diff --git a/iris/realtabformer/1_2/0/synth.csv b/iris/realtabformer/1_2/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5dcbd18491a853b4c3caaab91c102bb7a36f3e5c
--- /dev/null
+++ b/iris/realtabformer/1_2/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,2.3,4.0,1.8,Iris-versicolor
+1,5.1,3.7,1.6,1.2,Iris-setosa
+2,6.7,2.9,4.6,1.2,Iris-versicolor
+3,6.7,2.5,4.0,1.7,Iris-versicolor
+4,6.3,3.0,4.9,2.3,Iris-versicolor
+5,5.9,3.2,1.6,0.2,Iris-setosa
+6,5.1,3.1,4.9,0.2,Iris-versicolor
+7,6.1,2.2,5.9,1.3,Iris-versicolor
+8,6.7,2.8,5.7,1.3,Iris-virginica
+9,6.7,2.9,4.9,1.5,Iris-virginica
+10,6.0,2.9,3.5,1.1,Iris-versicolor
+11,6.1,3.4,1.7,1.3,Iris-virginica
+12,6.7,2.9,5.9,1.8,Iris-virginica
+13,6.1,2.5,4.1,1.5,Iris-versicolor
+14,4.9,3.0,1.5,0.2,Iris-setosa
+15,4.8,3.0,4.6,1.3,Iris-versicolor
+16,6.7,2.8,5.6,1.3,Iris-versicolor
+17,6.6,2.8,5.4,2.4,Iris-virginica
+18,6.1,2.8,4.7,1.0,Iris-versicolor
+19,5.6,3.4,1.7,0.2,Iris-setosa
+20,6.0,3.3,4.6,1.0,Iris-versicolor
+21,5.6,3.4,1.3,0.0,Iris-setosa
+22,4.9,3.4,1.4,0.1,Iris-setosa
+23,6.6,3.7,4.5,1.8,Iris-versicolor
+24,5.0,3.2,1.5,0.1,Iris-setosa
+25,5.0,3.2,1.9,0.2,Iris-setosa
+26,6.2,2.9,4.7,1.6,Iris-versicolor
+27,4.6,3.0,1.4,0.2,Iris-setosa
+28,6.6,3.7,4.9,1.2,Iris-versicolor
+29,5.7,2.2,4.4,1.3,Iris-versicolor
+30,5.0,3.5,5.5,0.0,Iris-versicolor
+31,5.4,2.8,4.5,1.3,Iris-versicolor
+32,5.0,2.9,3.8,1.5,Iris-versicolor
+33,5.3,3.8,1.2,0.2,Iris-setosa
+34,6.0,2.3,4.5,1.8,Iris-versicolor
+35,6.4,2.3,5.5,1.4,Iris-virginica
+36,6.4,2.9,5.7,1.1,Iris-virginica
+37,5.0,3.7,3.0,1.2,Iris-versicolor
+38,5.8,2.3,4.9,1.3,Iris-versicolor
+39,5.6,3.3,1.5,0.2,Iris-setosa
+40,4.6,3.1,1.0,1.2,Iris-setosa
+41,4.9,3.3,1.4,0.2,Iris-setosa
+42,4.7,3.4,1.4,0.2,Iris-setosa
+43,4.9,3.1,1.4,0.2,Iris-setosa
+44,4.6,3.0,5.4,0.2,Iris-setosa
+45,5.8,2.7,4.5,1.9,Iris-versicolor
+46,5.1,3.3,6.3,0.5,Iris-versicolor
+47,5.4,3.9,1.7,0.2,Iris-setosa
+48,4.6,3.0,1.3,0.4,Iris-setosa
+49,6.7,3.9,5.5,2.6,Iris-versicolor
+50,6.1,3.8,4.6,2.4,Iris-versicolor
+51,5.4,2.3,1.9,1.3,Iris-versicolor
+52,5.0,2.3,1.5,1.2,Iris-versicolor
+53,6.7,3.2,5.5,2.4,Iris-versicolor
+54,6.5,2.8,5.1,1.3,Iris-virginica
+55,7.6,3.0,4.7,1.4,Iris-versicolor
+56,5.4,3.0,4.7,0.3,Iris-versicolor
+57,5.5,2.8,4.5,1.3,Iris-versicolor
+58,6.7,3.9,5.7,2.3,Iris-virginica
+59,6.1,2.3,4.4,1.3,Iris-versicolor
+60,6.1,2.9,4.7,1.8,Iris-versicolor
+61,5.1,3.7,1.6,0.2,Iris-setosa
+62,4.8,3.1,1.1,0.2,Iris-setosa
+63,6.7,3.0,5.5,2.3,Iris-virginica
+64,6.0,2.3,4.6,1.8,Iris-versicolor
+65,7.3,3.8,4.7,0.2,Iris-versicolor
+66,5.9,2.2,4.5,1.0,Iris-virginica
+67,5.4,3.5,4.4,0.3,Iris-versicolor
+68,6.4,2.8,5.0,1.4,Iris-virginica
+69,6.3,3.2,4.0,1.5,Iris-versicolor
+70,5.0,2.2,4.5,1.0,Iris-versicolor
+71,4.9,3.0,1.3,0.2,Iris-setosa
+72,5.7,2.6,4.0,1.4,Iris-versicolor
+73,6.7,3.3,5.6,1.8,Iris-virginica
+74,6.7,2.9,5.7,1.8,Iris-virginica
+75,6.9,3.0,5.0,1.8,Iris-virginica
+76,6.7,3.8,5.9,1.4,Iris-virginica
+77,5.7,2.8,4.7,1.2,Iris-versicolor
+78,5.0,3.7,4.9,1.3,Iris-versicolor
+79,5.4,2.0,3.5,1.3,Iris-versicolor
+80,5.6,3.8,1.0,1.4,Iris-versicolor
+81,5.7,3.8,6.7,1.3,Iris-setosa
+82,6.4,3.9,5.8,2.3,Iris-virginica
+83,6.3,2.6,4.9,1.5,Iris-versicolor
+84,6.3,3.8,4.0,1.3,Iris-versicolor
+85,6.0,3.0,4.1,1.9,Iris-versicolor
+86,6.6,3.1,4.0,2.6,Iris-versicolor
+87,5.6,3.7,4.9,0.3,Iris-versicolor
+88,4.6,3.0,1.5,0.2,Iris-setosa
+89,6.3,3.0,5.7,2.5,Iris-virginica
+90,5.1,3.9,4.0,0.3,Iris-versicolor
+91,7.9,3.4,1.9,0.2,Iris-setosa
+92,5.0,3.2,1.5,0.1,Iris-setosa
+93,6.7,3.7,4.5,2.5,Iris-virginica
+94,6.5,2.8,5.5,1.2,Iris-versicolor
+95,5.1,2.7,4.0,1.4,Iris-versicolor
+96,6.4,3.9,5.0,2.8,Iris-versicolor
+97,5.7,3.2,1.5,1.3,Iris-setosa
+98,4.7,3.2,1.7,0.2,Iris-setosa
+99,5.7,2.3,1.0,1.3,Iris-versicolor
+100,5.6,3.4,1.5,0.5,Iris-versicolor
+101,6.0,2.8,4.1,1.5,Iris-versicolor
+102,6.3,3.7,5.5,1.3,Iris-virginica
+103,6.6,3.7,5.4,1.8,Iris-virginica
+104,6.1,3.1,4.0,2.3,Iris-versicolor
+105,6.7,2.8,4.0,1.0,Iris-versicolor
+106,6.7,2.7,4.7,1.0,Iris-versicolor
+107,6.1,2.8,4.6,1.3,Iris-versicolor
+108,6.0,3.2,4.9,2.1,Iris-versicolor
+109,6.1,3.9,4.9,2.3,Iris-versicolor
+110,6.0,3.5,5.7,2.9,Iris-virginica
+111,6.1,3.8,4.0,2.3,Iris-versicolor
+112,4.9,3.4,1.5,0.2,Iris-setosa
+113,4.8,3.0,1.1,0.2,Iris-setosa
+114,6.7,2.9,5.6,1.3,Iris-virginica
+115,6.7,3.8,4.6,2.3,Iris-versicolor
+116,6.5,2.5,4.5,1.0,Iris-versicolor
+117,5.1,3.4,4.5,0.2,Iris-versicolor
+118,4.4,3.4,1.5,0.4,Iris-versicolor
+119,5.1,3.6,1.3,0.2,Iris-setosa
diff --git a/iris/realtabformer/1_2/0/test.csv b/iris/realtabformer/1_2/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/0/train.csv b/iris/realtabformer/1_2/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/0/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
+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
+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
+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/1_2/0/val.csv b/iris/realtabformer/1_2/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/1/synth.csv b/iris/realtabformer/1_2/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b9866663b1da12c1a81eefe4d8e24307dd8a5303
--- /dev/null
+++ b/iris/realtabformer/1_2/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,2.5,1.1,1.5,Iris-setosa
+1,5.1,2.3,1.0,1.3,Iris-virginica
+2,5.4,2.2,5.9,2.2,Iris-setosa
+3,5.2,3.3,4.7,0.1,Iris-versicolor
+4,6.7,3.3,5.7,2.8,Iris-virginica
+5,5.0,3.7,4.5,0.2,Iris-versicolor
+6,6.1,3.8,4.6,2.3,Iris-versicolor
+7,6.8,2.7,5.7,1.3,Iris-virginica
+8,6.3,3.0,5.0,2.3,Iris-virginica
+9,6.2,2.5,4.8,1.8,Iris-versicolor
+10,5.5,2.2,4.6,1.5,Iris-versicolor
+11,5.1,2.5,3.0,1.0,Iris-versicolor
+12,6.3,3.4,5.9,1.2,Iris-virginica
+13,7.1,2.8,4.4,1.1,Iris-versicolor
+14,7.9,3.4,5.0,1.8,Iris-virginica
+15,6.7,2.8,5.8,2.3,Iris-virginica
+16,5.7,3.8,4.4,2.3,Iris-versicolor
+17,6.8,3.2,5.3,2.3,Iris-virginica
+18,5.1,3.4,1.7,0.2,Iris-setosa
+19,5.5,3.4,1.5,0.2,Iris-setosa
+20,5.4,2.8,4.4,1.2,Iris-versicolor
+21,5.8,3.4,1.5,0.2,Iris-setosa
+22,5.7,3.2,4.0,0.2,Iris-versicolor
+23,6.4,2.8,5.2,2.4,Iris-virginica
+24,6.1,3.0,4.9,1.4,Iris-versicolor
+25,5.7,3.0,4.0,1.4,Iris-versicolor
+26,6.5,2.0,5.7,1.3,Iris-virginica
+27,7.3,3.8,4.7,1.2,Iris-versicolor
+28,4.7,2.9,4.5,1.2,Iris-versicolor
+29,5.4,2.5,6.3,1.2,Iris-setosa
+30,5.7,3.3,1.0,0.0,Iris-setosa
+31,6.5,3.4,5.3,1.4,Iris-virginica
+32,6.7,2.3,5.7,1.3,Iris-virginica
+33,6.2,2.8,4.6,1.0,Iris-versicolor
+34,5.8,2.6,4.6,1.4,Iris-versicolor
+35,6.1,3.0,4.9,1.4,Iris-versicolor
+36,6.2,2.9,4.5,1.5,Iris-versicolor
+37,5.5,3.7,1.6,0.2,Iris-setosa
+38,4.6,3.0,1.7,0.2,Iris-setosa
+39,6.5,3.9,4.8,2.8,Iris-versicolor
+40,6.7,2.9,5.7,1.4,Iris-virginica
+41,6.1,3.9,4.6,1.4,Iris-versicolor
+42,5.0,2.9,1.3,1.3,Iris-versicolor
+43,6.7,2.9,4.9,1.5,Iris-versicolor
+44,4.4,2.8,1.3,1.3,Iris-setosa
+45,5.5,2.7,4.0,1.3,Iris-versicolor
+46,6.5,2.7,4.0,1.3,Iris-versicolor
+47,4.6,2.7,1.5,1.0,Iris-virginica
+48,6.5,2.7,5.3,1.3,Iris-virginica
+49,4.3,3.4,1.3,0.2,Iris-setosa
+50,5.5,3.4,5.9,2.2,Iris-versicolor
+51,5.0,3.3,1.8,0.2,Iris-setosa
+52,5.3,2.5,5.0,1.4,Iris-virginica
+53,6.3,2.4,5.1,1.5,Iris-versicolor
+54,7.2,2.3,1.6,1.4,Iris-setosa
+55,5.3,3.7,1.5,1.2,Iris-setosa
+56,6.1,3.0,5.6,2.2,Iris-virginica
+57,6.5,2.6,5.9,1.5,Iris-virginica
+58,5.9,3.1,3.9,0.2,Iris-setosa
+59,5.4,2.9,3.3,1.8,Iris-versicolor
+60,6.1,3.0,5.1,2.0,Iris-virginica
+61,5.0,3.3,1.5,0.2,Iris-setosa
+62,6.0,3.6,4.9,2.3,Iris-versicolor
+63,5.0,2.4,1.6,1.2,Iris-versicolor
+64,4.9,3.7,1.5,0.2,Iris-setosa
+65,6.4,2.8,4.5,1.4,Iris-versicolor
+66,6.1,3.8,5.9,2.3,Iris-virginica
+67,6.1,3.9,5.9,2.5,Iris-versicolor
+68,6.0,2.9,5.6,1.1,Iris-virginica
+69,6.7,3.4,5.5,2.3,Iris-virginica
+70,5.6,2.2,4.5,1.3,Iris-versicolor
+71,5.0,2.5,3.1,1.0,Iris-versicolor
+72,6.0,2.9,4.1,1.4,Iris-versicolor
+73,5.1,2.8,4.5,1.4,Iris-versicolor
+74,6.7,2.8,4.6,1.3,Iris-virginica
+75,6.4,2.3,5.5,1.3,Iris-virginica
+76,5.3,2.9,4.6,1.4,Iris-versicolor
+77,5.1,3.0,3.9,1.5,Iris-versicolor
+78,5.1,2.6,1.9,1.4,Iris-setosa
+79,6.1,3.8,4.9,2.3,Iris-versicolor
+80,6.2,2.8,5.7,1.8,Iris-virginica
+81,6.5,2.4,5.1,1.4,Iris-virginica
+82,6.3,2.9,5.5,1.4,Iris-virginica
+83,6.7,2.8,5.7,1.3,Iris-virginica
+84,5.3,3.4,1.7,0.2,Iris-setosa
+85,6.1,2.8,4.6,1.2,Iris-versicolor
+86,6.1,3.9,5.3,2.3,Iris-virginica
+87,6.0,2.3,4.9,1.3,Iris-versicolor
+88,5.6,2.7,6.3,1.8,Iris-setosa
+89,5.1,3.1,1.5,0.2,Iris-setosa
+90,6.1,2.9,4.0,2.1,Iris-versicolor
+91,6.6,3.0,4.6,2.3,Iris-versicolor
+92,6.9,3.3,4.1,1.1,Iris-versicolor
+93,5.2,2.7,4.5,1.5,Iris-versicolor
+94,5.6,2.5,4.4,1.3,Iris-versicolor
+95,6.5,3.0,5.9,2.3,Iris-virginica
+96,5.1,2.4,1.9,1.3,Iris-versicolor
+97,6.7,2.5,4.1,1.3,Iris-versicolor
+98,6.9,3.5,5.8,2.8,Iris-virginica
+99,4.5,2.3,1.4,1.2,Iris-setosa
+100,6.1,2.5,4.9,1.3,Iris-versicolor
+101,5.5,2.9,4.9,1.3,Iris-versicolor
+102,6.5,2.9,4.7,1.0,Iris-versicolor
+103,6.1,2.9,4.0,1.5,Iris-versicolor
+104,5.0,2.3,1.5,1.2,Iris-setosa
+105,6.4,2.4,5.6,1.8,Iris-virginica
+106,6.4,2.8,4.1,1.4,Iris-versicolor
+107,6.6,2.3,5.3,1.8,Iris-virginica
+108,6.9,3.3,5.7,2.3,Iris-virginica
+109,5.0,3.7,3.4,0.2,Iris-versicolor
+110,6.6,3.0,5.6,2.5,Iris-virginica
+111,5.0,3.2,1.3,0.2,Iris-setosa
+112,6.5,3.9,5.8,1.5,Iris-setosa
+113,5.1,2.5,3.6,1.4,Iris-versicolor
+114,6.1,3.4,4.5,1.3,Iris-versicolor
+115,6.1,2.8,5.6,1.3,Iris-virginica
+116,6.1,3.8,4.1,1.3,Iris-versicolor
+117,5.4,3.4,1.1,0.2,Iris-setosa
+118,6.1,3.9,4.7,1.5,Iris-versicolor
+119,6.3,3.3,1.9,0.3,Iris-virginica
diff --git a/iris/realtabformer/1_2/1/test.csv b/iris/realtabformer/1_2/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/1/train.csv b/iris/realtabformer/1_2/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/1/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
+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
+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
+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/1_2/1/val.csv b/iris/realtabformer/1_2/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/10/synth.csv b/iris/realtabformer/1_2/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c3db7c9982fccca6fd32faff030757d2d3663d87
--- /dev/null
+++ b/iris/realtabformer/1_2/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,2.2,1.7,1.3,Iris-versicolor
+1,5.8,3.4,1.5,0.5,Iris-setosa
+2,5.0,3.5,1.4,0.2,Iris-setosa
+3,6.0,3.9,4.5,1.8,Iris-versicolor
+4,6.7,3.5,5.9,2.2,Iris-virginica
+5,5.5,2.3,4.1,1.3,Iris-versicolor
+6,5.9,3.4,4.6,0.2,Iris-versicolor
+7,5.6,3.4,1.6,0.2,Iris-setosa
+8,5.7,2.6,4.7,1.3,Iris-versicolor
+9,5.0,2.9,5.0,1.2,Iris-versicolor
+10,6.7,3.3,5.9,2.0,Iris-virginica
+11,4.7,3.2,1.4,0.3,Iris-setosa
+12,6.5,2.1,5.6,1.8,Iris-versicolor
+13,6.7,3.9,5.9,0.8,Iris-virginica
+14,4.8,3.0,1.6,0.2,Iris-setosa
+15,5.6,2.4,3.5,1.0,Iris-versicolor
+16,5.0,2.9,3.9,1.4,Iris-versicolor
+17,6.6,2.0,4.6,1.3,Iris-versicolor
+18,6.6,3.9,4.5,1.4,Iris-versicolor
+19,4.6,3.4,1.6,0.2,Iris-setosa
+20,5.6,2.8,4.4,1.2,Iris-versicolor
+21,5.6,3.7,3.5,2.3,Iris-versicolor
+22,5.0,2.8,1.7,1.3,Iris-versicolor
+23,6.7,2.7,4.3,1.4,Iris-virginica
+24,5.9,2.5,1.1,1.3,Iris-setosa
+25,6.1,3.8,4.9,1.3,Iris-versicolor
+26,7.1,3.2,4.5,0.2,Iris-virginica
+27,5.7,3.1,4.5,0.4,Iris-versicolor
+28,5.1,3.7,1.8,0.2,Iris-setosa
+29,5.8,3.6,4.0,1.1,Iris-versicolor
+30,4.7,3.2,3.8,0.1,Iris-setosa
+31,5.9,2.6,1.9,1.4,Iris-setosa
+32,6.1,3.1,5.7,2.8,Iris-versicolor
+33,4.7,3.2,1.9,0.2,Iris-setosa
+34,6.1,2.8,5.6,1.9,Iris-virginica
+35,6.2,2.7,4.9,1.3,Iris-virginica
+36,6.0,2.9,4.9,1.4,Iris-versicolor
+37,4.6,3.0,1.3,0.1,Iris-setosa
+38,6.8,2.0,5.6,2.3,Iris-virginica
+39,5.9,2.3,4.8,1.3,Iris-versicolor
+40,7.6,3.5,5.5,2.3,Iris-virginica
+41,5.7,3.0,5.4,0.5,Iris-versicolor
+42,6.7,2.8,4.0,1.8,Iris-versicolor
+43,5.6,2.8,4.5,1.3,Iris-versicolor
+44,6.3,3.0,5.7,2.8,Iris-virginica
+45,5.5,3.0,1.1,0.2,Iris-setosa
+46,6.5,2.8,4.0,1.3,Iris-versicolor
+47,4.1,3.0,4.5,0.4,Iris-versicolor
+48,6.0,3.2,5.6,2.0,Iris-virginica
+49,5.1,3.7,1.9,0.4,Iris-setosa
+50,4.8,3.2,1.6,0.2,Iris-setosa
+51,5.1,3.8,1.6,0.1,Iris-setosa
+52,5.6,3.2,1.6,0.2,Iris-virginica
+53,4.3,3.2,1.5,0.2,Iris-setosa
+54,5.0,3.1,1.5,0.2,Iris-setosa
+55,5.1,2.9,1.0,1.4,Iris-setosa
+56,6.2,3.6,5.0,2.0,Iris-setosa
+57,4.0,3.0,1.7,0.4,Iris-setosa
+58,5.1,3.6,1.5,0.2,Iris-setosa
+59,5.0,2.8,1.5,1.2,Iris-setosa
+60,4.6,2.4,1.0,1.2,Iris-setosa
+61,6.0,2.8,4.1,1.0,Iris-versicolor
+62,5.7,2.8,4.6,1.3,Iris-versicolor
+63,6.5,3.5,5.9,2.4,Iris-virginica
+64,6.5,3.7,5.9,1.2,Iris-virginica
+65,6.5,2.0,4.0,1.3,Iris-versicolor
+66,6.7,2.2,5.9,1.6,Iris-virginica
+67,6.7,2.0,5.3,1.4,Iris-virginica
+68,5.1,3.8,1.0,0.3,Iris-setosa
+69,6.3,3.3,5.4,1.8,Iris-versicolor
+70,4.7,3.1,1.5,0.2,Iris-setosa
+71,5.1,3.7,1.6,0.2,Iris-setosa
+72,5.1,3.4,1.5,2.5,Iris-setosa
+73,5.4,2.3,4.5,1.4,Iris-versicolor
+74,6.1,2.0,4.1,1.3,Iris-versicolor
+75,6.7,3.4,4.0,1.3,Iris-versicolor
+76,4.6,3.7,1.5,0.2,Iris-setosa
+77,5.5,2.3,3.4,1.8,Iris-versicolor
+78,5.3,3.4,3.9,1.4,Iris-setosa
+79,6.5,3.9,4.6,2.6,Iris-versicolor
+80,5.1,2.2,1.5,1.4,Iris-setosa
+81,6.6,2.0,4.7,1.8,Iris-versicolor
+82,6.0,2.3,5.9,1.8,Iris-virginica
+83,5.8,2.3,1.0,1.5,Iris-setosa
+84,6.4,2.9,4.8,1.5,Iris-versicolor
+85,5.4,2.3,1.6,1.5,Iris-setosa
+86,5.5,2.2,1.1,1.1,Iris-setosa
+87,7.5,3.3,4.8,1.0,Iris-versicolor
+88,6.7,2.2,5.1,1.3,Iris-virginica
+89,5.5,3.2,5.6,0.2,Iris-virginica
+90,5.1,2.9,1.6,1.6,Iris-setosa
+91,6.5,2.0,4.8,1.3,Iris-versicolor
+92,4.4,3.0,1.5,0.2,Iris-setosa
+93,5.5,2.7,4.9,1.3,Iris-versicolor
+94,4.9,3.1,1.5,0.2,Iris-setosa
+95,4.5,3.0,1.0,0.0,Iris-setosa
+96,6.0,3.0,4.2,2.2,Iris-versicolor
+97,5.7,3.0,4.7,1.3,Iris-versicolor
+98,5.1,3.4,3.4,0.0,Iris-versicolor
+99,6.7,3.8,4.5,2.3,Iris-versicolor
+100,6.0,3.9,5.6,2.8,Iris-virginica
+101,6.3,2.9,4.7,1.8,Iris-versicolor
+102,6.3,3.2,4.6,2.3,Iris-versicolor
+103,4.9,3.1,1.5,0.3,Iris-setosa
+104,4.7,3.1,1.6,0.2,Iris-setosa
+105,4.6,3.3,1.4,0.2,Iris-setosa
+106,6.2,2.7,4.5,2.8,Iris-versicolor
+107,5.1,2.5,3.5,1.3,Iris-versicolor
+108,6.1,3.1,3.5,2.3,Iris-versicolor
+109,4.8,2.4,1.5,1.7,Iris-setosa
+110,6.5,3.3,4.9,1.8,Iris-versicolor
+111,5.0,4.4,1.1,0.2,Iris-setosa
+112,5.6,2.2,4.1,1.3,Iris-versicolor
+113,6.1,2.2,5.1,1.3,Iris-versicolor
+114,5.5,2.4,3.9,2.2,Iris-versicolor
+115,4.6,3.8,1.6,0.2,Iris-setosa
+116,5.0,3.3,1.4,0.3,Iris-setosa
+117,6.7,2.8,4.1,1.3,Iris-versicolor
+118,5.9,3.2,1.5,0.4,Iris-setosa
+119,5.1,2.0,1.9,1.2,Iris-setosa
diff --git a/iris/realtabformer/1_2/10/test.csv b/iris/realtabformer/1_2/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/10/train.csv b/iris/realtabformer/1_2/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/10/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
+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
+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
+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/1_2/10/val.csv b/iris/realtabformer/1_2/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/11/synth.csv b/iris/realtabformer/1_2/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..380736bca456d6d0c6632bd2a8c9332ee75ada02
--- /dev/null
+++ b/iris/realtabformer/1_2/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.9,3.7,4.4,0.2,Iris-versicolor
+1,7.1,2.8,6.9,1.3,Iris-virginica
+2,5.0,2.3,4.4,1.5,Iris-versicolor
+3,5.8,2.2,4.8,1.3,Iris-versicolor
+4,4.8,2.8,4.9,1.2,Iris-versicolor
+5,4.0,2.8,1.6,1.2,Iris-setosa
+6,5.0,2.8,1.3,1.2,Iris-versicolor
+7,5.1,2.8,4.6,1.2,Iris-versicolor
+8,6.0,3.9,5.1,2.4,Iris-virginica
+9,6.0,2.8,4.7,1.6,Iris-versicolor
+10,6.7,3.2,4.6,1.5,Iris-virginica
+11,5.5,3.0,1.4,0.2,Iris-setosa
+12,5.4,3.4,1.5,0.2,Iris-setosa
+13,6.1,2.0,5.1,1.8,Iris-virginica
+14,5.2,3.4,1.3,0.1,Iris-setosa
+15,4.9,3.1,1.4,0.1,Iris-setosa
+16,6.4,3.9,4.7,1.5,Iris-versicolor
+17,4.0,3.1,1.4,0.2,Iris-setosa
+18,6.8,3.7,4.6,1.5,Iris-virginica
+19,6.7,2.7,4.0,1.3,Iris-versicolor
+20,6.3,3.2,5.3,2.3,Iris-versicolor
+21,4.9,3.0,1.4,0.3,Iris-setosa
+22,6.1,3.6,1.4,2.3,Iris-virginica
+23,5.6,3.8,4.1,1.2,Iris-versicolor
+24,5.7,2.9,4.9,1.5,Iris-versicolor
+25,6.8,2.8,5.8,1.0,Iris-virginica
+26,6.2,3.0,5.7,1.8,Iris-virginica
+27,6.1,3.5,5.7,2.8,Iris-virginica
+28,6.6,3.5,4.5,2.4,Iris-versicolor
+29,7.1,3.1,1.1,1.7,Iris-virginica
+30,5.5,3.6,3.5,0.2,Iris-versicolor
+31,5.0,2.2,4.6,1.2,Iris-versicolor
+32,6.0,3.9,4.6,1.8,Iris-versicolor
+33,6.0,3.2,5.6,2.3,Iris-virginica
+34,6.1,2.8,4.5,1.0,Iris-versicolor
+35,6.5,2.2,4.7,1.6,Iris-virginica
+36,6.7,2.9,4.8,1.5,Iris-versicolor
+37,5.6,3.4,1.5,0.2,Iris-versicolor
+38,6.5,3.8,4.1,2.5,Iris-versicolor
+39,5.4,2.2,1.5,1.1,Iris-versicolor
+40,6.0,3.3,4.6,1.4,Iris-versicolor
+41,5.0,3.0,1.7,0.2,Iris-setosa
+42,5.6,3.8,5.5,2.3,Iris-versicolor
+43,6.1,2.9,5.1,2.3,Iris-versicolor
+44,6.1,3.4,4.3,2.3,Iris-versicolor
+45,6.7,3.2,5.9,2.1,Iris-virginica
+46,5.1,2.8,4.5,1.6,Iris-versicolor
+47,6.8,3.9,4.6,1.4,Iris-versicolor
+48,5.5,3.4,1.4,0.2,Iris-setosa
+49,6.0,2.9,4.3,1.5,Iris-versicolor
+50,5.4,2.6,4.9,1.5,Iris-versicolor
+51,4.6,3.2,1.5,0.2,Iris-setosa
+52,4.3,2.4,1.5,1.3,Iris-setosa
+53,4.7,3.1,1.5,0.2,Iris-setosa
+54,7.9,3.3,5.0,2.8,Iris-virginica
+55,5.6,2.9,4.0,1.0,Iris-versicolor
+56,5.1,2.7,3.0,1.2,Iris-setosa
+57,5.1,2.0,4.9,1.6,Iris-versicolor
+58,6.1,3.2,4.6,2.4,Iris-versicolor
+59,6.1,3.2,1.3,2.3,Iris-virginica
+60,5.5,2.2,4.5,1.8,Iris-versicolor
+61,4.7,3.0,1.9,0.4,Iris-setosa
+62,6.0,3.1,5.9,2.1,Iris-virginica
+63,6.8,2.3,5.0,1.8,Iris-virginica
+64,6.4,3.7,5.6,1.2,Iris-virginica
+65,4.5,3.2,1.4,0.2,Iris-versicolor
+66,4.8,3.4,1.7,0.4,Iris-virginica
+67,6.1,3.4,3.5,1.3,Iris-versicolor
+68,5.1,3.2,1.5,0.3,Iris-setosa
+69,5.1,3.9,1.5,0.2,Iris-versicolor
+70,5.4,3.0,1.9,0.2,Iris-setosa
+71,5.1,3.6,1.5,0.3,Iris-versicolor
+72,5.7,2.3,1.4,1.5,Iris-setosa
+73,4.9,3.1,6.4,0.2,Iris-setosa
+74,5.7,3.4,5.5,0.2,Iris-setosa
+75,5.5,2.0,4.6,1.5,Iris-versicolor
+76,6.3,3.0,4.5,2.1,Iris-versicolor
+77,4.7,2.4,5.4,1.3,Iris-setosa
+78,6.3,3.2,5.2,2.2,Iris-versicolor
+79,6.4,2.3,4.6,1.4,Iris-versicolor
+80,6.1,2.6,4.7,1.0,Iris-versicolor
+81,7.8,2.8,1.7,1.2,Iris-setosa
+82,6.0,3.2,5.9,1.8,Iris-virginica
+83,6.0,3.9,5.9,1.8,Iris-virginica
+84,6.1,2.8,4.9,1.2,Iris-versicolor
+85,4.8,3.4,1.6,0.2,Iris-setosa
+86,5.6,3.8,1.9,2.3,Iris-setosa
+87,5.5,3.9,1.8,0.2,Iris-setosa
+88,4.9,3.5,1.6,0.2,Iris-setosa
+89,5.1,3.4,1.6,0.2,Iris-setosa
+90,6.0,3.0,5.1,2.0,Iris-virginica
+91,5.1,3.3,1.6,0.2,Iris-setosa
+92,5.1,3.7,1.5,0.2,Iris-setosa
+93,6.1,2.8,4.5,1.5,Iris-versicolor
+94,7.5,3.0,4.2,1.3,Iris-versicolor
+95,6.7,2.5,4.9,1.0,Iris-versicolor
+96,4.6,3.1,1.1,0.2,Iris-setosa
+97,6.7,2.7,4.5,1.3,Iris-versicolor
+98,6.0,3.9,4.4,2.3,Iris-versicolor
+99,5.1,2.5,1.6,1.3,Iris-setosa
+100,6.1,3.0,4.0,1.3,Iris-versicolor
+101,5.7,3.4,1.9,0.2,Iris-versicolor
+102,4.1,3.0,1.9,0.3,Iris-setosa
+103,5.0,3.2,4.5,0.6,Iris-versicolor
+104,5.8,2.7,6.2,1.8,Iris-setosa
+105,6.0,2.9,4.5,1.4,Iris-versicolor
+106,5.9,2.2,1.3,1.3,Iris-versicolor
+107,6.8,3.4,5.9,1.5,Iris-virginica
+108,5.4,3.5,3.9,0.2,Iris-versicolor
+109,5.5,3.4,5.6,0.2,Iris-versicolor
+110,4.6,3.9,1.4,0.2,Iris-setosa
+111,4.9,3.1,1.6,0.2,Iris-setosa
+112,6.1,3.4,4.9,2.3,Iris-versicolor
+113,6.0,2.9,4.1,1.4,Iris-versicolor
+114,6.9,3.4,5.7,2.4,Iris-virginica
+115,5.1,3.9,1.4,0.4,Iris-setosa
+116,5.7,3.6,4.4,2.5,Iris-versicolor
+117,5.8,2.2,1.3,1.3,Iris-setosa
+118,5.7,3.8,1.5,1.2,Iris-setosa
+119,6.1,2.9,4.7,1.0,Iris-versicolor
diff --git a/iris/realtabformer/1_2/11/test.csv b/iris/realtabformer/1_2/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/11/train.csv b/iris/realtabformer/1_2/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/11/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
+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
+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
+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/1_2/11/val.csv b/iris/realtabformer/1_2/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/12/synth.csv b/iris/realtabformer/1_2/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..906e44ecdaf689b540efe74ccf6b6029499511e6
--- /dev/null
+++ b/iris/realtabformer/1_2/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3,2.9,4.9,1.3,Iris-versicolor
+1,7.7,3.2,5.7,1.6,Iris-virginica
+2,5.9,2.2,1.4,1.2,Iris-versicolor
+3,6.7,2.5,4.6,1.5,Iris-versicolor
+4,5.1,2.8,1.2,1.2,Iris-versicolor
+5,5.4,2.9,4.7,1.9,Iris-versicolor
+6,6.7,2.2,5.9,1.4,Iris-virginica
+7,6.1,3.3,1.2,2.3,Iris-virginica
+8,4.8,2.9,1.4,1.2,Iris-setosa
+9,6.8,2.3,4.1,1.4,Iris-versicolor
+10,6.1,3.0,4.7,1.8,Iris-virginica
+11,5.1,2.2,3.6,1.0,Iris-versicolor
+12,6.7,3.5,4.5,2.3,Iris-versicolor
+13,4.8,2.9,4.0,1.5,Iris-versicolor
+14,5.0,3.7,1.8,0.2,Iris-setosa
+15,5.6,2.5,4.9,1.7,Iris-versicolor
+16,6.9,2.5,4.2,1.0,Iris-versicolor
+17,5.6,3.7,1.9,0.2,Iris-setosa
+18,5.0,3.4,4.0,1.6,Iris-versicolor
+19,6.1,3.2,4.0,1.3,Iris-versicolor
+20,5.0,2.7,1.0,1.2,Iris-versicolor
+21,6.7,3.9,5.0,2.3,Iris-virginica
+22,5.0,2.5,1.0,1.8,Iris-setosa
+23,4.6,3.1,1.5,0.2,Iris-setosa
+24,5.0,3.9,4.7,0.1,Iris-versicolor
+25,6.5,2.0,5.6,1.4,Iris-virginica
+26,6.8,2.9,4.7,1.3,Iris-virginica
+27,5.1,2.4,1.9,1.4,Iris-versicolor
+28,5.0,3.3,1.6,0.3,Iris-setosa
+29,5.3,3.7,1.5,0.3,Iris-setosa
+30,5.1,3.2,1.5,0.0,Iris-setosa
+31,6.7,2.8,4.0,2.4,Iris-versicolor
+32,6.6,2.9,4.9,1.8,Iris-versicolor
+33,6.8,3.9,5.7,2.5,Iris-virginica
+34,5.1,3.3,1.4,0.2,Iris-setosa
+35,5.4,2.8,1.1,1.0,Iris-setosa
+36,7.1,3.0,4.5,0.3,Iris-versicolor
+37,5.4,2.8,5.1,1.3,Iris-versicolor
+38,4.3,3.0,3.5,0.2,Iris-setosa
+39,6.2,3.3,5.0,2.8,Iris-virginica
+40,5.4,3.4,1.1,0.2,Iris-setosa
+41,5.1,2.4,1.6,1.2,Iris-setosa
+42,6.1,2.2,5.7,1.8,Iris-versicolor
+43,5.6,3.5,1.0,0.2,Iris-setosa
+44,6.1,2.9,4.3,1.3,Iris-versicolor
+45,6.8,3.0,4.7,1.5,Iris-versicolor
+46,6.0,3.8,4.6,1.4,Iris-versicolor
+47,6.7,3.3,5.3,2.5,Iris-virginica
+48,4.9,3.3,1.5,0.3,Iris-setosa
+49,6.3,2.9,5.3,1.1,Iris-virginica
+50,6.2,2.5,4.3,1.0,Iris-versicolor
+51,5.4,3.0,1.5,0.9,Iris-setosa
+52,6.2,2.9,4.5,1.5,Iris-virginica
+53,6.6,3.5,4.7,1.3,Iris-versicolor
+54,6.7,2.8,4.7,1.4,Iris-versicolor
+55,5.1,3.5,1.5,0.3,Iris-versicolor
+56,6.4,2.3,4.1,1.5,Iris-versicolor
+57,6.0,3.3,4.6,2.3,Iris-versicolor
+58,5.5,3.3,1.2,0.3,Iris-setosa
+59,5.5,3.2,4.6,0.2,Iris-versicolor
+60,5.7,3.2,4.4,0.2,Iris-versicolor
+61,5.5,3.8,1.6,0.3,Iris-setosa
+62,4.8,3.4,1.0,0.2,Iris-setosa
+63,5.3,3.8,5.7,2.3,Iris-setosa
+64,6.1,2.2,4.2,1.5,Iris-versicolor
+65,6.1,3.0,4.5,1.5,Iris-versicolor
+66,6.5,2.1,5.9,2.8,Iris-virginica
+67,4.9,3.0,1.4,0.2,Iris-setosa
+68,6.7,2.3,4.0,1.4,Iris-versicolor
+69,6.4,2.4,5.9,1.2,Iris-virginica
+70,5.0,2.3,4.5,1.5,Iris-versicolor
+71,6.1,3.6,5.9,2.3,Iris-virginica
+72,6.7,3.9,4.5,1.3,Iris-versicolor
+73,4.9,3.0,5.5,1.2,Iris-setosa
+74,4.5,2.9,1.4,1.4,Iris-versicolor
+75,5.1,2.5,3.1,0.5,Iris-versicolor
+76,5.4,3.3,1.5,0.2,Iris-setosa
+77,5.0,3.4,1.1,0.5,Iris-setosa
+78,5.8,2.3,1.9,0.2,Iris-setosa
+79,5.0,3.2,1.6,0.2,Iris-setosa
+80,6.7,2.8,4.7,1.3,Iris-versicolor
+81,4.9,3.1,1.5,0.2,Iris-setosa
+82,5.5,2.5,4.5,1.3,Iris-versicolor
+83,6.7,2.9,5.0,1.8,Iris-virginica
+84,6.7,3.9,5.5,2.5,Iris-versicolor
+85,6.0,3.9,5.6,2.3,Iris-setosa
+86,5.4,2.4,1.8,0.2,Iris-setosa
+87,6.3,2.9,4.7,1.4,Iris-versicolor
+88,6.3,2.3,5.4,1.3,Iris-virginica
+89,6.3,2.9,5.7,1.3,Iris-versicolor
+90,4.7,3.8,3.7,0.2,Iris-setosa
+91,5.1,2.9,4.5,1.3,Iris-versicolor
+92,5.7,2.6,4.6,1.6,Iris-versicolor
+93,6.3,2.2,5.8,1.2,Iris-virginica
+94,6.3,3.0,4.9,1.2,Iris-versicolor
+95,5.7,2.8,3.1,1.2,Iris-versicolor
+96,6.7,2.8,4.9,1.2,Iris-virginica
+97,6.1,2.6,5.9,1.3,Iris-virginica
+98,6.5,3.7,5.6,2.4,Iris-virginica
+99,6.1,3.8,4.4,1.5,Iris-virginica
+100,6.3,3.2,4.9,2.5,Iris-versicolor
+101,5.0,3.2,1.1,0.2,Iris-setosa
+102,4.6,3.1,1.4,0.2,Iris-setosa
+103,5.4,2.8,3.4,1.1,Iris-versicolor
+104,5.5,2.4,1.5,1.3,Iris-versicolor
+105,5.1,2.8,4.5,1.3,Iris-versicolor
+106,6.1,3.5,5.7,2.3,Iris-virginica
+107,6.3,3.8,4.6,2.6,Iris-versicolor
+108,6.0,3.9,4.3,1.3,Iris-versicolor
+109,6.5,2.9,4.9,1.8,Iris-versicolor
+110,6.1,3.9,4.1,2.3,Iris-versicolor
+111,5.3,3.4,4.7,0.3,Iris-versicolor
+112,5.8,2.8,1.9,1.2,Iris-setosa
+113,6.7,2.9,5.1,1.2,Iris-virginica
+114,5.8,3.4,1.6,0.9,Iris-setosa
+115,5.6,2.5,4.6,1.2,Iris-versicolor
+116,6.1,2.5,4.0,1.4,Iris-versicolor
+117,6.3,3.4,4.5,2.5,Iris-versicolor
+118,6.7,2.8,5.2,1.3,Iris-virginica
+119,6.1,2.9,4.7,1.3,Iris-versicolor
diff --git a/iris/realtabformer/1_2/12/test.csv b/iris/realtabformer/1_2/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/12/train.csv b/iris/realtabformer/1_2/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/12/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
+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
+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
+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/1_2/12/val.csv b/iris/realtabformer/1_2/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/13/synth.csv b/iris/realtabformer/1_2/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0bead33263935773556d404e8cc6f89c23c79309
--- /dev/null
+++ b/iris/realtabformer/1_2/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.6,3.7,4.5,0.3,Iris-versicolor
+1,6.0,3.2,5.7,1.8,Iris-virginica
+2,4.0,2.8,1.1,1.1,Iris-setosa
+3,6.0,2.9,4.0,1.2,Iris-versicolor
+4,5.5,2.7,3.5,1.2,Iris-versicolor
+5,6.0,3.0,5.7,2.5,Iris-virginica
+6,5.6,3.2,1.4,0.2,Iris-setosa
+7,6.3,2.9,4.9,1.6,Iris-virginica
+8,5.7,3.2,4.5,0.2,Iris-versicolor
+9,5.4,2.4,1.0,1.3,Iris-setosa
+10,6.3,3.0,5.9,2.5,Iris-virginica
+11,6.5,3.3,5.5,2.3,Iris-virginica
+12,4.4,3.2,1.4,0.2,Iris-setosa
+13,6.0,2.8,5.7,1.4,Iris-virginica
+14,6.8,2.2,4.0,1.1,Iris-versicolor
+15,6.7,3.2,4.5,1.8,Iris-virginica
+16,6.3,2.3,4.4,2.3,Iris-virginica
+17,4.6,2.7,1.4,0.2,Iris-setosa
+18,5.7,3.4,1.7,0.8,Iris-setosa
+19,5.0,3.4,1.5,0.2,Iris-setosa
+20,5.7,2.3,3.5,1.3,Iris-versicolor
+21,5.9,3.4,1.5,0.2,Iris-setosa
+22,6.7,2.6,5.0,2.2,Iris-virginica
+23,5.8,2.2,4.0,1.3,Iris-versicolor
+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
+27,6.6,3.2,4.8,1.5,Iris-versicolor
+28,4.8,3.0,1.1,0.2,Iris-setosa
+29,6.6,3.2,5.9,1.3,Iris-versicolor
+30,6.1,3.9,4.4,2.0,Iris-versicolor
+31,7.9,3.9,1.6,1.3,Iris-virginica
+32,6.0,2.2,5.9,1.3,Iris-virginica
+33,5.1,2.2,1.8,1.3,Iris-setosa
+34,4.6,3.2,1.3,0.2,Iris-setosa
+35,4.9,3.4,1.3,0.2,Iris-setosa
+36,5.1,3.5,1.5,0.2,Iris-versicolor
+37,6.0,2.2,5.0,1.0,Iris-virginica
+38,5.1,3.4,1.1,0.1,Iris-setosa
+39,4.4,2.7,1.6,0.4,Iris-setosa
+40,6.5,2.9,4.1,1.9,Iris-versicolor
+41,5.0,2.6,4.5,1.8,Iris-versicolor
+42,6.1,3.2,4.7,1.3,Iris-versicolor
+43,5.8,2.6,4.7,1.6,Iris-versicolor
+44,5.1,3.2,4.4,0.2,Iris-versicolor
+45,7.7,3.8,4.5,1.3,Iris-versicolor
+46,6.2,2.7,4.9,1.5,Iris-versicolor
+47,6.3,2.4,4.5,1.3,Iris-versicolor
+48,4.6,2.2,1.4,1.3,Iris-setosa
+49,4.6,3.0,1.4,0.2,Iris-versicolor
+50,6.4,2.3,4.7,2.5,Iris-versicolor
+51,5.1,3.7,4.6,0.2,Iris-versicolor
+52,6.3,3.2,5.6,2.2,Iris-versicolor
+53,6.7,2.8,5.9,1.3,Iris-virginica
+54,6.8,3.8,5.6,2.3,Iris-virginica
+55,5.1,2.7,3.9,1.3,Iris-versicolor
+56,6.1,3.0,5.6,2.3,Iris-versicolor
+57,4.6,3.4,1.6,0.2,Iris-setosa
+58,6.0,2.2,4.6,1.2,Iris-versicolor
+59,5.1,3.1,4.5,0.3,Iris-versicolor
+60,6.1,3.8,4.1,1.8,Iris-versicolor
+61,6.6,2.8,4.9,1.1,Iris-versicolor
+62,5.7,3.7,4.5,1.8,Iris-versicolor
+63,5.1,3.7,1.5,2.2,Iris-versicolor
+64,6.5,3.2,5.6,1.3,Iris-versicolor
+65,5.2,2.7,4.5,1.3,Iris-versicolor
+66,4.8,3.4,1.9,0.1,Iris-setosa
+67,5.0,3.3,1.3,0.2,Iris-setosa
+68,5.1,3.0,1.6,0.2,Iris-setosa
+69,4.9,3.0,1.3,0.2,Iris-setosa
+70,6.1,3.8,4.3,2.3,Iris-versicolor
+71,6.8,3.6,5.9,2.4,Iris-virginica
+72,4.6,2.1,1.1,1.3,Iris-setosa
+73,5.1,3.0,1.4,2.1,Iris-setosa
+74,4.7,2.6,3.4,1.2,Iris-versicolor
+75,6.6,3.3,1.7,1.5,Iris-virginica
+76,4.9,3.0,1.6,0.2,Iris-setosa
+77,6.1,2.2,4.3,1.3,Iris-versicolor
+78,5.8,3.5,4.0,1.3,Iris-versicolor
+79,7.1,3.1,5.8,2.3,Iris-virginica
+80,6.9,3.7,4.0,1.3,Iris-versicolor
+81,6.5,3.3,4.7,2.5,Iris-versicolor
+82,6.3,3.1,5.3,2.3,Iris-virginica
+83,6.0,3.7,5.9,0.8,Iris-virginica
+84,5.7,3.4,1.4,1.2,Iris-setosa
+85,4.8,3.0,4.4,0.5,Iris-setosa
+86,6.7,2.9,4.7,1.5,Iris-versicolor
+87,4.6,3.0,1.4,0.2,Iris-setosa
+88,5.0,3.7,1.7,0.2,Iris-setosa
+89,6.0,3.9,5.3,2.3,Iris-versicolor
+90,5.0,2.9,1.5,1.3,Iris-versicolor
+91,5.0,3.4,1.6,0.4,Iris-setosa
+92,6.3,3.9,4.9,1.5,Iris-versicolor
+93,6.1,3.8,4.7,2.4,Iris-versicolor
+94,5.1,3.7,1.6,0.3,Iris-versicolor
+95,6.1,3.9,5.7,2.2,Iris-versicolor
+96,6.9,3.4,4.1,2.1,Iris-virginica
+97,6.1,2.3,4.9,1.4,Iris-versicolor
+98,6.1,3.9,4.7,1.3,Iris-versicolor
+99,5.8,3.0,1.1,0.9,Iris-setosa
+100,6.7,3.4,4.8,1.8,Iris-versicolor
+101,5.6,2.5,6.6,1.5,Iris-setosa
+102,6.3,3.1,5.0,2.2,Iris-virginica
+103,6.7,2.2,4.0,1.3,Iris-versicolor
+104,5.1,2.3,4.5,1.3,Iris-versicolor
+105,6.3,3.1,4.6,2.9,Iris-versicolor
+106,6.2,3.7,5.5,2.8,Iris-virginica
+107,5.4,3.2,4.3,0.2,Iris-versicolor
+108,7.8,3.2,5.0,1.3,Iris-virginica
+109,5.8,3.4,5.9,2.3,Iris-setosa
+110,6.3,2.7,4.6,1.4,Iris-versicolor
+111,6.1,2.2,4.0,1.5,Iris-versicolor
+112,5.5,3.7,1.5,1.2,Iris-setosa
+113,4.9,3.1,1.9,0.2,Iris-setosa
+114,4.8,3.0,1.9,0.1,Iris-setosa
+115,5.3,2.4,1.3,1.2,Iris-setosa
+116,4.8,2.5,5.0,1.2,Iris-versicolor
+117,5.0,2.3,1.6,1.2,Iris-setosa
+118,4.6,3.0,5.5,0.2,Iris-setosa
+119,6.5,2.5,4.2,1.8,Iris-versicolor
diff --git a/iris/realtabformer/1_2/13/test.csv b/iris/realtabformer/1_2/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/13/train.csv b/iris/realtabformer/1_2/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/13/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
+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
+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
+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/1_2/13/val.csv b/iris/realtabformer/1_2/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/14/synth.csv b/iris/realtabformer/1_2/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..809d1d8d4fd4f3167135af2ebea46e7e83cddb98
--- /dev/null
+++ b/iris/realtabformer/1_2/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.6,3.2,1.4,0.2,Iris-setosa
+1,6.6,2.9,5.7,1.4,Iris-virginica
+2,4.2,2.5,1.4,1.1,Iris-setosa
+3,4.9,3.1,1.4,0.5,Iris-setosa
+4,5.1,2.0,1.6,1.5,Iris-setosa
+5,4.6,2.1,1.5,1.1,Iris-versicolor
+6,6.6,3.0,4.6,2.4,Iris-versicolor
+7,5.1,3.0,1.9,1.2,Iris-setosa
+8,4.6,3.1,1.3,0.2,Iris-setosa
+9,4.6,3.8,1.5,0.2,Iris-setosa
+10,6.1,2.3,5.6,2.3,Iris-virginica
+11,5.4,2.6,3.5,1.3,Iris-versicolor
+12,4.6,2.8,4.5,1.3,Iris-virginica
+13,5.5,3.5,3.7,2.2,Iris-versicolor
+14,5.9,3.1,1.9,0.2,Iris-setosa
+15,6.5,3.3,4.1,2.0,Iris-versicolor
+16,5.7,2.2,4.7,1.3,Iris-versicolor
+17,4.9,3.1,3.7,0.6,Iris-setosa
+18,6.5,3.1,5.3,2.1,Iris-virginica
+19,6.7,2.9,5.7,1.3,Iris-virginica
+20,5.0,2.5,3.9,1.1,Iris-versicolor
+21,4.9,3.6,1.4,0.2,Iris-setosa
+22,6.7,2.8,4.6,1.8,Iris-versicolor
+23,6.5,2.9,4.0,1.0,Iris-versicolor
+24,7.7,3.2,5.0,2.3,Iris-virginica
+25,5.7,2.8,1.4,1.2,Iris-setosa
+26,6.1,3.2,4.6,1.8,Iris-versicolor
+27,6.6,3.3,5.6,2.0,Iris-virginica
+28,6.2,3.2,5.9,0.0,Iris-virginica
+29,6.0,3.9,4.9,2.0,Iris-versicolor
+30,5.8,2.7,1.6,1.4,Iris-setosa
+31,5.3,3.4,3.8,1.3,Iris-virginica
+32,5.1,2.5,4.0,1.0,Iris-versicolor
+33,5.0,3.3,3.4,0.2,Iris-versicolor
+34,4.8,2.4,1.4,1.5,Iris-setosa
+35,6.0,2.9,4.7,1.8,Iris-versicolor
+36,6.3,2.5,4.1,1.5,Iris-versicolor
+37,6.1,3.7,5.9,1.3,Iris-versicolor
+38,6.7,2.9,4.6,1.1,Iris-versicolor
+39,6.0,3.9,4.7,1.8,Iris-versicolor
+40,5.2,2.2,3.5,1.5,Iris-versicolor
+41,6.5,2.3,4.0,1.8,Iris-versicolor
+42,7.3,3.4,4.0,2.2,Iris-versicolor
+43,5.5,3.4,1.5,0.2,Iris-setosa
+44,4.9,3.4,1.4,0.2,Iris-setosa
+45,6.6,3.0,4.5,1.8,Iris-versicolor
+46,6.3,2.3,5.9,1.5,Iris-virginica
+47,6.0,3.9,4.6,1.8,Iris-versicolor
+48,6.3,2.7,4.3,2.3,Iris-versicolor
+49,4.9,3.1,1.5,0.7,Iris-setosa
+50,6.6,3.0,4.7,2.3,Iris-versicolor
+51,5.7,3.0,6.9,0.2,Iris-setosa
+52,6.5,3.1,5.8,2.4,Iris-virginica
+53,6.7,2.8,5.6,2.5,Iris-virginica
+54,4.9,3.0,1.4,0.2,Iris-setosa
+55,5.9,3.1,1.5,0.2,Iris-setosa
+56,5.7,2.7,1.7,1.2,Iris-setosa
+57,5.3,3.2,4.3,0.1,Iris-versicolor
+58,6.0,2.9,6.5,1.8,Iris-virginica
+59,6.1,3.8,4.4,1.3,Iris-versicolor
+60,6.7,2.8,5.6,1.5,Iris-virginica
+61,6.2,2.2,5.4,1.5,Iris-versicolor
+62,6.1,3.3,5.9,2.5,Iris-virginica
+63,5.1,2.5,4.6,1.0,Iris-versicolor
+64,6.7,3.2,5.3,1.3,Iris-virginica
+65,4.6,3.1,1.5,0.3,Iris-setosa
+66,5.7,2.4,3.9,1.4,Iris-versicolor
+67,6.9,3.0,5.6,2.5,Iris-versicolor
+68,7.0,3.8,5.5,2.2,Iris-virginica
+69,5.7,3.2,5.0,2.2,Iris-setosa
+70,5.8,3.3,1.6,0.2,Iris-setosa
+71,5.8,3.0,1.5,1.4,Iris-setosa
+72,6.1,3.2,4.9,2.3,Iris-versicolor
+73,6.1,3.3,4.6,2.3,Iris-versicolor
+74,6.0,2.8,5.7,1.6,Iris-virginica
+75,4.8,3.0,1.2,0.2,Iris-setosa
+76,6.7,3.6,4.9,2.5,Iris-versicolor
+77,4.6,3.1,1.0,0.3,Iris-setosa
+78,6.0,3.2,5.7,2.4,Iris-virginica
+79,4.5,2.8,4.4,1.3,Iris-versicolor
+80,6.3,2.9,5.3,2.0,Iris-virginica
+81,6.1,3.1,4.1,2.5,Iris-versicolor
+82,4.7,3.1,1.4,0.2,Iris-setosa
+83,6.3,2.9,4.7,1.1,Iris-versicolor
+84,6.7,2.8,5.7,1.3,Iris-virginica
+85,5.0,2.6,3.6,1.0,Iris-versicolor
+86,4.7,3.6,5.7,0.3,Iris-versicolor
+87,5.1,2.5,4.5,1.3,Iris-versicolor
+88,5.1,2.4,1.5,1.5,Iris-setosa
+89,6.7,3.4,4.5,2.4,Iris-versicolor
+90,5.5,3.3,1.5,0.2,Iris-versicolor
+91,4.1,3.4,1.6,0.2,Iris-setosa
+92,5.6,3.8,1.7,2.2,Iris-versicolor
+93,6.4,3.9,5.3,2.6,Iris-virginica
+94,5.1,2.7,5.3,1.4,Iris-setosa
+95,5.7,3.0,4.9,2.2,Iris-versicolor
+96,6.1,2.9,5.2,1.3,Iris-virginica
+97,4.1,2.1,4.5,1.3,Iris-versicolor
+98,5.0,3.4,1.4,0.2,Iris-setosa
+99,5.0,3.1,1.3,0.4,Iris-virginica
+100,6.5,3.2,5.7,2.9,Iris-virginica
+101,4.8,3.0,1.5,0.2,Iris-setosa
+102,6.7,3.9,4.7,1.4,Iris-versicolor
+103,5.5,3.2,1.4,0.2,Iris-setosa
+104,6.1,3.5,1.6,2.5,Iris-versicolor
+105,6.1,3.2,4.3,2.8,Iris-virginica
+106,6.0,2.2,5.2,1.3,Iris-virginica
+107,4.9,3.4,1.5,0.2,Iris-versicolor
+108,6.5,2.3,5.0,1.3,Iris-virginica
+109,4.8,3.4,1.0,0.2,Iris-setosa
+110,5.5,2.3,3.9,1.2,Iris-versicolor
+111,4.3,3.0,1.4,0.0,Iris-setosa
+112,4.6,2.9,1.3,1.3,Iris-versicolor
+113,6.5,3.8,4.1,1.3,Iris-virginica
+114,4.6,3.0,1.6,0.4,Iris-setosa
+115,6.1,2.8,4.8,1.1,Iris-versicolor
+116,6.7,2.8,4.5,1.2,Iris-versicolor
+117,5.1,3.0,1.5,0.0,Iris-setosa
+118,6.1,3.4,4.4,2.3,Iris-versicolor
+119,5.7,3.4,1.5,0.3,Iris-setosa
diff --git a/iris/realtabformer/1_2/14/test.csv b/iris/realtabformer/1_2/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/14/train.csv b/iris/realtabformer/1_2/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/14/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
+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
+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
+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/1_2/14/val.csv b/iris/realtabformer/1_2/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/15/synth.csv b/iris/realtabformer/1_2/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4d36d113df3f9029a0cc0c4c5d1e268d5937f740
--- /dev/null
+++ b/iris/realtabformer/1_2/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7,3.5,1.4,0.3,Iris-setosa
+1,5.0,2.8,1.6,1.2,Iris-versicolor
+2,4.4,3.9,1.5,0.3,Iris-setosa
+3,6.9,3.2,4.2,1.2,Iris-versicolor
+4,6.1,2.8,4.9,1.4,Iris-versicolor
+5,5.1,3.7,4.9,1.3,Iris-versicolor
+6,5.0,2.5,1.4,1.8,Iris-setosa
+7,5.0,2.5,1.3,1.2,Iris-setosa
+8,4.8,3.0,1.5,0.2,Iris-setosa
+9,6.0,3.4,5.6,2.3,Iris-virginica
+10,6.1,2.8,4.1,1.3,Iris-versicolor
+11,4.8,3.4,5.5,0.2,Iris-setosa
+12,6.9,3.2,4.7,2.7,Iris-versicolor
+13,6.3,3.3,4.6,1.4,Iris-virginica
+14,5.0,3.9,1.6,0.2,Iris-virginica
+15,5.6,2.9,4.0,1.3,Iris-versicolor
+16,5.7,2.4,1.0,1.2,Iris-setosa
+17,6.0,2.2,5.9,1.8,Iris-versicolor
+18,6.3,2.9,5.9,2.5,Iris-virginica
+19,5.1,3.6,4.9,0.2,Iris-versicolor
+20,6.6,3.8,4.6,2.1,Iris-versicolor
+21,6.1,3.8,4.2,1.4,Iris-versicolor
+22,5.0,2.7,3.7,1.5,Iris-virginica
+23,6.7,2.9,4.7,1.3,Iris-versicolor
+24,5.3,3.7,4.9,1.3,Iris-versicolor
+25,5.1,2.5,4.7,1.3,Iris-versicolor
+26,4.4,3.2,1.5,0.3,Iris-setosa
+27,5.5,2.4,1.7,1.3,Iris-virginica
+28,5.5,3.4,1.1,0.9,Iris-setosa
+29,6.1,2.5,4.3,1.7,Iris-versicolor
+30,5.8,3.9,1.7,0.8,Iris-setosa
+31,6.9,3.0,4.3,1.3,Iris-versicolor
+32,6.1,3.0,4.1,2.6,Iris-virginica
+33,7.6,3.3,1.0,2.3,Iris-versicolor
+34,4.7,2.5,4.1,1.1,Iris-versicolor
+35,6.0,3.8,5.2,2.3,Iris-virginica
+36,6.1,3.3,4.7,2.6,Iris-versicolor
+37,5.8,2.0,4.9,1.3,Iris-versicolor
+38,6.1,3.2,4.9,1.0,Iris-versicolor
+39,5.8,3.0,4.5,2.5,Iris-versicolor
+40,4.8,3.0,1.3,0.2,Iris-setosa
+41,4.9,3.5,4.5,0.2,Iris-versicolor
+42,5.5,3.7,4.0,1.6,Iris-versicolor
+43,6.9,3.5,5.7,1.0,Iris-virginica
+44,4.6,3.0,1.0,0.2,Iris-setosa
+45,6.8,3.0,5.9,2.3,Iris-virginica
+46,6.1,3.2,4.9,1.3,Iris-versicolor
+47,6.1,2.9,5.8,1.8,Iris-virginica
+48,6.1,2.3,4.7,1.5,Iris-versicolor
+49,5.7,2.8,3.6,1.4,Iris-versicolor
+50,5.4,3.8,1.8,0.3,Iris-versicolor
+51,6.6,2.0,5.7,1.1,Iris-virginica
+52,6.0,2.9,4.5,1.5,Iris-versicolor
+53,7.1,2.4,1.3,1.8,Iris-virginica
+54,6.0,3.9,1.3,1.4,Iris-versicolor
+55,6.2,2.8,5.8,2.6,Iris-versicolor
+56,5.5,2.4,4.7,1.6,Iris-versicolor
+57,6.2,3.9,4.6,1.3,Iris-versicolor
+58,6.3,3.0,5.6,2.5,Iris-virginica
+59,5.1,2.3,1.1,1.3,Iris-setosa
+60,6.0,3.9,5.3,2.3,Iris-virginica
+61,4.9,3.7,1.5,1.2,Iris-setosa
+62,6.4,3.0,4.8,1.3,Iris-versicolor
+63,5.0,3.4,1.9,0.2,Iris-setosa
+64,6.3,2.8,5.5,1.3,Iris-virginica
+65,4.5,3.2,1.4,0.1,Iris-setosa
+66,5.1,2.8,4.9,1.3,Iris-versicolor
+67,4.9,3.1,1.4,0.3,Iris-setosa
+68,5.1,3.6,4.2,0.4,Iris-versicolor
+69,6.3,3.1,5.1,2.0,Iris-versicolor
+70,4.1,3.4,1.5,0.1,Iris-setosa
+71,6.1,3.3,4.5,1.3,Iris-versicolor
+72,5.1,2.5,1.5,1.3,Iris-setosa
+73,6.3,2.8,4.6,1.3,Iris-versicolor
+74,4.6,2.3,1.5,1.8,Iris-versicolor
+75,5.1,2.2,6.7,1.3,Iris-versicolor
+76,4.1,3.0,1.6,0.2,Iris-versicolor
+77,6.1,3.2,4.7,2.3,Iris-versicolor
+78,6.0,3.9,5.9,2.8,Iris-virginica
+79,5.0,2.7,1.5,1.2,Iris-versicolor
+80,6.1,2.4,4.7,1.4,Iris-versicolor
+81,5.6,3.0,1.5,0.1,Iris-versicolor
+82,4.9,3.0,1.4,0.8,Iris-setosa
+83,5.8,3.0,5.1,0.3,Iris-setosa
+84,6.7,3.4,4.6,1.3,Iris-versicolor
+85,5.4,3.7,3.5,1.2,Iris-versicolor
+86,6.9,3.1,4.7,2.8,Iris-versicolor
+87,6.2,2.9,4.1,1.8,Iris-versicolor
+88,6.4,3.9,5.9,1.0,Iris-virginica
+89,6.0,2.3,4.7,1.4,Iris-versicolor
+90,5.8,3.0,4.6,1.2,Iris-versicolor
+91,6.2,2.8,5.6,1.3,Iris-virginica
+92,5.0,3.2,3.4,0.6,Iris-setosa
+93,5.1,3.2,1.3,0.2,Iris-setosa
+94,4.5,3.0,4.5,0.8,Iris-versicolor
+95,5.0,3.4,4.5,0.3,Iris-versicolor
+96,7.9,3.0,4.8,2.8,Iris-virginica
+97,6.4,2.3,5.4,1.1,Iris-virginica
+98,6.3,3.0,4.7,1.3,Iris-versicolor
+99,4.0,3.8,1.8,0.2,Iris-setosa
+100,6.7,3.8,5.5,1.3,Iris-versicolor
+101,5.1,2.4,1.9,1.5,Iris-setosa
+102,7.7,3.2,5.1,2.3,Iris-virginica
+103,6.0,3.8,4.6,2.0,Iris-versicolor
+104,6.7,2.9,5.9,1.2,Iris-virginica
+105,7.1,3.0,4.6,0.2,Iris-virginica
+106,4.8,3.0,1.5,0.1,Iris-setosa
+107,5.1,2.8,4.1,1.2,Iris-versicolor
+108,6.7,3.9,4.7,2.4,Iris-versicolor
+109,6.3,2.7,4.4,1.3,Iris-versicolor
+110,6.1,2.8,4.8,1.4,Iris-virginica
+111,6.1,3.0,4.7,2.4,Iris-versicolor
+112,6.4,2.8,4.7,1.8,Iris-versicolor
+113,4.4,2.5,4.5,1.7,Iris-versicolor
+114,6.2,2.3,4.7,1.8,Iris-versicolor
+115,6.8,3.8,4.6,2.4,Iris-versicolor
+116,4.7,3.5,3.4,0.2,Iris-setosa
+117,5.1,2.2,4.3,1.8,Iris-versicolor
+118,5.1,3.7,4.0,1.5,Iris-versicolor
+119,6.0,3.3,4.7,1.2,Iris-versicolor
diff --git a/iris/realtabformer/1_2/15/test.csv b/iris/realtabformer/1_2/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/15/train.csv b/iris/realtabformer/1_2/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/15/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
+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
+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
+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/1_2/15/val.csv b/iris/realtabformer/1_2/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/16/synth.csv b/iris/realtabformer/1_2/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e6e98aec12f5dcc009acbfddb39866940eb13d6c
--- /dev/null
+++ b/iris/realtabformer/1_2/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.1,3.8,4.4,1.3,Iris-versicolor
+1,5.9,3.9,5.9,1.0,Iris-setosa
+2,5.0,3.0,1.9,0.5,Iris-setosa
+3,5.5,3.4,3.4,1.2,Iris-versicolor
+4,4.3,2.8,4.5,1.3,Iris-versicolor
+5,5.5,3.7,4.8,1.8,Iris-versicolor
+6,6.0,3.8,5.9,2.2,Iris-virginica
+7,6.1,3.2,4.6,2.3,Iris-versicolor
+8,5.1,3.5,1.5,0.2,Iris-setosa
+9,6.7,3.2,5.3,1.0,Iris-virginica
+10,5.0,2.0,1.8,1.3,Iris-versicolor
+11,6.0,3.2,5.6,2.5,Iris-virginica
+12,5.0,2.5,4.9,1.2,Iris-versicolor
+13,6.1,3.9,4.7,1.0,Iris-versicolor
+14,5.6,3.9,1.1,1.2,Iris-setosa
+15,5.4,3.3,1.0,0.2,Iris-setosa
+16,6.7,2.8,4.7,1.4,Iris-versicolor
+17,5.4,2.4,1.5,1.2,Iris-setosa
+18,6.6,3.0,5.1,2.9,Iris-virginica
+19,6.1,2.8,4.6,1.4,Iris-versicolor
+20,6.1,3.9,4.0,2.5,Iris-versicolor
+21,5.0,3.6,1.5,0.2,Iris-setosa
+22,4.9,3.0,1.4,0.2,Iris-setosa
+23,6.4,2.9,4.4,1.8,Iris-versicolor
+24,5.8,3.4,1.1,0.2,Iris-setosa
+25,6.0,3.2,5.9,2.4,Iris-virginica
+26,6.7,2.9,5.3,1.8,Iris-virginica
+27,5.0,2.0,4.5,1.8,Iris-versicolor
+28,6.3,2.9,4.1,1.3,Iris-versicolor
+29,4.0,3.0,5.6,0.2,Iris-virginica
+30,5.7,2.9,4.6,1.2,Iris-versicolor
+31,6.0,3.1,5.6,2.4,Iris-virginica
+32,5.9,3.0,1.6,0.2,Iris-setosa
+33,6.1,3.8,4.3,1.3,Iris-versicolor
+34,7.8,3.3,4.9,2.4,Iris-versicolor
+35,5.1,2.3,1.5,0.2,Iris-versicolor
+36,6.1,2.8,4.0,1.3,Iris-versicolor
+37,6.7,2.5,4.7,1.0,Iris-versicolor
+38,6.4,2.8,5.6,1.3,Iris-virginica
+39,5.1,3.2,1.6,0.2,Iris-setosa
+40,6.7,2.5,4.7,1.9,Iris-versicolor
+41,4.9,2.1,1.4,1.5,Iris-setosa
+42,6.1,2.8,4.0,1.8,Iris-versicolor
+43,4.6,2.9,1.0,1.2,Iris-setosa
+44,6.1,3.5,4.3,0.2,Iris-versicolor
+45,6.0,2.2,4.2,1.3,Iris-versicolor
+46,6.9,3.2,5.2,2.9,Iris-virginica
+47,5.1,2.1,3.6,1.2,Iris-versicolor
+48,6.0,3.3,5.0,2.7,Iris-virginica
+49,6.3,2.8,4.6,1.8,Iris-versicolor
+50,5.1,3.3,1.4,0.2,Iris-setosa
+51,5.0,3.3,3.9,0.2,Iris-versicolor
+52,4.1,3.8,1.4,0.2,Iris-setosa
+53,4.1,3.0,1.4,0.2,Iris-setosa
+54,6.7,3.8,5.1,2.4,Iris-virginica
+55,5.4,2.5,4.0,1.2,Iris-versicolor
+56,5.6,3.5,4.9,1.4,Iris-versicolor
+57,7.2,2.4,3.3,1.4,Iris-versicolor
+58,4.6,3.4,1.5,0.2,Iris-setosa
+59,6.0,2.9,4.5,1.1,Iris-versicolor
+60,6.0,2.8,4.6,1.6,Iris-virginica
+61,6.5,3.2,4.4,2.3,Iris-versicolor
+62,5.7,3.7,4.9,1.2,Iris-versicolor
+63,6.0,2.2,5.9,1.5,Iris-virginica
+64,5.4,2.7,1.6,1.3,Iris-versicolor
+65,6.8,2.3,4.0,1.0,Iris-versicolor
+66,6.1,3.0,5.9,1.3,Iris-versicolor
+67,6.8,3.2,5.9,2.3,Iris-virginica
+68,6.0,3.2,4.3,1.6,Iris-versicolor
+69,5.9,3.4,1.3,0.2,Iris-setosa
+70,6.2,2.5,4.0,1.3,Iris-versicolor
+71,5.9,2.7,3.7,1.1,Iris-versicolor
+72,6.3,2.3,4.0,1.0,Iris-versicolor
+73,5.7,3.2,5.5,0.2,Iris-versicolor
+74,4.6,3.1,1.1,0.2,Iris-setosa
+75,7.1,3.5,5.8,1.9,Iris-virginica
+76,6.7,2.9,4.4,1.1,Iris-versicolor
+77,6.0,3.0,5.4,1.3,Iris-virginica
+78,6.1,2.1,4.9,1.8,Iris-versicolor
+79,6.3,3.3,5.1,1.8,Iris-virginica
+80,5.4,2.5,1.5,1.9,Iris-setosa
+81,5.6,3.4,1.4,0.2,Iris-setosa
+82,7.7,3.8,5.5,2.4,Iris-virginica
+83,6.0,3.4,5.8,2.8,Iris-virginica
+84,5.5,3.7,1.5,0.2,Iris-setosa
+85,5.1,3.7,3.6,0.4,Iris-versicolor
+86,6.0,3.2,4.6,1.2,Iris-versicolor
+87,4.4,3.0,1.5,0.2,Iris-setosa
+88,6.1,2.8,5.5,1.9,Iris-virginica
+89,5.6,2.8,4.1,1.0,Iris-versicolor
+90,6.3,3.3,1.6,2.0,Iris-virginica
+91,5.4,2.4,1.3,1.6,Iris-versicolor
+92,5.2,3.9,1.8,0.3,Iris-versicolor
+93,5.3,3.7,4.9,0.3,Iris-versicolor
+94,5.1,2.8,1.7,1.3,Iris-setosa
+95,6.7,3.4,5.0,2.3,Iris-versicolor
+96,4.3,3.4,1.5,0.2,Iris-setosa
+97,6.1,3.8,4.3,2.4,Iris-versicolor
+98,5.1,4.3,3.1,0.2,Iris-versicolor
+99,4.3,3.0,1.9,0.4,Iris-setosa
+100,4.1,3.4,1.5,0.1,Iris-setosa
+101,6.1,2.7,5.9,1.3,Iris-virginica
+102,6.0,2.9,4.0,1.5,Iris-versicolor
+103,6.7,3.4,5.7,2.8,Iris-virginica
+104,5.0,3.9,1.9,0.2,Iris-virginica
+105,6.1,2.3,4.7,1.3,Iris-versicolor
+106,6.0,2.5,4.9,1.3,Iris-versicolor
+107,5.0,2.9,5.1,1.5,Iris-versicolor
+108,4.6,2.8,1.5,1.1,Iris-setosa
+109,6.9,3.1,5.5,1.8,Iris-versicolor
+110,5.5,3.2,3.9,0.3,Iris-versicolor
+111,5.4,3.2,1.5,0.2,Iris-setosa
+112,6.3,3.9,4.9,0.6,Iris-versicolor
+113,6.1,3.3,4.7,1.3,Iris-versicolor
+114,6.1,3.8,5.1,2.3,Iris-virginica
+115,5.5,2.8,4.5,1.5,Iris-versicolor
+116,6.7,2.9,4.0,1.8,Iris-versicolor
+117,4.6,3.4,1.4,0.2,Iris-setosa
+118,5.5,3.7,1.1,0.2,Iris-setosa
+119,6.0,3.0,4.2,2.4,Iris-versicolor
diff --git a/iris/realtabformer/1_2/16/test.csv b/iris/realtabformer/1_2/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/16/train.csv b/iris/realtabformer/1_2/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/16/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
+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
+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
+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/1_2/16/val.csv b/iris/realtabformer/1_2/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/17/synth.csv b/iris/realtabformer/1_2/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..33c116e1709e1e181a2d18ac5d28cff7630fdcc5
--- /dev/null
+++ b/iris/realtabformer/1_2/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.0,2.3,4.6,1.5,Iris-virginica
+1,6.3,2.9,4.9,1.2,Iris-versicolor
+2,6.2,2.2,5.8,1.3,Iris-versicolor
+3,6.0,3.9,5.6,2.4,Iris-virginica
+4,6.7,3.8,5.7,1.3,Iris-virginica
+5,5.1,2.3,1.6,1.3,Iris-setosa
+6,5.7,3.8,1.8,0.2,Iris-setosa
+7,7.9,3.0,5.4,2.1,Iris-virginica
+8,6.1,2.8,5.6,2.1,Iris-virginica
+9,6.2,2.7,6.5,1.5,Iris-virginica
+10,4.7,3.1,1.6,0.2,Iris-setosa
+11,5.6,2.9,1.7,1.2,Iris-versicolor
+12,5.7,2.5,3.6,1.3,Iris-versicolor
+13,6.9,3.2,5.5,1.2,Iris-virginica
+14,6.3,3.2,5.9,2.8,Iris-virginica
+15,6.1,2.8,4.9,1.6,Iris-versicolor
+16,4.0,3.2,1.6,0.4,Iris-setosa
+17,7.1,2.3,4.1,1.0,Iris-versicolor
+18,6.1,2.8,4.6,1.8,Iris-virginica
+19,5.4,2.5,5.0,1.5,Iris-virginica
+20,6.0,2.8,4.7,1.6,Iris-versicolor
+21,6.5,2.9,4.4,1.3,Iris-virginica
+22,5.1,3.0,1.6,0.3,Iris-setosa
+23,5.9,2.9,1.3,1.8,Iris-versicolor
+24,6.1,2.9,4.6,1.4,Iris-versicolor
+25,5.7,3.6,1.9,0.2,Iris-versicolor
+26,6.7,3.0,4.5,2.2,Iris-versicolor
+27,6.1,3.9,5.9,1.4,Iris-versicolor
+28,6.0,2.8,5.3,1.1,Iris-virginica
+29,4.1,3.3,1.6,0.2,Iris-setosa
+30,5.1,3.5,1.5,0.2,Iris-setosa
+31,6.7,3.9,4.7,2.1,Iris-versicolor
+32,5.1,3.4,4.5,0.3,Iris-versicolor
+33,4.9,3.4,1.5,0.2,Iris-setosa
+34,6.0,3.7,5.7,1.3,Iris-versicolor
+35,6.5,3.3,5.7,2.4,Iris-virginica
+36,6.7,2.8,4.7,1.2,Iris-versicolor
+37,6.2,2.3,4.0,1.3,Iris-versicolor
+38,6.6,2.2,4.1,1.3,Iris-versicolor
+39,6.8,3.4,5.7,1.0,Iris-virginica
+40,6.8,3.6,5.6,2.5,Iris-virginica
+41,6.8,2.8,5.4,1.5,Iris-virginica
+42,5.1,3.8,1.4,1.2,Iris-setosa
+43,6.7,2.9,4.1,1.8,Iris-versicolor
+44,5.4,3.7,3.5,0.1,Iris-versicolor
+45,5.1,2.7,4.5,1.4,Iris-versicolor
+46,6.0,2.8,4.4,0.1,Iris-versicolor
+47,6.1,3.8,5.6,2.8,Iris-virginica
+48,6.3,3.7,4.3,2.3,Iris-versicolor
+49,5.6,2.8,1.6,1.1,Iris-setosa
+50,5.6,2.8,4.6,1.1,Iris-versicolor
+51,6.1,2.8,4.0,1.4,Iris-versicolor
+52,6.0,2.3,5.7,1.4,Iris-virginica
+53,5.1,2.3,1.1,1.8,Iris-versicolor
+54,6.8,2.8,4.7,1.8,Iris-versicolor
+55,5.4,2.1,5.6,1.2,Iris-versicolor
+56,5.0,3.0,1.6,0.2,Iris-setosa
+57,6.1,3.4,4.7,2.4,Iris-versicolor
+58,6.1,2.4,4.5,1.5,Iris-versicolor
+59,6.0,3.7,4.9,1.3,Iris-versicolor
+60,6.5,2.2,4.7,1.5,Iris-versicolor
+61,6.3,2.7,4.0,1.4,Iris-versicolor
+62,5.6,3.0,1.2,0.3,Iris-setosa
+63,5.9,3.4,1.7,0.3,Iris-setosa
+64,6.6,2.9,4.0,1.3,Iris-versicolor
+65,4.8,3.1,1.4,0.2,Iris-setosa
+66,7.1,2.8,1.3,1.4,Iris-versicolor
+67,6.3,3.8,4.7,2.1,Iris-versicolor
+68,5.1,4.3,1.4,0.2,Iris-setosa
+69,6.0,2.5,4.3,1.5,Iris-versicolor
+70,5.1,2.7,3.1,1.7,Iris-versicolor
+71,7.6,2.9,4.8,1.8,Iris-versicolor
+72,6.7,2.9,4.3,1.8,Iris-versicolor
+73,6.0,3.9,5.6,2.6,Iris-virginica
+74,4.8,3.3,1.6,0.3,Iris-setosa
+75,6.1,2.8,4.7,1.5,Iris-versicolor
+76,6.1,3.2,5.7,2.3,Iris-versicolor
+77,6.8,2.8,5.9,1.3,Iris-virginica
+78,5.1,3.4,3.3,0.2,Iris-setosa
+79,6.1,2.5,4.9,1.5,Iris-versicolor
+80,6.1,3.1,5.4,1.3,Iris-setosa
+81,5.7,3.0,1.7,0.2,Iris-versicolor
+82,6.1,3.7,4.5,1.2,Iris-versicolor
+83,5.0,2.6,5.5,1.8,Iris-setosa
+84,6.3,3.9,4.0,2.3,Iris-versicolor
+85,6.7,2.7,4.7,1.7,Iris-versicolor
+86,6.7,2.9,5.7,1.3,Iris-virginica
+87,6.1,2.2,4.5,1.3,Iris-versicolor
+88,5.9,3.1,1.7,1.3,Iris-setosa
+89,6.1,3.0,4.0,1.3,Iris-virginica
+90,6.5,2.8,4.0,1.3,Iris-versicolor
+91,5.6,3.0,5.5,1.2,Iris-versicolor
+92,6.1,3.3,4.7,2.3,Iris-versicolor
+93,5.8,2.4,1.5,1.8,Iris-versicolor
+94,4.6,3.9,1.5,0.2,Iris-setosa
+95,5.6,3.0,4.3,1.3,Iris-versicolor
+96,4.9,3.3,1.5,0.2,Iris-setosa
+97,6.4,2.2,4.5,1.8,Iris-versicolor
+98,5.0,2.9,4.6,1.2,Iris-versicolor
+99,6.1,3.4,3.1,1.6,Iris-virginica
+100,6.1,2.7,4.9,1.5,Iris-versicolor
+101,6.6,3.0,4.6,2.2,Iris-virginica
+102,6.0,3.2,5.9,2.2,Iris-versicolor
+103,5.0,2.7,6.6,1.2,Iris-setosa
+104,6.4,3.8,4.9,2.3,Iris-versicolor
+105,6.1,2.7,4.8,1.4,Iris-versicolor
+106,6.1,3.5,5.9,2.2,Iris-virginica
+107,4.9,3.1,1.5,0.0,Iris-setosa
+108,5.7,3.4,1.0,0.2,Iris-setosa
+109,6.8,3.1,4.6,2.2,Iris-versicolor
+110,5.1,3.4,4.7,1.5,Iris-versicolor
+111,6.1,3.0,4.1,1.3,Iris-versicolor
+112,4.0,3.1,1.4,0.1,Iris-setosa
+113,6.0,3.8,5.6,2.4,Iris-virginica
+114,5.8,3.7,1.9,0.8,Iris-setosa
+115,5.6,3.5,1.5,0.6,Iris-versicolor
+116,5.1,3.4,1.5,0.6,Iris-setosa
+117,6.0,3.4,5.3,2.1,Iris-versicolor
+118,5.5,3.4,1.4,0.4,Iris-setosa
+119,4.9,2.9,1.5,1.3,Iris-setosa
diff --git a/iris/realtabformer/1_2/17/test.csv b/iris/realtabformer/1_2/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/17/train.csv b/iris/realtabformer/1_2/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/17/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
+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
+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
+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/1_2/17/val.csv b/iris/realtabformer/1_2/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/18/synth.csv b/iris/realtabformer/1_2/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..aed4a28e67b3c97f7ed9b9061c105f31b2ea11f5
--- /dev/null
+++ b/iris/realtabformer/1_2/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.8,3.4,5.5,2.4,Iris-setosa
+1,5.7,2.6,4.0,1.3,Iris-versicolor
+2,6.8,2.9,4.0,1.5,Iris-versicolor
+3,6.3,3.3,4.5,2.3,Iris-versicolor
+4,6.3,3.8,5.6,2.8,Iris-virginica
+5,5.1,3.3,1.6,0.5,Iris-setosa
+6,5.9,2.8,3.0,1.4,Iris-versicolor
+7,5.7,2.2,3.5,1.2,Iris-versicolor
+8,4.8,3.4,1.5,0.2,Iris-setosa
+9,5.9,3.4,1.1,0.2,Iris-setosa
+10,6.7,2.8,4.7,1.5,Iris-versicolor
+11,6.2,3.8,5.6,2.4,Iris-virginica
+12,4.9,3.8,4.5,0.2,Iris-versicolor
+13,5.9,3.7,1.9,0.2,Iris-setosa
+14,5.6,3.2,1.0,0.2,Iris-setosa
+15,6.7,2.7,4.7,1.2,Iris-versicolor
+16,6.0,2.3,4.7,1.5,Iris-versicolor
+17,4.4,3.4,1.4,0.2,Iris-setosa
+18,4.1,3.0,1.5,0.2,Iris-setosa
+19,5.1,2.7,1.5,1.2,Iris-virginica
+20,5.5,3.0,1.1,0.2,Iris-setosa
+21,6.1,2.0,4.2,1.8,Iris-versicolor
+22,5.4,2.4,3.5,1.1,Iris-versicolor
+23,6.5,2.1,5.5,1.3,Iris-versicolor
+24,6.7,3.5,4.6,1.9,Iris-versicolor
+25,6.3,2.7,4.6,1.0,Iris-versicolor
+26,5.7,3.8,5.6,0.2,Iris-setosa
+27,4.8,3.4,1.1,0.2,Iris-setosa
+28,5.6,3.9,1.9,0.2,Iris-setosa
+29,5.4,2.8,1.0,1.3,Iris-versicolor
+30,5.1,3.4,1.0,0.2,Iris-setosa
+31,4.5,3.0,5.7,0.1,Iris-setosa
+32,6.2,3.8,4.3,2.3,Iris-versicolor
+33,4.9,3.2,1.4,0.4,Iris-versicolor
+34,6.3,3.9,4.6,2.8,Iris-versicolor
+35,5.1,2.9,5.4,1.3,Iris-setosa
+36,5.1,3.4,4.6,1.3,Iris-versicolor
+37,5.1,2.0,1.9,1.2,Iris-setosa
+38,5.7,3.0,1.6,2.8,Iris-versicolor
+39,6.1,3.8,4.0,2.4,Iris-versicolor
+40,6.8,3.1,5.6,1.3,Iris-virginica
+41,4.1,3.0,1.9,0.2,Iris-setosa
+42,6.3,3.0,5.4,2.9,Iris-virginica
+43,6.1,3.0,5.6,2.0,Iris-virginica
+44,4.3,3.0,4.1,0.2,Iris-versicolor
+45,6.1,2.1,1.7,1.2,Iris-setosa
+46,6.3,3.4,4.9,2.1,Iris-virginica
+47,6.1,3.0,4.0,2.3,Iris-versicolor
+48,4.8,2.5,3.5,1.7,Iris-versicolor
+49,6.0,3.9,4.3,2.9,Iris-versicolor
+50,6.8,3.2,5.1,2.4,Iris-versicolor
+51,5.8,2.7,3.7,1.3,Iris-versicolor
+52,5.0,2.2,1.0,0.2,Iris-versicolor
+53,6.5,3.0,5.5,2.8,Iris-virginica
+54,6.0,3.7,4.5,1.2,Iris-virginica
+55,6.1,2.8,4.7,1.4,Iris-versicolor
+56,5.0,3.8,1.3,0.0,Iris-versicolor
+57,5.8,2.2,1.0,1.3,Iris-versicolor
+58,5.7,2.2,4.5,1.3,Iris-versicolor
+59,6.7,3.1,5.5,1.4,Iris-virginica
+60,4.6,3.0,1.3,0.1,Iris-setosa
+61,5.7,2.2,6.0,1.2,Iris-setosa
+62,5.5,3.1,1.0,0.3,Iris-versicolor
+63,5.1,2.8,4.6,1.3,Iris-versicolor
+64,5.1,2.7,3.0,1.3,Iris-versicolor
+65,4.3,2.5,4.2,1.5,Iris-versicolor
+66,6.5,3.4,5.2,2.8,Iris-virginica
+67,5.8,3.0,1.9,2.2,Iris-setosa
+68,6.3,3.0,4.3,1.3,Iris-versicolor
+69,6.7,3.9,5.5,2.8,Iris-virginica
+70,6.7,3.3,4.8,2.6,Iris-versicolor
+71,6.6,3.3,5.5,1.0,Iris-virginica
+72,4.4,3.4,1.4,0.2,Iris-setosa
+73,6.7,2.9,4.6,1.3,Iris-versicolor
+74,5.5,3.4,1.0,2.2,Iris-setosa
+75,7.9,3.3,1.4,0.2,Iris-versicolor
+76,7.1,3.9,1.2,0.2,Iris-virginica
+77,4.9,3.1,1.4,0.2,Iris-setosa
+78,4.9,3.4,1.5,0.2,Iris-setosa
+79,6.7,2.8,5.3,1.1,Iris-virginica
+80,6.4,3.3,1.2,0.5,Iris-versicolor
+81,6.3,2.9,4.7,1.0,Iris-virginica
+82,6.6,3.2,4.6,1.4,Iris-versicolor
+83,5.1,3.9,1.4,0.3,Iris-versicolor
+84,4.9,3.4,1.4,0.3,Iris-setosa
+85,6.0,3.8,5.9,2.4,Iris-virginica
+86,6.1,3.9,4.7,2.1,Iris-versicolor
+87,5.0,3.0,1.6,0.4,Iris-setosa
+88,6.0,3.2,5.3,2.3,Iris-virginica
+89,6.3,3.0,4.5,1.4,Iris-virginica
+90,5.4,2.9,1.4,0.2,Iris-setosa
+91,5.0,3.7,1.3,1.2,Iris-versicolor
+92,6.1,3.5,5.7,2.4,Iris-virginica
+93,5.1,3.8,4.6,1.2,Iris-versicolor
+94,4.5,3.4,1.5,0.2,Iris-setosa
+95,6.5,2.6,4.4,1.1,Iris-versicolor
+96,6.1,3.1,1.7,0.8,Iris-virginica
+97,5.5,3.4,1.7,0.2,Iris-setosa
+98,6.7,3.3,4.1,1.5,Iris-versicolor
+99,6.2,2.8,4.6,1.3,Iris-versicolor
+100,6.1,2.2,5.0,1.4,Iris-virginica
+101,6.1,3.9,4.7,1.9,Iris-versicolor
+102,5.0,2.9,4.0,1.3,Iris-versicolor
+103,6.1,3.3,4.7,1.0,Iris-versicolor
+104,6.1,3.8,4.5,1.8,Iris-versicolor
+105,6.0,3.2,4.0,2.5,Iris-versicolor
+106,6.6,3.9,4.4,2.2,Iris-versicolor
+107,4.6,3.4,1.5,0.4,Iris-setosa
+108,4.7,3.1,4.6,0.2,Iris-versicolor
+109,5.6,3.2,4.5,0.2,Iris-versicolor
+110,6.2,2.2,4.9,1.5,Iris-versicolor
+111,5.1,3.1,4.5,0.5,Iris-versicolor
+112,6.7,2.9,5.9,1.3,Iris-versicolor
+113,5.5,3.2,4.4,0.3,Iris-versicolor
+114,5.0,3.0,1.3,1.3,Iris-setosa
+115,4.9,3.2,1.1,0.2,Iris-setosa
+116,5.1,3.0,1.5,0.2,Iris-setosa
+117,5.0,3.3,1.5,0.0,Iris-setosa
+118,6.1,2.4,4.0,1.1,Iris-versicolor
+119,6.1,2.9,4.9,1.6,Iris-versicolor
diff --git a/iris/realtabformer/1_2/18/test.csv b/iris/realtabformer/1_2/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/18/train.csv b/iris/realtabformer/1_2/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/18/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
+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
+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
+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/1_2/18/val.csv b/iris/realtabformer/1_2/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/19/synth.csv b/iris/realtabformer/1_2/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..54fd0507a0acb1a223738439636fb5dff8f1c1f5
--- /dev/null
+++ b/iris/realtabformer/1_2/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.2,3.0,4.7,1.1,Iris-versicolor
+1,6.1,3.4,4.9,2.4,Iris-versicolor
+2,6.3,3.3,5.0,2.0,Iris-virginica
+3,5.1,3.2,1.6,0.2,Iris-setosa
+4,5.4,2.4,1.6,1.6,Iris-setosa
+5,6.5,2.9,4.0,1.0,Iris-versicolor
+6,6.8,3.2,4.5,2.3,Iris-versicolor
+7,6.8,3.3,4.6,1.2,Iris-versicolor
+8,6.3,3.8,4.1,1.2,Iris-versicolor
+9,5.5,2.9,1.3,1.3,Iris-versicolor
+10,7.7,3.8,5.7,2.3,Iris-virginica
+11,6.1,2.8,4.0,1.3,Iris-versicolor
+12,5.1,2.9,4.6,1.3,Iris-versicolor
+13,6.0,2.0,3.4,1.0,Iris-virginica
+14,6.0,2.2,4.6,1.5,Iris-versicolor
+15,6.8,2.8,4.0,1.3,Iris-versicolor
+16,4.8,3.0,1.7,0.2,Iris-setosa
+17,6.5,3.9,4.9,2.4,Iris-versicolor
+18,6.2,2.8,5.0,2.8,Iris-virginica
+19,5.0,3.0,4.6,0.2,Iris-versicolor
+20,5.0,2.7,4.6,1.6,Iris-versicolor
+21,7.2,3.8,4.6,2.3,Iris-virginica
+22,5.6,2.8,1.3,1.2,Iris-setosa
+23,6.3,3.4,5.5,2.8,Iris-virginica
+24,4.9,3.4,4.7,0.3,Iris-versicolor
+25,6.6,2.5,5.5,1.3,Iris-versicolor
+26,5.1,3.8,1.3,1.2,Iris-setosa
+27,5.3,3.4,1.3,0.1,Iris-setosa
+28,4.9,3.2,1.5,0.4,Iris-setosa
+29,6.1,3.2,4.0,2.5,Iris-versicolor
+30,5.1,3.0,3.9,1.8,Iris-versicolor
+31,6.1,2.2,4.5,1.5,Iris-versicolor
+32,6.7,3.9,4.7,2.5,Iris-virginica
+33,5.7,2.8,1.8,1.4,Iris-versicolor
+34,5.0,2.3,3.6,1.1,Iris-versicolor
+35,6.0,3.2,5.0,2.3,Iris-virginica
+36,5.7,2.3,4.5,1.5,Iris-versicolor
+37,4.7,3.8,1.1,0.2,Iris-setosa
+38,5.6,2.8,1.7,1.3,Iris-setosa
+39,5.1,3.3,1.4,0.2,Iris-setosa
+40,6.2,2.3,4.7,1.8,Iris-versicolor
+41,5.1,3.0,1.9,0.2,Iris-setosa
+42,4.9,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.2,1.9,0.3,Iris-setosa
+44,5.5,2.1,1.1,1.3,Iris-versicolor
+45,6.1,2.9,4.6,1.2,Iris-versicolor
+46,5.6,3.0,1.4,0.2,Iris-setosa
+47,4.8,3.0,1.9,0.2,Iris-setosa
+48,4.5,3.4,1.3,0.8,Iris-setosa
+49,6.1,2.8,4.6,1.3,Iris-versicolor
+50,7.5,3.9,4.7,2.3,Iris-versicolor
+51,5.7,2.7,4.0,1.3,Iris-versicolor
+52,6.7,3.3,4.8,2.4,Iris-versicolor
+53,7.0,3.3,5.9,1.4,Iris-versicolor
+54,5.6,2.9,5.6,1.3,Iris-setosa
+55,6.5,3.9,4.0,2.4,Iris-versicolor
+56,5.4,2.0,1.1,1.1,Iris-versicolor
+57,4.8,3.1,1.4,0.4,Iris-setosa
+58,5.0,3.1,1.9,0.2,Iris-setosa
+59,5.0,3.3,1.0,0.2,Iris-setosa
+60,5.1,2.8,4.7,1.3,Iris-versicolor
+61,5.9,3.4,1.5,0.2,Iris-setosa
+62,6.1,2.9,5.6,1.3,Iris-virginica
+63,6.7,2.9,1.7,1.3,Iris-virginica
+64,6.1,2.9,4.7,1.8,Iris-versicolor
+65,5.1,3.3,1.0,0.2,Iris-setosa
+66,5.0,3.3,4.7,1.5,Iris-versicolor
+67,4.6,3.2,1.5,0.2,Iris-setosa
+68,4.6,2.4,4.7,1.1,Iris-versicolor
+69,5.1,2.2,1.5,1.3,Iris-setosa
+70,5.0,2.4,3.7,1.2,Iris-versicolor
+71,5.1,3.6,1.5,0.0,Iris-setosa
+72,5.1,3.0,1.7,0.2,Iris-setosa
+73,6.8,3.0,4.2,2.0,Iris-versicolor
+74,6.7,3.8,4.9,0.4,Iris-versicolor
+75,6.3,2.1,5.5,1.3,Iris-virginica
+76,4.8,3.4,1.7,0.1,Iris-setosa
+77,4.9,2.8,5.9,2.2,Iris-virginica
+78,6.8,2.8,4.6,1.4,Iris-virginica
+79,6.0,2.7,4.7,1.8,Iris-versicolor
+80,5.9,3.4,1.5,0.5,Iris-setosa
+81,6.0,3.2,4.6,1.2,Iris-versicolor
+82,5.3,2.3,1.0,1.3,Iris-versicolor
+83,6.1,3.4,4.4,1.2,Iris-versicolor
+84,6.3,2.7,5.6,1.3,Iris-virginica
+85,6.1,3.9,4.9,2.0,Iris-versicolor
+86,5.6,3.4,1.5,1.8,Iris-setosa
+87,5.1,2.0,4.7,1.5,Iris-versicolor
+88,5.1,2.3,1.4,1.8,Iris-versicolor
+89,4.1,2.1,1.0,1.0,Iris-versicolor
+90,7.8,3.8,1.8,1.4,Iris-virginica
+91,4.6,3.2,1.4,0.3,Iris-setosa
+92,5.6,3.4,1.4,0.3,Iris-setosa
+93,4.7,3.5,4.7,1.3,Iris-versicolor
+94,6.7,2.8,4.3,1.3,Iris-versicolor
+95,6.1,3.4,4.1,1.8,Iris-versicolor
+96,5.1,3.7,1.9,0.3,Iris-setosa
+97,6.1,2.5,4.1,1.8,Iris-versicolor
+98,4.0,3.1,1.4,0.2,Iris-setosa
+99,6.1,2.9,1.6,1.3,Iris-virginica
+100,6.4,2.7,4.7,1.3,Iris-versicolor
+101,5.5,3.0,1.8,0.2,Iris-setosa
+102,5.1,3.4,1.7,0.2,Iris-setosa
+103,4.9,2.8,3.7,0.2,Iris-setosa
+104,6.5,3.0,5.8,2.2,Iris-virginica
+105,5.1,2.7,6.5,1.3,Iris-versicolor
+106,4.7,3.7,5.7,1.2,Iris-versicolor
+107,4.6,2.4,4.8,1.2,Iris-versicolor
+108,6.1,3.3,4.9,2.1,Iris-versicolor
+109,6.3,2.9,4.7,1.4,Iris-versicolor
+110,6.9,2.3,4.9,1.8,Iris-versicolor
+111,6.6,3.2,5.2,2.2,Iris-virginica
+112,6.1,3.9,1.4,2.8,Iris-virginica
+113,5.1,2.6,1.7,1.3,Iris-setosa
+114,6.8,3.9,4.6,1.9,Iris-virginica
+115,6.8,3.2,5.1,2.3,Iris-versicolor
+116,6.6,2.5,4.1,1.7,Iris-versicolor
+117,5.7,3.7,1.5,0.5,Iris-setosa
+118,4.9,3.4,1.6,0.2,Iris-setosa
+119,6.0,3.0,4.0,2.5,Iris-virginica
diff --git a/iris/realtabformer/1_2/19/test.csv b/iris/realtabformer/1_2/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/19/train.csv b/iris/realtabformer/1_2/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/19/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
+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
+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
+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/1_2/19/val.csv b/iris/realtabformer/1_2/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/2/synth.csv b/iris/realtabformer/1_2/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..af4dbac8f7898715a8841740308dd0bf553847e5
--- /dev/null
+++ b/iris/realtabformer/1_2/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.2,2.2,4.0,1.3,Iris-versicolor
+1,5.1,2.8,4.7,1.5,Iris-versicolor
+2,5.0,3.7,5.5,1.6,Iris-setosa
+3,5.1,2.7,3.5,1.3,Iris-versicolor
+4,5.1,3.4,1.1,0.3,Iris-setosa
+5,4.0,3.2,1.5,0.2,Iris-setosa
+6,5.6,3.6,1.5,2.2,Iris-versicolor
+7,6.9,3.3,4.7,2.8,Iris-versicolor
+8,6.1,3.9,4.6,2.6,Iris-versicolor
+9,5.7,3.7,1.0,0.3,Iris-virginica
+10,6.3,3.9,5.5,1.8,Iris-virginica
+11,6.7,2.6,5.6,1.5,Iris-virginica
+12,6.7,2.6,4.3,1.3,Iris-versicolor
+13,5.1,2.2,1.0,1.2,Iris-setosa
+14,5.5,2.5,4.7,1.8,Iris-versicolor
+15,4.5,3.4,1.5,0.4,Iris-setosa
+16,6.1,2.8,4.7,1.3,Iris-versicolor
+17,5.5,3.2,1.9,2.1,Iris-setosa
+18,5.9,3.0,4.1,0.2,Iris-versicolor
+19,6.1,3.7,4.3,1.3,Iris-versicolor
+20,5.1,2.8,1.8,1.8,Iris-versicolor
+21,6.8,2.8,4.0,1.5,Iris-versicolor
+22,5.5,3.3,3.5,0.2,Iris-versicolor
+23,5.0,3.4,1.1,0.4,Iris-setosa
+24,4.6,3.6,1.4,0.2,Iris-setosa
+25,6.0,3.2,5.8,0.9,Iris-virginica
+26,4.8,3.4,1.5,0.2,Iris-setosa
+27,6.0,3.7,1.6,0.2,Iris-versicolor
+28,6.1,2.3,4.5,1.8,Iris-versicolor
+29,6.7,2.5,4.1,1.3,Iris-versicolor
+30,6.1,3.3,4.4,1.8,Iris-versicolor
+31,6.6,3.0,5.5,1.4,Iris-virginica
+32,6.0,3.2,5.8,2.5,Iris-virginica
+33,6.2,3.4,4.9,1.4,Iris-versicolor
+34,6.7,2.9,4.9,1.2,Iris-versicolor
+35,6.0,2.9,4.6,1.5,Iris-versicolor
+36,6.8,3.0,5.9,2.8,Iris-virginica
+37,5.2,2.7,3.9,1.3,Iris-versicolor
+38,4.0,3.3,1.5,0.2,Iris-setosa
+39,6.1,3.0,4.1,1.3,Iris-versicolor
+40,6.0,2.9,1.1,1.8,Iris-virginica
+41,7.8,3.4,4.7,2.1,Iris-versicolor
+42,6.1,2.9,4.9,1.8,Iris-versicolor
+43,6.7,2.2,5.7,1.8,Iris-virginica
+44,4.9,3.1,1.9,0.2,Iris-setosa
+45,5.1,3.9,1.5,0.2,Iris-setosa
+46,4.4,2.0,1.0,1.8,Iris-setosa
+47,6.6,2.2,5.9,1.4,Iris-virginica
+48,6.5,3.8,4.6,2.9,Iris-versicolor
+49,6.5,2.8,5.0,1.4,Iris-virginica
+50,6.4,2.8,4.6,1.0,Iris-versicolor
+51,6.3,2.9,4.9,1.0,Iris-versicolor
+52,5.2,2.7,3.0,1.3,Iris-versicolor
+53,5.9,3.1,1.1,0.8,Iris-setosa
+54,6.5,3.8,4.9,2.2,Iris-versicolor
+55,5.0,3.3,1.5,0.2,Iris-setosa
+56,5.0,2.4,1.9,1.1,Iris-versicolor
+57,6.2,3.3,1.7,2.3,Iris-virginica
+58,4.7,3.2,1.7,0.2,Iris-setosa
+59,4.8,3.3,1.5,0.2,Iris-setosa
+60,4.0,3.2,1.5,0.2,Iris-setosa
+61,6.1,2.9,3.6,1.3,Iris-versicolor
+62,6.1,3.5,4.5,1.5,Iris-versicolor
+63,5.5,3.2,3.5,0.2,Iris-versicolor
+64,6.4,3.3,4.3,2.3,Iris-versicolor
+65,5.7,2.8,5.5,1.0,Iris-setosa
+66,5.7,2.5,4.1,1.7,Iris-versicolor
+67,5.1,2.8,3.8,1.2,Iris-versicolor
+68,6.0,3.8,4.6,1.0,Iris-versicolor
+69,6.7,2.5,5.7,1.4,Iris-virginica
+70,6.0,2.2,4.7,1.5,Iris-versicolor
+71,5.1,3.7,1.5,0.8,Iris-versicolor
+72,6.3,3.9,5.6,2.2,Iris-virginica
+73,4.3,3.0,1.4,0.2,Iris-setosa
+74,5.9,3.4,1.7,0.2,Iris-setosa
+75,6.2,3.4,5.9,2.3,Iris-virginica
+76,5.7,2.8,4.9,1.6,Iris-versicolor
+77,4.8,3.9,1.4,0.2,Iris-setosa
+78,5.0,3.7,1.0,0.2,Iris-setosa
+79,5.1,3.0,5.2,0.2,Iris-setosa
+80,6.4,3.7,4.9,0.3,Iris-versicolor
+81,6.6,2.7,4.0,1.3,Iris-versicolor
+82,5.1,3.2,4.8,0.3,Iris-versicolor
+83,5.4,2.7,1.5,1.4,Iris-setosa
+84,6.7,3.4,5.6,2.3,Iris-versicolor
+85,6.1,3.5,1.6,0.2,Iris-virginica
+86,6.7,2.5,5.2,1.3,Iris-virginica
+87,7.7,3.8,3.7,1.3,Iris-virginica
+88,6.4,3.2,5.1,2.6,Iris-versicolor
+89,5.0,2.3,1.2,1.2,Iris-setosa
+90,5.0,3.9,1.5,0.2,Iris-setosa
+91,6.5,2.8,4.9,1.8,Iris-virginica
+92,6.6,3.9,4.5,0.2,Iris-versicolor
+93,5.7,2.2,4.8,1.3,Iris-versicolor
+94,5.1,2.0,4.0,1.6,Iris-versicolor
+95,6.1,3.2,4.5,2.8,Iris-versicolor
+96,6.3,3.2,5.6,2.8,Iris-virginica
+97,6.1,2.8,4.3,1.4,Iris-versicolor
+98,6.1,3.0,4.3,1.5,Iris-versicolor
+99,6.5,3.2,4.6,1.3,Iris-virginica
+100,6.5,2.7,4.6,2.5,Iris-versicolor
+101,6.1,3.3,5.1,2.5,Iris-virginica
+102,6.7,2.8,4.7,1.3,Iris-versicolor
+103,6.1,2.1,4.6,1.3,Iris-versicolor
+104,4.6,3.4,1.1,0.2,Iris-setosa
+105,6.8,3.3,5.6,2.3,Iris-virginica
+106,6.3,2.5,5.1,1.0,Iris-virginica
+107,6.8,3.8,5.7,2.5,Iris-virginica
+108,6.1,3.8,4.6,2.4,Iris-versicolor
+109,4.7,3.8,4.9,0.2,Iris-versicolor
+110,5.0,2.7,1.4,1.1,Iris-versicolor
+111,5.9,3.4,1.5,0.2,Iris-setosa
+112,5.6,3.0,1.4,0.2,Iris-setosa
+113,6.1,3.2,5.0,1.0,Iris-virginica
+114,6.5,2.3,4.9,1.3,Iris-versicolor
+115,5.7,2.8,3.8,1.3,Iris-setosa
+116,4.9,2.4,1.4,1.2,Iris-setosa
+117,5.1,3.0,5.7,0.2,Iris-versicolor
+118,6.0,2.9,5.8,1.8,Iris-versicolor
+119,6.7,2.9,4.4,1.8,Iris-versicolor
diff --git a/iris/realtabformer/1_2/2/test.csv b/iris/realtabformer/1_2/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/2/train.csv b/iris/realtabformer/1_2/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/2/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
+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
+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
+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/1_2/2/val.csv b/iris/realtabformer/1_2/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/20/synth.csv b/iris/realtabformer/1_2/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9c5dd092701946910ab9926095f3b5f6b7d1bccf
--- /dev/null
+++ b/iris/realtabformer/1_2/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3,2.1,4.3,1.3,Iris-virginica
+1,5.1,3.4,1.5,0.2,Iris-setosa
+2,5.7,2.8,4.9,1.5,Iris-versicolor
+3,5.0,3.1,1.6,0.7,Iris-setosa
+4,7.8,2.5,5.9,1.7,Iris-virginica
+5,6.2,3.9,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.8,0.2,Iris-setosa
+7,6.5,2.8,5.6,1.7,Iris-virginica
+8,4.8,2.7,4.8,1.3,Iris-versicolor
+9,5.1,3.7,1.9,0.4,Iris-setosa
+10,5.9,3.7,1.0,0.2,Iris-setosa
+11,5.7,3.4,1.5,0.2,Iris-setosa
+12,5.7,2.8,1.6,1.2,Iris-versicolor
+13,5.6,3.3,1.9,0.2,Iris-setosa
+14,4.7,3.4,1.3,0.2,Iris-setosa
+15,5.1,3.3,1.3,1.2,Iris-setosa
+16,4.5,2.8,4.5,1.5,Iris-versicolor
+17,6.0,2.0,5.7,1.6,Iris-virginica
+18,5.9,3.4,1.9,0.3,Iris-setosa
+19,6.3,3.4,5.9,1.3,Iris-virginica
+20,5.6,3.6,1.5,0.2,Iris-setosa
+21,5.5,2.7,1.9,1.5,Iris-virginica
+22,6.3,2.9,5.3,1.3,Iris-versicolor
+23,5.0,3.4,1.4,0.2,Iris-setosa
+24,4.7,3.6,1.4,0.3,Iris-setosa
+25,5.5,3.7,1.7,0.2,Iris-setosa
+26,5.7,2.8,4.7,1.2,Iris-versicolor
+27,5.7,3.8,4.5,1.3,Iris-versicolor
+28,5.5,2.8,4.6,1.3,Iris-versicolor
+29,5.0,3.7,1.4,0.2,Iris-setosa
+30,5.1,3.0,1.2,0.2,Iris-setosa
+31,5.4,3.4,1.0,0.5,Iris-setosa
+32,6.0,3.2,4.9,2.5,Iris-versicolor
+33,4.8,3.1,1.3,0.2,Iris-setosa
+34,6.1,2.3,1.4,1.0,Iris-virginica
+35,6.3,2.8,6.4,1.3,Iris-virginica
+36,6.1,2.5,5.9,1.5,Iris-virginica
+37,6.1,3.0,5.7,1.5,Iris-virginica
+38,6.7,2.9,4.7,1.4,Iris-versicolor
+39,6.7,2.0,4.8,1.3,Iris-versicolor
+40,4.4,3.4,1.5,0.3,Iris-setosa
+41,5.4,3.5,4.4,0.2,Iris-versicolor
+42,5.7,3.3,1.5,0.2,Iris-setosa
+43,5.0,2.5,1.6,1.3,Iris-versicolor
+44,5.0,3.2,1.4,0.2,Iris-setosa
+45,5.1,2.2,1.1,1.3,Iris-versicolor
+46,5.7,2.9,4.7,1.5,Iris-versicolor
+47,6.1,2.8,4.4,1.8,Iris-versicolor
+48,5.1,2.8,4.0,1.2,Iris-versicolor
+49,7.9,3.3,1.7,1.1,Iris-versicolor
+50,7.3,2.5,6.8,1.3,Iris-virginica
+51,5.6,2.8,1.0,1.2,Iris-setosa
+52,6.0,3.4,5.3,1.2,Iris-virginica
+53,6.1,3.3,4.1,1.3,Iris-versicolor
+54,5.7,2.3,1.6,1.3,Iris-setosa
+55,6.7,2.0,4.9,1.3,Iris-versicolor
+56,6.9,3.9,4.6,2.0,Iris-versicolor
+57,4.9,3.1,1.5,0.2,Iris-setosa
+58,5.0,3.3,1.6,0.2,Iris-setosa
+59,6.3,2.7,4.0,1.4,Iris-versicolor
+60,6.7,3.0,5.9,2.9,Iris-virginica
+61,6.0,3.3,5.1,1.8,Iris-virginica
+62,6.9,2.8,5.1,1.9,Iris-virginica
+63,6.1,3.4,3.6,1.8,Iris-virginica
+64,6.3,2.9,5.7,1.2,Iris-virginica
+65,5.7,3.2,4.9,0.2,Iris-versicolor
+66,6.5,2.9,4.6,1.3,Iris-virginica
+67,6.7,3.0,1.5,2.4,Iris-virginica
+68,6.9,3.9,4.0,2.1,Iris-versicolor
+69,6.3,3.0,5.2,2.0,Iris-virginica
+70,5.9,3.4,3.2,0.5,Iris-versicolor
+71,5.5,3.2,1.4,0.2,Iris-setosa
+72,4.7,2.3,1.6,1.3,Iris-versicolor
+73,6.8,2.9,4.9,1.5,Iris-versicolor
+74,5.6,3.0,4.5,1.0,Iris-versicolor
+75,4.8,3.0,6.4,0.3,Iris-setosa
+76,6.3,2.5,5.1,1.4,Iris-virginica
+77,7.1,3.0,4.9,1.6,Iris-versicolor
+78,5.1,3.3,1.7,0.2,Iris-versicolor
+79,5.5,2.4,4.5,1.3,Iris-versicolor
+80,6.4,3.0,5.5,2.1,Iris-virginica
+81,5.4,3.7,1.5,0.3,Iris-versicolor
+82,5.4,2.7,5.4,1.2,Iris-versicolor
+83,7.3,3.4,5.1,2.4,Iris-setosa
+84,6.1,3.4,5.5,2.3,Iris-virginica
+85,6.4,2.8,1.1,1.8,Iris-virginica
+86,5.1,3.6,1.1,0.2,Iris-versicolor
+87,7.1,2.3,4.4,1.2,Iris-versicolor
+88,5.1,3.4,4.1,2.2,Iris-versicolor
+89,5.7,3.4,1.0,0.2,Iris-setosa
+90,6.6,3.0,5.1,2.4,Iris-virginica
+91,5.4,3.7,1.5,0.5,Iris-setosa
+92,4.4,2.7,3.9,1.4,Iris-setosa
+93,5.0,2.4,4.7,1.2,Iris-versicolor
+94,6.1,2.3,4.8,1.4,Iris-versicolor
+95,5.7,2.7,6.6,1.3,Iris-setosa
+96,6.7,2.9,4.2,1.3,Iris-versicolor
+97,6.1,3.8,4.1,1.3,Iris-virginica
+98,6.7,3.8,4.0,1.5,Iris-virginica
+99,4.6,3.2,1.3,0.2,Iris-setosa
+100,5.1,3.1,1.9,0.3,Iris-setosa
+101,6.0,2.5,5.5,1.0,Iris-virginica
+102,5.1,3.8,1.7,2.2,Iris-versicolor
+103,6.7,3.9,4.3,2.4,Iris-versicolor
+104,6.8,2.9,4.9,1.8,Iris-versicolor
+105,5.0,3.7,1.2,0.2,Iris-versicolor
+106,6.8,3.0,5.8,1.5,Iris-virginica
+107,6.4,2.8,5.6,1.3,Iris-virginica
+108,6.7,2.8,5.9,1.6,Iris-virginica
+109,6.3,2.9,5.3,1.2,Iris-virginica
+110,5.1,3.8,3.5,0.2,Iris-versicolor
+111,5.4,3.2,1.6,0.1,Iris-setosa
+112,5.6,2.2,4.9,1.5,Iris-versicolor
+113,4.1,3.0,4.5,0.2,Iris-versicolor
+114,6.2,2.8,4.7,1.3,Iris-virginica
+115,6.6,2.8,3.1,1.8,Iris-versicolor
+116,4.0,3.1,1.5,0.2,Iris-setosa
+117,6.1,2.3,4.7,1.3,Iris-versicolor
+118,5.5,2.8,1.5,1.3,Iris-setosa
+119,5.6,2.7,1.0,1.3,Iris-setosa
diff --git a/iris/realtabformer/1_2/20/test.csv b/iris/realtabformer/1_2/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/20/train.csv b/iris/realtabformer/1_2/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/20/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
+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
+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
+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/1_2/20/val.csv b/iris/realtabformer/1_2/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/21/synth.csv b/iris/realtabformer/1_2/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..362b4aa50c2180f167a716029642b2aad448e312
--- /dev/null
+++ b/iris/realtabformer/1_2/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.1,2.8,1.9,1.3,Iris-virginica
+1,5.1,2.5,4.5,1.5,Iris-virginica
+2,5.8,2.5,3.4,1.2,Iris-setosa
+3,5.1,2.7,1.8,1.2,Iris-virginica
+4,4.7,2.1,4.7,1.5,Iris-versicolor
+5,6.1,3.4,1.3,2.8,Iris-virginica
+6,6.8,2.8,5.2,1.8,Iris-virginica
+7,6.3,3.4,5.9,1.5,Iris-virginica
+8,6.7,2.2,4.6,1.6,Iris-versicolor
+9,6.1,3.0,5.9,2.4,Iris-virginica
+10,5.1,2.4,3.3,1.0,Iris-setosa
+11,7.5,2.8,3.6,1.5,Iris-versicolor
+12,6.0,2.8,4.2,1.2,Iris-versicolor
+13,5.6,2.8,4.7,1.2,Iris-versicolor
+14,5.7,3.7,3.4,2.5,Iris-setosa
+15,6.3,2.5,5.8,1.4,Iris-virginica
+16,6.0,2.9,5.7,1.4,Iris-virginica
+17,4.3,3.1,1.9,0.5,Iris-virginica
+18,6.3,2.9,4.7,1.8,Iris-versicolor
+19,5.1,2.7,5.4,1.3,Iris-setosa
+20,6.6,3.9,4.6,2.2,Iris-versicolor
+21,4.7,3.3,1.2,0.2,Iris-setosa
+22,6.7,2.8,4.9,1.5,Iris-versicolor
+23,6.1,3.9,4.5,1.3,Iris-versicolor
+24,6.9,3.6,5.7,2.4,Iris-virginica
+25,5.4,2.8,4.9,1.3,Iris-versicolor
+26,6.5,3.1,5.9,0.2,Iris-virginica
+27,5.0,3.9,4.4,0.2,Iris-versicolor
+28,5.5,3.8,4.5,1.3,Iris-versicolor
+29,6.1,3.2,4.9,1.3,Iris-versicolor
+30,6.8,3.8,4.7,2.2,Iris-versicolor
+31,7.0,3.6,1.7,1.8,Iris-virginica
+32,7.7,3.8,5.3,2.2,Iris-virginica
+33,6.7,2.9,4.7,1.0,Iris-versicolor
+34,5.1,2.4,4.5,1.3,Iris-versicolor
+35,5.7,2.8,1.5,1.5,Iris-setosa
+36,6.0,2.8,4.5,1.8,Iris-versicolor
+37,6.7,2.0,4.7,0.0,Iris-versicolor
+38,5.5,3.1,1.3,0.2,Iris-setosa
+39,5.6,3.5,1.5,0.1,Iris-setosa
+40,4.8,2.9,1.4,0.2,Iris-setosa
+41,5.1,3.4,1.5,0.1,Iris-setosa
+42,5.3,3.4,3.5,0.2,Iris-setosa
+43,6.0,2.8,5.7,1.5,Iris-virginica
+44,5.0,3.9,4.0,1.3,Iris-versicolor
+45,6.6,2.9,4.4,1.4,Iris-virginica
+46,6.2,2.9,4.7,1.3,Iris-versicolor
+47,6.7,2.3,5.0,1.3,Iris-virginica
+48,6.1,3.0,4.0,1.5,Iris-versicolor
+49,6.0,2.9,4.4,1.2,Iris-versicolor
+50,6.5,2.9,5.3,1.6,Iris-virginica
+51,5.1,2.8,3.7,1.8,Iris-versicolor
+52,4.4,3.1,1.5,0.1,Iris-setosa
+53,5.0,3.4,1.0,0.2,Iris-setosa
+54,7.9,3.8,5.5,2.5,Iris-virginica
+55,5.1,2.7,1.1,1.3,Iris-setosa
+56,5.7,2.9,4.4,1.3,Iris-versicolor
+57,6.7,3.8,4.7,2.3,Iris-virginica
+58,4.6,3.0,1.8,0.2,Iris-setosa
+59,4.6,3.0,5.5,0.2,Iris-setosa
+60,6.0,2.9,5.6,1.4,Iris-versicolor
+61,5.1,3.3,1.1,0.4,Iris-setosa
+62,6.4,3.0,4.5,2.0,Iris-versicolor
+63,5.0,3.4,1.6,0.2,Iris-virginica
+64,6.1,2.5,4.9,1.4,Iris-versicolor
+65,4.6,3.1,1.4,0.2,Iris-setosa
+66,6.3,3.3,4.6,1.2,Iris-versicolor
+67,5.9,3.3,1.1,0.2,Iris-virginica
+68,5.8,3.0,5.5,0.6,Iris-setosa
+69,6.8,2.9,4.1,1.6,Iris-versicolor
+70,5.0,2.6,4.5,1.6,Iris-versicolor
+71,5.6,3.4,1.3,0.8,Iris-setosa
+72,6.0,3.0,5.9,2.0,Iris-virginica
+73,6.1,3.0,5.5,1.3,Iris-virginica
+74,5.5,2.7,4.0,1.4,Iris-versicolor
+75,5.9,2.7,4.5,1.9,Iris-versicolor
+76,6.1,3.8,4.6,1.3,Iris-versicolor
+77,5.1,3.3,1.9,0.1,Iris-versicolor
+78,6.8,2.4,5.1,1.0,Iris-versicolor
+79,5.1,2.2,1.4,1.1,Iris-setosa
+80,6.0,3.2,5.7,2.3,Iris-versicolor
+81,5.0,3.2,1.3,1.2,Iris-setosa
+82,5.1,2.3,4.6,1.3,Iris-versicolor
+83,5.9,2.2,1.5,0.2,Iris-setosa
+84,5.0,3.4,4.4,2.0,Iris-versicolor
+85,6.1,3.2,3.1,0.2,Iris-virginica
+86,6.7,2.9,5.6,1.3,Iris-versicolor
+87,6.7,2.5,4.7,1.4,Iris-versicolor
+88,6.1,3.3,4.7,2.3,Iris-versicolor
+89,5.7,2.3,4.7,1.5,Iris-versicolor
+90,6.1,3.4,4.3,2.4,Iris-versicolor
+91,4.6,3.9,1.4,0.2,Iris-setosa
+92,6.7,3.9,5.6,2.8,Iris-virginica
+93,6.9,3.0,5.7,2.3,Iris-virginica
+94,6.0,2.5,4.4,1.8,Iris-versicolor
+95,5.4,2.1,1.7,1.2,Iris-setosa
+96,5.7,3.4,1.5,0.2,Iris-setosa
+97,4.1,3.1,1.5,0.2,Iris-setosa
+98,4.6,3.0,1.4,0.2,Iris-setosa
+99,5.2,2.5,4.4,1.8,Iris-versicolor
+100,6.0,2.7,4.6,1.8,Iris-virginica
+101,4.6,3.0,1.9,0.2,Iris-setosa
+102,5.7,2.5,4.5,1.4,Iris-versicolor
+103,6.7,3.4,5.0,1.3,Iris-versicolor
+104,5.1,2.8,4.5,1.3,Iris-versicolor
+105,5.1,2.3,1.0,1.2,Iris-versicolor
+106,6.1,3.2,4.7,1.5,Iris-versicolor
+107,6.1,2.9,5.7,1.5,Iris-versicolor
+108,5.5,3.2,1.4,0.2,Iris-setosa
+109,4.7,3.4,1.4,0.2,Iris-setosa
+110,7.6,3.0,4.7,2.2,Iris-versicolor
+111,5.1,2.3,1.4,1.3,Iris-versicolor
+112,5.4,3.3,4.0,0.2,Iris-versicolor
+113,6.9,3.1,5.6,2.2,Iris-virginica
+114,5.1,3.4,1.1,0.4,Iris-setosa
+115,4.8,3.2,4.6,0.2,Iris-versicolor
+116,4.8,3.3,1.0,1.2,Iris-setosa
+117,5.1,3.4,1.5,0.2,Iris-setosa
+118,5.9,3.4,1.3,0.2,Iris-setosa
+119,6.8,2.9,4.1,2.1,Iris-versicolor
diff --git a/iris/realtabformer/1_2/21/test.csv b/iris/realtabformer/1_2/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/21/train.csv b/iris/realtabformer/1_2/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/21/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
+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
+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
+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/1_2/21/val.csv b/iris/realtabformer/1_2/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/22/synth.csv b/iris/realtabformer/1_2/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..22e2ce66b02203e5d8854ae10e2e6e3bceab94da
--- /dev/null
+++ b/iris/realtabformer/1_2/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.0,3.0,4.9,1.8,Iris-versicolor
+1,6.0,3.8,4.7,1.3,Iris-versicolor
+2,5.5,2.7,1.9,1.2,Iris-setosa
+3,6.7,2.2,5.8,1.8,Iris-virginica
+4,6.1,2.0,4.7,1.3,Iris-versicolor
+5,4.2,3.4,1.4,0.2,Iris-setosa
+6,6.5,3.8,4.6,2.3,Iris-versicolor
+7,6.3,3.7,5.7,2.3,Iris-virginica
+8,6.7,3.2,3.7,1.4,Iris-virginica
+9,6.1,2.9,1.9,1.5,Iris-virginica
+10,5.4,3.8,4.6,0.2,Iris-versicolor
+11,5.0,3.1,1.4,1.2,Iris-setosa
+12,6.5,2.4,4.6,1.8,Iris-versicolor
+13,5.7,3.1,1.0,0.2,Iris-setosa
+14,6.6,2.9,5.9,1.6,Iris-virginica
+15,5.0,3.9,4.9,0.2,Iris-setosa
+16,6.0,2.3,4.5,1.3,Iris-versicolor
+17,4.8,3.4,1.5,0.5,Iris-setosa
+18,5.6,2.3,4.0,1.4,Iris-versicolor
+19,6.0,3.7,5.9,1.8,Iris-versicolor
+20,6.1,3.3,5.7,2.3,Iris-virginica
+21,5.1,3.9,4.5,0.2,Iris-versicolor
+22,6.2,3.9,4.4,2.6,Iris-versicolor
+23,5.5,3.7,4.9,1.2,Iris-versicolor
+24,6.0,2.9,4.0,1.8,Iris-versicolor
+25,4.6,2.1,1.9,0.1,Iris-setosa
+26,4.6,2.8,1.3,0.3,Iris-setosa
+27,5.0,2.5,1.8,1.3,Iris-versicolor
+28,6.0,3.0,5.7,2.2,Iris-virginica
+29,6.4,2.8,4.6,1.1,Iris-versicolor
+30,5.0,2.5,3.5,0.2,Iris-setosa
+31,6.1,2.2,4.7,1.8,Iris-versicolor
+32,6.7,2.9,4.1,1.3,Iris-versicolor
+33,4.9,3.2,1.7,0.3,Iris-setosa
+34,6.7,2.6,4.5,1.3,Iris-versicolor
+35,6.3,3.9,5.5,2.4,Iris-virginica
+36,5.0,2.3,1.9,1.2,Iris-virginica
+37,6.1,3.0,5.0,2.4,Iris-virginica
+38,6.7,2.8,4.0,1.8,Iris-versicolor
+39,6.5,2.7,4.5,1.3,Iris-versicolor
+40,6.7,3.9,5.9,2.3,Iris-virginica
+41,6.0,3.9,4.1,1.1,Iris-versicolor
+42,6.0,2.5,5.7,1.0,Iris-virginica
+43,6.1,2.4,4.7,1.3,Iris-versicolor
+44,4.1,3.4,1.5,0.1,Iris-setosa
+45,7.6,3.8,5.9,1.9,Iris-versicolor
+46,5.7,3.5,4.5,0.2,Iris-versicolor
+47,6.1,2.8,5.9,1.0,Iris-virginica
+48,6.1,2.8,4.0,1.2,Iris-versicolor
+49,5.5,3.4,4.6,1.4,Iris-versicolor
+50,5.1,2.8,4.5,1.2,Iris-versicolor
+51,5.4,2.8,4.4,1.2,Iris-versicolor
+52,6.8,3.0,4.9,1.8,Iris-versicolor
+53,5.1,3.5,1.5,0.2,Iris-setosa
+54,6.0,2.9,5.3,1.5,Iris-versicolor
+55,6.6,3.9,4.3,2.0,Iris-versicolor
+56,5.1,3.6,1.5,0.2,Iris-setosa
+57,6.9,2.8,5.6,1.8,Iris-virginica
+58,4.8,3.0,1.4,0.2,Iris-setosa
+59,6.8,3.0,4.7,2.3,Iris-versicolor
+60,7.8,3.3,4.7,2.5,Iris-virginica
+61,6.1,3.0,4.9,1.5,Iris-versicolor
+62,4.9,3.1,1.5,0.4,Iris-setosa
+63,6.6,2.5,5.0,1.3,Iris-virginica
+64,5.1,3.9,5.5,0.3,Iris-versicolor
+65,4.9,3.0,1.3,0.2,Iris-versicolor
+66,6.1,2.8,4.8,1.6,Iris-versicolor
+67,6.1,3.9,1.5,0.1,Iris-virginica
+68,6.7,3.9,5.7,2.3,Iris-versicolor
+69,6.0,3.9,4.1,1.0,Iris-versicolor
+70,6.0,2.3,5.1,1.4,Iris-versicolor
+71,6.5,3.9,4.1,2.3,Iris-versicolor
+72,5.7,2.7,1.0,1.3,Iris-versicolor
+73,6.1,2.8,5.7,1.5,Iris-virginica
+74,6.9,3.0,4.7,2.3,Iris-versicolor
+75,4.1,3.6,1.7,0.3,Iris-virginica
+76,4.9,3.4,1.7,0.2,Iris-setosa
+77,7.7,2.2,5.7,1.8,Iris-versicolor
+78,6.1,3.0,4.9,1.3,Iris-versicolor
+79,6.0,3.2,5.3,2.0,Iris-virginica
+80,6.3,3.2,4.5,1.1,Iris-virginica
+81,5.9,3.8,4.5,1.5,Iris-versicolor
+82,5.5,3.6,4.1,1.2,Iris-versicolor
+83,5.1,2.9,1.9,1.2,Iris-setosa
+84,6.2,2.9,4.6,1.3,Iris-versicolor
+85,6.5,3.1,5.5,2.8,Iris-virginica
+86,6.7,2.8,4.6,1.5,Iris-versicolor
+87,4.4,3.3,1.5,0.2,Iris-setosa
+88,7.5,3.2,4.9,2.3,Iris-versicolor
+89,5.9,3.4,1.3,0.2,Iris-setosa
+90,4.4,3.1,1.5,0.1,Iris-setosa
+91,5.7,3.0,1.8,0.2,Iris-setosa
+92,5.3,3.5,4.5,0.8,Iris-versicolor
+93,6.6,2.8,5.9,1.4,Iris-versicolor
+94,4.7,3.4,1.5,0.1,Iris-setosa
+95,5.5,2.1,6.6,1.8,Iris-versicolor
+96,6.7,2.9,4.7,1.8,Iris-versicolor
+97,4.9,2.7,1.5,1.3,Iris-setosa
+98,5.5,2.4,4.5,1.5,Iris-versicolor
+99,6.4,2.2,5.5,1.3,Iris-virginica
+100,7.9,2.8,5.2,1.6,Iris-virginica
+101,6.3,3.3,5.0,2.3,Iris-virginica
+102,6.6,2.3,5.6,1.5,Iris-versicolor
+103,5.7,2.3,1.5,1.5,Iris-setosa
+104,5.8,2.2,1.0,1.5,Iris-versicolor
+105,5.1,3.8,5.5,1.3,Iris-versicolor
+106,6.2,3.8,4.7,1.5,Iris-versicolor
+107,6.2,2.9,5.3,1.2,Iris-virginica
+108,5.4,3.2,4.5,1.2,Iris-versicolor
+109,5.6,3.2,5.1,2.1,Iris-setosa
+110,6.1,3.2,4.9,2.4,Iris-virginica
+111,5.5,3.7,1.4,0.3,Iris-setosa
+112,4.8,2.0,1.5,1.5,Iris-setosa
+113,6.8,3.2,3.9,1.1,Iris-versicolor
+114,6.3,3.9,4.3,2.3,Iris-versicolor
+115,7.1,2.8,1.8,1.3,Iris-virginica
+116,6.7,2.3,5.7,1.8,Iris-virginica
+117,5.1,3.2,4.6,0.2,Iris-versicolor
+118,6.5,2.3,4.8,1.8,Iris-versicolor
+119,5.8,3.0,1.7,0.2,Iris-virginica
diff --git a/iris/realtabformer/1_2/22/test.csv b/iris/realtabformer/1_2/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/22/train.csv b/iris/realtabformer/1_2/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/22/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
+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
+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
+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/1_2/22/val.csv b/iris/realtabformer/1_2/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/23/synth.csv b/iris/realtabformer/1_2/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..335d61b4233d0b92396f4a05e2e83040c4d00779
--- /dev/null
+++ b/iris/realtabformer/1_2/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.0,2.2,5.9,1.5,Iris-virginica
+1,4.6,3.2,1.7,0.2,Iris-setosa
+2,4.6,3.4,1.4,0.3,Iris-setosa
+3,5.0,2.0,5.7,1.2,Iris-setosa
+4,4.8,3.0,5.4,0.2,Iris-setosa
+5,6.8,3.2,4.6,1.2,Iris-versicolor
+6,6.9,2.8,4.3,1.2,Iris-versicolor
+7,5.8,2.5,4.9,1.3,Iris-versicolor
+8,4.0,3.7,1.0,0.2,Iris-setosa
+9,5.9,3.5,1.5,1.0,Iris-versicolor
+10,4.9,3.0,1.5,0.2,Iris-setosa
+11,4.7,2.3,4.3,1.3,Iris-versicolor
+12,4.8,2.0,1.5,1.2,Iris-setosa
+13,6.0,3.2,5.6,2.4,Iris-virginica
+14,4.6,3.4,1.4,0.2,Iris-setosa
+15,5.1,2.9,1.8,1.3,Iris-versicolor
+16,5.1,3.0,1.5,0.2,Iris-setosa
+17,6.0,3.2,5.6,2.3,Iris-virginica
+18,5.5,2.8,4.5,1.4,Iris-versicolor
+19,6.5,3.9,4.2,2.1,Iris-versicolor
+20,6.1,2.8,4.5,1.3,Iris-versicolor
+21,6.2,2.8,4.6,1.7,Iris-versicolor
+22,6.1,3.6,4.6,2.4,Iris-versicolor
+23,6.2,2.0,4.7,1.1,Iris-versicolor
+24,6.1,3.4,5.4,1.5,Iris-virginica
+25,5.0,2.8,3.7,1.3,Iris-versicolor
+26,6.7,2.3,4.9,1.8,Iris-versicolor
+27,5.7,3.8,4.7,0.3,Iris-versicolor
+28,4.9,3.2,1.7,0.4,Iris-setosa
+29,5.4,2.7,1.1,0.1,Iris-setosa
+30,4.9,3.0,1.1,0.1,Iris-versicolor
+31,6.2,2.9,5.3,1.2,Iris-versicolor
+32,5.1,2.8,3.6,1.0,Iris-versicolor
+33,6.7,3.9,5.5,2.5,Iris-virginica
+34,6.3,2.8,4.1,1.5,Iris-versicolor
+35,5.5,2.3,1.5,1.3,Iris-versicolor
+36,6.1,3.6,4.0,1.3,Iris-virginica
+37,5.5,2.7,4.1,1.3,Iris-versicolor
+38,5.6,2.7,3.4,0.3,Iris-versicolor
+39,6.7,3.5,4.7,2.5,Iris-versicolor
+40,6.1,2.2,5.6,1.4,Iris-versicolor
+41,6.0,2.9,5.0,1.5,Iris-virginica
+42,5.0,2.3,4.6,1.3,Iris-versicolor
+43,4.8,3.4,1.5,0.2,Iris-setosa
+44,5.5,3.4,1.0,1.8,Iris-setosa
+45,5.7,3.0,1.5,0.2,Iris-setosa
+46,5.8,3.2,1.0,1.2,Iris-setosa
+47,6.7,3.7,5.9,2.8,Iris-virginica
+48,6.3,3.0,5.9,2.4,Iris-virginica
+49,6.7,3.2,4.1,2.4,Iris-versicolor
+50,6.1,3.9,1.6,2.4,Iris-setosa
+51,4.4,2.1,5.9,1.5,Iris-setosa
+52,4.6,3.0,1.7,0.2,Iris-setosa
+53,5.0,3.7,3.9,0.2,Iris-versicolor
+54,5.1,2.5,1.6,1.5,Iris-versicolor
+55,5.4,2.5,1.4,0.6,Iris-setosa
+56,5.5,2.5,1.5,1.2,Iris-versicolor
+57,4.7,3.9,1.7,0.2,Iris-setosa
+58,4.6,3.4,1.3,0.2,Iris-versicolor
+59,5.0,2.3,4.5,1.3,Iris-versicolor
+60,5.2,3.4,3.6,0.2,Iris-versicolor
+61,4.7,2.8,1.9,1.2,Iris-setosa
+62,4.9,3.1,1.9,0.2,Iris-setosa
+63,6.3,2.8,5.7,1.5,Iris-virginica
+64,6.6,2.8,4.7,1.6,Iris-versicolor
+65,6.0,4.9,4.9,1.8,Iris-versicolor
+66,5.4,3.4,1.1,0.2,Iris-setosa
+67,6.0,2.2,4.4,1.5,Iris-versicolor
+68,5.5,3.3,1.8,0.5,Iris-setosa
+69,5.7,3.8,4.0,0.2,Iris-versicolor
+70,6.1,2.3,4.1,1.8,Iris-virginica
+71,6.8,3.9,4.1,2.4,Iris-versicolor
+72,6.8,2.9,5.0,2.5,Iris-virginica
+73,6.7,2.8,4.1,1.3,Iris-versicolor
+74,5.7,3.7,5.0,0.2,Iris-versicolor
+75,5.0,2.2,4.0,1.3,Iris-versicolor
+76,6.1,3.0,5.6,2.2,Iris-setosa
+77,6.5,2.9,5.9,1.8,Iris-virginica
+78,5.7,3.4,5.5,0.2,Iris-setosa
+79,5.1,3.0,1.7,0.3,Iris-setosa
+80,6.1,2.8,4.9,1.5,Iris-versicolor
+81,5.1,2.8,4.0,1.3,Iris-versicolor
+82,6.8,2.2,5.7,1.2,Iris-virginica
+83,6.1,3.8,1.3,2.5,Iris-virginica
+84,6.4,3.0,5.9,1.4,Iris-virginica
+85,4.1,2.1,1.7,1.1,Iris-setosa
+86,6.1,3.8,5.3,1.1,Iris-versicolor
+87,5.6,3.7,1.1,0.3,Iris-setosa
+88,6.0,2.9,4.9,1.8,Iris-versicolor
+89,6.1,3.1,4.6,2.2,Iris-versicolor
+90,5.1,2.2,1.5,0.2,Iris-setosa
+91,5.1,3.2,1.5,0.5,Iris-setosa
+92,5.0,3.2,5.5,0.4,Iris-setosa
+93,5.5,2.9,4.4,1.3,Iris-versicolor
+94,4.6,3.0,1.4,0.2,Iris-setosa
+95,5.5,3.5,4.8,1.4,Iris-versicolor
+96,5.7,3.5,4.0,1.3,Iris-versicolor
+97,5.0,2.5,3.5,0.2,Iris-versicolor
+98,5.1,2.8,4.5,1.4,Iris-versicolor
+99,5.1,2.5,4.1,1.3,Iris-versicolor
+100,4.8,3.4,1.3,0.1,Iris-setosa
+101,6.9,3.2,4.7,1.3,Iris-versicolor
+102,6.2,3.9,5.6,2.1,Iris-virginica
+103,6.1,3.0,1.9,2.1,Iris-virginica
+104,5.7,3.1,1.0,0.2,Iris-versicolor
+105,6.7,3.5,4.0,2.3,Iris-versicolor
+106,6.3,3.3,4.6,1.1,Iris-versicolor
+107,7.2,2.8,4.6,1.0,Iris-versicolor
+108,6.7,3.2,5.9,2.3,Iris-versicolor
+109,6.1,3.3,4.8,1.3,Iris-versicolor
+110,4.8,2.0,4.0,1.3,Iris-versicolor
+111,6.1,3.4,4.4,1.6,Iris-versicolor
+112,5.1,2.5,5.7,1.8,Iris-versicolor
+113,6.1,2.1,1.6,1.2,Iris-virginica
+114,5.6,3.4,3.5,0.2,Iris-versicolor
+115,5.8,2.8,4.4,1.8,Iris-versicolor
+116,6.4,3.0,4.7,1.8,Iris-virginica
+117,5.0,3.4,3.5,0.2,Iris-versicolor
+118,4.9,3.1,1.9,0.2,Iris-setosa
+119,5.0,2.7,3.7,1.2,Iris-versicolor
diff --git a/iris/realtabformer/1_2/23/test.csv b/iris/realtabformer/1_2/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/23/train.csv b/iris/realtabformer/1_2/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/23/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
+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
+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
+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/1_2/23/val.csv b/iris/realtabformer/1_2/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/24/synth.csv b/iris/realtabformer/1_2/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ac74b05ae34a143a9cef085091707ff62f842384
--- /dev/null
+++ b/iris/realtabformer/1_2/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,3.4,1.2,0.2,Iris-setosa
+1,6.0,3.8,4.6,1.5,Iris-versicolor
+2,4.9,3.7,4.5,0.5,Iris-versicolor
+3,5.4,3.7,1.4,0.2,Iris-setosa
+4,6.1,3.0,5.9,2.2,Iris-virginica
+5,5.1,3.7,4.3,0.2,Iris-versicolor
+6,6.3,3.0,4.9,2.5,Iris-versicolor
+7,4.6,2.3,1.7,1.5,Iris-setosa
+8,6.0,3.1,5.5,1.6,Iris-versicolor
+9,6.7,2.2,5.2,1.3,Iris-virginica
+10,6.1,2.8,4.5,1.3,Iris-versicolor
+11,6.6,3.3,4.1,1.4,Iris-versicolor
+12,4.8,2.3,1.5,1.3,Iris-setosa
+13,5.5,2.7,4.5,1.2,Iris-versicolor
+14,6.0,3.8,5.8,2.3,Iris-virginica
+15,6.6,3.0,5.5,2.8,Iris-virginica
+16,5.4,3.7,1.0,0.5,Iris-setosa
+17,6.4,3.3,4.6,2.4,Iris-versicolor
+18,5.5,3.2,1.5,0.2,Iris-setosa
+19,5.7,2.5,1.8,1.8,Iris-setosa
+20,6.7,3.3,5.7,2.3,Iris-virginica
+21,5.0,3.3,4.5,0.2,Iris-versicolor
+22,5.7,3.8,1.0,0.2,Iris-setosa
+23,5.7,3.2,6.0,1.4,Iris-setosa
+24,4.9,3.4,1.6,0.2,Iris-setosa
+25,6.3,3.0,5.9,2.4,Iris-versicolor
+26,6.1,3.9,4.3,1.4,Iris-versicolor
+27,5.1,2.7,3.7,1.1,Iris-versicolor
+28,5.0,2.2,4.5,1.2,Iris-versicolor
+29,6.1,3.0,4.6,1.4,Iris-versicolor
+30,4.1,2.3,4.5,1.2,Iris-versicolor
+31,6.2,2.2,4.7,1.8,Iris-versicolor
+32,5.7,3.4,1.4,0.2,Iris-versicolor
+33,5.0,3.0,1.0,0.6,Iris-setosa
+34,6.5,2.9,4.9,1.3,Iris-versicolor
+35,5.1,2.8,1.1,1.2,Iris-setosa
+36,6.3,2.6,5.9,1.8,Iris-virginica
+37,6.4,2.3,4.9,1.3,Iris-versicolor
+38,6.1,3.8,4.6,2.6,Iris-versicolor
+39,5.7,3.5,1.4,0.3,Iris-setosa
+40,5.1,3.2,3.6,1.1,Iris-versicolor
+41,4.6,3.2,1.3,0.2,Iris-setosa
+42,5.0,2.3,5.5,1.4,Iris-virginica
+43,5.6,3.8,3.7,1.1,Iris-versicolor
+44,6.9,3.2,5.0,2.3,Iris-virginica
+45,6.0,2.9,4.9,1.8,Iris-versicolor
+46,6.1,3.6,4.2,1.3,Iris-versicolor
+47,5.8,3.8,1.6,0.1,Iris-setosa
+48,4.8,3.4,4.6,0.3,Iris-versicolor
+49,6.8,2.8,4.4,1.8,Iris-versicolor
+50,6.5,3.0,5.0,1.2,Iris-virginica
+51,5.7,2.7,5.8,1.2,Iris-versicolor
+52,5.8,3.4,1.9,0.2,Iris-setosa
+53,4.9,3.4,1.4,0.2,Iris-setosa
+54,6.6,2.8,3.9,1.8,Iris-versicolor
+55,5.5,3.7,5.5,0.2,Iris-versicolor
+56,5.7,2.8,3.0,1.3,Iris-versicolor
+57,6.9,3.9,5.9,1.2,Iris-virginica
+58,5.6,3.7,1.5,0.4,Iris-setosa
+59,5.4,2.8,4.0,1.2,Iris-versicolor
+60,6.3,2.5,4.4,1.3,Iris-versicolor
+61,4.1,3.4,1.6,0.5,Iris-setosa
+62,4.8,3.0,5.5,0.1,Iris-setosa
+63,6.3,2.3,4.7,1.3,Iris-versicolor
+64,4.7,3.1,1.7,0.3,Iris-virginica
+65,6.7,3.7,5.0,1.2,Iris-virginica
+66,6.1,2.0,4.7,1.8,Iris-versicolor
+67,5.0,2.8,4.1,1.2,Iris-versicolor
+68,6.6,2.8,4.8,1.3,Iris-versicolor
+69,6.4,3.5,4.5,2.9,Iris-versicolor
+70,6.4,3.3,5.6,1.5,Iris-virginica
+71,5.4,3.6,1.0,0.3,Iris-setosa
+72,6.1,3.4,4.6,2.9,Iris-versicolor
+73,6.4,3.8,5.7,2.0,Iris-virginica
+74,5.0,3.7,1.3,0.2,Iris-setosa
+75,4.8,3.2,4.6,0.1,Iris-versicolor
+76,4.5,3.1,1.5,0.1,Iris-setosa
+77,6.9,2.5,4.1,1.5,Iris-versicolor
+78,4.9,2.4,1.9,0.5,Iris-setosa
+79,5.1,3.0,1.0,0.2,Iris-setosa
+80,6.5,3.5,5.5,1.6,Iris-virginica
+81,5.0,3.7,4.4,0.3,Iris-versicolor
+82,6.5,2.9,4.7,1.3,Iris-versicolor
+83,5.4,2.4,1.5,1.1,Iris-versicolor
+84,4.8,3.2,1.5,0.8,Iris-setosa
+85,6.7,3.8,5.6,2.3,Iris-virginica
+86,5.0,3.3,1.0,0.8,Iris-setosa
+87,5.5,3.4,4.9,0.2,Iris-versicolor
+88,6.8,2.2,5.1,2.0,Iris-virginica
+89,4.9,3.0,1.5,0.2,Iris-setosa
+90,5.7,2.8,4.0,1.8,Iris-versicolor
+91,6.8,3.0,5.0,2.8,Iris-virginica
+92,6.7,2.9,5.8,2.0,Iris-virginica
+93,6.3,3.8,5.7,1.2,Iris-virginica
+94,4.9,3.4,1.4,0.8,Iris-virginica
+95,4.9,3.5,4.7,1.8,Iris-virginica
+96,7.1,3.4,4.5,1.3,Iris-versicolor
+97,6.3,2.8,4.9,1.0,Iris-versicolor
+98,5.5,3.4,1.0,0.2,Iris-setosa
+99,6.8,3.0,4.7,1.0,Iris-virginica
+100,5.0,3.4,3.5,0.1,Iris-versicolor
+101,4.9,3.4,1.3,0.2,Iris-versicolor
+102,5.5,3.4,1.0,1.0,Iris-setosa
+103,6.1,3.0,5.9,2.4,Iris-virginica
+104,5.5,2.8,4.0,1.6,Iris-versicolor
+105,4.7,2.8,1.9,0.2,Iris-setosa
+106,5.9,2.0,1.4,1.2,Iris-versicolor
+107,5.5,2.5,4.7,1.8,Iris-versicolor
+108,5.5,2.5,3.5,1.0,Iris-versicolor
+109,7.9,3.8,4.9,2.6,Iris-virginica
+110,4.5,3.2,1.6,0.2,Iris-setosa
+111,5.9,3.5,1.4,0.2,Iris-setosa
+112,5.0,3.0,1.6,0.2,Iris-setosa
+113,5.5,3.6,4.5,0.6,Iris-versicolor
+114,4.8,2.8,1.5,1.5,Iris-virginica
+115,5.5,2.8,4.7,1.6,Iris-versicolor
+116,6.0,3.5,5.9,1.9,Iris-virginica
+117,6.1,2.9,4.3,1.3,Iris-versicolor
+118,6.3,3.3,5.9,2.3,Iris-virginica
+119,5.5,2.3,4.5,1.5,Iris-versicolor
diff --git a/iris/realtabformer/1_2/24/test.csv b/iris/realtabformer/1_2/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/24/train.csv b/iris/realtabformer/1_2/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/24/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
+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
+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
+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/1_2/24/val.csv b/iris/realtabformer/1_2/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/25/synth.csv b/iris/realtabformer/1_2/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dfed3d9d7671d391d50faaf084694e571b17a18a
--- /dev/null
+++ b/iris/realtabformer/1_2/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.0,2.9,4.9,1.2,Iris-versicolor
+1,6.0,3.9,4.9,2.3,Iris-versicolor
+2,6.3,2.9,4.8,1.4,Iris-versicolor
+3,6.4,3.4,5.3,1.3,Iris-virginica
+4,6.3,3.9,4.1,2.4,Iris-virginica
+5,6.0,2.9,4.6,1.0,Iris-versicolor
+6,5.0,2.4,4.8,1.2,Iris-versicolor
+7,6.7,3.1,5.5,2.8,Iris-virginica
+8,6.1,2.1,4.6,1.5,Iris-versicolor
+9,6.1,3.5,5.9,2.1,Iris-virginica
+10,5.6,3.4,5.5,2.1,Iris-setosa
+11,6.1,2.1,4.6,1.8,Iris-versicolor
+12,6.6,2.2,5.3,1.3,Iris-virginica
+13,4.6,3.5,1.5,0.7,Iris-setosa
+14,4.5,3.2,1.4,0.2,Iris-setosa
+15,5.0,2.8,4.5,1.2,Iris-versicolor
+16,6.8,3.0,5.6,1.3,Iris-versicolor
+17,5.5,2.8,1.5,1.3,Iris-versicolor
+18,5.6,2.7,4.1,1.3,Iris-versicolor
+19,6.0,3.3,5.6,1.9,Iris-virginica
+20,5.1,2.7,4.5,1.0,Iris-versicolor
+21,4.9,3.0,1.5,0.6,Iris-setosa
+22,6.1,2.2,5.3,1.4,Iris-virginica
+23,5.4,3.9,1.9,0.2,Iris-setosa
+24,6.7,3.8,5.7,2.6,Iris-virginica
+25,6.2,2.4,3.9,1.4,Iris-versicolor
+26,4.9,3.3,1.6,0.2,Iris-setosa
+27,6.9,3.2,5.5,2.5,Iris-virginica
+28,5.7,3.8,4.5,1.3,Iris-versicolor
+29,4.7,2.8,4.5,1.6,Iris-versicolor
+30,6.5,2.3,5.1,2.4,Iris-virginica
+31,6.7,2.3,5.8,1.0,Iris-virginica
+32,7.7,2.3,4.9,1.2,Iris-versicolor
+33,6.0,3.5,4.1,1.4,Iris-versicolor
+34,6.2,2.7,5.9,1.3,Iris-versicolor
+35,6.1,2.7,5.0,1.1,Iris-virginica
+36,6.1,2.0,5.7,1.3,Iris-versicolor
+37,6.5,3.8,5.1,1.0,Iris-virginica
+38,5.9,3.8,1.4,0.3,Iris-setosa
+39,4.7,3.0,1.4,0.4,Iris-virginica
+40,6.1,2.8,4.3,1.5,Iris-versicolor
+41,6.0,3.7,4.7,1.4,Iris-versicolor
+42,6.6,2.1,4.3,1.2,Iris-versicolor
+43,4.2,3.9,1.3,2.3,Iris-setosa
+44,6.1,2.8,4.9,1.3,Iris-versicolor
+45,6.1,2.8,4.3,1.5,Iris-versicolor
+46,5.0,2.2,4.4,1.8,Iris-versicolor
+47,6.1,2.8,4.9,1.2,Iris-versicolor
+48,6.1,2.5,4.5,1.8,Iris-versicolor
+49,6.7,2.7,5.7,1.3,Iris-virginica
+50,4.6,2.4,3.4,0.3,Iris-virginica
+51,5.1,2.2,1.4,1.2,Iris-setosa
+52,6.1,2.8,4.6,1.3,Iris-versicolor
+53,6.8,3.4,5.9,1.3,Iris-virginica
+54,5.9,2.2,1.0,1.5,Iris-setosa
+55,6.0,3.8,4.5,1.2,Iris-versicolor
+56,6.6,3.0,4.1,2.3,Iris-virginica
+57,5.1,3.4,1.1,0.4,Iris-setosa
+58,5.6,3.2,5.9,0.2,Iris-setosa
+59,4.7,3.1,1.7,0.2,Iris-setosa
+60,5.1,2.5,4.5,1.2,Iris-versicolor
+61,6.3,3.4,5.4,2.4,Iris-versicolor
+62,5.4,2.8,5.3,1.3,Iris-setosa
+63,5.1,3.2,1.7,0.2,Iris-setosa
+64,5.0,2.9,3.1,1.2,Iris-versicolor
+65,5.0,3.4,4.9,0.4,Iris-versicolor
+66,7.4,3.1,1.3,2.9,Iris-versicolor
+67,6.3,2.9,4.5,1.4,Iris-versicolor
+68,6.0,3.4,5.6,2.5,Iris-virginica
+69,5.0,3.7,5.6,0.2,Iris-setosa
+70,6.7,2.8,4.9,1.2,Iris-versicolor
+71,5.0,3.9,4.4,0.4,Iris-versicolor
+72,7.1,3.7,5.0,1.3,Iris-virginica
+73,4.6,3.9,1.4,0.2,Iris-setosa
+74,5.0,2.9,4.7,1.2,Iris-versicolor
+75,4.5,3.0,1.5,0.5,Iris-setosa
+76,5.5,3.1,1.5,0.2,Iris-setosa
+77,4.6,2.8,1.4,1.3,Iris-setosa
+78,4.8,2.8,1.8,0.2,Iris-setosa
+79,6.8,3.8,5.7,2.3,Iris-versicolor
+80,4.8,3.8,1.5,0.2,Iris-setosa
+81,5.0,3.9,5.5,0.8,Iris-setosa
+82,4.9,3.9,1.4,0.2,Iris-setosa
+83,6.2,3.8,4.7,2.3,Iris-versicolor
+84,6.1,2.9,4.6,1.5,Iris-versicolor
+85,6.9,3.8,4.7,2.3,Iris-virginica
+86,5.4,2.2,1.9,1.2,Iris-setosa
+87,5.1,3.9,4.5,1.3,Iris-versicolor
+88,5.0,3.2,4.0,1.4,Iris-versicolor
+89,6.3,2.8,5.3,1.8,Iris-virginica
+90,4.7,3.4,1.3,0.1,Iris-setosa
+91,5.5,3.8,4.7,0.3,Iris-versicolor
+92,6.5,2.1,4.9,1.8,Iris-versicolor
+93,6.1,3.3,4.0,1.0,Iris-versicolor
+94,5.1,3.8,1.4,0.3,Iris-setosa
+95,4.7,3.0,1.5,0.7,Iris-setosa
+96,6.7,2.8,5.4,1.3,Iris-virginica
+97,5.1,3.4,1.4,0.2,Iris-setosa
+98,6.0,3.2,5.9,2.4,Iris-virginica
+99,4.9,3.6,5.5,0.2,Iris-virginica
+100,5.1,3.8,1.6,0.2,Iris-setosa
+101,5.6,3.4,1.1,0.3,Iris-versicolor
+102,6.3,2.3,4.3,1.3,Iris-versicolor
+103,4.6,3.4,3.3,0.4,Iris-setosa
+104,4.8,3.0,1.3,0.2,Iris-setosa
+105,4.5,2.0,4.3,1.1,Iris-versicolor
+106,6.3,3.2,1.5,2.8,Iris-virginica
+107,5.8,2.8,4.0,1.3,Iris-versicolor
+108,6.7,2.8,4.3,1.3,Iris-versicolor
+109,6.7,2.6,4.7,1.8,Iris-versicolor
+110,6.2,2.9,4.7,1.8,Iris-versicolor
+111,6.6,2.9,4.9,1.8,Iris-versicolor
+112,4.7,3.4,1.4,0.2,Iris-setosa
+113,4.6,3.4,1.0,0.2,Iris-setosa
+114,4.9,3.0,1.4,0.2,Iris-setosa
+115,5.6,3.0,4.5,0.2,Iris-versicolor
+116,4.9,3.1,1.1,0.2,Iris-setosa
+117,5.1,3.4,1.5,0.2,Iris-setosa
+118,5.1,2.6,5.8,1.3,Iris-setosa
+119,6.4,3.2,5.4,2.8,Iris-virginica
diff --git a/iris/realtabformer/1_2/25/test.csv b/iris/realtabformer/1_2/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/25/train.csv b/iris/realtabformer/1_2/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/25/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
+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
+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
+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/1_2/25/val.csv b/iris/realtabformer/1_2/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/26/synth.csv b/iris/realtabformer/1_2/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f3bb631c70317f278855754e9fd3238b6ce69891
--- /dev/null
+++ b/iris/realtabformer/1_2/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.7,2.2,4.9,1.8,Iris-versicolor
+1,5.0,3.2,4.5,0.1,Iris-versicolor
+2,6.2,2.9,4.5,1.2,Iris-versicolor
+3,5.5,2.7,4.5,1.8,Iris-versicolor
+4,5.5,3.7,5.2,1.2,Iris-versicolor
+5,4.7,3.4,1.6,0.3,Iris-setosa
+6,6.2,3.0,4.5,2.3,Iris-versicolor
+7,6.7,3.3,5.9,2.2,Iris-virginica
+8,6.5,2.2,4.9,1.8,Iris-versicolor
+9,4.6,3.2,1.4,0.0,Iris-setosa
+10,6.6,2.8,4.0,1.3,Iris-versicolor
+11,5.1,2.5,4.9,1.5,Iris-versicolor
+12,5.1,2.7,4.0,1.7,Iris-versicolor
+13,6.1,2.8,4.5,1.6,Iris-versicolor
+14,5.1,2.8,6.6,1.9,Iris-versicolor
+15,6.1,3.8,4.6,2.3,Iris-versicolor
+16,5.3,3.2,1.7,0.5,Iris-setosa
+17,6.7,2.8,5.8,1.3,Iris-virginica
+18,5.1,2.8,4.1,1.5,Iris-versicolor
+19,5.9,2.9,1.6,1.0,Iris-versicolor
+20,4.8,3.1,1.4,0.8,Iris-setosa
+21,5.1,3.0,1.0,0.2,Iris-setosa
+22,6.5,2.8,6.7,1.8,Iris-versicolor
+23,6.7,2.9,4.9,1.8,Iris-versicolor
+24,6.7,2.8,4.7,1.5,Iris-versicolor
+25,6.7,2.9,4.6,1.2,Iris-versicolor
+26,4.9,3.8,1.4,0.2,Iris-setosa
+27,5.9,3.7,1.5,0.3,Iris-setosa
+28,6.0,3.9,1.1,2.5,Iris-versicolor
+29,5.8,2.4,1.8,1.2,Iris-setosa
+30,5.9,3.9,1.7,0.8,Iris-virginica
+31,5.7,2.8,3.5,1.3,Iris-versicolor
+32,5.0,3.6,4.1,0.3,Iris-versicolor
+33,6.7,2.9,4.7,1.3,Iris-versicolor
+34,5.7,3.0,4.5,0.6,Iris-versicolor
+35,6.7,2.8,5.9,2.9,Iris-virginica
+36,4.8,3.1,5.4,0.3,Iris-versicolor
+37,6.3,3.9,4.0,1.5,Iris-versicolor
+38,6.0,2.5,4.6,1.8,Iris-versicolor
+39,5.0,2.8,1.5,1.2,Iris-setosa
+40,7.2,3.0,5.5,0.3,Iris-setosa
+41,4.9,3.9,1.4,0.2,Iris-setosa
+42,6.7,2.2,5.9,1.3,Iris-virginica
+43,6.8,2.7,4.3,1.5,Iris-versicolor
+44,6.3,2.3,5.6,1.2,Iris-virginica
+45,6.0,3.9,4.9,2.4,Iris-versicolor
+46,6.4,3.2,5.7,0.3,Iris-setosa
+47,6.1,2.8,4.3,1.3,Iris-versicolor
+48,6.3,3.0,5.6,2.4,Iris-virginica
+49,5.0,2.9,4.0,1.4,Iris-versicolor
+50,5.4,3.3,1.4,0.2,Iris-setosa
+51,5.7,2.8,3.1,1.3,Iris-versicolor
+52,6.1,2.4,4.5,1.0,Iris-versicolor
+53,6.7,2.9,5.0,1.5,Iris-virginica
+54,5.1,2.6,4.5,1.2,Iris-setosa
+55,4.8,3.4,1.5,0.4,Iris-setosa
+56,5.8,3.4,1.9,0.2,Iris-setosa
+57,5.0,3.0,1.9,0.1,Iris-setosa
+58,6.1,2.3,4.7,1.3,Iris-versicolor
+59,6.1,3.2,5.5,1.3,Iris-virginica
+60,5.1,3.7,1.0,0.3,Iris-versicolor
+61,5.1,2.3,4.0,1.5,Iris-versicolor
+62,6.7,2.9,4.7,1.5,Iris-versicolor
+63,6.1,3.4,1.6,0.4,Iris-virginica
+64,5.7,3.2,1.7,2.3,Iris-setosa
+65,4.9,3.6,1.4,0.3,Iris-setosa
+66,6.1,3.8,4.0,1.4,Iris-versicolor
+67,6.5,3.0,5.1,1.3,Iris-virginica
+68,5.9,3.3,5.7,0.2,Iris-virginica
+69,5.6,2.9,4.4,1.3,Iris-versicolor
+70,6.1,3.9,4.6,1.3,Iris-versicolor
+71,6.2,2.9,4.6,1.6,Iris-versicolor
+72,5.7,3.4,1.5,0.2,Iris-setosa
+73,5.0,3.3,4.6,0.2,Iris-versicolor
+74,5.7,2.8,3.6,1.4,Iris-versicolor
+75,6.0,3.0,4.6,2.2,Iris-versicolor
+76,6.0,2.8,4.1,1.5,Iris-versicolor
+77,5.0,2.5,1.4,1.8,Iris-versicolor
+78,6.7,2.9,5.7,1.3,Iris-versicolor
+79,5.1,2.0,1.7,1.2,Iris-setosa
+80,6.3,2.1,4.9,1.3,Iris-versicolor
+81,5.1,3.0,1.4,0.2,Iris-setosa
+82,5.0,2.1,3.1,1.1,Iris-versicolor
+83,6.3,2.0,1.3,1.4,Iris-virginica
+84,5.7,3.8,1.4,0.2,Iris-setosa
+85,5.7,3.7,4.4,1.4,Iris-versicolor
+86,6.6,3.4,1.0,2.3,Iris-virginica
+87,6.7,2.9,5.6,1.0,Iris-virginica
+88,5.7,3.3,1.5,0.2,Iris-versicolor
+89,5.1,2.7,3.5,1.2,Iris-versicolor
+90,6.1,3.8,4.9,1.3,Iris-versicolor
+91,6.8,2.2,5.4,1.2,Iris-virginica
+92,7.6,3.9,3.9,1.8,Iris-virginica
+93,4.8,3.2,1.7,0.6,Iris-setosa
+94,5.1,3.1,1.4,0.3,Iris-setosa
+95,5.6,3.2,4.4,0.3,Iris-versicolor
+96,6.3,3.2,5.5,2.6,Iris-virginica
+97,6.5,2.9,5.3,1.0,Iris-virginica
+98,5.1,2.2,3.5,1.3,Iris-versicolor
+99,6.3,2.9,4.0,1.2,Iris-versicolor
+100,5.6,2.9,5.4,1.1,Iris-setosa
+101,4.6,3.4,1.5,0.1,Iris-versicolor
+102,4.1,2.8,1.5,0.2,Iris-setosa
+103,5.1,2.8,4.5,1.5,Iris-versicolor
+104,6.7,3.5,5.9,2.4,Iris-virginica
+105,5.0,3.2,5.0,1.4,Iris-versicolor
+106,4.4,3.0,1.3,0.2,Iris-setosa
+107,6.7,2.0,4.9,1.1,Iris-versicolor
+108,5.0,3.7,1.6,0.2,Iris-setosa
+109,5.8,2.9,4.0,1.3,Iris-versicolor
+110,4.6,3.1,1.5,0.2,Iris-setosa
+111,5.2,3.0,5.5,1.3,Iris-setosa
+112,4.4,2.3,1.6,0.2,Iris-setosa
+113,4.6,3.4,1.5,0.2,Iris-setosa
+114,6.5,3.0,5.6,2.3,Iris-virginica
+115,4.7,2.6,5.6,1.2,Iris-setosa
+116,5.1,3.2,1.2,1.6,Iris-setosa
+117,6.7,2.0,4.9,1.3,Iris-versicolor
+118,6.2,3.7,4.7,1.1,Iris-versicolor
+119,6.7,2.5,4.9,1.4,Iris-virginica
diff --git a/iris/realtabformer/1_2/26/test.csv b/iris/realtabformer/1_2/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/26/train.csv b/iris/realtabformer/1_2/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/26/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
+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
+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
+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/1_2/26/val.csv b/iris/realtabformer/1_2/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/27/synth.csv b/iris/realtabformer/1_2/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d9f8ffdf3eb521967654d0d0796b8a4b8d99f682
--- /dev/null
+++ b/iris/realtabformer/1_2/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.7,2.2,5.0,1.8,Iris-virginica
+1,4.4,3.0,1.5,0.2,Iris-setosa
+2,7.7,3.5,4.7,2.2,Iris-versicolor
+3,5.0,3.0,1.6,0.2,Iris-setosa
+4,6.0,3.4,5.6,1.2,Iris-virginica
+5,5.0,2.9,4.5,1.4,Iris-versicolor
+6,4.8,2.0,1.1,0.8,Iris-setosa
+7,5.5,2.7,5.3,1.4,Iris-versicolor
+8,4.8,3.1,4.9,0.3,Iris-versicolor
+9,5.9,3.9,3.7,0.4,Iris-versicolor
+10,5.0,2.7,3.3,1.2,Iris-versicolor
+11,7.2,2.9,4.9,1.7,Iris-virginica
+12,6.7,2.7,5.7,1.1,Iris-virginica
+13,5.1,2.3,1.0,1.4,Iris-versicolor
+14,6.3,3.9,5.8,1.3,Iris-virginica
+15,6.1,2.9,6.0,1.3,Iris-versicolor
+16,5.0,3.3,1.2,0.2,Iris-virginica
+17,5.0,2.0,4.7,1.3,Iris-versicolor
+18,6.2,2.7,1.9,1.5,Iris-virginica
+19,6.1,2.8,5.0,1.1,Iris-virginica
+20,6.3,2.8,4.7,1.1,Iris-versicolor
+21,6.1,2.8,4.3,1.0,Iris-versicolor
+22,6.5,3.0,5.7,2.3,Iris-virginica
+23,7.9,3.0,1.2,2.8,Iris-setosa
+24,5.7,3.3,1.5,0.3,Iris-setosa
+25,6.8,2.3,4.7,1.8,Iris-versicolor
+26,6.4,2.6,5.3,1.2,Iris-versicolor
+27,5.0,3.5,1.0,2.2,Iris-virginica
+28,7.7,3.0,5.5,1.8,Iris-versicolor
+29,6.7,2.3,5.9,1.4,Iris-virginica
+30,5.1,3.4,1.0,1.1,Iris-setosa
+31,6.1,2.5,4.9,1.4,Iris-versicolor
+32,5.9,3.0,5.6,0.2,Iris-setosa
+33,6.7,3.2,4.3,1.0,Iris-versicolor
+34,6.4,2.9,4.0,1.3,Iris-versicolor
+35,6.2,2.8,4.3,1.6,Iris-versicolor
+36,5.1,3.7,4.4,0.1,Iris-versicolor
+37,6.3,3.4,5.3,1.6,Iris-virginica
+38,6.0,3.2,5.9,2.1,Iris-virginica
+39,6.0,3.2,5.7,2.3,Iris-virginica
+40,5.5,2.8,4.8,1.5,Iris-versicolor
+41,5.1,2.8,4.5,1.1,Iris-versicolor
+42,6.7,2.1,5.5,1.6,Iris-versicolor
+43,5.0,2.9,4.5,1.2,Iris-versicolor
+44,4.9,2.0,4.0,1.0,Iris-versicolor
+45,6.0,2.1,5.7,1.5,Iris-versicolor
+46,5.8,2.4,1.0,1.1,Iris-versicolor
+47,6.8,3.8,4.6,2.2,Iris-versicolor
+48,4.1,3.0,5.4,1.3,Iris-setosa
+49,5.1,3.8,1.0,0.2,Iris-setosa
+50,6.1,2.8,4.0,1.4,Iris-versicolor
+51,5.1,2.8,1.9,0.2,Iris-setosa
+52,4.9,3.2,1.5,0.2,Iris-setosa
+53,6.1,2.9,4.0,1.3,Iris-versicolor
+54,5.0,3.9,4.9,0.3,Iris-versicolor
+55,6.7,2.9,4.6,1.2,Iris-versicolor
+56,6.5,2.3,5.1,2.4,Iris-virginica
+57,5.1,2.4,1.1,1.7,Iris-versicolor
+58,6.4,2.9,4.6,1.5,Iris-versicolor
+59,6.9,2.9,4.4,1.1,Iris-versicolor
+60,4.8,3.4,1.5,0.2,Iris-setosa
+61,5.1,2.7,1.7,1.3,Iris-versicolor
+62,5.1,3.5,4.5,1.2,Iris-versicolor
+63,6.5,2.3,4.6,1.3,Iris-versicolor
+64,5.1,3.7,4.5,0.2,Iris-versicolor
+65,4.9,2.1,4.5,1.6,Iris-versicolor
+66,4.3,3.1,1.4,0.1,Iris-setosa
+67,6.7,2.2,5.7,2.3,Iris-virginica
+68,5.4,2.7,3.5,1.0,Iris-versicolor
+69,4.6,3.3,1.0,0.3,Iris-setosa
+70,6.2,2.9,4.5,1.4,Iris-versicolor
+71,6.4,2.9,5.9,1.8,Iris-virginica
+72,6.6,3.9,4.7,2.5,Iris-versicolor
+73,6.1,2.1,4.9,1.4,Iris-versicolor
+74,6.7,3.8,5.7,2.8,Iris-virginica
+75,6.1,3.8,5.7,1.0,Iris-versicolor
+76,6.1,3.7,4.8,1.5,Iris-versicolor
+77,6.7,2.3,4.9,1.8,Iris-versicolor
+78,5.8,2.8,4.6,1.2,Iris-versicolor
+79,6.1,3.0,5.5,1.8,Iris-virginica
+80,5.7,3.4,5.0,2.2,Iris-setosa
+81,6.5,2.8,4.5,1.3,Iris-versicolor
+82,5.4,2.5,1.3,1.4,Iris-virginica
+83,7.7,2.8,4.7,1.2,Iris-versicolor
+84,5.1,2.8,1.6,1.3,Iris-versicolor
+85,6.2,3.3,5.9,2.5,Iris-virginica
+86,6.1,3.3,4.3,1.3,Iris-virginica
+87,6.3,2.9,4.7,1.3,Iris-versicolor
+88,6.3,2.7,5.6,1.4,Iris-virginica
+89,5.5,3.8,5.9,0.8,Iris-setosa
+90,4.6,3.4,1.3,0.2,Iris-setosa
+91,6.1,2.2,5.0,1.3,Iris-virginica
+92,5.6,2.7,3.9,1.4,Iris-versicolor
+93,6.3,3.6,4.6,2.5,Iris-versicolor
+94,7.9,3.8,1.4,2.1,Iris-virginica
+95,5.1,3.6,1.1,0.2,Iris-setosa
+96,6.6,3.7,4.9,2.4,Iris-versicolor
+97,6.0,3.9,5.5,1.8,Iris-versicolor
+98,6.0,3.7,5.9,2.2,Iris-virginica
+99,6.7,2.2,5.5,1.8,Iris-virginica
+100,5.0,2.3,1.6,1.2,Iris-versicolor
+101,5.5,3.4,1.2,0.2,Iris-setosa
+102,6.3,2.8,4.6,2.5,Iris-versicolor
+103,6.2,3.7,5.6,2.8,Iris-virginica
+104,5.8,3.2,1.5,0.2,Iris-setosa
+105,5.1,2.7,4.5,1.3,Iris-versicolor
+106,4.7,3.9,1.6,0.2,Iris-setosa
+107,6.2,2.3,5.9,1.9,Iris-versicolor
+108,6.7,3.9,4.6,2.8,Iris-versicolor
+109,5.4,2.3,4.5,1.5,Iris-versicolor
+110,6.4,2.3,4.5,1.3,Iris-versicolor
+111,5.7,3.2,1.4,0.2,Iris-setosa
+112,6.1,3.5,4.5,1.8,Iris-versicolor
+113,5.1,2.4,4.5,1.3,Iris-versicolor
+114,7.9,3.1,1.9,2.3,Iris-virginica
+115,6.2,2.5,4.9,1.3,Iris-versicolor
+116,6.1,3.7,4.5,2.4,Iris-versicolor
+117,5.4,2.0,1.5,1.8,Iris-versicolor
+118,5.3,2.0,4.5,1.2,Iris-versicolor
+119,4.8,3.0,1.1,0.2,Iris-setosa
diff --git a/iris/realtabformer/1_2/27/test.csv b/iris/realtabformer/1_2/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/27/train.csv b/iris/realtabformer/1_2/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/27/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
+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
+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
+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/1_2/27/val.csv b/iris/realtabformer/1_2/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/28/synth.csv b/iris/realtabformer/1_2/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..44658e8df1d3434f848cd88bfaddb6ba7a94e028
--- /dev/null
+++ b/iris/realtabformer/1_2/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,2.4,4.5,1.5,Iris-versicolor
+1,6.7,2.8,4.3,1.5,Iris-versicolor
+2,6.1,3.3,5.9,2.4,Iris-virginica
+3,6.6,2.1,4.0,2.3,Iris-versicolor
+4,4.6,3.0,4.0,0.2,Iris-versicolor
+5,6.6,2.9,4.0,1.5,Iris-versicolor
+6,5.1,3.7,3.8,1.3,Iris-versicolor
+7,5.1,2.2,4.5,1.2,Iris-versicolor
+8,6.0,3.9,4.3,1.2,Iris-versicolor
+9,7.7,3.1,5.0,2.3,Iris-setosa
+10,6.5,3.9,4.9,2.7,Iris-versicolor
+11,6.1,3.5,4.9,2.2,Iris-versicolor
+12,5.5,2.5,1.7,1.5,Iris-versicolor
+13,4.2,3.0,1.4,0.2,Iris-setosa
+14,7.3,3.4,5.7,1.5,Iris-virginica
+15,5.7,3.8,3.8,0.2,Iris-versicolor
+16,6.4,2.1,5.1,1.5,Iris-versicolor
+17,5.1,2.4,1.4,1.2,Iris-setosa
+18,7.6,2.8,4.1,1.3,Iris-versicolor
+19,6.6,2.8,4.7,1.4,Iris-versicolor
+20,6.7,2.9,5.5,1.5,Iris-versicolor
+21,5.9,3.8,1.7,0.2,Iris-setosa
+22,5.9,2.4,1.5,1.1,Iris-versicolor
+23,4.3,3.2,1.5,0.3,Iris-virginica
+24,6.5,2.9,4.1,1.8,Iris-versicolor
+25,5.1,2.8,1.6,1.3,Iris-virginica
+26,5.7,3.7,1.0,0.3,Iris-versicolor
+27,5.5,3.6,1.0,1.2,Iris-versicolor
+28,6.1,2.9,4.6,1.8,Iris-versicolor
+29,5.1,3.8,4.4,1.3,Iris-versicolor
+30,6.0,3.0,5.5,0.5,Iris-versicolor
+31,6.4,2.4,5.3,1.0,Iris-virginica
+32,6.8,3.2,5.3,2.4,Iris-virginica
+33,5.7,2.3,1.4,1.4,Iris-setosa
+34,6.8,3.0,5.4,1.0,Iris-virginica
+35,5.7,2.8,4.2,1.3,Iris-versicolor
+36,5.1,2.6,4.0,1.2,Iris-versicolor
+37,6.0,2.3,5.7,1.7,Iris-versicolor
+38,6.3,3.0,4.4,1.4,Iris-versicolor
+39,6.4,2.8,4.8,1.0,Iris-versicolor
+40,5.1,3.3,1.3,0.2,Iris-versicolor
+41,6.7,3.4,5.9,2.1,Iris-versicolor
+42,5.1,3.7,1.6,0.2,Iris-setosa
+43,6.1,3.8,4.0,2.1,Iris-versicolor
+44,5.8,3.2,1.5,0.2,Iris-setosa
+45,6.5,2.8,4.9,1.3,Iris-versicolor
+46,5.7,3.2,3.8,1.0,Iris-versicolor
+47,6.3,3.9,5.6,2.3,Iris-virginica
+48,5.6,2.8,4.0,1.6,Iris-versicolor
+49,5.1,2.5,3.5,1.3,Iris-versicolor
+50,6.0,2.0,4.9,1.8,Iris-versicolor
+51,7.7,3.3,5.4,2.5,Iris-virginica
+52,6.5,2.3,4.6,1.8,Iris-versicolor
+53,4.6,3.4,1.1,0.2,Iris-setosa
+54,5.6,2.8,4.0,1.3,Iris-versicolor
+55,4.6,2.7,4.5,1.3,Iris-versicolor
+56,6.1,2.2,4.3,1.2,Iris-versicolor
+57,5.0,3.4,4.4,0.2,Iris-versicolor
+58,6.0,2.8,4.1,1.4,Iris-versicolor
+59,5.1,2.7,3.8,1.5,Iris-versicolor
+60,5.6,2.5,4.9,1.2,Iris-versicolor
+61,5.1,2.2,1.5,1.2,Iris-setosa
+62,6.4,3.0,4.9,2.4,Iris-versicolor
+63,6.8,3.9,5.4,2.3,Iris-virginica
+64,5.1,2.3,1.3,1.3,Iris-setosa
+65,4.9,3.0,1.0,0.2,Iris-setosa
+66,7.7,3.0,5.9,2.2,Iris-virginica
+67,6.0,2.7,4.2,1.4,Iris-versicolor
+68,4.6,3.4,1.2,0.2,Iris-setosa
+69,5.7,2.7,5.6,1.2,Iris-versicolor
+70,5.1,3.7,5.5,0.2,Iris-setosa
+71,5.1,3.3,1.5,0.2,Iris-setosa
+72,6.1,2.3,4.6,1.0,Iris-virginica
+73,6.1,2.9,4.9,1.3,Iris-versicolor
+74,6.2,3.7,4.6,2.3,Iris-versicolor
+75,5.6,3.0,4.1,1.2,Iris-versicolor
+76,6.7,2.9,4.3,1.5,Iris-versicolor
+77,5.0,2.8,4.5,1.2,Iris-versicolor
+78,5.5,2.8,4.4,1.4,Iris-versicolor
+79,5.1,3.2,1.5,0.2,Iris-setosa
+80,6.3,2.8,4.5,1.8,Iris-versicolor
+81,6.7,2.8,4.6,1.8,Iris-versicolor
+82,6.4,2.7,6.9,1.5,Iris-versicolor
+83,6.1,3.9,4.0,0.4,Iris-versicolor
+84,6.6,2.8,4.6,1.3,Iris-versicolor
+85,6.7,2.8,5.7,2.3,Iris-versicolor
+86,4.6,3.0,1.3,0.2,Iris-setosa
+87,4.8,3.0,1.5,1.4,Iris-setosa
+88,6.0,3.0,5.8,2.8,Iris-virginica
+89,4.9,3.0,1.5,0.2,Iris-setosa
+90,7.5,3.9,5.3,1.4,Iris-virginica
+91,6.6,3.5,4.6,2.3,Iris-versicolor
+92,5.1,2.7,3.9,1.0,Iris-versicolor
+93,6.1,3.9,4.9,2.9,Iris-versicolor
+94,6.7,2.8,4.7,1.5,Iris-versicolor
+95,5.1,2.2,5.0,1.3,Iris-versicolor
+96,5.5,3.2,4.1,0.2,Iris-versicolor
+97,6.7,2.9,4.9,1.5,Iris-versicolor
+98,6.0,3.9,5.7,2.2,Iris-virginica
+99,5.1,3.4,1.5,0.3,Iris-setosa
+100,6.0,3.3,5.4,2.4,Iris-virginica
+101,6.0,2.2,5.7,1.0,Iris-virginica
+102,6.8,2.7,5.7,1.0,Iris-virginica
+103,4.0,3.0,5.5,1.8,Iris-setosa
+104,5.7,3.4,1.3,0.2,Iris-versicolor
+105,5.0,3.7,1.9,0.2,Iris-setosa
+106,5.3,3.4,1.2,0.2,Iris-setosa
+107,6.3,2.9,4.3,1.4,Iris-virginica
+108,6.5,2.9,5.4,1.3,Iris-versicolor
+109,6.2,2.7,5.7,1.5,Iris-virginica
+110,5.7,2.8,4.5,1.2,Iris-versicolor
+111,6.7,2.8,4.6,1.3,Iris-versicolor
+112,5.7,2.8,4.5,1.3,Iris-versicolor
+113,5.8,2.4,3.9,1.3,Iris-virginica
+114,5.6,3.1,1.5,0.2,Iris-setosa
+115,5.0,3.5,4.5,1.0,Iris-versicolor
+116,4.0,3.7,1.5,0.2,Iris-setosa
+117,5.1,3.4,1.7,0.2,Iris-setosa
+118,6.1,2.9,4.5,1.3,Iris-versicolor
+119,5.5,3.0,1.5,0.2,Iris-setosa
diff --git a/iris/realtabformer/1_2/28/test.csv b/iris/realtabformer/1_2/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/28/train.csv b/iris/realtabformer/1_2/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/28/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
+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
+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
+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/1_2/28/val.csv b/iris/realtabformer/1_2/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/29/synth.csv b/iris/realtabformer/1_2/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2d80963393657814924b076a766fdf4709190620
--- /dev/null
+++ b/iris/realtabformer/1_2/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,3.3,4.5,0.2,Iris-versicolor
+1,6.7,2.9,4.5,1.5,Iris-versicolor
+2,5.4,2.2,5.5,1.5,Iris-virginica
+3,5.5,3.7,3.5,0.2,Iris-setosa
+4,5.1,3.2,1.4,2.3,Iris-setosa
+5,6.1,2.2,5.7,1.5,Iris-versicolor
+6,5.1,2.7,3.5,1.1,Iris-versicolor
+7,6.0,3.0,4.5,1.9,Iris-versicolor
+8,4.8,3.0,1.4,0.2,Iris-setosa
+9,5.6,3.0,1.0,0.2,Iris-setosa
+10,6.0,2.3,5.4,1.8,Iris-virginica
+11,6.7,2.8,5.7,1.2,Iris-virginica
+12,4.8,3.4,3.5,0.2,Iris-setosa
+13,5.4,3.0,1.6,0.2,Iris-setosa
+14,6.3,2.9,5.0,1.3,Iris-virginica
+15,4.1,3.0,1.9,0.2,Iris-setosa
+16,4.6,3.0,4.5,0.8,Iris-versicolor
+17,6.1,3.7,4.9,1.4,Iris-virginica
+18,6.8,2.8,4.9,1.8,Iris-versicolor
+19,6.0,3.5,5.6,2.5,Iris-virginica
+20,6.3,2.9,4.1,1.3,Iris-versicolor
+21,5.5,3.4,1.5,0.3,Iris-setosa
+22,5.1,2.5,3.9,1.2,Iris-versicolor
+23,4.1,3.1,1.5,0.2,Iris-setosa
+24,5.5,2.8,3.3,1.2,Iris-versicolor
+25,5.6,2.5,4.9,1.2,Iris-versicolor
+26,5.4,2.8,4.5,1.0,Iris-versicolor
+27,6.2,3.8,5.7,2.8,Iris-virginica
+28,6.9,3.9,1.1,2.2,Iris-versicolor
+29,6.3,3.0,5.5,1.0,Iris-virginica
+30,4.9,3.5,1.4,0.2,Iris-setosa
+31,6.1,3.8,4.6,1.3,Iris-versicolor
+32,6.2,2.2,4.5,1.3,Iris-versicolor
+33,5.7,2.0,4.3,1.4,Iris-versicolor
+34,5.8,3.4,1.4,0.2,Iris-setosa
+35,5.5,3.4,1.2,0.2,Iris-setosa
+36,5.6,2.7,1.3,1.1,Iris-versicolor
+37,7.5,3.0,4.6,1.8,Iris-virginica
+38,6.7,3.5,4.5,2.0,Iris-versicolor
+39,6.0,3.2,5.5,2.8,Iris-versicolor
+40,5.3,2.3,4.7,1.3,Iris-versicolor
+41,5.7,3.3,1.0,0.2,Iris-versicolor
+42,6.0,3.9,5.7,2.0,Iris-virginica
+43,6.1,2.2,5.7,1.3,Iris-virginica
+44,6.7,2.2,3.1,1.6,Iris-virginica
+45,5.1,2.1,4.9,1.5,Iris-versicolor
+46,6.7,2.5,5.7,2.6,Iris-virginica
+47,4.9,3.4,1.5,0.2,Iris-setosa
+48,4.9,3.4,3.1,0.2,Iris-versicolor
+49,6.3,3.0,5.6,2.3,Iris-virginica
+50,4.9,3.4,1.2,0.2,Iris-versicolor
+51,5.7,2.9,4.9,1.2,Iris-versicolor
+52,6.6,3.2,5.7,2.3,Iris-virginica
+53,4.9,3.2,1.4,0.2,Iris-setosa
+54,6.7,2.8,5.6,1.3,Iris-versicolor
+55,6.8,3.2,5.9,2.8,Iris-virginica
+56,6.9,2.8,5.5,1.8,Iris-versicolor
+57,6.0,3.5,5.1,2.4,Iris-virginica
+58,4.0,3.7,1.4,0.2,Iris-setosa
+59,6.7,3.4,5.3,2.4,Iris-virginica
+60,5.1,3.0,4.6,1.3,Iris-versicolor
+61,5.2,2.2,4.0,1.8,Iris-versicolor
+62,6.7,3.4,5.8,1.3,Iris-virginica
+63,5.3,2.4,3.5,1.2,Iris-versicolor
+64,5.0,3.4,1.3,0.2,Iris-setosa
+65,5.1,3.4,1.5,0.2,Iris-setosa
+66,4.6,3.0,1.6,0.2,Iris-setosa
+67,6.0,2.9,4.0,1.9,Iris-versicolor
+68,6.8,3.4,4.8,1.2,Iris-versicolor
+69,6.6,3.7,4.9,1.0,Iris-versicolor
+70,6.1,3.9,4.5,1.8,Iris-versicolor
+71,5.1,3.3,4.6,0.2,Iris-versicolor
+72,6.7,2.2,5.4,1.3,Iris-virginica
+73,5.3,3.8,1.6,0.2,Iris-versicolor
+74,5.0,3.7,1.5,0.3,Iris-setosa
+75,5.1,2.7,1.5,1.2,Iris-setosa
+76,4.9,3.0,5.4,0.2,Iris-setosa
+77,5.1,3.3,1.4,0.2,Iris-setosa
+78,6.1,2.7,4.8,1.0,Iris-versicolor
+79,5.7,2.7,4.7,1.2,Iris-versicolor
+80,4.5,3.0,1.7,0.2,Iris-setosa
+81,4.6,3.1,1.0,0.2,Iris-setosa
+82,4.9,3.2,1.5,0.2,Iris-virginica
+83,6.3,2.9,4.7,1.3,Iris-versicolor
+84,4.6,3.3,1.5,0.2,Iris-setosa
+85,6.1,2.2,4.4,1.5,Iris-versicolor
+86,6.5,2.5,4.6,1.5,Iris-versicolor
+87,5.5,2.8,4.2,1.2,Iris-versicolor
+88,7.4,2.5,4.1,1.2,Iris-versicolor
+89,6.3,2.9,4.5,1.3,Iris-versicolor
+90,4.9,3.6,1.3,0.2,Iris-setosa
+91,4.6,2.5,1.4,1.4,Iris-setosa
+92,5.0,3.2,4.5,1.5,Iris-versicolor
+93,4.9,3.2,3.5,0.1,Iris-setosa
+94,6.6,2.3,4.9,1.3,Iris-versicolor
+95,5.1,3.0,1.4,0.3,Iris-setosa
+96,5.1,3.2,1.5,0.2,Iris-setosa
+97,6.4,2.8,5.1,1.4,Iris-virginica
+98,6.1,2.8,4.6,1.3,Iris-versicolor
+99,6.1,2.8,4.7,1.3,Iris-versicolor
+100,6.0,2.8,4.1,1.8,Iris-versicolor
+101,7.8,3.2,5.0,2.4,Iris-virginica
+102,5.5,3.0,1.5,0.2,Iris-setosa
+103,5.7,2.6,5.0,1.3,Iris-virginica
+104,6.5,2.3,5.5,1.8,Iris-virginica
+105,6.9,3.3,4.3,2.4,Iris-versicolor
+106,6.5,3.0,5.5,2.1,Iris-setosa
+107,6.8,3.2,5.6,2.3,Iris-virginica
+108,5.1,3.8,4.0,0.3,Iris-versicolor
+109,4.6,3.0,1.5,0.2,Iris-setosa
+110,5.4,3.7,1.3,0.2,Iris-versicolor
+111,4.7,3.9,1.4,0.4,Iris-versicolor
+112,5.7,2.5,1.4,1.3,Iris-setosa
+113,4.7,3.2,1.5,0.2,Iris-setosa
+114,6.3,3.7,5.0,1.1,Iris-virginica
+115,4.1,3.0,1.3,0.3,Iris-setosa
+116,6.0,2.9,4.4,1.5,Iris-versicolor
+117,6.7,2.8,4.6,1.3,Iris-versicolor
+118,6.1,3.3,4.6,1.3,Iris-versicolor
+119,5.8,2.0,5.5,1.1,Iris-versicolor
diff --git a/iris/realtabformer/1_2/29/test.csv b/iris/realtabformer/1_2/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/29/train.csv b/iris/realtabformer/1_2/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/29/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
+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
+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
+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/1_2/29/val.csv b/iris/realtabformer/1_2/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/3/synth.csv b/iris/realtabformer/1_2/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d1605a8a85fa9d029d7fb896b57f81cc83b9e987
--- /dev/null
+++ b/iris/realtabformer/1_2/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.9,3.3,1.5,0.2,Iris-setosa
+1,6.5,2.9,5.9,1.5,Iris-virginica
+2,6.5,3.7,5.5,2.5,Iris-setosa
+3,5.7,3.6,4.5,2.3,Iris-versicolor
+4,5.6,3.2,5.5,0.3,Iris-setosa
+5,4.6,3.0,1.5,0.2,Iris-setosa
+6,5.9,3.3,3.2,1.5,Iris-setosa
+7,5.0,3.7,4.5,1.2,Iris-versicolor
+8,6.7,2.3,5.6,1.4,Iris-setosa
+9,6.3,2.8,4.6,1.3,Iris-versicolor
+10,5.1,2.7,1.9,0.2,Iris-versicolor
+11,4.1,3.0,1.4,0.2,Iris-setosa
+12,6.1,3.1,5.9,2.3,Iris-virginica
+13,6.0,2.9,5.6,1.3,Iris-virginica
+14,4.9,3.4,1.5,0.2,Iris-setosa
+15,6.7,2.8,5.0,1.3,Iris-virginica
+16,5.0,2.9,3.8,1.0,Iris-versicolor
+17,4.8,3.2,1.5,0.2,Iris-versicolor
+18,6.1,3.0,1.1,1.2,Iris-virginica
+19,6.0,2.9,4.9,1.1,Iris-versicolor
+20,5.6,2.9,1.0,0.2,Iris-versicolor
+21,4.7,3.1,1.3,0.2,Iris-setosa
+22,6.3,2.0,4.0,1.3,Iris-versicolor
+23,6.5,2.8,4.6,1.5,Iris-versicolor
+24,6.5,2.9,5.6,1.8,Iris-versicolor
+25,5.2,2.8,4.9,1.3,Iris-versicolor
+26,6.1,2.6,4.8,1.1,Iris-versicolor
+27,6.8,3.3,5.7,2.0,Iris-versicolor
+28,6.0,2.2,4.7,2.3,Iris-versicolor
+29,5.6,2.8,4.6,1.5,Iris-versicolor
+30,5.0,3.0,4.0,1.3,Iris-versicolor
+31,4.8,3.2,1.5,0.3,Iris-setosa
+32,6.4,3.2,5.9,2.3,Iris-virginica
+33,6.0,3.1,5.5,2.6,Iris-virginica
+34,5.0,3.1,1.6,0.2,Iris-setosa
+35,6.7,3.2,5.7,1.3,Iris-virginica
+36,6.4,2.7,4.7,1.2,Iris-versicolor
+37,6.1,3.8,5.2,2.4,Iris-versicolor
+38,4.3,3.4,1.4,0.2,Iris-setosa
+39,6.6,2.8,5.9,1.2,Iris-versicolor
+40,6.7,2.3,4.9,1.4,Iris-versicolor
+41,4.7,3.9,4.7,0.2,Iris-versicolor
+42,5.0,3.7,1.5,0.2,Iris-setosa
+43,6.1,3.6,4.8,2.0,Iris-versicolor
+44,4.9,3.4,1.5,0.2,Iris-setosa
+45,5.2,2.2,1.3,1.3,Iris-versicolor
+46,6.0,2.9,4.5,1.3,Iris-versicolor
+47,4.9,3.0,1.4,0.2,Iris-setosa
+48,4.8,3.0,1.4,0.6,Iris-setosa
+49,5.0,3.7,1.6,0.2,Iris-setosa
+50,6.2,2.2,5.1,1.5,Iris-virginica
+51,6.1,3.0,4.5,1.4,Iris-versicolor
+52,4.7,3.2,1.5,0.2,Iris-setosa
+53,5.8,3.4,1.7,0.2,Iris-versicolor
+54,6.7,3.7,5.1,1.5,Iris-virginica
+55,6.0,2.5,3.0,1.5,Iris-versicolor
+56,5.3,2.9,4.5,1.3,Iris-versicolor
+57,6.3,2.9,4.3,1.3,Iris-versicolor
+58,4.6,3.4,1.8,0.2,Iris-setosa
+59,5.5,2.4,1.4,1.3,Iris-setosa
+60,5.0,3.2,3.4,0.2,Iris-setosa
+61,6.9,3.4,5.0,1.0,Iris-setosa
+62,6.7,3.8,5.5,2.4,Iris-virginica
+63,5.1,3.1,1.5,0.2,Iris-setosa
+64,5.1,2.7,4.7,1.5,Iris-versicolor
+65,5.4,3.0,4.0,1.3,Iris-versicolor
+66,6.7,2.2,3.8,1.6,Iris-virginica
+67,4.8,3.2,1.5,0.2,Iris-setosa
+68,4.5,3.8,1.9,0.2,Iris-setosa
+69,5.1,3.0,1.3,0.2,Iris-setosa
+70,5.4,2.8,4.5,1.2,Iris-versicolor
+71,6.8,3.4,4.3,2.3,Iris-versicolor
+72,6.6,2.4,4.0,1.3,Iris-versicolor
+73,4.6,3.8,1.6,0.0,Iris-setosa
+74,5.1,3.8,1.5,1.3,Iris-setosa
+75,4.6,2.8,1.4,1.9,Iris-setosa
+76,4.4,3.1,1.7,0.2,Iris-setosa
+77,5.4,2.3,4.2,1.3,Iris-versicolor
+78,6.0,3.2,5.6,2.8,Iris-virginica
+79,5.1,2.8,1.7,1.3,Iris-setosa
+80,5.1,3.2,4.5,1.2,Iris-versicolor
+81,5.7,2.8,4.1,1.0,Iris-virginica
+82,5.8,2.3,1.7,0.2,Iris-versicolor
+83,4.9,3.3,1.5,0.2,Iris-setosa
+84,6.3,2.9,4.3,1.3,Iris-versicolor
+85,6.7,2.2,4.6,1.3,Iris-versicolor
+86,5.1,2.7,1.9,1.2,Iris-setosa
+87,5.5,3.7,4.5,1.2,Iris-versicolor
+88,7.7,3.8,4.6,2.8,Iris-virginica
+89,6.9,2.9,5.6,1.3,Iris-virginica
+90,4.7,3.4,1.5,0.2,Iris-setosa
+91,4.9,3.4,1.6,0.2,Iris-setosa
+92,5.6,2.8,4.1,1.3,Iris-versicolor
+93,6.1,2.3,4.5,1.3,Iris-versicolor
+94,6.1,3.2,5.7,2.5,Iris-virginica
+95,4.5,3.2,4.5,0.2,Iris-versicolor
+96,5.7,3.2,1.3,0.5,Iris-versicolor
+97,5.1,3.2,1.0,0.2,Iris-versicolor
+98,5.9,3.8,5.5,0.5,Iris-setosa
+99,5.1,3.9,1.5,0.4,Iris-setosa
+100,5.6,3.8,4.9,2.2,Iris-versicolor
+101,6.6,2.9,4.0,1.5,Iris-versicolor
+102,5.4,2.3,4.5,1.3,Iris-versicolor
+103,5.1,3.9,1.5,0.2,Iris-setosa
+104,5.5,2.7,1.3,1.3,Iris-setosa
+105,6.5,2.3,4.6,1.0,Iris-versicolor
+106,5.7,2.2,4.0,1.5,Iris-versicolor
+107,6.1,2.7,1.1,1.1,Iris-virginica
+108,5.1,3.4,1.5,0.2,Iris-setosa
+109,6.5,3.5,5.6,2.0,Iris-virginica
+110,6.6,3.0,5.9,1.1,Iris-virginica
+111,6.7,2.9,4.7,1.2,Iris-versicolor
+112,4.8,3.4,1.4,0.2,Iris-setosa
+113,6.7,2.7,5.1,1.5,Iris-virginica
+114,6.7,3.8,5.7,2.9,Iris-virginica
+115,7.4,3.8,4.3,1.2,Iris-versicolor
+116,5.0,3.3,4.9,0.2,Iris-versicolor
+117,6.1,2.7,3.6,1.4,Iris-versicolor
+118,6.8,3.2,5.9,2.3,Iris-versicolor
+119,6.6,2.9,5.6,1.3,Iris-virginica
diff --git a/iris/realtabformer/1_2/3/test.csv b/iris/realtabformer/1_2/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/3/train.csv b/iris/realtabformer/1_2/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/3/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
+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
+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
+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/1_2/3/val.csv b/iris/realtabformer/1_2/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/4/synth.csv b/iris/realtabformer/1_2/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c45785440511727b496187f075c524a5d3b40084
--- /dev/null
+++ b/iris/realtabformer/1_2/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.3,2.2,4.5,1.4,Iris-versicolor
+1,6.3,3.4,5.9,2.5,Iris-virginica
+2,5.7,2.4,4.7,1.2,Iris-versicolor
+3,5.1,3.4,1.5,1.5,Iris-virginica
+4,6.6,2.9,4.5,1.3,Iris-versicolor
+5,6.7,3.9,4.2,2.1,Iris-versicolor
+6,6.1,3.7,1.7,1.3,Iris-virginica
+7,5.7,3.5,1.5,0.2,Iris-setosa
+8,6.6,2.5,4.7,1.8,Iris-versicolor
+9,6.5,3.8,5.4,2.3,Iris-versicolor
+10,6.1,2.2,4.5,1.8,Iris-versicolor
+11,6.1,3.0,3.5,1.0,Iris-virginica
+12,6.7,2.8,4.9,1.5,Iris-versicolor
+13,5.6,3.4,1.4,0.2,Iris-setosa
+14,6.1,2.9,4.3,2.0,Iris-versicolor
+15,5.4,3.0,1.5,0.4,Iris-setosa
+16,6.7,2.8,4.6,1.3,Iris-virginica
+17,5.0,3.2,1.7,0.7,Iris-setosa
+18,6.4,2.5,5.1,1.8,Iris-virginica
+19,6.2,2.8,4.0,1.3,Iris-virginica
+20,6.2,3.2,5.3,2.3,Iris-virginica
+21,5.7,3.5,5.5,1.5,Iris-versicolor
+22,5.7,2.6,5.7,1.5,Iris-virginica
+23,6.7,2.8,5.1,2.3,Iris-virginica
+24,5.5,3.4,1.1,0.9,Iris-setosa
+25,4.6,2.9,1.4,0.2,Iris-setosa
+26,5.1,3.4,1.7,0.2,Iris-setosa
+27,4.9,3.1,1.5,0.2,Iris-setosa
+28,6.1,3.1,5.9,1.5,Iris-virginica
+29,5.1,3.2,4.6,1.3,Iris-versicolor
+30,6.1,3.1,5.7,2.3,Iris-virginica
+31,6.1,3.5,5.7,2.0,Iris-virginica
+32,5.1,3.4,1.5,2.1,Iris-setosa
+33,4.6,3.2,1.4,0.5,Iris-setosa
+34,6.0,3.2,5.7,2.0,Iris-virginica
+35,5.9,3.2,1.0,0.2,Iris-setosa
+36,5.1,3.1,1.4,0.3,Iris-setosa
+37,6.7,2.8,5.6,2.3,Iris-virginica
+38,5.5,2.7,5.0,1.1,Iris-setosa
+39,6.1,2.8,4.1,1.3,Iris-versicolor
+40,6.2,2.9,4.6,1.3,Iris-versicolor
+41,5.1,2.8,4.5,1.3,Iris-versicolor
+42,6.1,3.0,5.9,1.3,Iris-virginica
+43,4.6,3.1,1.5,0.8,Iris-setosa
+44,6.0,3.3,5.5,1.6,Iris-virginica
+45,6.8,2.9,4.7,1.3,Iris-versicolor
+46,4.8,3.0,1.1,0.1,Iris-setosa
+47,6.0,3.0,4.5,1.5,Iris-versicolor
+48,5.1,3.2,4.7,1.3,Iris-versicolor
+49,6.5,3.3,4.6,1.6,Iris-versicolor
+50,5.1,3.7,1.7,0.2,Iris-setosa
+51,5.6,3.3,3.7,0.2,Iris-versicolor
+52,5.0,3.3,1.0,1.2,Iris-versicolor
+53,5.5,3.2,1.6,0.2,Iris-setosa
+54,7.7,2.8,4.5,1.5,Iris-versicolor
+55,6.2,2.1,1.6,1.1,Iris-virginica
+56,6.7,3.5,5.7,2.2,Iris-virginica
+57,5.9,3.4,1.3,0.2,Iris-setosa
+58,6.5,3.3,4.6,2.3,Iris-versicolor
+59,5.5,3.2,5.5,0.1,Iris-versicolor
+60,6.1,3.9,5.7,1.8,Iris-versicolor
+61,6.7,2.2,5.5,1.1,Iris-versicolor
+62,5.0,2.5,1.5,1.2,Iris-versicolor
+63,5.0,2.9,3.4,1.1,Iris-versicolor
+64,6.3,3.6,5.2,1.2,Iris-virginica
+65,4.0,2.8,4.6,1.3,Iris-versicolor
+66,4.9,3.6,1.9,0.2,Iris-setosa
+67,4.3,2.6,4.6,1.3,Iris-versicolor
+68,5.9,4.1,1.9,0.2,Iris-setosa
+69,6.6,2.8,4.8,1.5,Iris-versicolor
+70,6.1,3.2,4.3,1.7,Iris-versicolor
+71,6.0,3.7,5.9,1.8,Iris-virginica
+72,7.7,2.5,3.5,1.2,Iris-versicolor
+73,4.6,3.4,1.1,2.2,Iris-setosa
+74,4.7,3.4,1.5,0.2,Iris-setosa
+75,5.1,3.0,1.7,0.2,Iris-setosa
+76,5.1,3.2,4.4,0.3,Iris-versicolor
+77,4.7,3.6,1.3,0.2,Iris-setosa
+78,6.7,2.0,5.3,1.6,Iris-virginica
+79,6.3,2.2,4.3,1.0,Iris-versicolor
+80,6.3,2.8,4.5,1.5,Iris-versicolor
+81,7.7,3.8,6.3,2.3,Iris-virginica
+82,6.2,2.2,4.6,1.3,Iris-versicolor
+83,6.9,3.0,4.9,2.4,Iris-versicolor
+84,6.1,3.0,4.3,2.3,Iris-versicolor
+85,4.8,3.4,1.5,0.2,Iris-setosa
+86,4.9,3.4,1.4,0.2,Iris-setosa
+87,6.0,3.7,6.1,2.8,Iris-virginica
+88,6.9,3.1,4.6,2.3,Iris-versicolor
+89,6.0,3.2,4.4,1.3,Iris-versicolor
+90,5.1,3.4,1.6,0.3,Iris-setosa
+91,5.7,2.7,3.0,1.2,Iris-versicolor
+92,6.4,2.2,5.7,1.2,Iris-virginica
+93,6.3,3.9,5.6,2.4,Iris-virginica
+94,6.8,3.0,5.7,2.1,Iris-versicolor
+95,5.7,3.9,4.4,1.5,Iris-versicolor
+96,6.1,3.2,5.1,1.4,Iris-versicolor
+97,6.2,3.2,4.5,1.0,Iris-versicolor
+98,5.0,3.3,5.6,0.2,Iris-versicolor
+99,6.4,2.8,4.3,1.8,Iris-versicolor
+100,6.7,2.4,4.0,1.5,Iris-versicolor
+101,4.9,3.0,1.7,0.2,Iris-setosa
+102,5.9,3.4,1.1,0.4,Iris-setosa
+103,6.0,2.2,4.3,1.2,Iris-versicolor
+104,6.1,3.0,5.3,2.8,Iris-virginica
+105,5.6,3.3,1.5,1.3,Iris-virginica
+106,4.9,3.4,1.4,0.2,Iris-setosa
+107,4.9,2.5,5.5,0.4,Iris-setosa
+108,5.1,3.1,1.4,0.2,Iris-setosa
+109,5.9,3.6,1.4,0.4,Iris-setosa
+110,5.5,3.3,1.5,1.2,Iris-setosa
+111,5.7,2.0,1.1,1.3,Iris-versicolor
+112,5.0,3.6,4.2,0.9,Iris-versicolor
+113,4.8,3.0,1.4,0.2,Iris-setosa
+114,5.3,3.2,1.7,0.2,Iris-setosa
+115,5.4,3.8,1.4,0.2,Iris-setosa
+116,6.0,3.2,5.5,1.3,Iris-virginica
+117,5.9,2.8,1.5,1.4,Iris-setosa
+118,5.1,3.1,1.5,0.2,Iris-setosa
+119,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/realtabformer/1_2/4/test.csv b/iris/realtabformer/1_2/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/4/train.csv b/iris/realtabformer/1_2/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/4/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
+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
+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
+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/1_2/4/val.csv b/iris/realtabformer/1_2/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/5/synth.csv b/iris/realtabformer/1_2/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0ed6e9cbbe31b9c8b34b626072e5267bf11a44ab
--- /dev/null
+++ b/iris/realtabformer/1_2/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.6,2.9,4.4,1.3,Iris-versicolor
+1,5.6,2.0,4.4,1.4,Iris-versicolor
+2,5.6,3.4,1.5,0.2,Iris-setosa
+3,6.6,3.6,5.6,1.4,Iris-virginica
+4,6.0,2.9,4.7,1.5,Iris-versicolor
+5,6.3,3.0,5.4,2.3,Iris-virginica
+6,6.5,3.0,5.7,2.8,Iris-virginica
+7,4.5,3.4,1.5,1.2,Iris-versicolor
+8,5.9,3.2,1.0,0.3,Iris-setosa
+9,4.3,3.2,1.5,0.2,Iris-setosa
+10,6.7,2.8,4.3,1.2,Iris-versicolor
+11,5.0,2.3,1.9,1.2,Iris-setosa
+12,6.0,2.9,4.9,1.5,Iris-versicolor
+13,5.4,2.8,4.5,1.3,Iris-versicolor
+14,6.0,3.2,5.6,2.3,Iris-versicolor
+15,6.3,3.9,5.9,2.5,Iris-virginica
+16,4.7,3.1,1.5,0.3,Iris-setosa
+17,4.2,3.1,1.9,0.2,Iris-setosa
+18,4.9,3.4,1.6,0.1,Iris-setosa
+19,6.6,3.3,5.9,2.3,Iris-virginica
+20,5.9,3.4,1.6,0.2,Iris-setosa
+21,6.1,3.9,4.0,2.8,Iris-versicolor
+22,6.5,2.8,5.5,1.4,Iris-virginica
+23,5.0,3.4,1.2,0.2,Iris-setosa
+24,6.1,3.2,4.5,1.3,Iris-versicolor
+25,6.2,3.6,5.7,2.8,Iris-virginica
+26,6.0,2.3,4.1,1.5,Iris-versicolor
+27,4.7,3.4,1.5,0.8,Iris-setosa
+28,6.1,2.9,4.9,1.5,Iris-versicolor
+29,6.1,2.7,5.6,1.4,Iris-virginica
+30,6.7,3.2,5.2,2.3,Iris-versicolor
+31,6.3,2.5,4.3,1.4,Iris-versicolor
+32,6.9,2.8,5.6,1.3,Iris-virginica
+33,6.7,2.7,5.9,1.8,Iris-versicolor
+34,6.3,2.9,4.9,1.0,Iris-versicolor
+35,7.0,3.9,5.7,1.8,Iris-virginica
+36,6.1,3.0,5.0,0.9,Iris-virginica
+37,6.8,3.4,4.5,1.3,Iris-versicolor
+38,5.1,2.3,1.8,1.6,Iris-setosa
+39,4.7,3.3,1.3,0.4,Iris-setosa
+40,5.9,3.0,4.5,1.4,Iris-versicolor
+41,6.4,3.4,5.7,1.5,Iris-virginica
+42,4.2,3.1,1.6,0.2,Iris-setosa
+43,6.6,3.2,4.7,2.2,Iris-versicolor
+44,6.1,3.2,5.4,2.2,Iris-versicolor
+45,6.7,3.2,5.5,1.8,Iris-virginica
+46,5.7,3.0,4.7,2.3,Iris-versicolor
+47,4.6,3.4,1.4,0.2,Iris-setosa
+48,6.3,3.8,5.2,2.5,Iris-virginica
+49,5.7,3.1,1.5,0.2,Iris-setosa
+50,6.5,3.3,5.1,2.1,Iris-virginica
+51,6.1,3.2,4.9,1.5,Iris-versicolor
+52,5.1,2.7,6.5,1.1,Iris-setosa
+53,6.3,2.0,5.7,1.8,Iris-virginica
+54,6.0,2.9,5.1,1.5,Iris-versicolor
+55,6.1,2.4,4.3,1.5,Iris-versicolor
+56,5.6,2.2,4.4,1.3,Iris-versicolor
+57,6.1,3.1,4.9,2.0,Iris-versicolor
+58,4.3,3.2,1.5,2.2,Iris-setosa
+59,6.0,3.9,4.0,0.0,Iris-versicolor
+60,6.1,2.7,4.9,1.3,Iris-versicolor
+61,7.2,2.3,4.0,1.5,Iris-versicolor
+62,4.4,2.5,1.5,1.1,Iris-virginica
+63,6.7,2.2,4.0,1.3,Iris-versicolor
+64,6.1,3.0,5.6,2.5,Iris-virginica
+65,4.0,3.0,4.7,0.2,Iris-versicolor
+66,6.7,3.9,5.6,1.4,Iris-virginica
+67,5.6,3.2,1.5,0.2,Iris-setosa
+68,6.4,2.9,5.5,1.4,Iris-versicolor
+69,6.1,2.3,4.5,1.8,Iris-versicolor
+70,6.4,3.2,4.9,2.5,Iris-versicolor
+71,6.1,3.8,4.9,1.3,Iris-versicolor
+72,5.0,3.7,1.5,0.2,Iris-setosa
+73,6.9,3.3,5.4,2.3,Iris-virginica
+74,6.0,3.2,5.1,2.4,Iris-versicolor
+75,5.0,3.2,1.0,0.3,Iris-setosa
+76,5.7,3.4,1.0,1.2,Iris-setosa
+77,5.0,2.2,1.7,0.2,Iris-setosa
+78,5.1,3.0,1.9,0.2,Iris-setosa
+79,7.3,3.0,5.9,2.0,Iris-virginica
+80,4.9,3.0,1.2,0.2,Iris-setosa
+81,4.4,3.2,1.5,0.2,Iris-setosa
+82,5.1,2.8,1.4,1.2,Iris-setosa
+83,5.1,3.0,1.5,0.1,Iris-setosa
+84,6.8,3.4,4.6,1.4,Iris-versicolor
+85,6.1,2.3,4.0,1.3,Iris-versicolor
+86,4.8,3.0,1.0,1.5,Iris-setosa
+87,6.3,3.2,5.7,2.4,Iris-versicolor
+88,6.7,2.9,5.1,1.5,Iris-setosa
+89,6.7,2.9,5.9,1.4,Iris-versicolor
+90,6.1,3.0,5.9,1.3,Iris-virginica
+91,6.2,3.0,1.2,1.6,Iris-virginica
+92,4.5,3.0,4.1,2.3,Iris-versicolor
+93,6.3,3.3,4.7,1.3,Iris-versicolor
+94,5.7,3.7,1.9,0.3,Iris-setosa
+95,4.0,3.1,1.6,0.2,Iris-setosa
+96,4.9,3.4,1.3,0.2,Iris-setosa
+97,6.0,3.4,4.3,1.3,Iris-versicolor
+98,5.0,3.5,5.4,1.3,Iris-setosa
+99,5.5,2.8,4.1,1.5,Iris-versicolor
+100,4.8,2.4,1.4,1.0,Iris-setosa
+101,5.6,3.5,3.6,1.2,Iris-versicolor
+102,6.5,2.9,5.5,1.4,Iris-versicolor
+103,6.3,2.1,4.9,1.8,Iris-versicolor
+104,6.7,3.2,5.6,2.4,Iris-virginica
+105,4.3,3.9,1.4,0.2,Iris-setosa
+106,6.8,3.9,4.1,2.3,Iris-versicolor
+107,6.7,3.0,5.0,2.0,Iris-virginica
+108,4.7,2.5,4.0,1.2,Iris-versicolor
+109,5.0,2.0,4.0,1.2,Iris-versicolor
+110,6.0,3.9,4.6,1.5,Iris-versicolor
+111,5.6,2.2,5.3,1.3,Iris-setosa
+112,5.6,2.5,5.0,1.3,Iris-versicolor
+113,4.9,3.1,1.5,0.2,Iris-setosa
+114,4.5,3.0,4.5,1.5,Iris-versicolor
+115,5.9,3.4,1.9,0.2,Iris-setosa
+116,6.7,3.9,5.0,1.3,Iris-virginica
+117,6.7,2.8,4.6,1.3,Iris-versicolor
+118,6.1,3.7,5.7,2.2,Iris-virginica
+119,5.1,3.8,4.5,0.2,Iris-versicolor
diff --git a/iris/realtabformer/1_2/5/test.csv b/iris/realtabformer/1_2/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/5/train.csv b/iris/realtabformer/1_2/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/5/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
+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
+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
+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/1_2/5/val.csv b/iris/realtabformer/1_2/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/6/synth.csv b/iris/realtabformer/1_2/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..061e64ea70fc5b1873ca9d57ce38a2ddc89af669
--- /dev/null
+++ b/iris/realtabformer/1_2/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.0,3.0,1.5,0.2,Iris-setosa
+1,4.8,3.0,4.3,0.2,Iris-versicolor
+2,4.1,3.1,1.3,0.2,Iris-setosa
+3,4.9,3.8,3.6,0.2,Iris-setosa
+4,6.8,3.1,5.9,2.4,Iris-virginica
+5,5.1,3.2,1.9,0.2,Iris-setosa
+6,6.3,3.8,5.6,2.8,Iris-virginica
+7,6.5,2.8,5.1,1.5,Iris-virginica
+8,5.1,3.6,1.5,0.2,Iris-versicolor
+9,5.5,2.9,4.8,1.3,Iris-versicolor
+10,6.1,3.0,4.7,1.3,Iris-versicolor
+11,6.5,3.3,5.7,2.8,Iris-setosa
+12,6.8,2.3,5.9,1.8,Iris-versicolor
+13,4.5,3.6,1.8,0.2,Iris-setosa
+14,5.7,3.2,5.7,2.0,Iris-setosa
+15,5.5,3.8,4.0,1.1,Iris-versicolor
+16,5.1,2.6,1.0,1.5,Iris-setosa
+17,6.1,3.1,4.7,2.5,Iris-versicolor
+18,6.8,3.1,4.9,0.5,Iris-versicolor
+19,6.7,3.8,5.3,1.2,Iris-virginica
+20,6.1,3.4,4.8,2.3,Iris-versicolor
+21,6.2,2.6,4.3,1.1,Iris-versicolor
+22,6.6,3.9,4.1,2.3,Iris-versicolor
+23,6.6,2.8,4.7,1.4,Iris-versicolor
+24,5.0,3.5,1.0,0.2,Iris-setosa
+25,6.1,3.0,4.9,2.5,Iris-versicolor
+26,6.1,2.2,4.3,1.3,Iris-versicolor
+27,6.1,3.0,4.9,2.4,Iris-versicolor
+28,5.2,3.7,3.5,2.6,Iris-versicolor
+29,5.1,2.8,1.0,1.2,Iris-versicolor
+30,6.1,3.2,4.5,1.1,Iris-versicolor
+31,4.9,3.1,1.5,0.2,Iris-setosa
+32,5.0,3.8,4.3,0.3,Iris-versicolor
+33,5.0,3.2,1.0,1.6,Iris-setosa
+34,5.0,3.6,1.4,0.2,Iris-setosa
+35,4.8,3.0,1.4,0.2,Iris-setosa
+36,5.1,3.0,1.6,0.4,Iris-setosa
+37,6.1,2.8,4.3,1.1,Iris-versicolor
+38,4.9,3.1,1.0,0.2,Iris-setosa
+39,6.1,3.5,4.9,2.4,Iris-versicolor
+40,6.0,3.2,5.7,2.8,Iris-virginica
+41,6.5,2.9,4.0,1.5,Iris-versicolor
+42,6.0,3.7,1.6,2.4,Iris-virginica
+43,5.6,2.7,3.9,1.3,Iris-versicolor
+44,6.2,2.9,5.2,1.2,Iris-virginica
+45,5.1,2.5,4.5,1.0,Iris-versicolor
+46,5.7,2.5,4.7,1.3,Iris-versicolor
+47,6.3,3.9,4.7,1.3,Iris-versicolor
+48,4.9,3.6,1.3,0.2,Iris-setosa
+49,5.2,3.4,1.6,0.4,Iris-versicolor
+50,4.6,2.3,1.6,1.2,Iris-setosa
+51,4.6,3.1,1.9,0.1,Iris-setosa
+52,4.0,3.9,1.1,0.2,Iris-setosa
+53,6.4,2.9,5.9,1.4,Iris-virginica
+54,5.0,3.3,4.7,0.2,Iris-versicolor
+55,5.5,2.8,4.4,1.4,Iris-versicolor
+56,6.0,3.3,4.3,0.6,Iris-versicolor
+57,5.6,3.0,1.0,0.2,Iris-setosa
+58,5.7,2.3,3.5,1.4,Iris-versicolor
+59,4.7,3.9,1.4,0.2,Iris-setosa
+60,5.9,3.3,3.7,0.4,Iris-setosa
+61,6.2,3.3,4.1,2.0,Iris-versicolor
+62,5.1,3.0,1.5,0.2,Iris-setosa
+63,6.0,3.3,5.1,1.1,Iris-versicolor
+64,5.4,3.4,1.7,0.4,Iris-setosa
+65,5.0,3.6,3.6,1.6,Iris-versicolor
+66,5.7,2.8,3.9,1.3,Iris-versicolor
+67,6.5,2.9,4.1,1.4,Iris-versicolor
+68,5.8,3.4,1.5,0.2,Iris-setosa
+69,6.2,2.8,5.3,1.8,Iris-virginica
+70,4.7,2.0,4.0,1.3,Iris-versicolor
+71,6.8,2.7,5.6,1.2,Iris-versicolor
+72,6.1,2.8,4.9,1.0,Iris-versicolor
+73,4.6,3.4,1.4,0.8,Iris-setosa
+74,6.1,3.3,4.7,1.3,Iris-versicolor
+75,6.9,3.5,5.3,1.0,Iris-virginica
+76,5.0,2.6,4.9,1.4,Iris-versicolor
+77,6.4,2.9,4.6,1.4,Iris-versicolor
+78,5.0,3.4,1.6,0.2,Iris-virginica
+79,5.8,3.8,4.5,0.3,Iris-versicolor
+80,6.1,3.9,4.9,1.5,Iris-versicolor
+81,6.2,2.8,4.8,1.8,Iris-versicolor
+82,6.1,3.4,1.1,2.3,Iris-virginica
+83,6.5,2.9,4.9,1.5,Iris-versicolor
+84,4.7,3.2,1.0,0.3,Iris-setosa
+85,6.9,3.9,5.9,2.3,Iris-virginica
+86,5.2,2.3,4.1,1.9,Iris-versicolor
+87,6.1,3.2,4.8,1.3,Iris-versicolor
+88,5.6,3.4,1.6,0.2,Iris-setosa
+89,6.1,3.9,5.7,0.3,Iris-virginica
+90,6.1,3.8,4.9,2.9,Iris-versicolor
+91,4.8,2.2,1.5,1.7,Iris-setosa
+92,5.1,2.8,1.0,1.3,Iris-setosa
+93,5.0,2.5,4.9,1.1,Iris-versicolor
+94,6.1,2.8,4.6,1.8,Iris-versicolor
+95,4.8,2.9,1.6,1.2,Iris-virginica
+96,6.0,2.8,4.9,1.3,Iris-virginica
+97,4.6,3.8,1.4,0.2,Iris-setosa
+98,5.4,2.8,1.3,1.3,Iris-versicolor
+99,5.4,2.8,1.7,1.2,Iris-setosa
+100,6.7,2.9,5.9,1.8,Iris-virginica
+101,6.0,3.2,5.3,2.5,Iris-virginica
+102,5.1,2.3,3.6,1.2,Iris-versicolor
+103,7.3,3.4,4.9,2.3,Iris-versicolor
+104,6.3,3.0,5.7,1.4,Iris-virginica
+105,6.7,3.0,4.0,2.3,Iris-versicolor
+106,6.5,3.2,4.6,2.3,Iris-versicolor
+107,5.9,3.4,4.5,0.3,Iris-versicolor
+108,5.0,3.3,1.9,0.2,Iris-setosa
+109,6.1,3.6,5.6,1.4,Iris-virginica
+110,5.1,2.1,4.5,1.3,Iris-versicolor
+111,6.0,3.3,5.2,0.3,Iris-virginica
+112,4.7,3.0,1.4,0.3,Iris-setosa
+113,5.0,3.3,1.0,0.4,Iris-setosa
+114,6.2,2.6,4.7,1.4,Iris-versicolor
+115,6.7,3.5,4.9,2.4,Iris-versicolor
+116,6.0,2.9,5.3,1.3,Iris-virginica
+117,6.7,2.8,4.8,1.3,Iris-versicolor
+118,5.9,3.4,1.5,0.2,Iris-setosa
+119,4.8,3.0,1.7,0.2,Iris-setosa
diff --git a/iris/realtabformer/1_2/6/test.csv b/iris/realtabformer/1_2/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/6/train.csv b/iris/realtabformer/1_2/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/6/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
+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
+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
+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/1_2/6/val.csv b/iris/realtabformer/1_2/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/7/synth.csv b/iris/realtabformer/1_2/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a28b5dbc015b7b18d8e6d107ea6ab05004a53fc1
--- /dev/null
+++ b/iris/realtabformer/1_2/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,3.9,4.4,0.3,Iris-versicolor
+1,6.0,2.9,5.6,2.3,Iris-virginica
+2,6.0,2.9,4.7,1.5,Iris-versicolor
+3,6.3,2.4,4.8,1.8,Iris-versicolor
+4,6.6,2.8,4.3,1.3,Iris-virginica
+5,5.1,3.3,4.4,0.3,Iris-versicolor
+6,5.1,2.0,1.5,1.3,Iris-setosa
+7,5.1,3.3,1.4,0.4,Iris-setosa
+8,6.9,2.8,5.7,1.2,Iris-virginica
+9,6.3,2.9,4.9,1.3,Iris-versicolor
+10,4.3,3.2,1.6,0.2,Iris-setosa
+11,6.7,2.8,5.5,2.3,Iris-virginica
+12,5.0,2.3,1.4,1.2,Iris-setosa
+13,5.7,3.2,5.4,2.8,Iris-setosa
+14,6.7,3.1,5.1,2.3,Iris-virginica
+15,6.7,3.2,5.4,1.3,Iris-virginica
+16,6.3,2.9,4.7,1.5,Iris-versicolor
+17,6.3,2.9,4.3,1.2,Iris-versicolor
+18,5.1,2.7,1.5,1.4,Iris-versicolor
+19,4.7,3.8,1.4,0.2,Iris-setosa
+20,4.7,3.7,1.5,0.1,Iris-setosa
+21,4.4,3.1,1.3,0.2,Iris-setosa
+22,6.1,2.9,4.6,1.3,Iris-versicolor
+23,4.9,3.8,1.1,0.2,Iris-setosa
+24,4.6,3.4,1.5,0.2,Iris-virginica
+25,6.7,2.9,4.7,1.6,Iris-virginica
+26,6.4,2.9,5.7,1.1,Iris-versicolor
+27,6.9,3.0,4.0,1.4,Iris-versicolor
+28,6.0,2.9,6.5,1.5,Iris-virginica
+29,5.5,3.4,1.8,0.2,Iris-setosa
+30,6.7,2.0,5.7,1.2,Iris-virginica
+31,7.6,3.8,4.8,2.3,Iris-versicolor
+32,5.1,3.7,1.0,0.2,Iris-setosa
+33,6.1,3.8,5.0,1.0,Iris-virginica
+34,6.0,3.3,4.7,2.2,Iris-versicolor
+35,6.1,3.7,5.9,2.3,Iris-virginica
+36,6.1,2.4,4.4,1.0,Iris-versicolor
+37,6.1,3.2,4.7,2.8,Iris-versicolor
+38,6.1,3.6,4.1,2.3,Iris-versicolor
+39,6.6,3.7,5.8,2.7,Iris-virginica
+40,5.5,3.8,4.3,0.2,Iris-versicolor
+41,5.6,3.5,4.1,1.3,Iris-versicolor
+42,5.4,3.4,1.5,0.2,Iris-setosa
+43,6.1,2.8,4.7,1.3,Iris-versicolor
+44,6.0,3.9,4.9,2.5,Iris-versicolor
+45,6.7,2.9,4.6,1.3,Iris-versicolor
+46,5.1,3.3,1.6,1.2,Iris-virginica
+47,5.4,3.2,5.5,0.4,Iris-setosa
+48,4.9,3.0,1.4,0.1,Iris-setosa
+49,5.8,3.4,1.5,0.2,Iris-setosa
+50,4.9,3.4,1.4,0.2,Iris-setosa
+51,6.1,3.7,4.3,1.8,Iris-versicolor
+52,5.5,2.8,1.7,1.0,Iris-setosa
+53,6.9,2.8,4.9,1.3,Iris-versicolor
+54,4.8,3.4,1.7,0.2,Iris-setosa
+55,5.3,3.4,1.5,0.2,Iris-setosa
+56,6.9,2.2,5.5,1.3,Iris-virginica
+57,6.7,3.6,5.7,2.3,Iris-virginica
+58,6.0,3.2,5.7,1.8,Iris-virginica
+59,5.0,3.4,1.2,0.2,Iris-setosa
+60,6.6,2.7,3.2,1.4,Iris-versicolor
+61,6.3,3.9,5.6,2.5,Iris-virginica
+62,4.0,2.6,4.3,1.1,Iris-versicolor
+63,6.4,2.3,4.6,1.9,Iris-versicolor
+64,6.5,2.9,5.5,1.5,Iris-versicolor
+65,5.4,2.1,1.1,1.3,Iris-setosa
+66,6.2,2.2,3.5,1.3,Iris-virginica
+67,6.0,3.2,5.0,2.2,Iris-virginica
+68,6.7,2.5,5.3,1.5,Iris-virginica
+69,5.4,3.2,4.1,0.2,Iris-versicolor
+70,5.4,3.7,1.0,1.2,Iris-setosa
+71,6.8,3.2,5.6,2.0,Iris-virginica
+72,4.8,3.9,4.4,0.3,Iris-versicolor
+73,6.5,2.8,4.8,1.8,Iris-versicolor
+74,6.1,3.4,6.9,1.5,Iris-virginica
+75,6.6,2.7,4.9,1.2,Iris-versicolor
+76,6.7,2.9,4.7,1.3,Iris-versicolor
+77,5.3,2.9,3.9,1.4,Iris-versicolor
+78,5.1,2.4,3.6,1.3,Iris-versicolor
+79,4.3,3.4,1.4,0.3,Iris-setosa
+80,7.1,3.3,5.8,1.3,Iris-virginica
+81,6.6,2.5,3.9,1.5,Iris-virginica
+82,6.9,3.9,4.7,1.3,Iris-versicolor
+83,6.9,3.8,4.5,0.3,Iris-versicolor
+84,6.5,2.0,5.5,1.5,Iris-virginica
+85,5.7,2.4,4.9,1.3,Iris-versicolor
+86,6.1,2.8,4.0,1.3,Iris-versicolor
+87,5.1,3.3,1.1,0.3,Iris-setosa
+88,6.0,3.3,5.3,0.3,Iris-virginica
+89,5.1,2.7,1.9,1.2,Iris-versicolor
+90,6.7,2.3,5.0,1.8,Iris-virginica
+91,4.9,3.0,1.3,0.2,Iris-setosa
+92,4.6,3.1,4.6,0.3,Iris-versicolor
+93,6.0,3.6,6.4,2.1,Iris-virginica
+94,6.2,2.9,5.0,1.3,Iris-versicolor
+95,5.9,3.1,5.9,0.1,Iris-setosa
+96,5.8,3.4,1.6,0.4,Iris-setosa
+97,4.9,3.1,1.1,0.2,Iris-setosa
+98,6.2,3.7,4.5,0.4,Iris-versicolor
+99,5.0,3.0,4.6,1.0,Iris-versicolor
+100,5.7,3.0,1.0,1.3,Iris-setosa
+101,6.1,3.2,5.0,2.4,Iris-virginica
+102,6.1,2.9,4.2,1.8,Iris-versicolor
+103,6.7,3.8,5.6,1.8,Iris-virginica
+104,6.3,3.6,5.9,2.4,Iris-virginica
+105,6.1,3.1,4.9,1.7,Iris-versicolor
+106,4.4,3.0,1.4,0.2,Iris-setosa
+107,6.1,3.9,4.9,1.5,Iris-versicolor
+108,6.1,2.9,4.7,1.3,Iris-versicolor
+109,5.1,3.0,4.7,0.3,Iris-versicolor
+110,5.5,3.8,1.3,0.2,Iris-setosa
+111,6.6,2.8,4.9,1.3,Iris-versicolor
+112,6.6,2.8,4.6,1.8,Iris-versicolor
+113,6.7,2.9,4.6,1.6,Iris-versicolor
+114,6.1,2.4,4.1,1.3,Iris-versicolor
+115,5.0,2.9,4.5,1.3,Iris-versicolor
+116,4.6,3.0,5.4,0.2,Iris-setosa
+117,6.0,2.9,4.7,1.0,Iris-virginica
+118,7.3,2.9,4.7,1.8,Iris-versicolor
+119,4.6,3.0,1.6,0.2,Iris-setosa
diff --git a/iris/realtabformer/1_2/7/test.csv b/iris/realtabformer/1_2/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/7/train.csv b/iris/realtabformer/1_2/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/7/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
+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
+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
+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/1_2/7/val.csv b/iris/realtabformer/1_2/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/8/synth.csv b/iris/realtabformer/1_2/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b54707c2af23f76f116628f9d5f6da025730738c
--- /dev/null
+++ b/iris/realtabformer/1_2/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,3.0,4.6,0.2,Iris-versicolor
+1,6.1,3.0,4.6,1.1,Iris-versicolor
+2,5.4,3.4,1.0,0.2,Iris-versicolor
+3,5.7,2.9,1.4,1.3,Iris-versicolor
+4,6.3,2.8,4.8,1.4,Iris-versicolor
+5,6.1,2.3,4.0,1.4,Iris-versicolor
+6,5.1,3.2,1.9,0.3,Iris-setosa
+7,5.0,3.9,5.9,1.5,Iris-versicolor
+8,5.1,3.3,1.1,0.2,Iris-versicolor
+9,6.6,2.0,5.5,1.3,Iris-virginica
+10,5.3,3.4,1.0,0.2,Iris-setosa
+11,6.4,2.9,5.1,1.6,Iris-virginica
+12,6.0,3.8,4.7,2.5,Iris-versicolor
+13,6.3,2.9,5.3,1.1,Iris-versicolor
+14,5.1,2.0,4.6,1.1,Iris-versicolor
+15,6.7,2.8,5.5,1.3,Iris-versicolor
+16,6.1,3.8,3.0,1.5,Iris-virginica
+17,4.9,3.0,1.4,0.2,Iris-setosa
+18,6.0,3.0,5.4,0.5,Iris-virginica
+19,6.1,2.2,5.3,1.3,Iris-versicolor
+20,4.6,3.0,1.4,0.8,Iris-setosa
+21,6.3,3.7,4.0,2.3,Iris-versicolor
+22,6.1,3.8,4.5,1.5,Iris-versicolor
+23,6.5,2.7,4.3,1.5,Iris-versicolor
+24,6.3,3.9,4.7,2.1,Iris-virginica
+25,6.8,3.9,4.2,1.2,Iris-versicolor
+26,6.0,3.8,4.4,2.5,Iris-versicolor
+27,7.6,3.2,4.6,1.3,Iris-virginica
+28,5.7,2.8,4.0,1.3,Iris-versicolor
+29,5.4,2.7,4.6,1.3,Iris-versicolor
+30,5.1,3.3,1.5,0.1,Iris-setosa
+31,6.1,3.9,4.9,2.0,Iris-virginica
+32,5.5,2.2,1.9,1.3,Iris-setosa
+33,5.2,2.7,4.5,1.3,Iris-versicolor
+34,5.4,3.0,4.7,1.2,Iris-versicolor
+35,6.4,3.3,4.6,2.0,Iris-versicolor
+36,7.1,2.2,4.7,1.1,Iris-versicolor
+37,5.1,2.8,4.0,1.3,Iris-versicolor
+38,5.6,2.5,3.7,1.5,Iris-setosa
+39,6.1,2.3,4.9,1.0,Iris-versicolor
+40,5.1,3.5,1.3,0.5,Iris-versicolor
+41,6.0,2.5,4.0,1.3,Iris-versicolor
+42,6.8,3.2,4.1,2.3,Iris-versicolor
+43,6.1,2.0,3.7,1.5,Iris-virginica
+44,6.9,3.3,1.0,2.5,Iris-virginica
+45,6.2,2.6,4.6,1.5,Iris-versicolor
+46,5.5,3.0,3.1,1.0,Iris-versicolor
+47,4.7,3.4,4.5,0.3,Iris-versicolor
+48,6.0,3.4,5.7,1.4,Iris-virginica
+49,6.1,2.2,4.9,1.6,Iris-versicolor
+50,6.1,3.3,1.3,2.2,Iris-virginica
+51,5.2,2.8,4.6,1.1,Iris-versicolor
+52,5.2,3.4,3.5,2.2,Iris-versicolor
+53,4.4,3.4,1.5,0.3,Iris-setosa
+54,5.7,2.6,1.0,1.3,Iris-versicolor
+55,4.9,3.1,1.4,0.2,Iris-setosa
+56,6.1,3.2,5.6,2.5,Iris-virginica
+57,6.2,3.2,4.9,1.5,Iris-versicolor
+58,6.4,3.4,1.5,1.3,Iris-versicolor
+59,6.8,3.9,5.2,2.0,Iris-virginica
+60,4.7,2.2,3.5,1.3,Iris-versicolor
+61,5.7,3.0,5.5,1.3,Iris-setosa
+62,5.1,3.4,1.7,0.1,Iris-versicolor
+63,6.6,3.2,5.0,2.3,Iris-virginica
+64,6.9,3.4,5.4,1.1,Iris-virginica
+65,6.7,3.0,4.0,2.2,Iris-versicolor
+66,6.1,3.8,4.6,1.5,Iris-versicolor
+67,5.4,2.7,5.1,1.6,Iris-versicolor
+68,4.6,2.0,4.7,1.1,Iris-versicolor
+69,5.5,3.7,4.5,0.3,Iris-versicolor
+70,5.7,3.5,1.5,0.2,Iris-setosa
+71,6.5,2.7,4.5,1.8,Iris-versicolor
+72,5.0,3.0,1.9,0.2,Iris-virginica
+73,5.1,2.5,1.7,1.2,Iris-setosa
+74,6.1,2.8,5.6,1.4,Iris-virginica
+75,4.8,3.4,1.6,0.3,Iris-setosa
+76,5.1,2.0,4.4,1.3,Iris-versicolor
+77,6.5,3.9,5.4,2.2,Iris-virginica
+78,6.7,3.3,5.6,2.2,Iris-virginica
+79,5.9,2.5,1.3,1.6,Iris-virginica
+80,6.1,3.2,4.4,1.5,Iris-versicolor
+81,4.4,2.0,1.5,1.3,Iris-setosa
+82,5.5,3.3,1.4,0.2,Iris-versicolor
+83,6.7,3.5,5.5,2.5,Iris-virginica
+84,6.8,3.8,4.1,2.5,Iris-virginica
+85,5.4,3.3,1.0,2.2,Iris-versicolor
+86,6.7,2.9,5.0,2.4,Iris-virginica
+87,6.1,3.4,4.7,2.0,Iris-virginica
+88,6.0,2.2,3.7,1.5,Iris-versicolor
+89,5.5,3.8,4.5,0.5,Iris-versicolor
+90,5.8,3.1,1.5,0.5,Iris-setosa
+91,6.0,3.3,5.0,2.6,Iris-versicolor
+92,6.5,2.0,5.9,1.5,Iris-virginica
+93,6.7,2.9,4.6,1.3,Iris-versicolor
+94,5.7,2.7,4.1,1.1,Iris-versicolor
+95,6.1,2.8,4.6,1.8,Iris-versicolor
+96,4.9,3.2,1.4,0.2,Iris-setosa
+97,6.7,2.2,6.0,1.3,Iris-versicolor
+98,4.8,3.4,1.4,0.2,Iris-setosa
+99,4.4,3.2,1.5,0.1,Iris-setosa
+100,6.1,2.7,4.6,1.3,Iris-virginica
+101,5.0,3.6,1.8,0.2,Iris-versicolor
+102,6.3,2.8,4.6,1.0,Iris-virginica
+103,6.7,2.8,5.4,1.1,Iris-virginica
+104,5.1,2.0,1.7,1.3,Iris-setosa
+105,6.4,2.5,5.9,1.2,Iris-virginica
+106,6.0,2.5,3.3,1.7,Iris-virginica
+107,4.9,3.7,1.4,0.2,Iris-setosa
+108,6.6,3.2,5.5,2.2,Iris-virginica
+109,4.6,2.4,1.5,1.0,Iris-setosa
+110,5.7,3.4,1.6,0.2,Iris-setosa
+111,6.7,2.8,4.6,1.5,Iris-versicolor
+112,4.6,3.0,4.3,0.2,Iris-versicolor
+113,6.1,2.2,4.1,1.3,Iris-versicolor
+114,4.9,2.4,1.4,0.4,Iris-setosa
+115,5.8,2.9,1.9,1.2,Iris-setosa
+116,6.3,2.9,4.6,1.0,Iris-versicolor
+117,6.8,2.8,4.1,1.5,Iris-versicolor
+118,5.7,2.8,6.6,1.3,Iris-setosa
+119,7.5,3.8,5.9,2.5,Iris-virginica
diff --git a/iris/realtabformer/1_2/8/test.csv b/iris/realtabformer/1_2/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/8/train.csv b/iris/realtabformer/1_2/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/8/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
+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
+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
+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/1_2/8/val.csv b/iris/realtabformer/1_2/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/9/synth.csv b/iris/realtabformer/1_2/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d8634f95729bb37717283d130c7e58786301c052
--- /dev/null
+++ b/iris/realtabformer/1_2/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.7,2.9,4.6,1.5,Iris-versicolor
+1,5.5,3.4,5.9,0.3,Iris-setosa
+2,5.1,3.4,4.4,0.4,Iris-versicolor
+3,6.0,3.4,4.6,2.4,Iris-versicolor
+4,4.7,3.0,1.3,0.3,Iris-setosa
+5,6.0,3.9,5.5,1.3,Iris-virginica
+6,6.8,2.3,5.8,1.4,Iris-virginica
+7,4.9,3.1,1.5,0.1,Iris-setosa
+8,4.6,3.0,5.5,0.3,Iris-setosa
+9,5.6,3.7,4.2,1.3,Iris-versicolor
+10,5.5,2.5,4.5,1.3,Iris-versicolor
+11,5.0,2.0,4.7,1.8,Iris-versicolor
+12,6.7,2.2,4.6,1.3,Iris-versicolor
+13,6.7,3.5,5.7,2.4,Iris-virginica
+14,6.1,2.2,4.6,1.5,Iris-versicolor
+15,4.6,3.2,4.8,0.2,Iris-versicolor
+16,4.6,3.2,1.4,0.2,Iris-virginica
+17,6.7,2.9,4.6,1.3,Iris-versicolor
+18,6.0,3.8,4.8,1.4,Iris-versicolor
+19,5.7,2.2,4.3,1.3,Iris-versicolor
+20,6.5,3.1,5.6,2.4,Iris-virginica
+21,5.4,3.7,1.9,0.2,Iris-setosa
+22,6.2,3.2,5.3,1.3,Iris-virginica
+23,6.7,2.8,5.9,1.8,Iris-virginica
+24,5.4,2.8,1.5,1.5,Iris-setosa
+25,5.3,2.7,1.4,1.2,Iris-versicolor
+26,5.1,3.4,1.5,0.2,Iris-setosa
+27,6.1,2.8,4.1,1.4,Iris-virginica
+28,6.6,3.2,5.9,1.0,Iris-versicolor
+29,4.8,3.9,1.7,0.2,Iris-setosa
+30,6.9,3.8,1.4,2.2,Iris-virginica
+31,4.5,3.7,1.6,0.2,Iris-setosa
+32,6.0,2.8,5.5,1.8,Iris-versicolor
+33,6.3,3.9,4.9,2.1,Iris-versicolor
+34,6.1,3.8,5.6,2.8,Iris-versicolor
+35,4.8,2.9,4.9,1.5,Iris-versicolor
+36,6.2,3.0,4.9,1.0,Iris-versicolor
+37,6.1,3.2,4.5,1.2,Iris-virginica
+38,5.5,3.4,5.3,1.2,Iris-setosa
+39,5.7,2.4,4.1,1.3,Iris-versicolor
+40,6.1,3.0,5.1,2.3,Iris-virginica
+41,4.9,3.3,1.5,0.4,Iris-setosa
+42,5.8,3.4,5.4,2.3,Iris-setosa
+43,6.1,3.8,1.1,2.4,Iris-versicolor
+44,6.3,2.7,5.9,1.3,Iris-virginica
+45,5.7,3.2,5.1,0.2,Iris-setosa
+46,4.9,3.4,6.3,0.2,Iris-setosa
+47,6.1,2.5,5.1,1.4,Iris-virginica
+48,6.0,3.8,5.0,1.3,Iris-virginica
+49,4.9,3.7,1.6,0.2,Iris-virginica
+50,4.0,2.2,1.1,0.0,Iris-setosa
+51,4.5,3.0,1.4,0.2,Iris-setosa
+52,6.1,2.6,4.4,1.3,Iris-versicolor
+53,6.1,3.8,4.2,1.4,Iris-versicolor
+54,5.7,2.6,4.5,1.2,Iris-versicolor
+55,5.4,2.0,1.3,1.2,Iris-setosa
+56,5.3,3.9,5.6,0.2,Iris-setosa
+57,4.7,3.6,1.5,0.3,Iris-setosa
+58,6.6,3.1,5.9,2.2,Iris-versicolor
+59,5.1,3.4,1.5,0.4,Iris-setosa
+60,5.8,2.2,4.6,1.4,Iris-versicolor
+61,4.7,3.3,1.0,0.3,Iris-versicolor
+62,5.1,3.8,4.5,1.3,Iris-versicolor
+63,6.0,2.8,4.6,1.1,Iris-versicolor
+64,5.8,3.4,5.2,2.2,Iris-setosa
+65,6.7,2.9,4.3,1.8,Iris-versicolor
+66,6.8,3.4,5.1,2.3,Iris-virginica
+67,5.6,3.1,1.5,0.2,Iris-versicolor
+68,6.2,2.3,4.9,1.3,Iris-versicolor
+69,6.1,3.8,4.1,2.2,Iris-versicolor
+70,4.6,3.0,4.4,0.2,Iris-versicolor
+71,5.7,2.9,4.6,1.5,Iris-versicolor
+72,5.1,3.8,1.4,0.2,Iris-setosa
+73,6.4,3.9,4.6,1.5,Iris-versicolor
+74,6.2,2.7,5.7,1.5,Iris-virginica
+75,6.5,2.9,4.1,1.3,Iris-versicolor
+76,5.6,3.2,1.6,0.3,Iris-setosa
+77,6.7,2.8,5.9,1.4,Iris-virginica
+78,6.1,3.8,4.1,1.3,Iris-versicolor
+79,6.8,2.7,5.8,1.0,Iris-virginica
+80,6.0,3.2,5.1,2.2,Iris-virginica
+81,5.5,2.2,4.4,1.3,Iris-versicolor
+82,5.0,3.5,1.4,0.2,Iris-setosa
+83,5.1,3.4,1.5,0.2,Iris-setosa
+84,6.1,3.1,4.8,2.3,Iris-versicolor
+85,6.5,3.7,5.1,1.5,Iris-virginica
+86,6.4,2.9,5.0,1.6,Iris-virginica
+87,6.6,3.8,3.3,2.5,Iris-virginica
+88,6.1,2.2,4.4,1.5,Iris-versicolor
+89,6.1,2.9,4.6,1.1,Iris-versicolor
+90,6.7,3.5,4.9,2.4,Iris-versicolor
+91,5.6,2.7,4.2,1.3,Iris-versicolor
+92,6.7,2.8,5.7,1.3,Iris-versicolor
+93,6.1,3.8,4.6,1.4,Iris-versicolor
+94,5.0,2.5,3.4,1.0,Iris-versicolor
+95,5.3,2.8,1.5,1.2,Iris-setosa
+96,6.7,2.3,4.0,1.8,Iris-versicolor
+97,6.3,2.9,4.9,1.5,Iris-versicolor
+98,6.6,3.4,5.9,0.6,Iris-virginica
+99,6.1,2.9,4.8,1.0,Iris-versicolor
+100,6.1,3.2,4.8,2.3,Iris-virginica
+101,5.1,2.5,1.9,1.0,Iris-setosa
+102,5.7,3.3,1.5,0.3,Iris-versicolor
+103,6.3,3.0,5.3,1.4,Iris-virginica
+104,4.0,3.1,1.5,0.2,Iris-versicolor
+105,6.2,2.2,5.1,1.8,Iris-virginica
+106,5.6,2.8,1.0,1.0,Iris-versicolor
+107,5.5,3.1,1.5,0.2,Iris-setosa
+108,6.7,2.8,4.9,1.4,Iris-versicolor
+109,5.1,2.4,4.5,1.4,Iris-versicolor
+110,4.6,3.7,1.4,0.2,Iris-setosa
+111,6.8,3.8,4.0,2.3,Iris-versicolor
+112,6.7,2.9,5.9,1.4,Iris-virginica
+113,6.1,2.8,4.0,1.3,Iris-versicolor
+114,5.1,3.5,6.4,0.2,Iris-setosa
+115,6.3,3.3,5.8,2.4,Iris-virginica
+116,6.0,3.4,5.4,2.4,Iris-versicolor
+117,5.7,2.8,3.1,1.0,Iris-versicolor
+118,6.7,3.5,5.9,2.3,Iris-virginica
+119,6.1,3.8,4.3,2.2,Iris-versicolor
diff --git a/iris/realtabformer/1_2/9/test.csv b/iris/realtabformer/1_2/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/9/train.csv b/iris/realtabformer/1_2/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/1_2/9/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
+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
+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
+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/1_2/9/val.csv b/iris/realtabformer/1_2/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/1_2/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/1_2/params.json b/iris/realtabformer/1_2/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..da13dfad8f2a91933c8e9e2bb5b7b671eee49140
--- /dev/null
+++ b/iris/realtabformer/1_2/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bbd76954cba24fa6f3c19b09eb88443f419407724d593fbac7136fc4d411305c
+size 711
diff --git a/iris/realtabformer/1_2/realtabformer_eval.ipynb b/iris/realtabformer/1_2/realtabformer_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..c10b99dd537efd390f022502c07c93758fb2f3b4
--- /dev/null
+++ b/iris/realtabformer/1_2/realtabformer_eval.ipynb
@@ -0,0 +1,5922 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "04f41a39",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:29.530146Z",
+     "iopub.status.busy": "2024-07-22T01:11:29.529775Z",
+     "iopub.status.idle": "2024-07-22T01:11:42.662379Z",
+     "shell.execute_reply": "2024-07-22T01:11:42.661166Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697371780299,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 13.167147,
+     "end_time": "2024-07-22T01:11:42.664963",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:29.497816",
+     "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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "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... 36%\r",
+      "\r",
+      "Reading package lists... 36%\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... 44%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\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",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\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",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 59%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\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": "437f244b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:42.734084Z",
+     "iopub.status.busy": "2024-07-22T01:11:42.733696Z",
+     "iopub.status.idle": "2024-07-22T01:11:42.741822Z",
+     "shell.execute_reply": "2024-07-22T01:11:42.740917Z"
+    },
+    "papermill": {
+     "duration": 0.045448,
+     "end_time": "2024-07-22T01:11:42.743728",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:42.698280",
+     "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": "23ac3948",
+   "metadata": {
+    "papermill": {
+     "duration": 0.032778,
+     "end_time": "2024-07-22T01:11:42.811140",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:42.778362",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "bf9bd0c8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:42.881027Z",
+     "iopub.status.busy": "2024-07-22T01:11:42.880662Z",
+     "iopub.status.idle": "2024-07-22T01:11:42.885385Z",
+     "shell.execute_reply": "2024-07-22T01:11:42.884426Z"
+    },
+    "papermill": {
+     "duration": 0.042185,
+     "end_time": "2024-07-22T01:11:42.887430",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:42.845245",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "plt.rcParams['figure.figsize'] = [3,3]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "13d92ef2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:42.955229Z",
+     "iopub.status.busy": "2024-07-22T01:11:42.954346Z",
+     "iopub.status.idle": "2024-07-22T01:11:42.962262Z",
+     "shell.execute_reply": "2024-07-22T01:11:42.961310Z"
+    },
+    "papermill": {
+     "duration": 0.044238,
+     "end_time": "2024-07-22T01:11:42.964330",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:42.920092",
+     "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": "c3aca599",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:43.035827Z",
+     "iopub.status.busy": "2024-07-22T01:11:43.034947Z",
+     "iopub.status.idle": "2024-07-22T01:11:43.040719Z",
+     "shell.execute_reply": "2024-07-22T01:11:43.039845Z"
+    },
+    "papermill": {
+     "duration": 0.044954,
+     "end_time": "2024-07-22T01:11:43.042782",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:42.997828",
+     "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 = 2\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/realtabformer/1_2\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = False\n",
+    "epoch_scale = 0.2\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "cd776b09",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:43.109692Z",
+     "iopub.status.busy": "2024-07-22T01:11:43.109052Z",
+     "iopub.status.idle": "2024-07-22T01:11:43.113494Z",
+     "shell.execute_reply": "2024-07-22T01:11:43.112544Z"
+    },
+    "papermill": {
+     "duration": 0.040317,
+     "end_time": "2024-07-22T01:11:43.115506",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:43.075189",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "if df_name == \"df\":\n",
+    "    save_embedding = True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "3ef86f30",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:43.185501Z",
+     "iopub.status.busy": "2024-07-22T01:11:43.185127Z",
+     "iopub.status.idle": "2024-07-22T01:11:43.190805Z",
+     "shell.execute_reply": "2024-07-22T01:11:43.189954Z"
+    },
+    "papermill": {
+     "duration": 0.043292,
+     "end_time": "2024-07-22T01:11:43.192960",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:43.149668",
+     "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": "3ca8691c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:43.260651Z",
+     "iopub.status.busy": "2024-07-22T01:11:43.260255Z",
+     "iopub.status.idle": "2024-07-22T01:11:44.507925Z",
+     "shell.execute_reply": "2024-07-22T01:11:44.506644Z"
+    },
+    "papermill": {
+     "duration": 1.285215,
+     "end_time": "2024-07-22T01:11:44.511082",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:43.225867",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cloning into 'final'...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "remote: Repository not found\r\n",
+      "fatal: repository 'https://huggingface.co/linearch/mlu_est_eval_5_nogp_iris/' not found\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": "8dbfbcfc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:44.599358Z",
+     "iopub.status.busy": "2024-07-22T01:11:44.598642Z",
+     "iopub.status.idle": "2024-07-22T01:11:45.600626Z",
+     "shell.execute_reply": "2024-07-22T01:11:45.599431Z"
+    },
+    "papermill": {
+     "duration": 1.04558,
+     "end_time": "2024-07-22T01:11:45.602864",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:44.557284",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mkdir: cannot create directory 'iris': File exists\r\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": "dd9d7bf9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:45.675576Z",
+     "iopub.status.busy": "2024-07-22T01:11:45.674670Z",
+     "iopub.status.idle": "2024-07-22T01:11:45.684651Z",
+     "shell.execute_reply": "2024-07-22T01:11:45.683737Z"
+    },
+    "papermill": {
+     "duration": 0.049371,
+     "end_time": "2024-07-22T01:11:45.686652",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:45.637281",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/realtabformer/1_2\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": "60998526",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:45.756702Z",
+     "iopub.status.busy": "2024-07-22T01:11:45.756295Z",
+     "iopub.status.idle": "2024-07-22T01:11:46.156083Z",
+     "shell.execute_reply": "2024-07-22T01:11:46.155211Z"
+    },
+    "executionInfo": {
+     "elapsed": 333,
+     "status": "ok",
+     "timestamp": 1697372585128,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.438393,
+     "end_time": "2024-07-22T01:11:46.158991",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:45.720598",
+     "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": "a28491ce",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:46.231497Z",
+     "iopub.status.busy": "2024-07-22T01:11:46.230642Z",
+     "iopub.status.idle": "2024-07-22T01:11:47.977834Z",
+     "shell.execute_reply": "2024-07-22T01:11:47.976977Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697372585711,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.786854,
+     "end_time": "2024-07-22T01:11:47.980368",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:46.193514",
+     "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": "4e6d189a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:48.053674Z",
+     "iopub.status.busy": "2024-07-22T01:11:48.053149Z",
+     "iopub.status.idle": "2024-07-22T01:11:48.060913Z",
+     "shell.execute_reply": "2024-07-22T01:11:48.059965Z"
+    },
+    "executionInfo": {
+     "elapsed": 417,
+     "status": "ok",
+     "timestamp": 1697375526563,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.046985,
+     "end_time": "2024-07-22T01:11:48.063053",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:48.016068",
+     "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": "5d1e724a",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:48.133016Z",
+     "iopub.status.busy": "2024-07-22T01:11:48.132588Z",
+     "iopub.status.idle": "2024-07-22T01:11:48.138015Z",
+     "shell.execute_reply": "2024-07-22T01:11:48.136983Z"
+    },
+    "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": 0.042995,
+     "end_time": "2024-07-22T01:11:48.140058",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:48.097063",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      ".\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_dir_2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "87353530",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:48.214046Z",
+     "iopub.status.busy": "2024-07-22T01:11:48.213345Z",
+     "iopub.status.idle": "2024-07-22T01:11:48.339088Z",
+     "shell.execute_reply": "2024-07-22T01:11:48.338150Z"
+    },
+    "papermill": {
+     "duration": 0.165931,
+     "end_time": "2024-07-22T01:11:48.341485",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:48.175554",
+     "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": "348e3993",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:48.414340Z",
+     "iopub.status.busy": "2024-07-22T01:11:48.413976Z",
+     "iopub.status.idle": "2024-07-22T01:11:53.067051Z",
+     "shell.execute_reply": "2024-07-22T01:11:53.066017Z"
+    },
+    "papermill": {
+     "duration": 4.693577,
+     "end_time": "2024-07-22T01:11:53.069753",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:48.376176",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 01:11:50.275938: 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",
+      "2024-07-22 01:11:50.276001: 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",
+      "2024-07-22 01:11:50.277672: 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"
+     ]
+    }
+   ],
+   "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": "7b4753d0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:53.144471Z",
+     "iopub.status.busy": "2024-07-22T01:11:53.143553Z",
+     "iopub.status.idle": "2024-07-22T01:11:53.150177Z",
+     "shell.execute_reply": "2024-07-22T01:11:53.149221Z"
+    },
+    "papermill": {
+     "duration": 0.047087,
+     "end_time": "2024-07-22T01:11:53.152462",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:53.105375",
+     "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": "6e72a58e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:53.222145Z",
+     "iopub.status.busy": "2024-07-22T01:11:53.221769Z",
+     "iopub.status.idle": "2024-07-22T01:11:56.112106Z",
+     "shell.execute_reply": "2024-07-22T01:11:56.111148Z"
+    },
+    "papermill": {
+     "duration": 2.927988,
+     "end_time": "2024-07-22T01:11:56.114663",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:53.186675",
+     "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": "7db8b5e2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:56.191496Z",
+     "iopub.status.busy": "2024-07-22T01:11:56.190495Z",
+     "iopub.status.idle": "2024-07-22T01:11:56.197135Z",
+     "shell.execute_reply": "2024-07-22T01:11:56.196226Z"
+    },
+    "papermill": {
+     "duration": 0.047468,
+     "end_time": "2024-07-22T01:11:56.199122",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:56.151654",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, None, 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": "965d7080",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:56.271818Z",
+     "iopub.status.busy": "2024-07-22T01:11:56.271419Z",
+     "iopub.status.idle": "2024-07-22T01:11:56.809755Z",
+     "shell.execute_reply": "2024-07-22T01:11:56.808689Z"
+    },
+    "papermill": {
+     "duration": 0.578065,
+     "end_time": "2024-07-22T01:11:56.812508",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:56.234443",
+     "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": "03791958",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:56.887070Z",
+     "iopub.status.busy": "2024-07-22T01:11:56.886690Z",
+     "iopub.status.idle": "2024-07-22T01:11:56.893047Z",
+     "shell.execute_reply": "2024-07-22T01:11:56.892066Z"
+    },
+    "papermill": {
+     "duration": 0.046201,
+     "end_time": "2024-07-22T01:11:56.895335",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:56.849134",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "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": "dd77227a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:56.968431Z",
+     "iopub.status.busy": "2024-07-22T01:11:56.967650Z",
+     "iopub.status.idle": "2024-07-22T01:11:57.015624Z",
+     "shell.execute_reply": "2024-07-22T01:11:57.014498Z"
+    },
+    "papermill": {
+     "duration": 0.087623,
+     "end_time": "2024-07-22T01:11:57.018413",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:56.930790",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "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": "350ca062",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:57.092836Z",
+     "iopub.status.busy": "2024-07-22T01:11:57.092420Z",
+     "iopub.status.idle": "2024-07-22T01:11:57.098764Z",
+     "shell.execute_reply": "2024-07-22T01:11:57.097671Z"
+    },
+    "papermill": {
+     "duration": 0.04618,
+     "end_time": "2024-07-22T01:11:57.100919",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:57.054739",
+     "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": "bae8bd8d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:57.174479Z",
+     "iopub.status.busy": "2024-07-22T01:11:57.173539Z",
+     "iopub.status.idle": "2024-07-22T01:11:57.178279Z",
+     "shell.execute_reply": "2024-07-22T01:11:57.177335Z"
+    },
+    "papermill": {
+     "duration": 0.044354,
+     "end_time": "2024-07-22T01:11:57.180403",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:57.136049",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "2bc19828",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:57.256495Z",
+     "iopub.status.busy": "2024-07-22T01:11:57.255322Z",
+     "iopub.status.idle": "2024-07-22T01:11:57.261863Z",
+     "shell.execute_reply": "2024-07-22T01:11:57.260976Z"
+    },
+    "papermill": {
+     "duration": 0.047482,
+     "end_time": "2024-07-22T01:11:57.263994",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:57.216512",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "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": "384e5d2c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:57.337519Z",
+     "iopub.status.busy": "2024-07-22T01:11:57.336550Z",
+     "iopub.status.idle": "2024-07-22T01:11:57.634514Z",
+     "shell.execute_reply": "2024-07-22T01:11:57.633668Z"
+    },
+    "papermill": {
+     "duration": 0.337865,
+     "end_time": "2024-07-22T01:11:57.637185",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:57.299320",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "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": "96e3acad",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:57.712592Z",
+     "iopub.status.busy": "2024-07-22T01:11:57.711832Z",
+     "iopub.status.idle": "2024-07-22T01:11:57.721512Z",
+     "shell.execute_reply": "2024-07-22T01:11:57.720649Z"
+    },
+    "executionInfo": {
+     "elapsed": 2,
+     "status": "ok",
+     "timestamp": 1697375527010,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.049821,
+     "end_time": "2024-07-22T01:11:57.723572",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:57.673751",
+     "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': 9}"
+      ]
+     },
+     "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": "5f9c7000",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000,
+     "referenced_widgets": [
+      "c50b731f02a449a9b45103069f4f7f1f",
+      "8b711dcc883b4a5ea5580b6033044568",
+      "941d784de1f94bf382b875d2f4e902d8",
+      "06f1d325461e45d986ca92ed7763c06c",
+      "cf183620ec88415181febd8d639656e5",
+      "a79d746c0992418d9d2b1c8b93f7c52f",
+      "b0ad7760d42c4e8e844f46a4c6fd7d27",
+      "5bbafc9b78434f96b3320f860c6a1666",
+      "ebfb668fada444e28794b30122f0e123",
+      "34cd0bea60554071933074b75a7c6689",
+      "12513cd366e54425843cce520414d0f3",
+      "ef91306c079a4b9796591e1a6e666874",
+      "d25d12efe79e41c99eb5b0bc5d5b278d",
+      "d548ef70fcfc477e92ae9af81f0f8bcc",
+      "f1758d61d6254a16800764c56a5d1ea7",
+      "fa5f3621d3e049b4a890ca7b1b6600e3",
+      "361ecc4d770648d7949bdd3f6bfa6499",
+      "5daab13d10b443e4a1561c12805145f6",
+      "e64aa696fd70473ea134104b15af24c6",
+      "8b778a0c8bf64b3b83cdf3cace237466",
+      "7e54d622953b4b6ca0704ad3665503d2",
+      "57f504d7ffb64e61af63a66ff76903de",
+      "bf63dd54300d4fdd8c04d513f4b07047",
+      "ae49cf470e204098b762407d81722665",
+      "8a8f6cb142924968a6496250ddfce370",
+      "d8c9917906eb453cbc5d16332a9ddb7a",
+      "ab6e5c7cd6a04727905ca923838c0711",
+      "3fdc0e7efc6f4fae9162d007bd8a7754",
+      "c072c1aa9b314f01bfc41e08367a3347",
+      "41a67df594794567870ad2d766d7b8b3",
+      "d226377f400543279429aed766014cb8",
+      "1508878514f9426bae5cb899906897d8",
+      "80f4c00c043446c395f942b8efc85e8f",
+      "eedb89563da64fd69618531c7af28366",
+      "6183322a7f144c429c1a9220fccf3102",
+      "df241bccc5fe49cd9effd698c177b46f",
+      "cbd73a419cfb4457a150f9d09e6dbdce",
+      "873691950555404e8dda87a87491acd8",
+      "f9d79250133c42e2ba024b8b6ce0733a",
+      "384dbbe207524ab6ad39b19fedad9446",
+      "115abcf1bd294be482a6fb8fd193e40f",
+      "08ac24b6bff24736933c3431de441ce9",
+      "8899ac88f69c47a787aa057cdd561828",
+      "7a0e0cb2035e46529f5ba0f0562ba6a8",
+      "ae196c5000854740baa5faad6531602a",
+      "3e819133ed9e4eaea312c707c16f6f60",
+      "40d456808e0a49fcb78372a33e3a99db",
+      "3c9f6dbbacaa4d40a280cbb43a64c8cd",
+      "b3a8803744e24a97ba9ad443b70b61e7",
+      "eccfcfbc465f4065bff22d7765f0d794",
+      "97f774495fa0442cb7f6083f023c8845",
+      "eb0a1f436f1c4c919fadec62e96980e3",
+      "c97476f4de954a37b97c6d34068711c1",
+      "f9fbc4382ba04d5281f771ca48f33f23",
+      "ae56815848f0456f864e35662fb0a9ee",
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+     ]
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:11:57.797833Z",
+     "iopub.status.busy": "2024-07-22T01:11:57.797057Z",
+     "iopub.status.idle": "2024-07-22T01:12:19.338120Z",
+     "shell.execute_reply": "2024-07-22T01:12:19.336886Z"
+    },
+    "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": 21.580606,
+     "end_time": "2024-07-22T01:12:19.340513",
+     "exception": false,
+     "start_time": "2024-07-22T01:11:57.759907",
+     "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      0.022113\n",
+      "std       0.038322\n",
+      "min      -0.025000\n",
+      "25%      -0.003947\n",
+      "50%       0.009211\n",
+      "75%       0.042651\n",
+      "max       0.132895\n",
+      "dtype: float64\n",
+      "Sensitivity threshold: 0.08921052631578943 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 00:07, 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": [
+      "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: 0.08921052631578943,                         val_sensitivity: -0.0162280701754386,                             val_sensitivities: [-0.0039473684210526334, 0.006578947368421052, -0.014473684210526317, 0.02236842105263158, -0.014473684210526317, -0.025, -0.025, -0.025, -0.025, -0.014473684210526317, -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='63' max='63' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [63/63 00:05, Epoch 8/9]\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": [
+      "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: 0.08921052631578943,                         val_sensitivity: -0.013421052631578945,                             val_sensitivities: [-0.025, 0.038157894736842106, -0.025, 0.04342105263157895, -0.014473684210526317, -0.025, -0.025, -0.014473684210526317, -0.025, -0.025, -0.025, -0.025, -0.014473684210526317, -0.014473684210526317, -0.025]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<ml_utility_loss.synthesizers.realtabformer.rtf_trainer.ResumableTrainer at 0x7c3ca3d11090>"
+      ]
+     },
+     "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": "a39bb0aa",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:12:19.418707Z",
+     "iopub.status.busy": "2024-07-22T01:12:19.417777Z",
+     "iopub.status.idle": "2024-07-22T01:12:24.969102Z",
+     "shell.execute_reply": "2024-07-22T01:12:24.967876Z"
+    },
+    "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": 5.593165,
+     "end_time": "2024-07-22T01:12:24.971559",
+     "exception": false,
+     "start_time": "2024-07-22T01:12:19.378394",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "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": "1c7f0ae7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:12:25.049213Z",
+     "iopub.status.busy": "2024-07-22T01:12:25.048799Z",
+     "iopub.status.idle": "2024-07-22T01:12:25.055509Z",
+     "shell.execute_reply": "2024-07-22T01:12:25.054655Z"
+    },
+    "papermill": {
+     "duration": 0.04787,
+     "end_time": "2024-07-22T01:12:25.057489",
+     "exception": false,
+     "start_time": "2024-07-22T01:12:25.009619",
+     "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": "b26f3fd1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:12:25.133096Z",
+     "iopub.status.busy": "2024-07-22T01:12:25.132416Z",
+     "iopub.status.idle": "2024-07-22T01:12:41.357431Z",
+     "shell.execute_reply": "2024-07-22T01:12:41.356429Z"
+    },
+    "executionInfo": {
+     "elapsed": 4,
+     "status": "ok",
+     "timestamp": 1697377448897,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.26548,
+     "end_time": "2024-07-22T01:12:41.359663",
+     "exception": false,
+     "start_time": "2024-07-22T01:12:25.094183",
+     "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": "f37543c8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:12:41.445459Z",
+     "iopub.status.busy": "2024-07-22T01:12:41.445059Z",
+     "iopub.status.idle": "2024-07-22T01:12:41.452076Z",
+     "shell.execute_reply": "2024-07-22T01:12:41.451239Z"
+    },
+    "papermill": {
+     "duration": 0.052563,
+     "end_time": "2024-07-22T01:12:41.454422",
+     "exception": false,
+     "start_time": "2024-07-22T01:12:41.401859",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./29\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'/kaggle/working/eval/iris/realtabformer/1_2'"
+      ]
+     },
+     "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": "1d72669e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:12:41.537498Z",
+     "iopub.status.busy": "2024-07-22T01:12:41.536561Z",
+     "iopub.status.idle": "2024-07-22T01:12:41.543220Z",
+     "shell.execute_reply": "2024-07-22T01:12:41.542334Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697377448897,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "nB724X33v4Qd",
+    "papermill": {
+     "duration": 0.05105,
+     "end_time": "2024-07-22T01:12:41.545311",
+     "exception": false,
+     "start_time": "2024-07-22T01:12:41.494261",
+     "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": "a60c189d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:12:41.631781Z",
+     "iopub.status.busy": "2024-07-22T01:12:41.630814Z",
+     "iopub.status.idle": "2024-07-22T01:12:41.637824Z",
+     "shell.execute_reply": "2024-07-22T01:12:41.636795Z"
+    },
+    "papermill": {
+     "duration": 0.053982,
+     "end_time": "2024-07-22T01:12:41.639847",
+     "exception": false,
+     "start_time": "2024-07-22T01:12:41.585865",
+     "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": "b3442f8a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T01:12:41.722002Z",
+     "iopub.status.busy": "2024-07-22T01:12:41.721054Z",
+     "iopub.status.idle": "2024-07-22T01:12:43.854360Z",
+     "shell.execute_reply": "2024-07-22T01:12:43.852902Z"
+    },
+    "papermill": {
+     "duration": 2.177016,
+     "end_time": "2024-07-22T01:12:43.856947",
+     "exception": false,
+     "start_time": "2024-07-22T01:12:41.679931",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "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": [
+    "if not save_embedding:\n",
+    "    !rm -rf {model_dir_2}/{df_name}/mean-best-disc-model/pytorch_model.bin\n",
+    "    !rm -rf {model_dir_2}/{df_name}/best-disc-model/pytorch_model.bin"
+   ]
+  }
+ ],
+ "metadata": {
+  "accelerator": "GPU",
+  "celltoolbar": "Tags",
+  "colab": {
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.13"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 78.668,
+   "end_time": "2024-07-22T01:12:46.721453",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/realtabformer/1_2/realtabformer_eval.ipynb",
+   "output_path": "eval/iris/realtabformer/1_2/realtabformer_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 2,
+    "epoch_scale": 0.2,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/realtabformer/1_2",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T01:11:28.053453",
+   "version": "2.5.0"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  },
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\ No newline at end of file