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [140/140 00:34, Epoch 19/20]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Step</th>\n",
+       "      <th>Training Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 20,                     sensitivity_threshold: 0.09078947368421052,                         val_sensitivity: 0.022719298245614035,                             val_sensitivities: [0.02236842105263158, 0.0013157894736842077, 0.06973684210526315, 0.06447368421052632, 0.01184210526315789, 0.02763157894736842, -0.014473684210526317, 0.0065789473684210505, 0.017105263157894735, 0.0381578947368421, 0.05921052631578948, 0.006578947368421052, 0.027631578947368417, -0.0039473684210526334, 0.006578947368421052]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='175' max='175' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [175/175 00:35, Epoch 24/25]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Step</th>\n",
+       "      <th>Training Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 25,                     sensitivity_threshold: 0.09078947368421052,                         val_sensitivity: -0.003947368421052636,                             val_sensitivities: [-0.014473684210526317, -0.025, -0.025, 0.006578947368421052, -0.014473684210526317, -0.0039473684210526334, -0.014473684210526317, -0.014473684210526317, -0.014473684210526317, 0.027631578947368417, 0.0065789473684210505, 0.01184210526315789, 0.0013157894736842077, 0.006578947368421052, 0.006578947368421052]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='210' max='210' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [210/210 00:36, Epoch 29/30]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Step</th>\n",
+       "      <th>Training Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>200</td>\n",
+       "      <td>0.443900</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 30,                     sensitivity_threshold: 0.09078947368421052,                         val_sensitivity: 0.016614227745066167,                             val_sensitivities: [0.007258064516129032, -0.014247311827956988, 0.017105263157894735, 0.04868421052631579, 0.006914893617021275, 0.06447368421052632, 0.0018817204301075276, 0.01801075268817204, 0.0175531914893617, 0.07500000000000001, 0.006578947368421052, -0.014473684210526317, 0.027631578947368417, 0.0013157894736842077, -0.014473684210526317]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='245' max='245' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [245/245 00:35, Epoch 34/35]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Step</th>\n",
+       "      <th>Training Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 35,                     sensitivity_threshold: 0.09078947368421052,                         val_sensitivity: 0.021315789473684208,                             val_sensitivities: [0.01184210526315789, -0.014473684210526317, 0.017105263157894735, 0.02236842105263158, -0.014473684210526317, 0.05921052631578946, 0.0013157894736842077, 0.006578947368421052, 0.017105263157894735, 0.11184210526315788, 0.0381578947368421, 0.03289473684210526, 0.043421052631578944, -0.025, 0.011842105263157892]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='280' max='280' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [280/280 00:35, Epoch 39/40]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Step</th>\n",
+       "      <th>Training Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 40,                     sensitivity_threshold: 0.09078947368421052,                         val_sensitivity: 0.058257916009424156,                             val_sensitivities: [0.06102150537634408, 0.03413978494623656, 0.1013157894736842, 0.09605263157894738, 0.0175531914893617, 0.08026315789473684, -0.00349462365591398, 0.007258064516129032, 0.012234042553191486, 0.08026315789473684, 0.10657894736842105, 0.08552631578947367, 0.08026315789473684, 0.04946808510638298, 0.06542553191489361]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='308' max='308' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [308/308 00:06, Epoch 43/44]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Step</th>\n",
+       "      <th>Training Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>300</td>\n",
+       "      <td>0.399900</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 45,                     sensitivity_threshold: 0.09078947368421052,                         val_sensitivity: 0.041032823995472555,                             val_sensitivities: [0.01184210526315789, 0.0065789473684210505, 0.05921052631578948, 0.06447368421052632, 0.02236842105263158, 0.04868421052631579, 0.06447368421052631, 0.022368421052631572, 0.05921052631578947, 0.09605263157894736, 0.053947368421052626, 0.02338709677419355, 0.017105263157894735, 0.027631578947368417, 0.0381578947368421]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<ml_utility_loss.synthesizers.realtabformer.rtf_trainer.ResumableTrainer at 0x78bcc56813f0>"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.synthesizers.realtabformer.wrapper import REaLTabFormer\n",
+    "from ml_utility_loss.synthesizers.realtabformer.params.default import GPT2_PARAMS, REALTABFORMER_PARAMS\n",
+    "\n",
+    "from transformers.models.gpt2 import GPT2Config\n",
+    "\n",
+    "train = dfs[df_name_2]\n",
+    "\n",
+    "num_bootstrap = model_params.pop(\"num_bootstrap\", 100)\n",
+    "\n",
+    "gpt2_params = filter_dict(model_params, GPT2_PARAMS)\n",
+    "realtabformer_params = filter_dict(model_params, REALTABFORMER_PARAMS)\n",
+    "\n",
+    "# Non-relational or parent table.\n",
+    "rtf_model = REaLTabFormer(\n",
+    "    tabular_config=GPT2Config(**gpt2_params),\n",
+    "    **realtabformer_params\n",
+    ")\n",
+    "\n",
+    "rtf_model.experiment_id = str(df_name)\n",
+    "rtf_model.fit_preprocess(df)\n",
+    "rtf_model.fit(\n",
+    "    train,\n",
+    "    num_bootstrap=num_bootstrap,\n",
+    "    fit_preprocess=False,\n",
+    ")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "596a80f8",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:06:24.677875Z",
+     "iopub.status.busy": "2024-07-25T10:06:24.677505Z",
+     "iopub.status.idle": "2024-07-25T10:06:31.050936Z",
+     "shell.execute_reply": "2024-07-25T10:06:31.048965Z"
+    },
+    "executionInfo": {
+     "elapsed": 14387,
+     "status": "ok",
+     "timestamp": 1697377447882,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "outputId": "c96b8e20-3f17-44db-afe5-e26625dfa917",
+    "papermill": {
+     "duration": 6.421885,
+     "end_time": "2024-07-25T10:06:31.054515",
+     "exception": false,
+     "start_time": "2024-07-25T10:06:24.632630",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Copying artefacts from: best-disc-model\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Copying artefacts from: mean-best-disc-model\n",
+      "Copying artefacts from: not-best-disc-model\n",
+      "Copying artefacts from: last-epoch-model\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/pty.py:89: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  pid, fd = os.forkpty()\n"
+     ]
+    }
+   ],
+   "source": [
+    "import torch\n",
+    "from copy import deepcopy\n",
+    "import json\n",
+    "import locale\n",
+    "locale.getpreferredencoding = lambda: \"UTF-8\"\n",
+    "\n",
+    "rtf_model.experiment_id = str(df_name)\n",
+    "if save_model:\n",
+    "    rtf_model.save(model_dir_2)\n",
+    "!rm -rf {model_dir_2}/{df_name}/not-best-disc-model\n",
+    "!rm -rf {model_dir_2}/{df_name}/last-epoch-model\n",
+    "!rm -rf {model_dir_2}/{df_name}/rtf_checkpoints\n",
+    "!rm -rf {model_dir_2}/rtf_checkpoints\n",
+    "!rm -rf rtf_checkpoints\n",
+    "if True or not os.path.exists(params_path):\n",
+    "    with open(params_path, \"w\") as f:\n",
+    "        json.dump(model_params_, f, indent=4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "884b9b1c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:06:31.190301Z",
+     "iopub.status.busy": "2024-07-25T10:06:31.189607Z",
+     "iopub.status.idle": "2024-07-25T10:06:31.204512Z",
+     "shell.execute_reply": "2024-07-25T10:06:31.203364Z"
+    },
+    "papermill": {
+     "duration": 0.092038,
+     "end_time": "2024-07-25T10:06:31.206713",
+     "exception": false,
+     "start_time": "2024-07-25T10:06:31.114675",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import torch\n",
+    "import os\n",
+    "from copy import deepcopy\n",
+    "\n",
+    "if save_model:\n",
+    "    model_dir_3 = f\"{model_dir_2}/{df_name}\"\n",
+    "\n",
+    "    text_embedding = rtf_model.model.transformer.wte\n",
+    "    position_embedding = rtf_model.model.transformer.wpe\n",
+    "\n",
+    "    model_dir_4 = model_dir_3\n",
+    "\n",
+    "    torch.save(text_embedding, os.path.join(model_dir_4, \"text_embedding.pt\"))\n",
+    "    torch.save(deepcopy(text_embedding.state_dict()), os.path.join(model_dir_4, \"text_embedding.states.pt\"))\n",
+    "\n",
+    "    # torch.save(position_embedding, os.path.join(model_dir_4, \"position_embedding.pt\"))\n",
+    "    # torch.save(deepcopy(position_embedding.state_dict()), os.path.join(model_dir_4, \"position_embedding.states.pt\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "a2364600",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:06:31.309514Z",
+     "iopub.status.busy": "2024-07-25T10:06:31.309099Z",
+     "iopub.status.idle": "2024-07-25T10:06:46.753269Z",
+     "shell.execute_reply": "2024-07-25T10:06:46.752272Z"
+    },
+    "executionInfo": {
+     "elapsed": 4,
+     "status": "ok",
+     "timestamp": 1697377448897,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 15.497942,
+     "end_time": "2024-07-25T10:06:46.755437",
+     "exception": false,
+     "start_time": "2024-07-25T10:06:31.257495",
+     "status": "completed"
+    },
+    "scrolled": true,
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    }
+   ],
+   "source": [
+    "for i in range(30):\n",
+    "    seed(i)\n",
+    "    synth_df = rtf_model.sample(n_samples=len(train))\n",
+    "    model_dir_3 = os.path.join(model_dir_2, str(i))\n",
+    "    mkdir(model_dir_3)\n",
+    "    synth_path = os.path.join(model_dir_3, f\"synth.csv\")\n",
+    "    train_path = os.path.join(model_dir_3, f\"train.csv\")\n",
+    "    val_path = os.path.join(model_dir_3, f\"val.csv\")\n",
+    "    test_path = os.path.join(model_dir_3, f\"test.csv\")\n",
+    "\n",
+    "    synth_df.to_csv(synth_path)\n",
+    "    dfs[df_name_2].to_csv(train_path)\n",
+    "    if df_name in dfs_test:\n",
+    "        dfs_test[df_name].to_csv(val_path)\n",
+    "        dfs_test[df_name].to_csv(test_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "62da8503",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:06:46.848283Z",
+     "iopub.status.busy": "2024-07-25T10:06:46.847952Z",
+     "iopub.status.idle": "2024-07-25T10:06:46.854394Z",
+     "shell.execute_reply": "2024-07-25T10:06:46.853566Z"
+    },
+    "papermill": {
+     "duration": 0.055598,
+     "end_time": "2024-07-25T10:06:46.856818",
+     "exception": false,
+     "start_time": "2024-07-25T10:06:46.801220",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./29\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'/kaggle/working/eval/iris/realtabformer/4'"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import os\n",
+    "print(model_dir_3)\n",
+    "os.getcwd()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "3a6c6f2f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:06:46.948239Z",
+     "iopub.status.busy": "2024-07-25T10:06:46.947561Z",
+     "iopub.status.idle": "2024-07-25T10:06:48.012036Z",
+     "shell.execute_reply": "2024-07-25T10:06:48.011193Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697377448897,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "nB724X33v4Qd",
+    "papermill": {
+     "duration": 1.112698,
+     "end_time": "2024-07-25T10:06:48.014556",
+     "exception": false,
+     "start_time": "2024-07-25T10:06:46.901858",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "\n",
+    "\n",
+    "if save_model:\n",
+    "    model_dir_3 = f\"{model_dir_2}/{df_name}\"\n",
+    "    model_subdir = \"mean-best-disc-model\"\n",
+    "\n",
+    "    rtf_model = rtf_model.load_from_dir(\n",
+    "        model_dir_3,\n",
+    "        config_file=\"rtf_config.json\",\n",
+    "        model_file=f\"{model_subdir}/pytorch_model.bin\"\n",
+    "    )\n",
+    "\n",
+    "    text_embedding = rtf_model.model.transformer.wte\n",
+    "    position_embedding = rtf_model.model.transformer.wpe\n",
+    "\n",
+    "    model_dir_4 = f\"{model_dir_3}/{model_subdir}\"\n",
+    "\n",
+    "    torch.save(text_embedding, os.path.join(model_dir_4, \"text_embedding.pt\"))\n",
+    "    torch.save(deepcopy(text_embedding.state_dict()), os.path.join(model_dir_4, \"text_embedding.states.pt\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "8d927de1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:06:48.106905Z",
+     "iopub.status.busy": "2024-07-25T10:06:48.106536Z",
+     "iopub.status.idle": "2024-07-25T10:06:49.176659Z",
+     "shell.execute_reply": "2024-07-25T10:06:49.175774Z"
+    },
+    "papermill": {
+     "duration": 1.119596,
+     "end_time": "2024-07-25T10:06:49.179270",
+     "exception": false,
+     "start_time": "2024-07-25T10:06:48.059674",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "\n",
+    "if save_model:\n",
+    "    model_dir_3 = f\"{model_dir_2}/{df_name}\"\n",
+    "    model_subdir = \"best-disc-model\"\n",
+    "\n",
+    "    rtf_model = rtf_model.load_from_dir(\n",
+    "        model_dir_3,\n",
+    "        config_file=\"rtf_config.json\",\n",
+    "        model_file=f\"{model_subdir}/pytorch_model.bin\"\n",
+    "    )\n",
+    "\n",
+    "    text_embedding = rtf_model.model.transformer.wte\n",
+    "    position_embedding = rtf_model.model.transformer.wpe\n",
+    "\n",
+    "    model_dir_4 = f\"{model_dir_3}/{model_subdir}\"\n",
+    "\n",
+    "    torch.save(text_embedding, os.path.join(model_dir_4, \"text_embedding.pt\"))\n",
+    "    torch.save(deepcopy(text_embedding.state_dict()), os.path.join(model_dir_4, \"text_embedding.states.pt\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "e99df955",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:06:49.274544Z",
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+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/pty.py:89: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  pid, fd = os.forkpty()\n"
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