diff --git a/iris/realtabformer/2/0/synth.csv b/iris/realtabformer/2/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..063156a54ee2c13fc154a2aba1b35ae1a306c396
--- /dev/null
+++ b/iris/realtabformer/2/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,2.3,3.0,1.5,Iris-versicolor
+1,5.1,3.4,1.6,0.2,Iris-setosa
+2,6.3,2.9,4.6,1.2,Iris-versicolor
+3,6.1,3.0,4.0,1.7,Iris-versicolor
+4,6.3,3.0,4.9,1.8,Iris-virginica
+5,5.9,3.2,1.6,0.2,Iris-setosa
+6,5.1,3.8,1.6,0.4,Iris-setosa
+7,5.6,2.5,3.9,1.3,Iris-versicolor
+8,5.0,2.2,3.0,1.2,Iris-versicolor
+9,6.7,2.8,4.7,1.5,Iris-virginica
+10,5.0,3.2,1.5,0.2,Iris-setosa
+11,6.1,3.4,5.7,2.3,Iris-virginica
+12,6.7,2.9,5.6,1.8,Iris-virginica
+13,5.1,2.5,3.0,1.1,Iris-versicolor
+14,4.9,3.1,1.5,0.1,Iris-setosa
+15,4.8,3.0,1.6,0.2,Iris-setosa
+16,6.4,2.8,4.6,1.3,Iris-versicolor
+17,6.8,2.8,5.4,2.3,Iris-virginica
+18,6.1,2.8,4.7,1.5,Iris-versicolor
+19,5.6,3.4,3.7,1.1,Iris-versicolor
+20,6.0,3.3,4.7,1.5,Iris-versicolor
+21,5.6,3.4,3.3,1.0,Iris-versicolor
+22,4.9,3.1,1.4,0.1,Iris-setosa
+23,4.6,3.1,1.5,0.2,Iris-setosa
+24,5.0,3.2,1.7,0.6,Iris-setosa
+25,5.0,3.2,1.2,0.2,Iris-setosa
+26,6.2,2.9,4.7,1.6,Iris-versicolor
+27,4.6,3.0,1.4,0.3,Iris-setosa
+28,5.6,3.4,1.7,0.2,Iris-setosa
+29,5.9,2.9,4.6,1.8,Iris-virginica
+30,5.0,3.5,1.5,0.0,Iris-setosa
+31,5.4,2.8,4.5,1.5,Iris-versicolor
+32,5.0,3.0,1.4,0.3,Iris-setosa
+33,5.3,2.8,4.6,1.2,Iris-versicolor
+34,6.3,2.3,4.0,1.8,Iris-virginica
+35,6.4,2.9,5.3,1.8,Iris-virginica
+36,6.4,2.9,5.6,1.1,Iris-virginica
+37,5.0,3.2,1.6,0.2,Iris-setosa
+38,5.8,2.6,4.9,1.2,Iris-versicolor
+39,5.6,2.3,3.5,1.0,Iris-versicolor
+40,4.6,3.1,1.0,0.2,Iris-setosa
+41,5.9,3.3,4.7,1.5,Iris-versicolor
+42,4.7,3.1,1.5,0.2,Iris-setosa
+43,4.9,3.1,1.4,0.2,Iris-setosa
+44,4.9,3.1,1.4,0.2,Iris-setosa
+45,5.8,2.7,4.9,1.9,Iris-versicolor
+46,5.0,3.3,1.7,0.5,Iris-setosa
+47,5.4,3.0,1.7,0.2,Iris-setosa
+48,4.6,3.2,1.3,0.3,Iris-setosa
+49,6.7,3.9,5.7,2.6,Iris-virginica
+50,6.5,3.2,5.6,2.4,Iris-virginica
+51,5.4,2.9,1.7,0.3,Iris-setosa
+52,5.0,3.3,1.7,0.2,Iris-setosa
+53,6.8,3.2,5.5,2.4,Iris-virginica
+54,6.5,2.8,5.1,1.8,Iris-virginica
+55,7.6,3.0,4.7,1.2,Iris-virginica
+56,5.4,3.0,4.1,1.4,Iris-versicolor
+57,5.5,2.5,4.0,1.5,Iris-versicolor
+58,5.7,3.5,5.7,2.3,Iris-virginica
+59,6.1,2.3,4.7,1.3,Iris-versicolor
+60,6.3,2.9,4.6,1.8,Iris-virginica
+61,5.1,3.8,1.6,0.4,Iris-setosa
+62,4.8,3.1,1.5,0.2,Iris-setosa
+63,6.2,2.9,4.5,1.8,Iris-virginica
+64,5.6,2.3,4.0,2.3,Iris-versicolor
+65,7.3,3.2,5.7,2.1,Iris-virginica
+66,7.9,2.9,5.3,1.9,Iris-virginica
+67,5.4,3.0,4.5,1.8,Iris-virginica
+68,6.4,2.8,4.0,1.4,Iris-versicolor
+69,5.6,2.5,4.0,1.5,Iris-versicolor
+70,5.0,3.2,1.5,0.2,Iris-setosa
+71,4.9,3.1,1.3,0.1,Iris-setosa
+72,5.7,2.6,4.0,1.3,Iris-versicolor
+73,6.8,3.2,5.6,2.4,Iris-virginica
+74,5.7,2.6,4.7,1.2,Iris-versicolor
+75,6.9,3.0,5.6,2.1,Iris-virginica
+76,6.2,3.4,5.6,1.4,Iris-virginica
+77,5.8,2.7,5.1,1.8,Iris-virginica
+78,5.0,3.3,1.7,0.6,Iris-setosa
+79,5.4,2.9,3.7,1.0,Iris-versicolor
+80,5.6,3.0,4.1,1.4,Iris-versicolor
+81,5.7,3.8,1.7,0.3,Iris-setosa
+82,6.4,2.9,5.6,1.8,Iris-virginica
+83,6.3,2.6,4.9,1.5,Iris-versicolor
+84,7.2,3.8,4.0,1.3,Iris-versicolor
+85,6.0,3.0,4.2,1.9,Iris-versicolor
+86,6.6,2.9,4.7,1.6,Iris-versicolor
+87,5.6,2.5,4.9,1.3,Iris-versicolor
+88,4.9,3.1,1.5,0.1,Iris-setosa
+89,4.6,3.0,1.5,0.1,Iris-setosa
+90,5.1,3.5,1.7,0.3,Iris-setosa
+91,7.9,3.4,5.9,2.9,Iris-virginica
+92,5.0,3.2,1.5,0.1,Iris-setosa
+93,6.7,3.0,5.7,2.5,Iris-virginica
+94,5.5,4.8,1.5,0.2,Iris-setosa
+95,5.5,2.7,5.0,1.9,Iris-virginica
+96,6.4,3.9,5.7,2.4,Iris-virginica
+97,5.7,3.0,5.1,1.3,Iris-virginica
+98,4.7,3.2,1.7,0.2,Iris-setosa
+99,5.5,2.3,4.0,1.3,Iris-versicolor
+100,5.6,3.4,1.5,0.5,Iris-setosa
+101,6.0,3.2,5.7,1.6,Iris-virginica
+102,6.3,3.3,5.7,2.1,Iris-virginica
+103,5.6,3.7,4.1,1.8,Iris-versicolor
+104,6.1,3.2,4.0,1.3,Iris-versicolor
+105,6.7,3.0,5.0,2.1,Iris-virginica
+106,6.4,2.8,4.7,1.9,Iris-versicolor
+107,6.1,2.8,4.6,1.5,Iris-versicolor
+108,6.0,3.2,4.9,1.5,Iris-versicolor
+109,6.1,2.9,4.3,1.3,Iris-versicolor
+110,5.6,3.4,1.6,0.4,Iris-setosa
+111,7.4,2.8,6.0,2.3,Iris-virginica
+112,4.9,3.1,1.5,0.2,Iris-setosa
+113,4.8,3.0,1.1,0.2,Iris-setosa
+114,6.3,2.9,5.6,1.8,Iris-virginica
+115,6.8,3.4,5.6,2.1,Iris-virginica
+116,7.7,3.8,6.7,2.0,Iris-virginica
+117,5.5,3.4,4.5,1.2,Iris-versicolor
+118,4.4,3.1,1.5,0.4,Iris-setosa
+119,5.1,3.5,1.6,0.2,Iris-setosa
diff --git a/iris/realtabformer/2/0/test.csv b/iris/realtabformer/2/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/0/train.csv b/iris/realtabformer/2/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/0/val.csv b/iris/realtabformer/2/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/1/synth.csv b/iris/realtabformer/2/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..60952ee5c9cb8ae20ad5163452ca98dc77ee4549
--- /dev/null
+++ b/iris/realtabformer/2/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,2.5,3.1,1.1,Iris-versicolor
+1,5.1,3.0,1.6,0.4,Iris-setosa
+2,5.4,2.5,5.9,2.2,Iris-virginica
+3,5.2,3.3,4.7,1.2,Iris-versicolor
+4,6.7,3.3,5.7,2.3,Iris-virginica
+5,5.0,3.2,4.5,1.2,Iris-versicolor
+6,5.1,3.8,1.6,0.3,Iris-setosa
+7,6.8,2.7,5.1,1.8,Iris-virginica
+8,6.3,3.3,4.0,1.5,Iris-versicolor
+9,5.0,3.5,1.7,0.6,Iris-setosa
+10,5.8,2.6,4.6,1.5,Iris-versicolor
+11,5.1,3.5,1.0,0.2,Iris-setosa
+12,6.3,3.4,5.6,2.2,Iris-virginica
+13,7.3,2.8,6.1,1.8,Iris-virginica
+14,7.4,2.8,5.1,1.8,Iris-virginica
+15,6.3,2.9,4.3,1.3,Iris-versicolor
+16,5.7,3.8,4.7,2.3,Iris-versicolor
+17,6.8,3.0,5.2,2.3,Iris-virginica
+18,5.6,3.4,1.7,0.3,Iris-setosa
+19,5.5,3.4,1.5,0.2,Iris-setosa
+20,5.4,2.9,4.7,1.2,Iris-versicolor
+21,5.8,3.4,1.6,0.2,Iris-setosa
+22,5.7,3.0,5.1,2.3,Iris-virginica
+23,6.4,2.8,5.6,2.4,Iris-virginica
+24,6.3,3.3,4.7,1.5,Iris-versicolor
+25,5.7,3.0,4.1,1.4,Iris-versicolor
+26,6.5,2.6,4.3,1.3,Iris-versicolor
+27,7.3,3.3,4.7,1.2,Iris-versicolor
+28,7.7,2.9,6.7,1.9,Iris-virginica
+29,5.4,2.5,4.3,1.0,Iris-versicolor
+30,5.8,3.0,4.0,1.5,Iris-versicolor
+31,6.5,3.0,5.3,1.8,Iris-virginica
+32,6.7,2.3,5.7,1.3,Iris-virginica
+33,6.2,2.8,4.6,1.4,Iris-versicolor
+34,5.8,2.6,4.0,1.4,Iris-versicolor
+35,6.5,2.5,4.9,1.7,Iris-versicolor
+36,7.2,2.8,4.6,1.5,Iris-virginica
+37,5.5,3.2,1.6,0.2,Iris-setosa
+38,4.9,3.0,1.3,0.2,Iris-setosa
+39,5.5,3.0,4.8,1.2,Iris-versicolor
+40,6.4,2.9,5.6,1.4,Iris-virginica
+41,6.5,3.0,4.8,1.8,Iris-virginica
+42,5.0,2.9,3.3,1.0,Iris-versicolor
+43,6.1,2.6,4.9,1.5,Iris-versicolor
+44,4.4,2.8,1.3,0.3,Iris-setosa
+45,5.5,2.5,4.0,1.2,Iris-versicolor
+46,6.5,2.9,4.3,1.3,Iris-versicolor
+47,4.6,2.9,1.5,0.3,Iris-setosa
+48,6.5,2.8,5.3,1.8,Iris-virginica
+49,4.3,3.4,1.3,0.2,Iris-setosa
+50,5.5,3.0,5.1,2.0,Iris-virginica
+51,5.0,3.3,1.7,0.2,Iris-setosa
+52,5.3,2.5,5.0,1.8,Iris-virginica
+53,4.3,3.4,1.4,0.2,Iris-setosa
+54,7.2,2.3,6.7,1.4,Iris-virginica
+55,5.3,3.7,1.5,0.2,Iris-setosa
+56,5.5,2.5,5.6,2.0,Iris-virginica
+57,6.5,2.6,5.6,1.5,Iris-virginica
+58,5.9,3.1,1.5,0.5,Iris-setosa
+59,5.4,2.9,3.3,1.0,Iris-versicolor
+60,4.9,3.1,1.5,0.1,Iris-setosa
+61,5.0,3.3,1.7,0.2,Iris-setosa
+62,6.3,3.3,4.9,1.8,Iris-virginica
+63,5.0,2.4,3.6,1.2,Iris-versicolor
+64,4.9,3.1,1.5,0.1,Iris-setosa
+65,6.4,2.8,4.5,1.4,Iris-virginica
+66,6.4,2.8,5.6,1.8,Iris-virginica
+67,6.1,3.8,4.7,1.5,Iris-versicolor
+68,5.0,2.5,3.0,1.1,Iris-versicolor
+69,6.7,3.2,5.7,2.3,Iris-virginica
+70,5.6,2.9,4.5,2.3,Iris-virginica
+71,5.0,2.5,3.1,1.0,Iris-versicolor
+72,6.0,3.2,5.1,2.4,Iris-virginica
+73,5.8,4.0,4.2,1.4,Iris-versicolor
+74,6.4,2.8,4.6,1.3,Iris-virginica
+75,6.4,2.9,5.3,1.8,Iris-virginica
+76,5.3,2.9,4.6,1.4,Iris-versicolor
+77,5.0,3.2,1.2,0.2,Iris-setosa
+78,5.1,3.4,1.6,0.4,Iris-setosa
+79,6.1,3.8,4.7,1.3,Iris-versicolor
+80,5.4,2.8,4.1,1.4,Iris-versicolor
+81,7.7,3.8,5.1,2.3,Iris-virginica
+82,6.3,2.9,5.5,1.8,Iris-virginica
+83,7.2,3.0,5.8,1.8,Iris-virginica
+84,5.3,3.4,1.7,0.5,Iris-setosa
+85,5.0,3.2,1.6,0.2,Iris-setosa
+86,5.6,3.9,1.7,0.3,Iris-setosa
+87,6.0,2.3,4.0,1.3,Iris-versicolor
+88,5.6,2.7,4.1,1.3,Iris-versicolor
+89,5.0,3.2,1.4,0.2,Iris-setosa
+90,6.1,2.9,4.7,1.3,Iris-versicolor
+91,6.6,2.9,4.6,1.3,Iris-versicolor
+92,5.9,3.3,4.7,1.5,Iris-versicolor
+93,5.2,2.7,4.5,1.5,Iris-versicolor
+94,5.6,2.5,4.9,1.7,Iris-versicolor
+95,6.5,3.0,5.1,2.3,Iris-virginica
+96,5.1,2.4,3.9,1.4,Iris-versicolor
+97,6.7,2.5,5.1,2.3,Iris-virginica
+98,6.9,3.1,5.6,2.8,Iris-virginica
+99,4.5,2.3,1.3,0.3,Iris-setosa
+100,6.1,2.5,4.9,1.5,Iris-versicolor
+101,5.5,2.9,4.2,1.3,Iris-versicolor
+102,6.4,2.9,4.3,1.3,Iris-versicolor
+103,6.4,2.9,5.3,1.9,Iris-virginica
+104,5.0,2.3,3.3,1.0,Iris-versicolor
+105,5.4,2.4,3.6,1.4,Iris-versicolor
+106,5.4,2.4,3.3,1.4,Iris-versicolor
+107,6.6,2.3,4.3,1.3,Iris-versicolor
+108,5.9,3.4,5.4,2.0,Iris-virginica
+109,5.0,3.5,1.4,0.2,Iris-setosa
+110,5.6,3.0,4.1,1.5,Iris-versicolor
+111,5.0,3.2,1.3,0.2,Iris-setosa
+112,6.5,3.0,5.8,1.5,Iris-virginica
+113,5.1,2.5,3.0,1.4,Iris-versicolor
+114,6.1,3.0,4.5,1.5,Iris-versicolor
+115,6.4,2.9,5.6,1.9,Iris-virginica
+116,6.1,3.8,4.7,1.8,Iris-virginica
+117,5.4,3.4,1.6,0.2,Iris-setosa
+118,5.4,3.4,1.7,0.5,Iris-setosa
+119,6.3,2.3,4.9,1.3,Iris-versicolor
diff --git a/iris/realtabformer/2/1/test.csv b/iris/realtabformer/2/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/1/train.csv b/iris/realtabformer/2/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/1/val.csv b/iris/realtabformer/2/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/10/synth.csv b/iris/realtabformer/2/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..40b50518ac682017421030f6014bcb62c462aa45
--- /dev/null
+++ b/iris/realtabformer/2/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,2.5,1.7,0.3,Iris-setosa
+1,5.8,3.4,5.5,2.5,Iris-virginica
+2,5.0,3.5,1.4,0.2,Iris-setosa
+3,6.0,3.2,4.5,1.5,Iris-versicolor
+4,6.4,3.0,5.9,2.1,Iris-virginica
+5,5.5,2.3,4.0,1.3,Iris-versicolor
+6,5.9,3.4,5.6,1.7,Iris-virginica
+7,5.6,2.6,4.0,1.2,Iris-versicolor
+8,5.7,2.6,4.0,1.3,Iris-versicolor
+9,5.0,2.9,5.6,1.2,Iris-virginica
+10,6.4,3.3,5.7,2.0,Iris-virginica
+11,4.7,3.2,1.3,0.3,Iris-setosa
+12,6.5,2.2,5.6,1.8,Iris-virginica
+13,5.7,3.5,5.7,0.2,Iris-setosa
+14,4.8,3.0,1.6,0.2,Iris-setosa
+15,5.6,2.9,3.5,1.0,Iris-versicolor
+16,5.0,3.3,1.7,0.4,Iris-setosa
+17,6.4,2.9,4.6,1.3,Iris-versicolor
+18,6.6,3.2,4.5,1.4,Iris-versicolor
+19,4.6,3.4,1.6,0.2,Iris-setosa
+20,7.7,2.8,6.9,1.8,Iris-virginica
+21,5.6,3.4,3.5,2.3,Iris-setosa
+22,5.0,2.5,3.0,1.1,Iris-versicolor
+23,6.1,2.9,4.3,1.5,Iris-versicolor
+24,5.9,2.5,5.1,2.1,Iris-virginica
+25,6.2,2.8,4.8,1.3,Iris-versicolor
+26,7.3,2.9,6.3,1.9,Iris-virginica
+27,5.6,2.5,4.0,1.4,Iris-versicolor
+28,5.8,3.4,5.8,2.4,Iris-virginica
+29,5.8,3.0,4.0,1.4,Iris-versicolor
+30,4.7,3.2,1.7,0.2,Iris-setosa
+31,5.9,3.0,4.2,1.4,Iris-versicolor
+32,6.1,3.0,4.7,1.8,Iris-virginica
+33,4.7,3.2,1.9,0.2,Iris-setosa
+34,6.8,2.8,5.6,2.1,Iris-virginica
+35,6.2,2.8,4.6,1.8,Iris-virginica
+36,6.0,2.9,4.7,1.5,Iris-versicolor
+37,4.9,3.1,1.3,0.1,Iris-setosa
+38,6.8,2.6,4.6,1.3,Iris-versicolor
+39,5.9,2.3,4.3,1.5,Iris-versicolor
+40,7.7,3.0,5.7,2.3,Iris-virginica
+41,5.7,3.0,5.1,2.3,Iris-virginica
+42,6.7,2.8,4.0,1.8,Iris-virginica
+43,5.6,2.6,4.5,1.3,Iris-versicolor
+44,6.3,3.3,4.7,1.8,Iris-virginica
+45,5.5,3.0,5.1,0.2,Iris-setosa
+46,6.5,2.8,4.0,1.3,Iris-versicolor
+47,4.8,3.0,4.1,1.8,Iris-virginica
+48,6.3,3.2,5.6,2.4,Iris-virginica
+49,5.1,3.7,1.7,0.4,Iris-setosa
+50,4.8,3.2,1.6,0.2,Iris-setosa
+51,5.1,3.8,1.6,0.1,Iris-setosa
+52,5.6,3.2,4.1,1.8,Iris-virginica
+53,4.9,3.1,1.5,0.1,Iris-setosa
+54,5.0,3.3,1.7,0.2,Iris-setosa
+55,5.9,3.0,4.1,1.4,Iris-versicolor
+56,6.2,3.1,5.8,2.4,Iris-virginica
+57,4.9,3.1,1.5,0.1,Iris-setosa
+58,5.1,3.5,1.7,0.2,Iris-setosa
+59,5.0,2.5,4.0,1.2,Iris-versicolor
+60,4.6,2.4,3.3,1.1,Iris-versicolor
+61,6.5,2.8,4.1,1.9,Iris-versicolor
+62,5.9,3.8,4.6,1.3,Iris-versicolor
+63,6.5,3.2,5.1,2.4,Iris-virginica
+64,6.5,3.0,5.8,1.8,Iris-virginica
+65,4.8,2.4,3.6,1.0,Iris-versicolor
+66,6.7,2.2,5.8,2.3,Iris-virginica
+67,6.8,2.8,5.6,1.4,Iris-virginica
+68,5.5,3.0,5.0,0.3,Iris-setosa
+69,7.3,3.3,5.4,2.1,Iris-virginica
+70,4.9,3.1,1.5,0.2,Iris-setosa
+71,5.8,3.0,5.1,2.4,Iris-virginica
+72,5.1,3.8,1.5,0.5,Iris-setosa
+73,5.6,2.5,3.9,1.1,Iris-versicolor
+74,6.5,2.8,4.1,1.3,Iris-versicolor
+75,6.3,3.4,5.3,2.1,Iris-virginica
+76,4.9,3.1,1.5,0.1,Iris-setosa
+77,5.5,2.3,3.4,1.1,Iris-versicolor
+78,5.3,3.4,1.5,0.4,Iris-setosa
+79,5.5,3.0,4.2,1.6,Iris-versicolor
+80,5.5,2.6,4.2,1.4,Iris-versicolor
+81,6.6,2.9,4.3,1.3,Iris-versicolor
+82,6.5,2.3,4.3,1.7,Iris-versicolor
+83,5.8,2.7,5.9,1.4,Iris-virginica
+84,5.4,2.9,4.3,1.5,Iris-versicolor
+85,5.4,2.3,5.6,1.9,Iris-virginica
+86,5.5,2.5,4.0,1.3,Iris-versicolor
+87,7.7,3.3,6.7,1.2,Iris-virginica
+88,5.0,3.2,1.2,0.2,Iris-setosa
+89,5.5,4.2,5.2,2.2,Iris-virginica
+90,5.1,3.5,1.6,0.6,Iris-setosa
+91,6.5,2.8,4.8,1.3,Iris-versicolor
+92,4.4,3.0,1.3,0.2,Iris-setosa
+93,5.5,2.9,4.3,1.3,Iris-versicolor
+94,4.9,3.1,1.5,0.1,Iris-setosa
+95,4.9,3.0,1.3,0.0,Iris-setosa
+96,6.0,3.0,4.2,1.6,Iris-versicolor
+97,5.7,3.0,5.7,2.4,Iris-virginica
+98,5.1,3.5,1.6,0.4,Iris-setosa
+99,4.9,3.1,1.5,0.3,Iris-setosa
+100,6.3,3.3,5.7,2.5,Iris-virginica
+101,6.3,2.9,4.7,1.8,Iris-virginica
+102,6.3,2.9,4.6,1.5,Iris-versicolor
+103,4.9,3.1,1.5,0.1,Iris-setosa
+104,4.8,3.0,1.6,0.2,Iris-setosa
+105,4.6,3.4,1.4,0.2,Iris-setosa
+106,6.2,2.9,4.5,1.8,Iris-virginica
+107,5.1,3.5,1.7,0.3,Iris-setosa
+108,6.1,3.4,5.5,2.1,Iris-virginica
+109,4.8,2.4,1.5,0.2,Iris-setosa
+110,6.5,3.2,5.1,2.8,Iris-virginica
+111,5.0,4.4,1.7,0.2,Iris-setosa
+112,5.6,2.5,3.1,1.3,Iris-versicolor
+113,7.7,2.9,5.1,1.3,Iris-virginica
+114,5.5,2.9,3.6,1.2,Iris-versicolor
+115,4.6,3.0,1.6,0.2,Iris-setosa
+116,5.0,3.3,1.7,0.3,Iris-setosa
+117,6.7,2.8,5.1,1.3,Iris-virginica
+118,5.9,3.2,4.5,1.4,Iris-versicolor
+119,5.1,3.0,1.7,0.2,Iris-setosa
diff --git a/iris/realtabformer/2/10/test.csv b/iris/realtabformer/2/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/10/train.csv b/iris/realtabformer/2/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/10/val.csv b/iris/realtabformer/2/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/11/synth.csv b/iris/realtabformer/2/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3b763d26fcbfd98381957480dc453eca8ecc0504
--- /dev/null
+++ b/iris/realtabformer/2/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.0,5.4,2.2,Iris-virginica
+1,7.1,2.8,6.9,2.3,Iris-virginica
+2,5.0,2.3,4.0,1.5,Iris-versicolor
+3,5.8,2.5,3.9,1.1,Iris-versicolor
+4,4.8,3.4,1.4,0.2,Iris-setosa
+5,4.8,2.4,3.6,1.2,Iris-versicolor
+6,7.2,2.8,6.3,1.8,Iris-virginica
+7,5.1,3.8,1.6,0.2,Iris-setosa
+8,6.9,3.1,5.1,2.4,Iris-virginica
+9,5.6,2.9,4.6,1.6,Iris-versicolor
+10,6.3,3.2,4.8,1.5,Iris-virginica
+11,5.5,3.0,1.4,0.2,Iris-setosa
+12,5.4,3.4,1.5,0.2,Iris-setosa
+13,6.3,2.9,5.6,1.8,Iris-virginica
+14,5.8,3.4,1.6,0.2,Iris-setosa
+15,4.9,3.1,1.5,0.1,Iris-setosa
+16,6.4,2.9,4.3,1.5,Iris-versicolor
+17,4.6,3.1,1.5,0.2,Iris-setosa
+18,6.8,3.2,4.6,1.5,Iris-virginica
+19,6.7,2.6,4.0,1.3,Iris-versicolor
+20,6.3,2.7,4.9,1.8,Iris-versicolor
+21,4.9,3.1,1.4,0.3,Iris-setosa
+22,6.1,3.0,4.7,1.3,Iris-versicolor
+23,5.6,3.4,1.6,0.2,Iris-setosa
+24,5.7,3.0,5.7,2.3,Iris-virginica
+25,6.8,2.8,5.8,1.9,Iris-virginica
+26,6.2,3.0,5.2,1.8,Iris-virginica
+27,6.1,3.5,5.7,2.1,Iris-virginica
+28,6.6,3.0,4.5,1.4,Iris-versicolor
+29,7.1,3.0,5.1,1.6,Iris-virginica
+30,5.5,3.0,4.5,1.2,Iris-versicolor
+31,5.0,2.2,4.0,1.2,Iris-versicolor
+32,6.0,3.2,4.6,1.8,Iris-virginica
+33,6.0,3.2,4.0,1.3,Iris-versicolor
+34,6.1,2.8,4.0,1.3,Iris-versicolor
+35,6.5,2.9,4.7,1.8,Iris-virginica
+36,6.8,2.9,4.8,1.5,Iris-versicolor
+37,5.6,3.4,1.5,0.2,Iris-setosa
+38,6.5,3.0,5.8,2.5,Iris-virginica
+39,5.4,2.9,5.3,1.1,Iris-virginica
+40,6.0,3.3,4.6,1.4,Iris-versicolor
+41,5.0,3.0,1.7,0.2,Iris-setosa
+42,5.6,4.8,1.5,0.3,Iris-setosa
+43,6.2,2.9,5.6,2.3,Iris-virginica
+44,6.8,2.4,5.8,2.1,Iris-virginica
+45,6.3,3.2,5.9,2.1,Iris-virginica
+46,5.1,3.8,1.7,0.6,Iris-setosa
+47,6.8,3.1,4.6,1.4,Iris-versicolor
+48,5.5,2.6,4.8,1.2,Iris-versicolor
+49,6.0,3.2,5.3,2.5,Iris-virginica
+50,5.4,2.6,4.9,1.5,Iris-versicolor
+51,4.6,3.2,1.6,0.2,Iris-setosa
+52,4.3,2.4,3.3,1.0,Iris-versicolor
+53,4.8,3.1,1.6,0.2,Iris-setosa
+54,7.9,3.0,5.0,2.1,Iris-virginica
+55,5.6,2.9,4.0,1.3,Iris-versicolor
+56,5.1,3.8,1.6,0.2,Iris-setosa
+57,5.1,3.0,4.9,1.6,Iris-versicolor
+58,6.1,3.2,4.6,1.4,Iris-versicolor
+59,6.1,3.0,4.7,1.5,Iris-versicolor
+60,5.5,2.5,4.0,1.8,Iris-virginica
+61,5.7,2.6,4.9,1.4,Iris-versicolor
+62,6.0,3.2,5.9,2.1,Iris-virginica
+63,6.8,2.8,5.0,1.8,Iris-virginica
+64,6.4,3.4,5.6,2.4,Iris-virginica
+65,4.9,3.1,1.4,0.3,Iris-setosa
+66,4.8,3.1,1.4,0.3,Iris-setosa
+67,6.1,3.0,4.5,1.3,Iris-versicolor
+68,7.3,3.2,6.0,2.3,Iris-virginica
+69,5.1,3.8,1.5,0.4,Iris-setosa
+70,5.4,3.0,1.7,0.4,Iris-setosa
+71,5.1,3.3,1.7,0.3,Iris-setosa
+72,5.7,2.5,5.1,2.3,Iris-virginica
+73,4.9,3.1,1.4,0.2,Iris-setosa
+74,5.7,3.8,5.7,2.2,Iris-virginica
+75,5.5,2.5,4.6,1.5,Iris-versicolor
+76,6.3,3.0,4.5,1.8,Iris-virginica
+77,4.6,2.4,3.3,1.3,Iris-versicolor
+78,6.3,3.2,5.0,2.2,Iris-virginica
+79,6.4,2.9,4.3,1.3,Iris-versicolor
+80,6.1,2.6,4.0,1.5,Iris-versicolor
+81,7.7,2.8,6.7,2.3,Iris-virginica
+82,6.3,3.2,5.9,2.1,Iris-virginica
+83,6.4,3.2,5.6,1.8,Iris-virginica
+84,6.1,2.8,4.9,1.7,Iris-versicolor
+85,4.8,3.1,1.6,0.2,Iris-setosa
+86,5.6,3.8,1.5,0.3,Iris-setosa
+87,5.5,3.0,1.8,0.2,Iris-setosa
+88,4.9,3.1,1.6,0.2,Iris-setosa
+89,5.1,3.4,1.6,0.2,Iris-setosa
+90,6.0,3.2,5.7,2.5,Iris-virginica
+91,5.1,3.3,1.7,0.2,Iris-setosa
+92,5.1,3.5,1.5,0.2,Iris-setosa
+93,6.1,2.8,4.5,1.5,Iris-versicolor
+94,7.5,2.6,6.2,1.8,Iris-virginica
+95,6.3,2.5,4.9,1.8,Iris-virginica
+96,4.8,3.1,1.4,0.2,Iris-setosa
+97,6.5,2.9,4.5,1.3,Iris-versicolor
+98,6.0,3.0,4.5,1.6,Iris-versicolor
+99,5.1,2.5,3.9,1.7,Iris-versicolor
+100,6.1,3.0,4.0,1.5,Iris-versicolor
+101,5.7,3.0,5.6,2.2,Iris-virginica
+102,4.8,3.0,1.4,0.3,Iris-setosa
+103,5.5,2.6,4.9,1.6,Iris-versicolor
+104,5.8,2.7,5.2,2.3,Iris-virginica
+105,6.4,2.9,5.3,1.4,Iris-virginica
+106,5.5,2.5,4.0,1.5,Iris-versicolor
+107,6.8,3.4,5.8,1.1,Iris-virginica
+108,5.4,3.0,1.2,0.2,Iris-setosa
+109,5.5,3.0,5.6,1.8,Iris-virginica
+110,4.6,3.2,1.4,0.3,Iris-setosa
+111,4.9,3.1,1.6,0.4,Iris-setosa
+112,6.1,3.0,4.9,1.3,Iris-versicolor
+113,6.0,2.9,4.0,1.5,Iris-versicolor
+114,6.9,3.1,5.5,2.1,Iris-virginica
+115,5.1,3.8,1.7,0.4,Iris-setosa
+116,5.6,3.4,1.4,0.3,Iris-setosa
+117,5.8,2.6,4.9,1.5,Iris-versicolor
+118,5.5,3.8,1.4,0.2,Iris-setosa
+119,4.9,3.1,1.4,0.2,Iris-setosa
diff --git a/iris/realtabformer/2/11/test.csv b/iris/realtabformer/2/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/11/train.csv b/iris/realtabformer/2/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/11/val.csv b/iris/realtabformer/2/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/12/synth.csv b/iris/realtabformer/2/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1c32502ffe3db5848909a3efc402a4e1e0dc3f6b
--- /dev/null
+++ b/iris/realtabformer/2/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3,2.9,4.9,1.8,Iris-virginica
+1,7.7,3.2,5.7,2.6,Iris-virginica
+2,5.9,2.5,4.4,1.0,Iris-versicolor
+3,6.4,2.8,4.6,1.5,Iris-versicolor
+4,5.1,2.8,4.2,1.2,Iris-versicolor
+5,5.4,2.9,4.3,1.9,Iris-versicolor
+6,7.7,2.8,6.1,2.4,Iris-virginica
+7,6.1,3.3,4.7,1.7,Iris-versicolor
+8,4.8,2.9,1.4,0.2,Iris-setosa
+9,6.8,2.3,4.0,1.3,Iris-versicolor
+10,6.1,3.0,4.7,1.8,Iris-virginica
+11,5.1,4.8,1.7,0.4,Iris-setosa
+12,6.7,3.0,4.2,1.3,Iris-versicolor
+13,4.8,2.9,4.6,1.2,Iris-versicolor
+14,5.0,3.4,1.7,0.6,Iris-setosa
+15,5.6,4.5,1.6,0.3,Iris-setosa
+16,6.9,2.5,4.0,1.5,Iris-versicolor
+17,5.6,3.5,1.9,0.4,Iris-setosa
+18,5.0,3.4,4.0,1.6,Iris-versicolor
+19,6.3,3.2,4.0,1.8,Iris-virginica
+20,5.0,2.7,1.2,0.2,Iris-setosa
+21,6.7,3.0,5.6,2.1,Iris-virginica
+22,5.0,2.5,3.0,1.8,Iris-versicolor
+23,4.6,3.1,1.5,0.2,Iris-setosa
+24,5.0,3.4,1.7,0.1,Iris-setosa
+25,6.5,2.8,4.6,1.4,Iris-versicolor
+26,6.8,2.9,4.7,1.3,Iris-versicolor
+27,5.1,3.4,1.5,0.4,Iris-setosa
+28,5.0,3.3,1.6,0.4,Iris-setosa
+29,5.3,3.7,1.5,0.3,Iris-setosa
+30,5.1,3.8,1.5,0.3,Iris-setosa
+31,6.4,2.8,4.5,1.4,Iris-versicolor
+32,6.6,2.9,4.6,1.8,Iris-virginica
+33,6.8,3.9,5.7,2.4,Iris-virginica
+34,5.6,2.9,3.3,1.0,Iris-versicolor
+35,5.4,2.8,4.1,1.9,Iris-versicolor
+36,7.3,3.0,4.1,1.9,Iris-versicolor
+37,5.4,2.8,5.1,2.3,Iris-virginica
+38,4.3,3.0,1.5,0.2,Iris-setosa
+39,6.5,3.0,5.8,2.8,Iris-virginica
+40,5.4,3.4,1.5,0.2,Iris-setosa
+41,5.1,2.5,5.6,1.9,Iris-virginica
+42,6.1,2.9,4.7,1.8,Iris-versicolor
+43,5.6,3.5,1.7,0.2,Iris-setosa
+44,6.1,2.9,4.3,1.3,Iris-versicolor
+45,6.8,3.0,4.7,1.5,Iris-versicolor
+46,6.4,3.2,5.6,2.4,Iris-virginica
+47,6.7,3.3,5.7,2.5,Iris-virginica
+48,4.9,3.4,1.4,0.3,Iris-setosa
+49,6.3,2.9,5.3,1.8,Iris-virginica
+50,6.2,2.5,4.3,1.0,Iris-versicolor
+51,5.4,3.0,4.2,1.9,Iris-versicolor
+52,6.2,2.9,4.3,1.5,Iris-virginica
+53,5.6,4.5,1.7,0.3,Iris-setosa
+54,6.4,2.8,4.7,1.4,Iris-versicolor
+55,5.1,3.5,1.5,0.3,Iris-setosa
+56,6.4,2.9,4.3,1.5,Iris-versicolor
+57,6.0,3.3,4.7,1.3,Iris-versicolor
+58,5.5,3.0,4.2,1.2,Iris-versicolor
+59,5.5,3.2,4.6,1.2,Iris-versicolor
+60,5.6,2.9,3.4,1.2,Iris-versicolor
+61,5.5,3.0,4.1,1.3,Iris-versicolor
+62,4.8,3.4,1.4,0.2,Iris-setosa
+63,5.3,3.3,1.7,0.3,Iris-setosa
+64,6.5,2.9,4.2,1.5,Iris-versicolor
+65,6.1,3.0,4.5,1.5,Iris-virginica
+66,6.5,2.8,5.8,2.2,Iris-virginica
+67,4.9,3.0,1.4,0.2,Iris-setosa
+68,6.7,2.9,5.7,1.4,Iris-virginica
+69,6.4,2.4,5.3,1.9,Iris-virginica
+70,5.5,2.3,4.0,1.5,Iris-versicolor
+71,6.1,3.0,5.6,2.1,Iris-virginica
+72,6.5,3.2,5.5,2.1,Iris-virginica
+73,4.9,3.1,1.5,0.1,Iris-setosa
+74,4.5,2.9,1.4,0.2,Iris-setosa
+75,5.1,3.5,1.5,0.4,Iris-setosa
+76,5.4,3.3,1.7,0.2,Iris-setosa
+77,5.0,3.4,1.1,0.5,Iris-setosa
+78,5.8,2.6,4.9,1.2,Iris-versicolor
+79,5.0,3.2,1.7,0.2,Iris-setosa
+80,6.7,2.8,4.7,1.3,Iris-versicolor
+81,4.9,3.1,1.5,0.1,Iris-setosa
+82,7.7,2.5,6.9,1.8,Iris-virginica
+83,6.8,2.9,5.6,1.8,Iris-virginica
+84,6.4,3.0,5.5,2.5,Iris-virginica
+85,6.5,3.0,5.6,2.3,Iris-virginica
+86,5.4,2.4,3.3,1.0,Iris-versicolor
+87,6.3,2.9,4.7,1.8,Iris-virginica
+88,6.3,2.9,5.6,1.8,Iris-virginica
+89,6.4,2.9,5.3,1.8,Iris-virginica
+90,4.7,3.2,1.7,0.2,Iris-setosa
+91,5.1,2.9,4.7,1.3,Iris-versicolor
+92,5.7,2.6,4.6,1.4,Iris-versicolor
+93,6.5,2.2,5.8,1.8,Iris-virginica
+94,6.3,2.5,4.9,1.8,Iris-virginica
+95,5.7,2.8,3.1,1.9,Iris-versicolor
+96,5.7,2.8,4.9,2.2,Iris-virginica
+97,6.1,2.6,5.9,1.8,Iris-virginica
+98,6.5,3.0,5.6,2.4,Iris-virginica
+99,6.4,2.8,5.6,1.8,Iris-virginica
+100,6.3,3.2,4.9,1.8,Iris-virginica
+101,5.0,3.2,1.1,0.4,Iris-setosa
+102,4.6,3.1,1.4,0.2,Iris-setosa
+103,5.4,2.8,3.3,1.1,Iris-versicolor
+104,5.5,2.5,1.6,0.3,Iris-setosa
+105,5.1,2.8,4.5,1.3,Iris-versicolor
+106,6.1,3.0,5.7,2.3,Iris-virginica
+107,6.3,3.3,4.6,1.6,Iris-versicolor
+108,6.0,3.2,4.7,1.8,Iris-virginica
+109,5.5,2.5,4.9,1.8,Iris-versicolor
+110,6.1,3.0,4.2,1.3,Iris-versicolor
+111,5.3,3.3,4.7,1.5,Iris-versicolor
+112,5.8,2.8,4.9,1.2,Iris-versicolor
+113,6.3,2.9,5.6,1.8,Iris-virginica
+114,5.8,3.4,1.6,0.4,Iris-setosa
+115,5.6,2.5,4.0,1.3,Iris-versicolor
+116,6.1,2.5,4.0,1.4,Iris-versicolor
+117,6.3,3.4,5.6,2.4,Iris-virginica
+118,6.7,2.8,5.7,2.3,Iris-virginica
+119,5.1,2.5,3.7,1.1,Iris-versicolor
diff --git a/iris/realtabformer/2/12/test.csv b/iris/realtabformer/2/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/12/train.csv b/iris/realtabformer/2/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/12/val.csv b/iris/realtabformer/2/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/13/synth.csv b/iris/realtabformer/2/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8901f2e3f2da95b3972a8e3c46ac85fa0c0634e7
--- /dev/null
+++ b/iris/realtabformer/2/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.6,3.7,4.9,1.8,Iris-versicolor
+1,6.0,3.2,5.7,1.8,Iris-virginica
+2,4.6,2.5,3.3,1.1,Iris-versicolor
+3,6.0,2.9,4.0,1.2,Iris-versicolor
+4,5.5,2.7,4.5,1.5,Iris-versicolor
+5,5.0,3.0,1.7,0.2,Iris-setosa
+6,5.6,2.6,4.9,1.2,Iris-versicolor
+7,6.3,2.9,4.3,1.6,Iris-virginica
+8,5.7,3.2,4.7,1.2,Iris-versicolor
+9,5.4,3.4,1.7,0.3,Iris-setosa
+10,6.3,3.3,4.7,1.5,Iris-versicolor
+11,6.5,3.0,5.5,2.1,Iris-virginica
+12,4.4,3.2,1.4,0.2,Iris-setosa
+13,5.6,2.7,5.1,2.4,Iris-virginica
+14,5.8,2.8,4.1,1.2,Iris-versicolor
+15,6.1,3.2,4.5,1.5,Iris-virginica
+16,6.3,2.3,4.4,1.5,Iris-virginica
+17,4.6,2.7,3.3,1.2,Iris-versicolor
+18,5.4,3.4,1.7,0.4,Iris-setosa
+19,5.5,3.0,4.5,1.2,Iris-versicolor
+20,5.6,2.3,3.0,1.3,Iris-versicolor
+21,5.9,3.4,5.5,2.1,Iris-virginica
+22,4.9,3.1,1.3,0.2,Iris-setosa
+23,5.8,2.9,3.9,1.0,Iris-versicolor
+24,4.8,3.4,1.5,0.2,Iris-setosa
+25,5.0,3.5,1.6,0.2,Iris-setosa
+26,4.8,3.2,1.3,0.2,Iris-setosa
+27,6.1,3.8,4.7,1.5,Iris-versicolor
+28,4.8,3.0,1.1,0.2,Iris-setosa
+29,6.5,3.2,5.3,2.3,Iris-virginica
+30,6.3,2.9,4.3,1.0,Iris-versicolor
+31,7.9,3.1,5.6,2.1,Iris-virginica
+32,6.4,2.8,5.6,2.1,Iris-virginica
+33,5.1,3.5,1.9,0.2,Iris-setosa
+34,4.6,3.2,1.3,0.2,Iris-setosa
+35,4.9,3.1,1.3,0.1,Iris-setosa
+36,5.1,3.5,1.7,0.4,Iris-setosa
+37,6.0,2.2,4.0,1.8,Iris-virginica
+38,5.8,3.4,1.7,0.4,Iris-setosa
+39,4.4,3.0,1.4,0.2,Iris-setosa
+40,6.5,2.9,4.3,1.9,Iris-versicolor
+41,5.0,2.6,4.0,1.5,Iris-versicolor
+42,6.1,3.2,4.7,1.3,Iris-versicolor
+43,5.8,2.6,4.9,1.6,Iris-versicolor
+44,5.5,3.0,4.2,1.2,Iris-versicolor
+45,7.7,3.8,6.1,2.3,Iris-virginica
+46,6.2,2.7,4.9,1.5,Iris-versicolor
+47,6.3,2.7,4.5,1.8,Iris-virginica
+48,4.6,2.9,3.3,1.0,Iris-versicolor
+49,4.6,3.1,1.4,0.2,Iris-setosa
+50,5.4,2.8,4.7,2.5,Iris-versicolor
+51,5.0,3.7,4.1,1.2,Iris-versicolor
+52,6.3,3.2,5.6,2.2,Iris-virginica
+53,5.7,2.5,5.9,2.3,Iris-virginica
+54,6.8,3.2,5.6,2.1,Iris-virginica
+55,5.1,2.7,3.9,1.3,Iris-versicolor
+56,5.9,3.0,5.6,2.1,Iris-virginica
+57,4.6,3.4,1.6,0.2,Iris-setosa
+58,6.0,2.2,4.6,1.5,Iris-versicolor
+59,5.1,3.3,1.7,0.3,Iris-setosa
+60,6.1,3.8,4.7,1.8,Iris-virginica
+61,7.6,2.8,6.9,2.1,Iris-virginica
+62,5.7,3.0,4.5,1.8,Iris-virginica
+63,5.1,3.7,1.5,0.2,Iris-setosa
+64,6.5,3.2,5.6,2.0,Iris-virginica
+65,5.4,2.5,4.5,1.5,Iris-versicolor
+66,4.8,3.4,1.4,0.1,Iris-setosa
+67,5.0,3.3,1.3,0.2,Iris-setosa
+68,5.1,3.4,1.6,0.2,Iris-setosa
+69,4.9,3.1,1.3,0.2,Iris-setosa
+70,6.4,2.8,4.3,1.3,Iris-versicolor
+71,6.5,3.2,5.0,2.4,Iris-virginica
+72,4.6,2.5,3.1,1.1,Iris-versicolor
+73,5.1,3.8,1.7,0.2,Iris-setosa
+74,4.9,3.1,1.4,0.2,Iris-setosa
+75,6.6,2.9,4.7,1.5,Iris-versicolor
+76,4.9,3.1,1.6,0.1,Iris-setosa
+77,6.5,2.2,5.3,2.3,Iris-virginica
+78,5.8,3.4,1.0,0.3,Iris-setosa
+79,7.1,3.8,6.9,2.3,Iris-virginica
+80,6.9,3.1,5.7,2.1,Iris-virginica
+81,6.5,3.0,4.8,1.5,Iris-versicolor
+82,6.3,2.3,4.3,1.5,Iris-versicolor
+83,5.5,3.0,5.4,0.3,Iris-setosa
+84,5.7,3.5,1.7,0.3,Iris-setosa
+85,4.8,3.0,1.4,0.3,Iris-setosa
+86,6.5,2.9,4.3,1.3,Iris-versicolor
+87,4.6,3.0,1.4,0.3,Iris-setosa
+88,5.0,3.0,1.7,0.2,Iris-setosa
+89,6.0,3.2,5.7,2.3,Iris-virginica
+90,5.0,2.9,3.5,1.5,Iris-versicolor
+91,5.0,3.4,1.6,0.4,Iris-setosa
+92,5.3,3.3,1.6,0.4,Iris-setosa
+93,6.4,2.8,4.6,1.4,Iris-versicolor
+94,5.4,3.4,1.6,0.3,Iris-setosa
+95,6.1,3.3,5.7,2.4,Iris-virginica
+96,6.8,2.8,4.1,1.9,Iris-versicolor
+97,6.3,2.3,4.9,1.5,Iris-versicolor
+98,6.1,2.9,4.7,1.9,Iris-versicolor
+99,5.8,3.0,1.1,0.4,Iris-setosa
+100,6.7,3.0,5.8,2.8,Iris-virginica
+101,5.6,2.5,3.6,1.1,Iris-versicolor
+102,6.3,2.5,4.0,1.5,Iris-versicolor
+103,6.7,2.5,4.0,1.3,Iris-versicolor
+104,5.5,2.3,4.0,1.5,Iris-versicolor
+105,6.3,3.3,4.7,1.5,Iris-versicolor
+106,6.2,3.2,5.5,2.8,Iris-virginica
+107,5.4,3.0,4.3,1.3,Iris-versicolor
+108,7.7,3.2,6.7,2.3,Iris-virginica
+109,5.8,3.4,5.9,2.2,Iris-virginica
+110,6.3,2.7,4.9,1.8,Iris-versicolor
+111,7.7,2.8,6.1,2.3,Iris-virginica
+112,5.5,2.5,4.0,1.2,Iris-versicolor
+113,4.9,3.1,1.6,0.2,Iris-setosa
+114,4.8,3.0,1.4,0.1,Iris-setosa
+115,5.3,2.5,4.0,1.6,Iris-versicolor
+116,4.8,2.5,5.0,2.1,Iris-virginica
+117,5.0,2.3,1.6,0.2,Iris-setosa
+118,4.6,3.0,1.4,0.2,Iris-setosa
+119,5.5,2.5,4.2,1.2,Iris-versicolor
diff --git a/iris/realtabformer/2/13/test.csv b/iris/realtabformer/2/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/13/train.csv b/iris/realtabformer/2/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/13/val.csv b/iris/realtabformer/2/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/14/synth.csv b/iris/realtabformer/2/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..21084a59f5b97527d425501643cc16fbbfd0c64e
--- /dev/null
+++ b/iris/realtabformer/2/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.6,3.2,1.4,0.3,Iris-setosa
+1,6.6,2.9,5.3,1.9,Iris-virginica
+2,4.8,2.5,1.4,0.3,Iris-setosa
+3,4.9,3.1,1.4,0.3,Iris-setosa
+4,5.1,3.0,1.6,0.2,Iris-setosa
+5,4.4,2.9,1.3,0.1,Iris-setosa
+6,6.6,2.9,4.6,1.4,Iris-versicolor
+7,5.1,3.0,4.9,1.2,Iris-versicolor
+8,4.6,3.1,1.3,0.2,Iris-setosa
+9,4.6,3.4,1.4,0.2,Iris-setosa
+10,6.5,2.3,5.3,2.3,Iris-virginica
+11,5.4,2.6,3.5,1.7,Iris-versicolor
+12,4.6,2.8,4.1,1.3,Iris-virginica
+13,5.5,4.5,1.7,0.2,Iris-setosa
+14,5.9,3.1,1.6,0.2,Iris-setosa
+15,6.5,3.0,5.1,2.0,Iris-virginica
+16,5.7,2.5,5.0,2.3,Iris-virginica
+17,4.9,3.1,1.5,0.1,Iris-setosa
+18,6.5,3.2,5.3,2.3,Iris-virginica
+19,6.2,2.9,4.7,1.3,Iris-versicolor
+20,5.0,2.5,3.9,1.1,Iris-versicolor
+21,4.9,3.1,1.6,0.1,Iris-setosa
+22,6.5,2.8,4.6,1.8,Iris-versicolor
+23,5.5,4.2,1.4,0.0,Iris-setosa
+24,7.7,3.2,6.0,2.3,Iris-virginica
+25,5.7,2.8,4.7,1.2,Iris-versicolor
+26,6.1,3.2,4.7,1.8,Iris-virginica
+27,6.9,3.1,5.6,2.1,Iris-virginica
+28,6.2,3.2,5.7,2.1,Iris-virginica
+29,6.0,3.2,4.0,1.5,Iris-versicolor
+30,5.8,2.7,4.1,1.4,Iris-versicolor
+31,5.8,3.4,3.8,1.2,Iris-versicolor
+32,5.0,2.5,4.0,1.0,Iris-versicolor
+33,5.0,3.3,3.7,1.2,Iris-versicolor
+34,4.8,2.4,3.9,1.0,Iris-versicolor
+35,6.3,2.9,4.6,1.8,Iris-virginica
+36,5.5,2.5,4.0,1.5,Iris-versicolor
+37,4.4,3.1,1.5,0.3,Iris-setosa
+38,5.4,2.9,3.6,1.1,Iris-versicolor
+39,6.0,3.0,4.7,1.8,Iris-virginica
+40,5.6,2.9,3.3,1.3,Iris-versicolor
+41,6.5,2.8,4.0,1.8,Iris-versicolor
+42,7.3,3.4,4.0,1.2,Iris-versicolor
+43,5.5,3.4,1.6,0.2,Iris-setosa
+44,4.9,3.4,1.4,0.3,Iris-setosa
+45,6.6,2.9,4.3,1.3,Iris-versicolor
+46,6.3,2.9,4.6,1.5,Iris-versicolor
+47,6.5,3.0,5.8,1.8,Iris-virginica
+48,6.3,2.7,4.3,1.3,Iris-versicolor
+49,4.9,3.1,1.5,0.7,Iris-setosa
+50,5.6,3.0,4.1,1.3,Iris-versicolor
+51,5.7,3.0,5.1,2.2,Iris-virginica
+52,6.5,2.5,5.8,1.8,Iris-virginica
+53,6.5,2.8,5.6,2.5,Iris-virginica
+54,4.9,3.0,1.4,0.1,Iris-setosa
+55,5.9,3.1,4.5,1.5,Iris-versicolor
+56,5.7,3.5,1.7,0.2,Iris-setosa
+57,5.3,3.2,4.1,1.4,Iris-versicolor
+58,5.6,2.9,4.5,1.3,Iris-versicolor
+59,6.1,3.8,4.7,1.4,Iris-versicolor
+60,6.7,2.8,5.6,1.8,Iris-virginica
+61,6.2,2.2,5.0,1.5,Iris-virginica
+62,6.8,2.6,5.9,2.5,Iris-virginica
+63,5.4,2.5,5.6,2.0,Iris-virginica
+64,6.7,3.2,5.7,2.3,Iris-virginica
+65,4.6,3.1,1.5,0.3,Iris-setosa
+66,5.7,2.9,3.6,1.0,Iris-versicolor
+67,7.9,3.0,5.6,2.1,Iris-virginica
+68,7.2,3.2,5.9,2.2,Iris-virginica
+69,5.8,3.4,5.0,2.0,Iris-virginica
+70,5.8,3.3,1.6,0.4,Iris-setosa
+71,5.8,3.0,1.6,0.4,Iris-setosa
+72,6.1,3.2,4.9,1.5,Iris-versicolor
+73,6.1,3.3,4.7,1.3,Iris-versicolor
+74,6.8,2.8,5.1,2.3,Iris-virginica
+75,4.8,3.0,1.4,0.2,Iris-setosa
+76,6.7,3.0,4.1,2.3,Iris-versicolor
+77,4.9,3.1,1.6,0.3,Iris-setosa
+78,6.5,3.0,5.8,2.4,Iris-virginica
+79,4.5,2.6,4.4,1.2,Iris-versicolor
+80,7.3,2.8,6.1,2.9,Iris-virginica
+81,6.1,3.1,4.6,1.5,Iris-versicolor
+82,4.7,3.1,1.5,0.2,Iris-setosa
+83,7.3,2.9,4.7,1.8,Iris-virginica
+84,6.7,2.8,5.7,2.3,Iris-virginica
+85,5.0,3.6,1.6,0.2,Iris-setosa
+86,4.7,3.5,1.7,0.3,Iris-setosa
+87,5.1,3.5,1.5,0.4,Iris-setosa
+88,5.1,3.4,1.6,0.4,Iris-setosa
+89,6.4,3.2,4.7,1.9,Iris-versicolor
+90,5.5,4.3,1.4,0.2,Iris-setosa
+91,4.9,3.4,1.4,0.2,Iris-setosa
+92,7.7,3.8,6.7,2.3,Iris-virginica
+93,6.4,3.1,5.7,2.6,Iris-virginica
+94,5.1,3.4,1.3,0.4,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+96,6.1,2.9,5.2,1.3,Iris-virginica
+97,4.8,2.4,3.3,1.0,Iris-versicolor
+98,5.5,2.5,4.0,1.5,Iris-versicolor
+99,5.0,3.2,1.7,0.4,Iris-setosa
+100,6.5,3.0,5.7,2.5,Iris-virginica
+101,4.8,3.0,1.4,0.2,Iris-setosa
+102,5.7,3.0,4.7,1.4,Iris-versicolor
+103,5.5,3.2,1.4,0.2,Iris-setosa
+104,6.1,3.5,1.6,0.5,Iris-setosa
+105,6.1,3.2,4.0,1.5,Iris-versicolor
+106,6.0,2.2,4.2,1.5,Iris-versicolor
+107,4.9,3.1,1.5,0.2,Iris-setosa
+108,6.5,2.3,4.0,1.3,Iris-versicolor
+109,4.8,3.4,1.4,0.2,Iris-setosa
+110,5.5,2.3,3.3,1.0,Iris-versicolor
+111,4.3,2.5,3.9,1.0,Iris-versicolor
+112,4.6,2.9,3.3,1.3,Iris-versicolor
+113,6.5,3.0,4.1,1.8,Iris-virginica
+114,4.6,3.2,1.6,0.2,Iris-setosa
+115,7.1,3.8,6.7,2.1,Iris-virginica
+116,6.3,2.8,4.5,1.2,Iris-versicolor
+117,5.0,3.4,1.5,0.0,Iris-setosa
+118,6.1,3.0,4.5,1.3,Iris-versicolor
+119,5.7,3.0,4.5,1.3,Iris-versicolor
diff --git a/iris/realtabformer/2/14/test.csv b/iris/realtabformer/2/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/14/train.csv b/iris/realtabformer/2/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/14/val.csv b/iris/realtabformer/2/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/15/synth.csv b/iris/realtabformer/2/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..61886d95e81b0acb464bf79c76fb8368db248cac
--- /dev/null
+++ b/iris/realtabformer/2/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7,4.5,5.2,2.3,Iris-virginica
+1,5.0,2.4,3.6,1.2,Iris-versicolor
+2,4.4,3.0,1.3,0.3,Iris-setosa
+3,6.9,3.2,4.7,1.2,Iris-versicolor
+4,6.1,2.8,4.9,1.4,Iris-versicolor
+5,5.1,3.5,1.9,0.2,Iris-setosa
+6,5.0,2.5,3.0,1.1,Iris-versicolor
+7,5.8,2.5,4.9,1.5,Iris-versicolor
+8,4.8,3.0,1.4,0.2,Iris-setosa
+9,6.0,3.4,5.6,2.6,Iris-virginica
+10,6.1,2.8,4.1,1.3,Iris-versicolor
+11,4.8,3.4,1.5,0.2,Iris-setosa
+12,6.8,2.6,4.2,1.7,Iris-versicolor
+13,6.3,3.3,4.6,1.8,Iris-virginica
+14,5.0,3.2,1.6,0.2,Iris-setosa
+15,5.6,2.9,4.2,1.3,Iris-versicolor
+16,5.7,2.7,3.9,1.2,Iris-versicolor
+17,6.0,2.2,4.0,1.5,Iris-versicolor
+18,6.3,2.9,5.9,2.5,Iris-virginica
+19,5.1,3.3,1.3,0.3,Iris-setosa
+20,6.2,2.8,4.6,1.8,Iris-versicolor
+21,5.1,3.8,1.2,0.4,Iris-setosa
+22,5.0,3.4,1.7,0.2,Iris-setosa
+23,6.4,2.9,4.3,1.3,Iris-versicolor
+24,5.3,3.7,1.5,0.2,Iris-setosa
+25,5.0,3.2,1.7,0.2,Iris-setosa
+26,4.4,3.2,1.5,0.3,Iris-setosa
+27,5.5,4.4,1.7,0.3,Iris-setosa
+28,7.7,3.8,6.1,2.3,Iris-virginica
+29,5.1,3.5,1.7,0.2,Iris-setosa
+30,5.8,3.4,1.7,0.4,Iris-setosa
+31,6.9,3.0,4.2,1.3,Iris-versicolor
+32,5.0,3.0,4.1,1.6,Iris-versicolor
+33,7.3,3.3,1.7,0.3,Iris-virginica
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,6.0,3.2,5.2,2.3,Iris-virginica
+36,5.1,3.5,1.7,0.6,Iris-setosa
+37,5.8,2.6,4.9,1.2,Iris-versicolor
+38,6.3,3.2,4.9,1.8,Iris-virginica
+39,5.8,4.0,4.8,1.5,Iris-versicolor
+40,4.8,3.0,1.3,0.2,Iris-setosa
+41,4.9,3.1,1.5,0.1,Iris-setosa
+42,5.5,3.0,4.0,1.6,Iris-versicolor
+43,6.5,2.5,5.7,1.8,Iris-virginica
+44,4.6,3.0,1.4,0.2,Iris-setosa
+45,5.8,3.0,4.1,1.3,Iris-versicolor
+46,6.1,3.2,4.7,1.3,Iris-versicolor
+47,6.1,2.9,4.6,1.4,Iris-versicolor
+48,5.1,2.6,4.0,1.2,Iris-versicolor
+49,5.6,2.9,3.6,1.4,Iris-versicolor
+50,5.4,3.0,5.8,2.3,Iris-virginica
+51,6.6,2.9,5.7,2.1,Iris-virginica
+52,6.0,2.9,4.5,1.5,Iris-versicolor
+53,7.4,2.6,6.3,1.8,Iris-virginica
+54,6.5,2.8,4.3,1.3,Iris-versicolor
+55,6.2,2.8,4.8,1.6,Iris-versicolor
+56,5.5,2.5,5.0,1.6,Iris-virginica
+57,7.2,3.2,6.0,2.3,Iris-virginica
+58,6.3,3.0,5.6,2.5,Iris-virginica
+59,5.1,3.3,1.1,0.4,Iris-setosa
+60,6.4,3.0,5.6,2.1,Iris-virginica
+61,4.9,3.1,1.5,0.2,Iris-setosa
+62,6.4,2.8,4.6,1.9,Iris-versicolor
+63,5.0,3.4,1.7,0.2,Iris-setosa
+64,5.4,2.5,5.5,1.0,Iris-virginica
+65,4.5,3.2,1.4,0.2,Iris-setosa
+66,5.1,3.8,1.9,0.2,Iris-setosa
+67,4.9,3.1,1.4,0.3,Iris-setosa
+68,5.5,3.3,1.2,0.4,Iris-setosa
+69,6.3,3.1,5.6,2.1,Iris-virginica
+70,4.8,3.4,1.5,0.1,Iris-setosa
+71,6.1,3.0,4.5,1.3,Iris-versicolor
+72,5.1,3.5,1.5,0.3,Iris-setosa
+73,5.0,3.2,1.4,0.2,Iris-setosa
+74,4.8,3.0,1.5,0.2,Iris-setosa
+75,5.1,2.7,3.2,1.4,Iris-versicolor
+76,4.6,3.0,1.6,0.3,Iris-setosa
+77,5.1,3.5,1.7,0.3,Iris-setosa
+78,6.0,3.2,5.6,2.2,Iris-virginica
+79,5.0,2.7,3.2,1.2,Iris-versicolor
+80,6.1,2.8,4.7,1.4,Iris-versicolor
+81,5.6,3.0,4.1,1.4,Iris-versicolor
+82,4.9,3.0,1.4,0.3,Iris-setosa
+83,5.8,3.0,5.1,2.3,Iris-virginica
+84,6.7,3.0,5.6,2.1,Iris-virginica
+85,5.5,3.0,5.1,2.4,Iris-virginica
+86,6.9,3.1,5.7,2.5,Iris-virginica
+87,6.4,2.9,4.3,1.8,Iris-virginica
+88,6.4,3.9,5.6,2.4,Iris-virginica
+89,6.0,2.3,4.7,1.5,Iris-versicolor
+90,5.8,3.0,4.2,1.2,Iris-versicolor
+91,4.9,3.0,1.4,0.2,Iris-setosa
+92,5.0,3.2,1.4,0.6,Iris-setosa
+93,5.1,3.4,1.5,0.4,Iris-setosa
+94,4.8,3.0,1.4,0.2,Iris-setosa
+95,5.0,3.4,4.5,1.6,Iris-versicolor
+96,7.9,3.0,6.8,2.8,Iris-virginica
+97,6.4,2.3,5.3,1.9,Iris-virginica
+98,6.3,3.0,4.7,1.5,Iris-versicolor
+99,4.7,3.0,1.6,0.2,Iris-setosa
+100,5.0,3.3,1.7,0.2,Iris-setosa
+101,5.1,2.5,3.9,1.5,Iris-versicolor
+102,7.7,3.8,6.7,2.3,Iris-virginica
+103,6.8,3.0,5.6,2.1,Iris-virginica
+104,6.4,2.9,5.5,1.2,Iris-virginica
+105,7.2,3.0,5.2,2.2,Iris-virginica
+106,4.8,3.0,1.4,0.2,Iris-setosa
+107,5.1,3.8,1.7,0.4,Iris-setosa
+108,6.7,3.0,5.2,2.4,Iris-virginica
+109,6.3,2.9,4.3,1.8,Iris-virginica
+110,7.2,2.8,6.8,1.6,Iris-virginica
+111,6.5,2.8,4.7,1.4,Iris-versicolor
+112,6.4,2.8,4.7,1.8,Iris-virginica
+113,4.4,2.5,4.3,1.7,Iris-versicolor
+114,6.4,2.3,4.7,1.8,Iris-virginica
+115,6.8,2.8,4.6,1.4,Iris-versicolor
+116,4.7,3.0,1.4,0.2,Iris-setosa
+117,5.5,2.5,4.9,1.8,Iris-virginica
+118,5.1,3.8,1.0,0.5,Iris-setosa
+119,6.0,3.2,4.7,1.6,Iris-versicolor
diff --git a/iris/realtabformer/2/15/test.csv b/iris/realtabformer/2/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/15/train.csv b/iris/realtabformer/2/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/15/val.csv b/iris/realtabformer/2/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/16/synth.csv b/iris/realtabformer/2/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ac1a1e0589eba472818976da7b8bc7147a52fd43
--- /dev/null
+++ b/iris/realtabformer/2/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.9,3.1,1.4,0.2,Iris-setosa
+1,5.6,2.9,5.6,2.0,Iris-virginica
+2,5.5,3.0,1.2,0.2,Iris-setosa
+3,5.5,3.0,4.4,1.2,Iris-versicolor
+4,4.9,2.8,4.5,1.7,Iris-virginica
+5,5.5,2.7,4.2,1.5,Iris-versicolor
+6,6.4,2.8,5.6,2.4,Iris-virginica
+7,6.1,3.2,4.6,1.3,Iris-versicolor
+8,5.1,3.5,1.5,0.4,Iris-setosa
+9,6.4,2.9,5.3,1.0,Iris-virginica
+10,5.0,2.7,3.9,1.5,Iris-versicolor
+11,6.8,2.2,5.6,2.5,Iris-virginica
+12,7.9,2.5,4.9,1.8,Iris-virginica
+13,6.1,2.9,4.7,1.5,Iris-versicolor
+14,5.6,3.9,1.7,0.3,Iris-setosa
+15,5.4,3.4,1.6,0.2,Iris-setosa
+16,6.3,2.7,4.9,1.8,Iris-virginica
+17,5.4,2.4,3.5,1.4,Iris-versicolor
+18,6.6,3.0,5.1,2.3,Iris-virginica
+19,6.1,2.8,4.6,1.4,Iris-versicolor
+20,6.1,3.0,4.0,1.5,Iris-versicolor
+21,5.0,3.3,1.7,0.5,Iris-setosa
+22,5.9,2.9,4.1,1.5,Iris-versicolor
+23,6.4,2.9,4.4,1.8,Iris-virginica
+24,5.8,4.4,1.1,0.4,Iris-setosa
+25,6.2,3.2,5.7,2.5,Iris-virginica
+26,6.7,2.8,5.6,2.4,Iris-virginica
+27,5.0,2.9,4.6,1.8,Iris-versicolor
+28,6.3,2.9,4.6,1.4,Iris-versicolor
+29,4.8,3.0,1.6,0.2,Iris-setosa
+30,5.7,3.0,5.2,2.2,Iris-setosa
+31,6.0,3.1,4.6,1.5,Iris-versicolor
+32,5.8,3.0,5.6,2.4,Iris-virginica
+33,4.8,3.0,1.4,0.2,Iris-setosa
+34,7.8,2.8,6.9,2.3,Iris-virginica
+35,5.5,2.3,4.0,1.2,Iris-versicolor
+36,5.1,3.8,1.7,0.3,Iris-setosa
+37,6.4,2.5,4.3,1.5,Iris-versicolor
+38,6.4,2.8,5.6,1.6,Iris-virginica
+39,5.8,3.0,4.1,1.3,Iris-versicolor
+40,4.8,3.0,1.4,0.2,Iris-setosa
+41,4.9,2.9,4.3,1.5,Iris-versicolor
+42,6.2,2.8,4.0,1.8,Iris-virginica
+43,4.4,2.9,1.3,0.2,Iris-setosa
+44,6.5,2.5,5.3,1.8,Iris-virginica
+45,6.3,2.9,4.2,1.3,Iris-versicolor
+46,6.9,3.2,5.7,2.9,Iris-virginica
+47,5.4,2.3,3.3,1.2,Iris-versicolor
+48,6.0,3.2,5.0,2.7,Iris-virginica
+49,6.3,2.7,4.9,1.8,Iris-versicolor
+50,5.1,3.3,1.7,0.2,Iris-setosa
+51,5.0,3.3,1.7,0.2,Iris-setosa
+52,4.8,3.0,1.4,0.2,Iris-setosa
+53,4.8,3.0,1.4,0.2,Iris-setosa
+54,6.5,3.0,5.1,2.1,Iris-virginica
+55,5.4,2.5,4.0,1.9,Iris-versicolor
+56,5.6,3.5,4.9,1.4,Iris-versicolor
+57,7.2,2.8,6.3,2.3,Iris-virginica
+58,4.6,3.2,1.5,0.2,Iris-setosa
+59,6.1,2.9,4.5,1.1,Iris-versicolor
+60,4.4,2.8,4.3,1.2,Iris-virginica
+61,6.5,3.2,4.4,1.3,Iris-versicolor
+62,5.7,3.5,5.7,2.2,Iris-virginica
+63,6.0,2.2,4.9,1.5,Iris-versicolor
+64,5.4,3.7,1.6,0.2,Iris-setosa
+65,6.8,2.3,4.0,1.3,Iris-versicolor
+66,6.1,3.0,5.2,1.3,Iris-virginica
+67,6.8,3.2,5.7,2.3,Iris-virginica
+68,6.0,3.2,4.7,1.6,Iris-versicolor
+69,5.9,3.4,1.3,0.2,Iris-setosa
+70,6.2,2.5,4.0,1.3,Iris-versicolor
+71,5.9,3.0,4.1,1.9,Iris-versicolor
+72,6.3,2.3,4.0,1.5,Iris-versicolor
+73,5.7,3.2,5.7,2.2,Iris-virginica
+74,4.6,3.1,1.4,0.2,Iris-setosa
+75,7.2,3.0,5.8,2.9,Iris-virginica
+76,6.1,2.9,4.5,1.5,Iris-versicolor
+77,6.0,3.0,5.2,1.6,Iris-virginica
+78,6.1,2.5,4.9,1.8,Iris-virginica
+79,6.3,3.3,4.7,1.8,Iris-virginica
+80,5.4,2.5,5.0,1.9,Iris-virginica
+81,5.6,2.5,3.4,1.0,Iris-versicolor
+82,7.7,3.8,6.7,2.3,Iris-virginica
+83,7.7,3.8,6.7,2.3,Iris-virginica
+84,5.8,3.0,5.1,0.3,Iris-setosa
+85,5.1,3.5,1.6,0.4,Iris-setosa
+86,4.9,3.2,1.4,0.2,Iris-setosa
+87,5.5,3.0,4.2,1.2,Iris-versicolor
+88,6.1,2.8,4.5,1.9,Iris-virginica
+89,5.6,2.8,4.1,2.3,Iris-versicolor
+90,6.3,3.3,4.6,1.5,Iris-versicolor
+91,5.4,2.4,3.3,1.6,Iris-versicolor
+92,5.2,2.9,5.8,1.3,Iris-versicolor
+93,5.5,4.3,1.3,0.3,Iris-setosa
+94,5.1,2.5,1.7,0.3,Iris-setosa
+95,6.3,3.3,4.0,1.5,Iris-versicolor
+96,4.3,3.4,1.5,0.2,Iris-setosa
+97,5.1,3.8,1.6,0.4,Iris-setosa
+98,5.1,4.5,3.9,1.1,Iris-versicolor
+99,4.3,3.0,1.9,0.4,Iris-setosa
+100,4.4,3.4,1.5,0.1,Iris-setosa
+101,6.3,2.7,5.9,1.8,Iris-virginica
+102,6.3,2.9,4.0,1.5,Iris-versicolor
+103,4.7,3.0,5.7,2.0,Iris-virginica
+104,5.0,3.4,1.5,0.2,Iris-setosa
+105,6.1,2.6,4.7,1.3,Iris-versicolor
+106,6.0,2.9,4.9,1.5,Iris-versicolor
+107,5.0,2.9,5.6,1.6,Iris-versicolor
+108,4.6,2.9,3.3,1.1,Iris-versicolor
+109,6.9,3.1,5.5,1.8,Iris-virginica
+110,5.5,2.5,3.0,1.0,Iris-versicolor
+111,5.4,3.2,1.5,0.2,Iris-setosa
+112,6.3,3.4,4.9,1.8,Iris-virginica
+113,6.1,3.3,4.7,1.5,Iris-versicolor
+114,6.1,3.8,4.7,1.4,Iris-versicolor
+115,5.5,2.8,4.1,1.5,Iris-versicolor
+116,6.7,2.9,4.7,1.8,Iris-virginica
+117,4.6,3.4,1.4,0.2,Iris-setosa
+118,5.5,2.5,4.1,1.5,Iris-versicolor
+119,6.5,3.0,5.8,2.4,Iris-virginica
diff --git a/iris/realtabformer/2/16/test.csv b/iris/realtabformer/2/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/16/train.csv b/iris/realtabformer/2/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/16/val.csv b/iris/realtabformer/2/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/17/synth.csv b/iris/realtabformer/2/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e8e8018d15535930c804ee9d0f7f6b74bcd4f245
--- /dev/null
+++ b/iris/realtabformer/2/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3,2.9,4.6,1.5,Iris-virginica
+1,6.3,2.9,4.9,1.8,Iris-virginica
+2,6.2,2.9,4.8,1.3,Iris-versicolor
+3,6.3,3.3,4.9,1.5,Iris-versicolor
+4,6.3,3.1,5.6,2.4,Iris-virginica
+5,5.1,3.4,1.6,0.4,Iris-setosa
+6,5.7,3.8,1.7,0.2,Iris-setosa
+7,7.2,3.0,6.1,2.3,Iris-virginica
+8,6.1,2.8,5.6,2.1,Iris-virginica
+9,5.5,2.7,4.5,1.2,Iris-versicolor
+10,4.9,3.1,1.6,0.1,Iris-setosa
+11,5.6,2.9,4.7,1.3,Iris-versicolor
+12,5.0,2.5,3.6,1.5,Iris-versicolor
+13,6.9,3.2,5.0,1.1,Iris-virginica
+14,6.3,3.2,5.7,2.8,Iris-virginica
+15,6.1,2.8,4.9,1.6,Iris-versicolor
+16,4.6,3.2,1.4,0.3,Iris-setosa
+17,7.1,2.8,6.1,1.9,Iris-virginica
+18,6.1,2.8,4.6,1.8,Iris-virginica
+19,7.7,3.0,5.0,2.5,Iris-virginica
+20,5.0,3.4,1.7,0.6,Iris-setosa
+21,6.5,2.9,4.4,1.3,Iris-versicolor
+22,5.1,3.0,1.6,0.3,Iris-setosa
+23,5.9,3.1,1.5,0.1,Iris-setosa
+24,7.2,2.9,6.3,1.8,Iris-virginica
+25,5.7,3.6,1.6,0.2,Iris-setosa
+26,6.7,3.0,5.5,2.1,Iris-virginica
+27,6.1,3.0,5.7,1.6,Iris-virginica
+28,5.0,3.0,1.7,0.2,Iris-setosa
+29,4.8,3.2,1.6,0.2,Iris-setosa
+30,5.1,3.5,1.5,0.4,Iris-setosa
+31,6.1,3.0,4.7,1.8,Iris-virginica
+32,5.1,3.4,1.5,0.3,Iris-setosa
+33,4.9,3.1,1.5,0.1,Iris-setosa
+34,6.5,2.7,5.0,1.8,Iris-virginica
+35,5.5,3.3,1.7,0.4,Iris-setosa
+36,6.4,2.8,4.7,1.2,Iris-versicolor
+37,6.2,2.9,4.6,1.8,Iris-virginica
+38,6.2,2.9,4.3,1.3,Iris-versicolor
+39,4.8,3.4,1.5,0.2,Iris-setosa
+40,6.8,3.2,5.6,2.5,Iris-virginica
+41,6.8,2.8,5.4,2.1,Iris-virginica
+42,5.6,3.4,1.4,0.2,Iris-setosa
+43,6.4,2.9,4.3,1.8,Iris-versicolor
+44,5.4,3.0,1.5,0.4,Iris-setosa
+45,5.8,2.7,4.9,1.4,Iris-versicolor
+46,6.3,2.9,4.3,1.8,Iris-virginica
+47,7.7,3.8,6.7,2.3,Iris-virginica
+48,6.3,3.0,4.9,1.8,Iris-versicolor
+49,5.6,2.5,4.0,2.3,Iris-versicolor
+50,5.6,2.8,4.6,2.3,Iris-versicolor
+51,6.1,2.8,4.0,1.5,Iris-versicolor
+52,7.0,3.3,6.7,1.8,Iris-virginica
+53,7.4,2.9,6.3,1.8,Iris-virginica
+54,4.8,3.4,1.4,0.2,Iris-setosa
+55,5.4,2.5,5.6,1.4,Iris-virginica
+56,5.0,3.0,1.6,0.2,Iris-setosa
+57,6.5,3.0,5.8,2.4,Iris-virginica
+58,6.1,2.9,4.5,1.5,Iris-versicolor
+59,6.0,3.2,4.3,1.0,Iris-versicolor
+60,6.5,2.2,4.3,1.5,Iris-versicolor
+61,6.3,2.7,4.0,1.5,Iris-versicolor
+62,5.6,2.7,4.2,1.3,Iris-versicolor
+63,5.9,3.4,5.7,1.6,Iris-virginica
+64,7.3,2.9,4.3,1.8,Iris-virginica
+65,4.8,3.1,1.6,0.2,Iris-setosa
+66,7.1,2.6,6.9,1.4,Iris-virginica
+67,6.3,2.8,4.9,1.1,Iris-versicolor
+68,5.1,4.4,1.4,0.4,Iris-setosa
+69,6.0,2.5,4.0,1.5,Iris-versicolor
+70,5.1,2.7,3.1,1.7,Iris-versicolor
+71,7.7,2.9,6.7,2.3,Iris-virginica
+72,6.7,2.9,4.3,1.3,Iris-versicolor
+73,6.0,3.3,4.7,1.6,Iris-versicolor
+74,4.8,3.3,1.3,0.3,Iris-setosa
+75,6.1,2.8,4.7,1.5,Iris-versicolor
+76,5.1,3.0,1.7,0.3,Iris-setosa
+77,6.8,2.8,5.9,2.1,Iris-virginica
+78,5.1,3.4,1.3,0.3,Iris-setosa
+79,6.4,2.5,4.9,1.5,Iris-versicolor
+80,7.7,3.1,5.4,2.3,Iris-virginica
+81,5.7,3.0,5.2,2.0,Iris-virginica
+82,7.1,3.7,1.5,0.2,Iris-setosa
+83,5.0,2.6,4.0,1.5,Iris-versicolor
+84,6.3,3.2,5.0,2.3,Iris-virginica
+85,6.4,2.7,4.3,1.7,Iris-versicolor
+86,6.2,2.9,5.6,1.8,Iris-virginica
+87,5.1,3.4,1.5,0.2,Iris-setosa
+88,5.9,3.1,1.7,0.5,Iris-setosa
+89,6.1,3.0,4.2,1.5,Iris-virginica
+90,7.7,3.8,6.1,2.3,Iris-virginica
+91,5.6,3.0,4.2,1.2,Iris-versicolor
+92,5.1,3.3,1.7,0.2,Iris-setosa
+93,5.8,2.4,3.6,1.4,Iris-versicolor
+94,4.6,3.4,1.3,0.3,Iris-setosa
+95,5.6,3.0,4.2,1.3,Iris-versicolor
+96,4.9,3.1,1.5,0.1,Iris-setosa
+97,6.4,2.5,4.0,1.7,Iris-versicolor
+98,5.0,3.0,4.2,1.2,Iris-versicolor
+99,5.1,3.4,1.5,0.4,Iris-setosa
+100,6.4,2.8,4.3,1.3,Iris-versicolor
+101,6.6,2.9,4.6,1.2,Iris-versicolor
+102,6.5,2.6,5.6,1.5,Iris-virginica
+103,5.0,2.5,5.0,1.2,Iris-virginica
+104,6.4,3.0,5.2,2.3,Iris-virginica
+105,6.1,2.9,4.6,1.4,Iris-versicolor
+106,5.1,3.5,1.9,0.2,Iris-setosa
+107,4.9,3.1,1.5,0.0,Iris-setosa
+108,5.7,3.2,1.7,0.2,Iris-setosa
+109,6.8,3.1,5.6,2.1,Iris-virginica
+110,5.6,2.5,4.0,1.5,Iris-versicolor
+111,6.1,3.0,4.6,1.4,Iris-versicolor
+112,4.4,3.1,1.5,0.1,Iris-setosa
+113,6.0,3.2,5.6,2.4,Iris-virginica
+114,5.8,3.4,1.7,0.5,Iris-setosa
+115,5.6,3.5,1.4,0.3,Iris-setosa
+116,5.1,3.5,1.7,0.6,Iris-setosa
+117,6.0,3.4,5.6,2.1,Iris-virginica
+118,5.5,3.0,5.8,1.6,Iris-virginica
+119,4.9,2.9,4.3,1.3,Iris-virginica
diff --git a/iris/realtabformer/2/17/test.csv b/iris/realtabformer/2/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/17/train.csv b/iris/realtabformer/2/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/17/val.csv b/iris/realtabformer/2/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/18/synth.csv b/iris/realtabformer/2/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4f3d82c173cfddab2166494d3152783f3f0d7045
--- /dev/null
+++ b/iris/realtabformer/2/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.8,3.4,1.5,0.2,Iris-setosa
+1,5.7,2.6,4.0,1.3,Iris-versicolor
+2,6.8,2.9,5.3,1.9,Iris-virginica
+3,6.3,3.3,4.7,1.8,Iris-virginica
+4,6.3,2.8,4.6,1.8,Iris-virginica
+5,5.1,3.3,1.6,0.5,Iris-setosa
+6,5.9,3.4,3.5,1.1,Iris-versicolor
+7,5.7,2.5,3.0,1.2,Iris-versicolor
+8,7.2,3.2,5.7,2.5,Iris-virginica
+9,5.9,3.4,3.1,1.0,Iris-versicolor
+10,6.7,2.8,4.7,1.5,Iris-versicolor
+11,6.2,3.4,5.6,2.4,Iris-virginica
+12,4.9,3.1,1.5,0.1,Iris-setosa
+13,5.9,3.0,4.1,1.2,Iris-versicolor
+14,5.6,3.2,4.0,1.3,Iris-versicolor
+15,6.4,2.8,4.7,1.5,Iris-versicolor
+16,7.2,2.3,6.7,2.5,Iris-virginica
+17,4.4,3.4,1.4,0.2,Iris-setosa
+18,4.9,3.0,1.5,0.1,Iris-setosa
+19,5.1,3.3,1.7,0.2,Iris-setosa
+20,5.5,3.0,4.1,1.9,Iris-versicolor
+21,6.1,2.8,4.7,1.8,Iris-virginica
+22,5.4,3.4,1.5,0.4,Iris-setosa
+23,7.2,2.6,6.9,1.8,Iris-virginica
+24,6.4,3.3,4.6,1.9,Iris-versicolor
+25,6.3,2.9,4.6,1.5,Iris-versicolor
+26,5.7,3.8,5.6,2.2,Iris-virginica
+27,4.8,3.4,1.4,0.2,Iris-setosa
+28,5.6,3.9,1.6,0.2,Iris-setosa
+29,5.4,2.8,4.0,1.3,Iris-versicolor
+30,5.1,3.4,1.5,0.2,Iris-setosa
+31,4.9,3.1,1.5,0.1,Iris-setosa
+32,6.2,2.8,4.8,1.8,Iris-virginica
+33,4.9,3.2,1.4,0.2,Iris-setosa
+34,6.3,2.9,4.6,1.8,Iris-versicolor
+35,5.1,2.9,5.1,1.3,Iris-virginica
+36,5.1,3.4,1.6,0.4,Iris-setosa
+37,5.1,2.5,1.0,0.5,Iris-setosa
+38,5.6,3.0,4.1,1.8,Iris-versicolor
+39,6.5,3.0,5.0,2.4,Iris-virginica
+40,6.8,3.1,5.6,2.1,Iris-virginica
+41,4.9,3.0,1.3,0.2,Iris-setosa
+42,6.3,2.8,4.6,1.5,Iris-versicolor
+43,6.1,3.0,5.6,2.4,Iris-virginica
+44,4.3,3.0,1.4,0.2,Iris-setosa
+45,5.1,3.5,1.7,0.2,Iris-setosa
+46,6.3,3.4,5.9,2.1,Iris-virginica
+47,6.3,3.3,4.7,1.8,Iris-virginica
+48,4.8,2.5,3.9,1.7,Iris-versicolor
+49,6.3,2.9,4.3,1.9,Iris-versicolor
+50,6.8,3.2,5.1,2.1,Iris-virginica
+51,5.8,2.7,3.9,1.1,Iris-versicolor
+52,5.0,3.2,1.3,0.2,Iris-setosa
+53,6.5,3.0,5.5,2.2,Iris-virginica
+54,5.0,3.2,1.7,0.2,Iris-setosa
+55,6.1,2.8,4.7,1.4,Iris-versicolor
+56,5.0,3.2,1.3,0.2,Iris-setosa
+57,5.8,2.8,5.0,2.3,Iris-virginica
+58,5.7,2.5,5.5,2.1,Iris-virginica
+59,6.0,3.2,4.5,1.4,Iris-virginica
+60,4.6,3.0,1.3,0.3,Iris-setosa
+61,5.8,2.6,5.0,1.2,Iris-virginica
+62,5.5,3.0,5.1,2.4,Iris-virginica
+63,5.1,2.5,4.0,1.3,Iris-versicolor
+64,5.1,2.7,3.0,1.3,Iris-versicolor
+65,4.3,2.5,4.3,1.5,Iris-versicolor
+66,6.5,3.0,5.2,2.8,Iris-virginica
+67,5.8,3.0,4.2,1.2,Iris-versicolor
+68,6.3,3.3,4.7,1.5,Iris-versicolor
+69,6.4,2.9,5.3,2.3,Iris-virginica
+70,6.4,3.3,4.3,1.6,Iris-versicolor
+71,6.6,3.1,5.5,2.0,Iris-virginica
+72,4.4,3.4,1.4,0.2,Iris-setosa
+73,6.7,2.9,4.6,1.3,Iris-versicolor
+74,5.5,3.0,1.4,0.2,Iris-setosa
+75,7.2,3.0,6.8,1.8,Iris-virginica
+76,7.3,3.9,6.7,2.0,Iris-virginica
+77,4.9,3.1,1.3,0.1,Iris-setosa
+78,4.9,3.1,1.5,0.1,Iris-setosa
+79,6.7,2.8,5.6,2.1,Iris-virginica
+80,6.4,3.3,5.7,2.5,Iris-virginica
+81,6.3,2.9,4.7,1.5,Iris-virginica
+82,5.6,3.2,1.6,0.4,Iris-setosa
+83,5.1,3.9,1.6,0.3,Iris-setosa
+84,4.9,3.1,1.4,0.3,Iris-setosa
+85,6.4,2.8,5.6,2.4,Iris-virginica
+86,6.1,3.0,4.7,1.5,Iris-versicolor
+87,5.0,3.0,1.2,0.2,Iris-setosa
+88,6.4,3.2,5.3,2.3,Iris-virginica
+89,6.3,3.0,4.5,1.4,Iris-virginica
+90,5.4,2.9,5.3,2.2,Iris-virginica
+91,5.0,3.7,1.2,0.2,Iris-setosa
+92,6.1,3.5,5.7,2.4,Iris-virginica
+93,5.1,3.8,1.6,0.2,Iris-setosa
+94,4.5,3.4,1.4,0.2,Iris-setosa
+95,6.5,2.6,4.9,1.8,Iris-virginica
+96,6.1,3.1,4.7,1.8,Iris-virginica
+97,5.5,2.6,4.0,1.7,Iris-versicolor
+98,6.1,3.3,4.7,1.5,Iris-versicolor
+99,7.2,3.2,6.9,2.3,Iris-virginica
+100,5.1,2.5,3.0,1.4,Iris-versicolor
+101,7.2,2.9,4.3,1.9,Iris-versicolor
+102,5.0,2.9,3.6,1.2,Iris-versicolor
+103,6.3,3.3,4.7,1.8,Iris-virginica
+104,6.3,3.4,5.8,1.8,Iris-virginica
+105,6.3,3.2,4.0,1.5,Iris-versicolor
+106,6.4,3.1,5.6,2.1,Iris-virginica
+107,4.6,3.4,1.5,0.4,Iris-setosa
+108,4.7,3.1,1.6,0.2,Iris-setosa
+109,5.6,3.2,4.9,1.2,Iris-versicolor
+110,6.2,2.7,4.9,1.5,Iris-versicolor
+111,5.1,3.5,1.5,0.4,Iris-setosa
+112,6.7,2.9,5.3,1.3,Iris-virginica
+113,5.5,3.2,1.4,0.3,Iris-setosa
+114,5.5,3.0,1.3,0.3,Iris-setosa
+115,4.9,3.2,1.3,0.2,Iris-setosa
+116,5.1,3.0,1.6,0.4,Iris-setosa
+117,5.0,3.3,1.7,0.2,Iris-setosa
+118,6.1,2.9,4.7,1.4,Iris-versicolor
+119,6.1,2.9,4.9,1.6,Iris-versicolor
diff --git a/iris/realtabformer/2/18/test.csv b/iris/realtabformer/2/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/18/train.csv b/iris/realtabformer/2/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/18/val.csv b/iris/realtabformer/2/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/19/synth.csv b/iris/realtabformer/2/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fbb39e7208e9aa50de99ac461c6859a4adc6adc6
--- /dev/null
+++ b/iris/realtabformer/2/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,3.0,4.2,1.7,Iris-versicolor
+1,6.1,3.4,5.7,2.4,Iris-virginica
+2,5.8,3.4,1.6,0.2,Iris-setosa
+3,5.8,3.2,1.6,0.2,Iris-setosa
+4,5.4,2.4,3.6,1.4,Iris-versicolor
+5,4.9,3.1,1.5,0.1,Iris-setosa
+6,6.4,3.2,5.5,2.3,Iris-virginica
+7,6.8,2.8,4.6,1.2,Iris-versicolor
+8,6.3,2.8,4.1,1.8,Iris-versicolor
+9,5.5,2.5,5.0,1.9,Iris-virginica
+10,7.7,3.8,6.7,2.3,Iris-virginica
+11,6.1,2.8,4.0,1.3,Iris-versicolor
+12,5.1,2.9,3.6,1.4,Iris-versicolor
+13,5.0,3.0,1.4,0.2,Iris-setosa
+14,6.9,2.8,4.5,1.5,Iris-versicolor
+15,6.8,2.8,4.8,1.3,Iris-versicolor
+16,4.8,3.0,1.7,0.2,Iris-setosa
+17,6.5,3.0,5.6,2.4,Iris-virginica
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.0,3.0,4.6,1.2,Iris-versicolor
+20,5.0,2.7,4.6,1.6,Iris-versicolor
+21,7.2,3.8,6.6,2.3,Iris-virginica
+22,5.6,2.9,3.3,1.3,Iris-versicolor
+23,5.3,3.4,3.5,1.8,Iris-virginica
+24,4.9,3.1,1.7,0.3,Iris-setosa
+25,6.6,2.5,5.5,2.3,Iris-virginica
+26,5.1,3.8,1.7,0.2,Iris-setosa
+27,5.5,2.6,4.2,1.5,Iris-versicolor
+28,4.9,3.1,1.5,0.1,Iris-setosa
+29,6.1,3.2,4.0,1.5,Iris-versicolor
+30,5.4,3.0,1.9,0.2,Iris-setosa
+31,6.3,2.9,4.6,1.5,Iris-versicolor
+32,6.4,2.9,4.7,1.5,Iris-versicolor
+33,5.7,2.8,4.8,1.4,Iris-versicolor
+34,5.0,2.3,3.3,1.0,Iris-versicolor
+35,6.0,3.2,5.0,2.0,Iris-virginica
+36,5.8,2.7,4.1,1.5,Iris-versicolor
+37,4.7,3.2,1.6,0.2,Iris-setosa
+38,5.6,2.8,3.7,1.3,Iris-versicolor
+39,5.1,3.3,1.4,0.2,Iris-setosa
+40,6.2,2.9,4.7,1.8,Iris-versicolor
+41,5.1,3.0,1.6,0.2,Iris-setosa
+42,5.9,3.4,5.6,2.4,Iris-virginica
+43,5.0,3.2,1.4,0.3,Iris-setosa
+44,5.5,2.3,1.1,0.3,Iris-setosa
+45,6.4,2.9,5.6,1.9,Iris-virginica
+46,5.6,2.5,3.4,1.0,Iris-versicolor
+47,4.8,3.0,1.9,0.2,Iris-setosa
+48,4.5,3.0,1.3,0.3,Iris-setosa
+49,6.1,2.8,4.6,1.3,Iris-versicolor
+50,7.7,3.8,6.7,2.3,Iris-virginica
+51,5.7,3.0,5.2,2.2,Iris-setosa
+52,6.7,3.3,5.8,2.4,Iris-virginica
+53,7.0,3.2,5.9,2.4,Iris-virginica
+54,5.6,2.9,5.6,2.3,Iris-virginica
+55,6.5,3.0,5.0,2.1,Iris-virginica
+56,5.4,3.0,1.1,0.2,Iris-setosa
+57,4.8,3.1,1.4,0.4,Iris-setosa
+58,5.0,3.2,1.7,0.2,Iris-setosa
+59,7.0,3.2,5.0,1.9,Iris-virginica
+60,5.5,2.5,4.0,1.5,Iris-versicolor
+61,5.9,3.4,5.5,2.0,Iris-virginica
+62,6.1,2.9,5.6,1.3,Iris-virginica
+63,6.4,2.9,5.3,1.3,Iris-virginica
+64,6.1,2.9,4.7,1.8,Iris-versicolor
+65,5.1,3.3,1.0,0.2,Iris-setosa
+66,5.0,3.3,1.7,0.5,Iris-setosa
+67,4.6,3.2,1.5,0.2,Iris-setosa
+68,4.9,2.4,3.3,1.1,Iris-versicolor
+69,7.3,2.2,6.1,1.9,Iris-virginica
+70,5.0,2.5,3.1,1.1,Iris-versicolor
+71,5.1,3.8,1.5,0.2,Iris-setosa
+72,5.8,3.0,4.1,1.2,Iris-virginica
+73,6.8,3.0,4.2,1.8,Iris-virginica
+74,6.7,3.8,5.7,2.4,Iris-virginica
+75,6.5,2.8,4.5,1.7,Iris-versicolor
+76,4.8,3.4,1.4,0.1,Iris-setosa
+77,4.9,2.5,5.9,2.1,Iris-virginica
+78,6.8,2.8,4.6,1.4,Iris-virginica
+79,4.8,3.1,1.4,0.2,Iris-setosa
+80,5.9,3.4,5.5,2.1,Iris-virginica
+81,6.8,3.2,5.6,1.8,Iris-virginica
+82,5.3,2.3,3.0,1.5,Iris-versicolor
+83,6.5,2.9,4.4,1.2,Iris-versicolor
+84,6.3,2.7,5.9,1.8,Iris-virginica
+85,6.5,3.0,5.3,2.0,Iris-virginica
+86,5.6,3.4,4.5,1.7,Iris-versicolor
+87,5.1,2.5,3.0,1.1,Iris-versicolor
+88,5.6,2.5,4.9,1.8,Iris-versicolor
+89,4.4,2.9,1.4,0.3,Iris-setosa
+90,7.2,3.2,6.8,2.4,Iris-virginica
+91,4.6,3.2,1.4,0.3,Iris-setosa
+92,5.6,3.4,1.4,0.3,Iris-setosa
+93,5.7,3.5,5.7,2.3,Iris-virginica
+94,7.7,2.8,6.7,2.3,Iris-virginica
+95,6.3,3.4,5.6,2.4,Iris-virginica
+96,5.9,3.4,1.5,0.3,Iris-setosa
+97,6.1,2.5,4.0,1.5,Iris-versicolor
+98,4.8,3.1,1.4,0.2,Iris-setosa
+99,6.1,2.9,4.6,1.4,Iris-versicolor
+100,6.4,2.8,4.7,1.9,Iris-versicolor
+101,5.5,2.5,5.0,1.2,Iris-virginica
+102,5.1,3.4,1.7,0.2,Iris-setosa
+103,4.9,2.8,3.3,1.1,Iris-virginica
+104,6.5,3.0,5.8,2.1,Iris-virginica
+105,5.1,2.7,3.9,1.1,Iris-versicolor
+106,4.9,3.1,1.5,0.1,Iris-setosa
+107,4.6,2.4,4.1,1.7,Iris-versicolor
+108,6.1,3.0,4.9,1.5,Iris-versicolor
+109,6.4,2.9,4.7,1.4,Iris-versicolor
+110,6.9,2.3,4.9,1.8,Iris-versicolor
+111,6.6,3.2,5.2,2.3,Iris-virginica
+112,5.1,3.4,1.4,0.4,Iris-setosa
+113,5.1,2.6,4.9,1.3,Iris-versicolor
+114,6.8,3.0,5.6,1.9,Iris-virginica
+115,6.5,3.0,5.8,2.3,Iris-virginica
+116,7.6,2.9,6.1,2.3,Iris-virginica
+117,5.7,3.0,5.6,2.5,Iris-virginica
+118,4.9,3.4,1.6,0.1,Iris-setosa
+119,6.0,3.0,4.6,1.5,Iris-virginica
diff --git a/iris/realtabformer/2/19/test.csv b/iris/realtabformer/2/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/19/train.csv b/iris/realtabformer/2/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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
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+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
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+108,6.7,2.5,5.8,1.8,Iris-virginica
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+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
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+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
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+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
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+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
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+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/2/19/val.csv b/iris/realtabformer/2/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/2/best-disc-model/config.json b/iris/realtabformer/2/2/best-disc-model/config.json
new file mode 100644
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+++ b/iris/realtabformer/2/2/best-disc-model/config.json
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diff --git a/iris/realtabformer/2/2/best-disc-model/generation_config.json b/iris/realtabformer/2/2/best-disc-model/generation_config.json
new file mode 100644
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diff --git a/iris/realtabformer/2/2/best-disc-model/text_embedding.pt b/iris/realtabformer/2/2/best-disc-model/text_embedding.pt
new file mode 100644
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diff --git a/iris/realtabformer/2/2/best-disc-model/text_embedding.states.pt b/iris/realtabformer/2/2/best-disc-model/text_embedding.states.pt
new file mode 100644
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diff --git a/iris/realtabformer/2/2/best-disc-model/trainer_state.json b/iris/realtabformer/2/2/best-disc-model/trainer_state.json
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diff --git a/iris/realtabformer/2/2/mean-best-disc-model/config.json b/iris/realtabformer/2/2/mean-best-disc-model/config.json
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diff --git a/iris/realtabformer/2/2/mean-best-disc-model/generation_config.json b/iris/realtabformer/2/2/mean-best-disc-model/generation_config.json
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diff --git a/iris/realtabformer/2/2/mean-best-disc-model/text_embedding.pt b/iris/realtabformer/2/2/mean-best-disc-model/text_embedding.pt
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diff --git a/iris/realtabformer/2/2/mean-best-disc-model/text_embedding.states.pt b/iris/realtabformer/2/2/mean-best-disc-model/text_embedding.states.pt
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diff --git a/iris/realtabformer/2/2/mean-best-disc-model/trainer_state.json b/iris/realtabformer/2/2/mean-best-disc-model/trainer_state.json
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diff --git a/iris/realtabformer/2/2/mean-best-disc-model/training_args.bin b/iris/realtabformer/2/2/mean-best-disc-model/training_args.bin
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diff --git a/iris/realtabformer/2/2/rtf_model.pt b/iris/realtabformer/2/2/rtf_model.pt
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diff --git a/iris/realtabformer/2/2/synth.csv b/iris/realtabformer/2/2/synth.csv
new file mode 100644
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--- /dev/null
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+,sepal_length,sepal_width,petal_length,petal_width,species
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+1,5.1,2.8,4.0,1.5,Iris-versicolor
+2,5.0,3.0,5.2,1.6,Iris-virginica
+3,5.1,2.5,3.0,1.1,Iris-versicolor
+4,5.0,3.4,1.4,0.2,Iris-setosa
+5,4.6,3.2,1.3,0.3,Iris-setosa
+6,5.6,2.6,4.9,1.2,Iris-versicolor
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+8,6.5,3.0,5.8,2.1,Iris-virginica
+9,5.6,3.7,1.1,0.3,Iris-setosa
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+11,6.7,2.6,5.6,2.5,Iris-virginica
+12,6.4,2.6,4.3,1.3,Iris-versicolor
+13,5.5,2.6,4.0,1.2,Iris-versicolor
+14,5.5,2.5,5.2,1.0,Iris-virginica
+15,4.5,3.4,1.3,0.4,Iris-setosa
+16,6.1,2.8,4.7,1.3,Iris-versicolor
+17,5.5,3.2,1.0,0.2,Iris-setosa
+18,5.9,3.0,4.1,1.5,Iris-versicolor
+19,6.1,3.8,4.7,1.3,Iris-versicolor
+20,5.1,3.8,1.4,0.3,Iris-setosa
+21,6.8,2.8,4.0,1.5,Iris-versicolor
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+24,4.6,3.2,1.4,0.2,Iris-setosa
+25,5.0,3.2,5.8,0.2,Iris-setosa
+26,4.8,3.4,1.5,0.2,Iris-setosa
+27,6.0,3.2,4.6,1.5,Iris-versicolor
+28,5.8,2.3,4.0,1.2,Iris-versicolor
+29,6.7,2.5,4.0,1.3,Iris-versicolor
+30,6.5,3.0,5.4,1.8,Iris-virginica
+31,6.3,3.0,5.6,1.6,Iris-virginica
+32,6.4,3.2,5.8,2.5,Iris-virginica
+33,6.2,3.4,5.9,2.4,Iris-virginica
+34,6.4,2.9,4.3,1.2,Iris-versicolor
+35,6.4,2.9,4.6,1.5,Iris-versicolor
+36,6.8,3.0,5.1,2.8,Iris-virginica
+37,5.2,2.7,3.9,1.8,Iris-versicolor
+38,4.9,3.1,1.5,0.2,Iris-setosa
+39,5.1,3.4,1.5,0.3,Iris-setosa
+40,7.9,2.8,6.1,1.8,Iris-virginica
+41,7.2,3.4,6.7,2.3,Iris-virginica
+42,6.1,2.9,4.6,1.8,Iris-versicolor
+43,6.7,2.9,5.7,2.3,Iris-virginica
+44,4.9,3.1,1.5,0.1,Iris-setosa
+45,5.1,3.5,1.5,0.1,Iris-setosa
+46,4.4,2.0,1.3,0.3,Iris-setosa
+47,6.5,2.2,5.9,1.4,Iris-virginica
+48,6.5,2.8,4.6,1.9,Iris-versicolor
+49,6.5,2.8,5.0,1.8,Iris-virginica
+50,6.4,2.8,4.6,1.8,Iris-versicolor
+51,6.3,2.9,4.3,1.0,Iris-versicolor
+52,5.2,2.7,3.9,1.1,Iris-versicolor
+53,5.9,3.1,1.5,0.5,Iris-setosa
+54,7.7,3.8,6.7,2.2,Iris-virginica
+55,5.0,3.3,1.4,0.2,Iris-setosa
+56,5.0,2.4,3.3,1.0,Iris-versicolor
+57,6.2,2.8,4.7,1.8,Iris-virginica
+58,4.7,3.2,1.7,0.2,Iris-setosa
+59,4.8,3.4,1.5,0.2,Iris-setosa
+60,4.9,3.1,1.5,0.1,Iris-setosa
+61,6.3,2.9,4.6,1.8,Iris-virginica
+62,5.1,3.5,1.5,0.4,Iris-setosa
+63,5.5,3.0,4.5,1.2,Iris-versicolor
+64,6.4,2.3,4.3,1.3,Iris-versicolor
+65,5.7,2.8,5.5,1.0,Iris-virginica
+66,5.6,2.5,4.1,1.7,Iris-versicolor
+67,5.5,2.8,4.8,1.2,Iris-versicolor
+68,5.0,3.4,1.4,0.2,Iris-setosa
+69,6.7,2.5,5.8,1.8,Iris-virginica
+70,6.4,2.8,4.7,1.5,Iris-versicolor
+71,5.1,3.0,1.5,0.5,Iris-setosa
+72,6.3,3.3,5.6,2.4,Iris-virginica
+73,7.2,3.0,4.4,1.2,Iris-virginica
+74,5.9,3.4,5.7,2.4,Iris-virginica
+75,6.2,3.4,5.8,2.3,Iris-virginica
+76,5.7,2.8,4.9,1.6,Iris-versicolor
+77,4.8,3.2,1.4,0.3,Iris-setosa
+78,5.0,3.4,1.5,0.2,Iris-setosa
+79,5.1,3.0,5.2,1.2,Iris-setosa
+80,6.4,2.9,4.7,1.8,Iris-virginica
+81,6.6,2.9,4.6,1.3,Iris-versicolor
+82,5.1,3.2,1.7,0.3,Iris-setosa
+83,5.4,2.6,4.5,1.4,Iris-versicolor
+84,6.1,3.4,5.6,2.3,Iris-virginica
+85,6.4,2.5,5.6,1.5,Iris-virginica
+86,6.1,2.5,5.2,1.3,Iris-virginica
+87,7.7,3.8,6.7,2.3,Iris-virginica
+88,6.4,3.2,5.7,2.9,Iris-virginica
+89,5.0,3.3,1.7,0.2,Iris-setosa
+90,5.0,3.9,1.7,0.2,Iris-setosa
+91,6.5,2.8,4.0,1.7,Iris-virginica
+92,5.6,3.4,3.5,0.2,Iris-setosa
+93,5.7,2.5,4.8,1.3,Iris-versicolor
+94,5.1,2.5,3.0,1.6,Iris-versicolor
+95,6.1,3.2,4.0,1.8,Iris-virginica
+96,6.3,3.3,5.7,2.8,Iris-virginica
+97,6.4,2.9,5.3,1.9,Iris-virginica
+98,6.1,3.0,4.3,1.5,Iris-versicolor
+99,6.5,3.0,4.2,1.5,Iris-virginica
+100,6.5,2.8,4.6,1.5,Iris-versicolor
+101,7.7,3.0,6.1,2.3,Iris-virginica
+102,6.4,2.8,4.7,1.9,Iris-versicolor
+103,6.3,2.5,4.9,1.5,Iris-versicolor
+104,4.6,3.4,1.4,0.3,Iris-setosa
+105,6.8,3.0,5.6,2.3,Iris-virginica
+106,6.3,2.5,4.0,1.0,Iris-versicolor
+107,6.8,3.0,5.2,2.1,Iris-virginica
+108,6.1,3.8,4.6,1.4,Iris-versicolor
+109,4.6,3.0,4.9,0.2,Iris-versicolor
+110,5.0,4.4,1.4,0.2,Iris-setosa
+111,5.9,3.0,4.5,1.7,Iris-versicolor
+112,5.6,2.9,4.7,1.3,Iris-versicolor
+113,6.3,3.2,5.0,2.0,Iris-virginica
+114,6.5,2.3,4.0,1.3,Iris-versicolor
+115,5.7,2.5,3.0,1.3,Iris-versicolor
+116,4.9,2.5,3.3,1.0,Iris-virginica
+117,5.1,3.0,5.7,0.4,Iris-setosa
+118,6.0,3.2,5.4,2.2,Iris-virginica
+119,7.7,2.6,6.9,2.8,Iris-virginica
diff --git a/iris/realtabformer/2/2/test.csv b/iris/realtabformer/2/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/2/text_embedding.pt b/iris/realtabformer/2/2/text_embedding.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b4688f2ea613be8561556f5688a61057b2450c8e
--- /dev/null
+++ b/iris/realtabformer/2/2/text_embedding.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e6f38c2946daa64fb37b5047ca03c917fd1b46b098e28d2a1249ac7c4d243332
+size 308992
diff --git a/iris/realtabformer/2/2/text_embedding.states.pt b/iris/realtabformer/2/2/text_embedding.states.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8ac5ac5cfdd7b39804cb413d6a522bde03ed142c
--- /dev/null
+++ b/iris/realtabformer/2/2/text_embedding.states.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:35932698c7454f3cbf78827818dd967ca332c862ec3d5d905dbe65a9755bf192
+size 308437
diff --git a/iris/realtabformer/2/2/train.csv b/iris/realtabformer/2/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/2/val.csv b/iris/realtabformer/2/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/20/synth.csv b/iris/realtabformer/2/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5ac021672b43646fb80440e89bd8e1b89b75bae0
--- /dev/null
+++ b/iris/realtabformer/2/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3,2.9,4.3,1.3,Iris-virginica
+1,5.1,3.4,1.6,0.2,Iris-setosa
+2,5.0,3.3,1.7,0.5,Iris-setosa
+3,5.0,3.3,1.6,0.2,Iris-setosa
+4,7.8,2.8,6.9,1.9,Iris-virginica
+5,6.2,3.2,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.3,0.3,Iris-setosa
+7,6.5,2.8,5.6,2.5,Iris-virginica
+8,4.8,2.4,3.9,1.7,Iris-versicolor
+9,5.0,3.2,1.4,0.2,Iris-setosa
+10,5.9,3.2,5.7,2.5,Iris-virginica
+11,5.7,3.0,5.2,2.2,Iris-virginica
+12,5.7,3.8,1.6,0.2,Iris-setosa
+13,5.6,3.3,1.7,0.2,Iris-setosa
+14,4.7,3.2,1.3,0.3,Iris-setosa
+15,5.8,3.3,1.7,0.2,Iris-setosa
+16,4.5,2.4,5.5,1.1,Iris-virginica
+17,6.0,2.9,4.7,1.6,Iris-versicolor
+18,5.9,3.4,5.9,2.1,Iris-virginica
+19,4.6,3.4,1.3,0.3,Iris-setosa
+20,5.6,3.2,1.4,0.3,Iris-setosa
+21,5.5,2.3,4.0,1.5,Iris-versicolor
+22,6.3,2.9,5.3,1.6,Iris-virginica
+23,5.0,3.4,1.4,0.2,Iris-setosa
+24,4.7,3.0,1.2,0.3,Iris-setosa
+25,5.5,3.0,1.7,0.2,Iris-setosa
+26,5.7,2.5,4.0,1.2,Iris-versicolor
+27,5.7,3.8,1.5,0.3,Iris-setosa
+28,5.5,2.5,5.1,1.9,Iris-virginica
+29,5.0,3.7,1.5,0.2,Iris-setosa
+30,5.1,3.4,1.7,0.2,Iris-setosa
+31,5.4,3.4,1.3,0.3,Iris-setosa
+32,6.0,3.2,4.9,2.5,Iris-virginica
+33,4.8,3.1,1.3,0.2,Iris-setosa
+34,6.1,2.8,4.6,1.3,Iris-virginica
+35,5.9,3.0,4.4,1.3,Iris-virginica
+36,6.1,2.6,4.9,1.5,Iris-versicolor
+37,6.1,3.0,4.7,1.5,Iris-virginica
+38,6.5,2.9,4.6,1.4,Iris-versicolor
+39,6.3,2.9,4.8,1.8,Iris-versicolor
+40,4.4,3.4,1.3,0.3,Iris-setosa
+41,5.4,3.0,4.2,1.2,Iris-versicolor
+42,5.7,3.3,1.7,0.2,Iris-setosa
+43,5.0,2.5,4.9,1.8,Iris-versicolor
+44,5.0,3.2,1.7,0.2,Iris-setosa
+45,5.6,2.5,3.9,1.3,Iris-versicolor
+46,5.7,2.9,4.7,1.5,Iris-versicolor
+47,4.9,3.1,1.4,0.3,Iris-setosa
+48,5.1,3.8,1.7,0.2,Iris-setosa
+49,7.9,3.1,5.7,2.1,Iris-virginica
+50,7.3,2.5,6.9,1.9,Iris-virginica
+51,5.6,2.8,4.0,1.3,Iris-versicolor
+52,6.0,3.2,4.7,1.2,Iris-versicolor
+53,6.4,2.3,4.3,1.3,Iris-versicolor
+54,5.7,2.3,3.6,1.3,Iris-versicolor
+55,5.7,3.0,4.2,1.3,Iris-versicolor
+56,6.9,3.1,4.6,1.6,Iris-versicolor
+57,4.9,3.1,1.5,0.1,Iris-setosa
+58,5.0,3.3,1.7,0.2,Iris-setosa
+59,6.3,2.7,4.0,1.5,Iris-versicolor
+60,6.1,3.0,4.5,1.9,Iris-versicolor
+61,6.4,3.2,5.7,2.5,Iris-virginica
+62,6.9,2.8,4.5,1.9,Iris-virginica
+63,6.1,3.4,5.6,1.8,Iris-virginica
+64,6.3,2.9,5.6,1.8,Iris-virginica
+65,5.5,3.2,1.7,0.2,Iris-setosa
+66,6.5,2.9,4.6,1.3,Iris-versicolor
+67,6.7,3.0,5.6,2.4,Iris-virginica
+68,6.3,3.3,4.0,1.5,Iris-versicolor
+69,6.3,3.0,5.2,2.1,Iris-virginica
+70,5.9,3.4,3.3,1.1,Iris-versicolor
+71,5.5,3.2,1.4,0.2,Iris-setosa
+72,4.7,2.3,3.6,1.3,Iris-versicolor
+73,6.8,2.9,4.9,1.5,Iris-versicolor
+74,5.6,3.0,4.1,1.9,Iris-versicolor
+75,4.8,3.0,1.4,0.3,Iris-setosa
+76,6.3,2.5,5.1,1.8,Iris-virginica
+77,7.3,2.9,6.9,1.6,Iris-virginica
+78,5.1,3.5,1.7,0.4,Iris-setosa
+79,5.5,2.4,4.5,1.5,Iris-versicolor
+80,6.4,2.9,5.3,1.9,Iris-virginica
+81,5.4,3.3,1.7,0.3,Iris-setosa
+82,5.4,2.6,5.1,1.9,Iris-virginica
+83,7.3,3.3,5.7,2.1,Iris-virginica
+84,6.1,3.0,5.5,2.3,Iris-virginica
+85,6.4,2.8,5.6,1.8,Iris-virginica
+86,5.1,3.4,1.7,0.4,Iris-setosa
+87,7.3,2.3,6.1,1.9,Iris-virginica
+88,5.1,3.5,1.1,0.4,Iris-setosa
+89,5.7,3.5,1.7,0.3,Iris-setosa
+90,5.6,3.0,4.1,1.3,Iris-versicolor
+91,5.4,3.7,1.5,0.5,Iris-setosa
+92,7.4,2.8,6.9,1.9,Iris-virginica
+93,5.0,3.4,1.7,0.2,Iris-setosa
+94,6.1,2.9,4.7,1.4,Iris-versicolor
+95,5.3,2.7,3.6,1.1,Iris-versicolor
+96,6.7,2.9,4.2,1.3,Iris-versicolor
+97,6.4,3.2,5.1,1.8,Iris-virginica
+98,5.7,3.8,1.7,0.3,Iris-setosa
+99,4.6,3.2,1.3,0.2,Iris-setosa
+100,5.1,3.5,1.7,0.3,Iris-setosa
+101,6.4,2.5,5.5,1.5,Iris-virginica
+102,5.1,3.8,1.7,0.2,Iris-setosa
+103,6.7,3.0,5.7,2.4,Iris-virginica
+104,6.8,2.9,4.9,1.8,Iris-versicolor
+105,5.0,3.2,1.2,0.2,Iris-setosa
+106,6.8,3.0,5.8,1.6,Iris-virginica
+107,6.4,2.8,4.6,1.3,Iris-versicolor
+108,5.6,2.9,3.3,1.0,Iris-versicolor
+109,5.5,2.9,5.3,1.2,Iris-virginica
+110,5.1,3.5,1.5,0.2,Iris-setosa
+111,5.4,3.2,1.7,0.3,Iris-setosa
+112,5.6,2.2,4.9,1.5,Iris-versicolor
+113,4.1,3.0,1.4,0.2,Iris-setosa
+114,7.2,2.8,4.1,1.3,Iris-virginica
+115,6.6,2.8,4.1,1.8,Iris-virginica
+116,4.9,3.1,1.5,0.1,Iris-setosa
+117,6.8,2.8,4.1,1.3,Iris-versicolor
+118,5.5,2.3,3.3,1.3,Iris-versicolor
+119,5.6,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/realtabformer/2/20/test.csv b/iris/realtabformer/2/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/20/train.csv b/iris/realtabformer/2/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/20/val.csv b/iris/realtabformer/2/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/21/synth.csv b/iris/realtabformer/2/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b5b961f5f8e6d8b80cd60efdbb50c8b4f313ebe2
--- /dev/null
+++ b/iris/realtabformer/2/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,2.8,1.7,0.3,Iris-setosa
+1,5.1,2.5,3.9,1.5,Iris-virginica
+2,5.8,2.5,3.9,1.2,Iris-versicolor
+3,5.0,2.7,4.9,1.2,Iris-versicolor
+4,4.7,2.5,4.7,1.5,Iris-versicolor
+5,5.1,3.4,1.7,0.3,Iris-setosa
+6,6.8,2.8,5.2,1.8,Iris-virginica
+7,6.3,3.4,5.5,2.5,Iris-virginica
+8,6.4,2.9,4.3,1.6,Iris-versicolor
+9,6.5,3.0,5.8,2.1,Iris-virginica
+10,5.1,2.5,3.0,1.0,Iris-versicolor
+11,7.5,2.8,6.1,1.9,Iris-virginica
+12,6.0,2.2,4.0,1.2,Iris-versicolor
+13,5.6,2.5,4.1,1.3,Iris-versicolor
+14,5.7,3.5,5.1,2.0,Iris-virginica
+15,6.3,2.5,5.8,1.6,Iris-virginica
+16,6.0,2.9,5.6,1.6,Iris-virginica
+17,4.3,3.1,1.6,0.2,Iris-setosa
+18,6.3,2.9,4.3,1.8,Iris-virginica
+19,5.1,3.5,1.6,0.2,Iris-setosa
+20,6.3,3.3,4.7,1.6,Iris-versicolor
+21,4.7,3.3,1.3,0.3,Iris-setosa
+22,6.4,2.8,4.6,1.5,Iris-versicolor
+23,6.1,3.0,4.5,1.3,Iris-versicolor
+24,7.9,3.8,6.7,2.1,Iris-virginica
+25,5.4,2.5,4.0,1.3,Iris-versicolor
+26,6.5,2.9,4.3,1.5,Iris-versicolor
+27,5.0,3.2,1.4,0.2,Iris-setosa
+28,5.5,4.2,4.1,1.2,Iris-versicolor
+29,5.1,3.4,1.7,0.4,Iris-setosa
+30,6.3,3.3,4.7,1.2,Iris-versicolor
+31,7.7,3.0,6.1,1.8,Iris-virginica
+32,7.7,3.8,6.7,2.2,Iris-virginica
+33,4.7,3.0,1.7,0.2,Iris-setosa
+34,5.1,4.4,1.5,0.2,Iris-setosa
+35,5.7,3.8,1.5,0.2,Iris-setosa
+36,6.0,2.8,4.5,1.8,Iris-virginica
+37,6.4,2.9,4.3,1.3,Iris-versicolor
+38,5.5,3.1,1.6,0.2,Iris-setosa
+39,5.6,2.5,4.9,2.1,Iris-versicolor
+40,4.8,2.9,1.4,0.2,Iris-setosa
+41,5.6,2.5,3.9,1.1,Iris-versicolor
+42,5.3,4.4,3.5,1.1,Iris-versicolor
+43,6.0,2.8,5.6,1.6,Iris-virginica
+44,5.0,3.0,4.0,1.5,Iris-versicolor
+45,5.6,2.5,4.0,1.4,Iris-versicolor
+46,5.8,2.7,5.1,2.3,Iris-virginica
+47,6.1,3.3,4.7,1.4,Iris-versicolor
+48,5.5,3.0,4.1,1.5,Iris-versicolor
+49,6.5,2.9,4.3,1.3,Iris-versicolor
+50,5.5,2.6,4.3,1.6,Iris-versicolor
+51,5.8,2.7,3.9,1.1,Iris-versicolor
+52,4.4,3.1,1.5,0.1,Iris-setosa
+53,5.0,3.4,1.6,0.2,Iris-setosa
+54,7.4,2.8,6.7,2.3,Iris-virginica
+55,5.5,2.6,4.1,1.5,Iris-versicolor
+56,5.5,2.9,4.4,1.2,Iris-versicolor
+57,6.3,3.2,4.7,1.5,Iris-virginica
+58,7.1,3.8,6.7,2.1,Iris-virginica
+59,4.6,3.0,1.5,0.3,Iris-setosa
+60,5.0,2.9,3.3,1.0,Iris-versicolor
+61,5.6,2.3,4.1,1.4,Iris-versicolor
+62,6.4,3.0,4.5,1.5,Iris-virginica
+63,5.0,3.4,1.6,0.2,Iris-setosa
+64,6.5,2.5,5.9,1.9,Iris-virginica
+65,4.6,3.1,1.4,0.3,Iris-setosa
+66,6.3,3.3,4.7,1.8,Iris-virginica
+67,5.9,3.3,1.7,0.3,Iris-setosa
+68,5.8,3.0,5.1,2.6,Iris-virginica
+69,6.8,2.9,5.1,1.9,Iris-virginica
+70,5.0,2.6,4.9,1.6,Iris-versicolor
+71,5.6,3.4,1.7,0.3,Iris-setosa
+72,6.5,3.0,5.8,2.0,Iris-virginica
+73,6.1,3.0,5.6,1.8,Iris-virginica
+74,5.5,2.5,4.0,1.0,Iris-versicolor
+75,5.8,2.7,4.1,1.9,Iris-versicolor
+76,6.4,3.2,4.7,1.9,Iris-versicolor
+77,5.1,3.3,1.7,0.4,Iris-setosa
+78,7.9,3.4,6.1,2.0,Iris-virginica
+79,5.1,2.5,4.9,1.5,Iris-versicolor
+80,6.5,2.8,4.7,1.3,Iris-versicolor
+81,5.0,3.2,1.2,0.2,Iris-setosa
+82,5.0,2.3,3.6,1.8,Iris-versicolor
+83,5.9,2.7,4.1,1.3,Iris-versicolor
+84,5.0,3.4,1.4,0.2,Iris-setosa
+85,6.3,3.2,4.9,1.2,Iris-virginica
+86,6.8,2.8,5.6,1.3,Iris-virginica
+87,5.8,3.0,4.1,1.4,Iris-versicolor
+88,6.5,3.0,5.7,2.3,Iris-virginica
+89,5.7,2.5,4.7,1.5,Iris-versicolor
+90,6.5,2.8,4.3,1.8,Iris-versicolor
+91,4.6,3.0,1.4,0.2,Iris-setosa
+92,6.5,3.0,5.2,2.1,Iris-virginica
+93,6.9,3.1,5.7,2.1,Iris-virginica
+94,6.0,2.9,4.3,1.5,Iris-versicolor
+95,5.8,3.1,1.7,0.2,Iris-setosa
+96,5.0,3.4,1.5,0.2,Iris-setosa
+97,4.9,3.1,1.5,0.1,Iris-setosa
+98,4.6,3.2,1.4,0.2,Iris-setosa
+99,5.0,3.5,1.4,0.2,Iris-setosa
+100,6.0,2.2,4.3,1.8,Iris-virginica
+101,4.9,3.1,1.5,0.2,Iris-setosa
+102,5.0,2.5,4.0,1.2,Iris-versicolor
+103,6.7,3.0,5.7,2.3,Iris-virginica
+104,5.1,2.8,4.5,1.3,Iris-versicolor
+105,5.4,2.9,3.3,1.2,Iris-versicolor
+106,6.1,2.6,4.7,1.5,Iris-versicolor
+107,6.1,2.9,5.7,1.5,Iris-virginica
+108,5.5,3.2,1.4,0.2,Iris-setosa
+109,4.8,3.4,1.4,0.2,Iris-setosa
+110,7.6,3.0,4.9,1.2,Iris-versicolor
+111,5.1,2.3,1.6,0.3,Iris-setosa
+112,5.4,3.3,1.7,0.2,Iris-setosa
+113,6.3,3.1,5.6,2.1,Iris-virginica
+114,5.1,3.8,1.6,0.4,Iris-setosa
+115,4.8,3.2,1.4,0.2,Iris-setosa
+116,4.8,3.0,1.4,0.2,Iris-setosa
+117,5.0,3.4,1.5,0.2,Iris-setosa
+118,5.9,3.4,5.3,2.3,Iris-virginica
+119,6.8,2.9,5.1,2.1,Iris-virginica
diff --git a/iris/realtabformer/2/21/test.csv b/iris/realtabformer/2/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/21/train.csv b/iris/realtabformer/2/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/21/val.csv b/iris/realtabformer/2/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/22/synth.csv b/iris/realtabformer/2/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..da462d7d7acc494c8108be11a3f8eb0ccb071371
--- /dev/null
+++ b/iris/realtabformer/2/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7,3.0,6.1,2.3,Iris-virginica
+1,6.3,3.0,4.7,1.3,Iris-versicolor
+2,5.5,2.5,3.9,1.1,Iris-versicolor
+3,5.7,3.2,5.7,2.3,Iris-virginica
+4,6.1,2.9,4.7,1.3,Iris-versicolor
+5,4.4,3.4,1.4,0.2,Iris-setosa
+6,6.5,3.0,4.8,1.8,Iris-virginica
+7,5.8,3.4,1.4,0.3,Iris-setosa
+8,6.7,3.2,5.7,2.4,Iris-virginica
+9,6.1,2.9,4.6,1.5,Iris-versicolor
+10,5.4,3.0,4.6,1.4,Iris-versicolor
+11,5.0,3.4,1.4,0.2,Iris-setosa
+12,5.5,2.4,3.6,1.1,Iris-versicolor
+13,5.7,3.1,1.5,0.2,Iris-setosa
+14,6.4,2.9,5.3,1.6,Iris-virginica
+15,5.0,3.5,1.4,0.2,Iris-setosa
+16,5.0,3.4,1.5,0.2,Iris-setosa
+17,4.8,3.4,1.4,0.2,Iris-setosa
+18,7.7,2.6,6.1,2.4,Iris-virginica
+19,6.0,3.2,5.7,2.5,Iris-virginica
+20,5.1,3.3,1.7,0.2,Iris-setosa
+21,5.4,3.9,1.7,0.2,Iris-setosa
+22,7.2,3.2,4.1,1.6,Iris-versicolor
+23,5.5,3.0,4.5,1.2,Iris-versicolor
+24,6.5,2.9,4.3,1.8,Iris-versicolor
+25,4.4,2.9,1.3,0.1,Iris-setosa
+26,4.6,2.4,3.3,1.3,Iris-versicolor
+27,5.0,3.4,1.5,0.2,Iris-setosa
+28,6.4,2.8,5.7,2.5,Iris-virginica
+29,6.4,2.8,4.6,1.5,Iris-versicolor
+30,5.0,2.5,3.3,1.0,Iris-versicolor
+31,6.1,2.9,4.7,1.8,Iris-virginica
+32,6.7,2.9,4.7,1.3,Iris-versicolor
+33,4.9,3.1,1.7,0.3,Iris-setosa
+34,6.7,2.6,4.5,1.3,Iris-versicolor
+35,6.3,3.0,5.5,2.1,Iris-virginica
+36,5.0,3.3,1.7,0.2,Iris-setosa
+37,6.5,2.9,5.6,1.4,Iris-virginica
+38,7.7,3.8,6.7,2.3,Iris-virginica
+39,6.5,2.6,4.5,1.3,Iris-versicolor
+40,7.7,3.8,6.7,2.3,Iris-virginica
+41,6.0,3.2,4.7,1.2,Iris-versicolor
+42,6.5,2.5,5.7,1.8,Iris-virginica
+43,6.1,2.9,4.7,1.5,Iris-versicolor
+44,4.9,3.4,1.3,0.1,Iris-setosa
+45,7.7,3.8,6.7,2.9,Iris-virginica
+46,5.7,3.5,5.6,2.0,Iris-virginica
+47,6.1,2.8,4.6,1.4,Iris-versicolor
+48,6.1,2.8,4.0,1.3,Iris-versicolor
+49,5.5,3.0,4.6,1.4,Iris-versicolor
+50,5.1,2.5,3.9,1.1,Iris-versicolor
+51,5.4,2.8,4.5,1.2,Iris-versicolor
+52,6.8,3.0,4.9,1.8,Iris-virginica
+53,5.1,3.5,1.7,0.2,Iris-setosa
+54,6.0,2.9,5.3,1.8,Iris-virginica
+55,6.6,3.0,4.1,1.3,Iris-versicolor
+56,5.1,3.5,1.5,0.2,Iris-setosa
+57,6.9,2.8,5.6,2.4,Iris-virginica
+58,4.8,3.0,1.4,0.2,Iris-setosa
+59,6.8,3.0,5.1,2.3,Iris-virginica
+60,7.7,3.8,6.7,2.5,Iris-virginica
+61,6.1,3.0,4.9,1.5,Iris-versicolor
+62,4.9,3.1,1.5,0.4,Iris-setosa
+63,6.4,2.5,5.0,2.3,Iris-virginica
+64,5.1,3.0,5.1,1.3,Iris-virginica
+65,4.9,3.1,1.3,0.2,Iris-setosa
+66,6.1,2.8,4.0,1.4,Iris-versicolor
+67,6.4,3.0,5.5,2.1,Iris-virginica
+68,6.7,3.0,5.7,2.3,Iris-virginica
+69,6.5,3.0,5.1,1.8,Iris-virginica
+70,6.5,2.3,5.1,1.9,Iris-virginica
+71,6.5,3.2,4.1,1.8,Iris-versicolor
+72,5.7,2.5,3.0,1.3,Iris-versicolor
+73,6.1,2.8,4.7,1.5,Iris-versicolor
+74,6.5,3.0,4.7,1.9,Iris-versicolor
+75,4.4,3.1,1.7,0.3,Iris-setosa
+76,5.7,3.3,5.7,2.4,Iris-virginica
+77,7.7,3.0,5.1,2.3,Iris-virginica
+78,5.6,3.0,4.9,1.7,Iris-versicolor
+79,6.4,2.9,5.3,1.8,Iris-virginica
+80,6.3,3.2,4.9,1.8,Iris-virginica
+81,5.9,3.0,4.1,1.5,Iris-versicolor
+82,5.5,3.0,4.1,1.2,Iris-versicolor
+83,5.1,3.4,1.9,0.2,Iris-setosa
+84,6.2,2.9,4.6,1.8,Iris-versicolor
+85,6.5,3.0,5.5,2.2,Iris-virginica
+86,6.7,2.8,4.6,1.5,Iris-versicolor
+87,4.4,3.2,1.5,0.2,Iris-setosa
+88,7.7,3.8,6.1,2.3,Iris-virginica
+89,5.9,3.4,1.6,0.6,Iris-setosa
+90,5.1,3.0,1.1,0.3,Iris-setosa
+91,5.7,3.0,1.7,0.3,Iris-setosa
+92,5.3,3.3,1.7,0.8,Iris-setosa
+93,4.6,2.9,3.3,1.3,Iris-versicolor
+94,4.6,3.4,1.4,0.3,Iris-setosa
+95,5.5,2.5,5.1,1.8,Iris-virginica
+96,6.7,2.9,5.7,2.3,Iris-virginica
+97,4.9,2.7,3.5,1.1,Iris-versicolor
+98,5.5,2.5,4.0,1.5,Iris-versicolor
+99,6.4,2.8,5.6,2.3,Iris-virginica
+100,7.3,2.8,5.6,2.1,Iris-virginica
+101,6.3,3.3,5.0,2.5,Iris-virginica
+102,6.4,2.9,5.6,2.1,Iris-virginica
+103,5.7,2.5,5.1,2.0,Iris-virginica
+104,5.8,2.8,4.0,1.5,Iris-versicolor
+105,5.1,3.8,1.7,0.3,Iris-setosa
+106,6.2,3.2,4.7,1.5,Iris-versicolor
+107,6.2,2.9,5.3,1.9,Iris-virginica
+108,5.4,3.2,4.0,1.5,Iris-versicolor
+109,5.6,2.5,3.1,1.1,Iris-versicolor
+110,6.1,3.2,4.7,1.4,Iris-virginica
+111,5.5,3.0,1.4,0.3,Iris-setosa
+112,4.8,2.9,1.3,0.3,Iris-setosa
+113,6.4,2.9,5.3,1.8,Iris-virginica
+114,6.3,3.3,4.7,1.5,Iris-versicolor
+115,7.1,2.8,6.1,1.9,Iris-virginica
+116,6.7,3.3,5.7,2.4,Iris-virginica
+117,5.1,3.2,1.7,0.4,Iris-setosa
+118,6.4,2.3,4.7,1.8,Iris-virginica
+119,5.8,3.0,4.7,1.2,Iris-versicolor
diff --git a/iris/realtabformer/2/22/test.csv b/iris/realtabformer/2/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/22/train.csv b/iris/realtabformer/2/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/22/val.csv b/iris/realtabformer/2/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/23/synth.csv b/iris/realtabformer/2/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..45e553406eef29260e2cc7bb9b98adeb0c751a6f
--- /dev/null
+++ b/iris/realtabformer/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
+1,4.9,3.2,1.7,0.2,Iris-setosa
+2,4.6,3.4,1.4,0.3,Iris-setosa
+3,5.0,2.5,5.0,1.2,Iris-virginica
+4,4.8,3.0,5.4,0.2,Iris-setosa
+5,5.6,3.0,4.1,1.2,Iris-versicolor
+6,6.9,2.8,4.3,1.3,Iris-versicolor
+7,7.8,2.6,6.9,1.3,Iris-virginica
+8,4.8,3.4,1.4,0.2,Iris-setosa
+9,5.9,3.5,1.5,0.1,Iris-setosa
+10,4.9,3.0,1.5,0.1,Iris-setosa
+11,4.7,2.3,4.3,1.3,Iris-versicolor
+12,4.8,2.5,3.3,1.1,Iris-versicolor
+13,6.1,3.2,5.6,2.4,Iris-virginica
+14,5.6,2.5,3.9,1.0,Iris-versicolor
+15,5.1,4.5,1.6,0.3,Iris-setosa
+16,5.1,3.8,1.7,0.2,Iris-setosa
+17,6.3,2.9,5.6,1.8,Iris-virginica
+18,5.5,2.8,4.5,1.4,Iris-versicolor
+19,4.5,3.2,1.3,0.2,Iris-setosa
+20,6.1,2.8,4.5,1.3,Iris-versicolor
+21,6.2,2.8,4.6,1.7,Iris-versicolor
+22,6.1,3.3,4.7,1.4,Iris-versicolor
+23,6.2,2.8,4.7,1.6,Iris-versicolor
+24,6.1,3.4,5.4,1.5,Iris-virginica
+25,5.8,2.8,4.1,1.3,Iris-versicolor
+26,6.5,2.3,4.0,1.5,Iris-versicolor
+27,5.7,3.8,1.7,0.3,Iris-setosa
+28,4.9,3.2,1.7,0.4,Iris-setosa
+29,5.4,2.7,1.1,0.4,Iris-setosa
+30,4.9,3.1,1.5,0.1,Iris-setosa
+31,6.2,2.9,5.3,1.8,Iris-virginica
+32,5.1,2.8,3.6,1.0,Iris-versicolor
+33,6.3,3.3,5.6,2.5,Iris-virginica
+34,5.5,2.8,4.1,1.9,Iris-versicolor
+35,5.5,2.5,4.0,1.3,Iris-versicolor
+36,6.1,3.8,4.7,1.5,Iris-virginica
+37,5.5,2.5,4.1,1.3,Iris-versicolor
+38,5.6,2.9,3.7,0.3,Iris-versicolor
+39,6.7,3.5,5.7,2.5,Iris-virginica
+40,6.5,2.2,5.6,1.4,Iris-virginica
+41,5.0,2.3,4.0,1.5,Iris-versicolor
+42,5.0,2.3,3.3,1.0,Iris-versicolor
+43,4.8,3.4,1.3,0.2,Iris-setosa
+44,5.5,2.5,3.0,1.1,Iris-versicolor
+45,5.7,3.0,4.1,1.3,Iris-versicolor
+46,5.8,3.0,5.0,1.2,Iris-virginica
+47,6.4,3.0,5.7,2.8,Iris-virginica
+48,6.3,3.0,5.1,2.4,Iris-virginica
+49,6.7,3.2,4.7,1.5,Iris-versicolor
+50,6.1,3.4,1.6,0.4,Iris-setosa
+51,4.4,2.9,1.3,0.3,Iris-setosa
+52,4.6,3.0,1.4,0.2,Iris-setosa
+53,5.0,3.2,1.6,0.4,Iris-setosa
+54,5.1,3.5,1.6,0.4,Iris-setosa
+55,5.4,2.5,5.1,2.3,Iris-virginica
+56,5.5,2.5,4.0,1.2,Iris-versicolor
+57,4.9,3.1,1.6,0.2,Iris-setosa
+58,4.6,3.4,1.3,0.3,Iris-setosa
+59,5.0,2.3,4.0,1.0,Iris-versicolor
+60,5.6,3.4,3.6,2.1,Iris-versicolor
+61,5.4,2.8,1.6,0.4,Iris-setosa
+62,4.9,3.1,1.5,0.2,Iris-setosa
+63,6.3,2.8,5.6,1.5,Iris-virginica
+64,5.6,4.8,4.7,1.6,Iris-versicolor
+65,6.3,4.3,4.9,1.8,Iris-versicolor
+66,5.4,3.4,1.7,0.2,Iris-setosa
+67,6.0,2.2,4.0,1.5,Iris-versicolor
+68,5.5,3.0,4.8,1.5,Iris-versicolor
+69,5.6,3.8,4.0,1.3,Iris-versicolor
+70,6.1,2.5,4.0,1.8,Iris-virginica
+71,6.8,3.0,4.8,1.8,Iris-virginica
+72,6.4,2.9,5.3,2.3,Iris-virginica
+73,6.4,2.9,4.3,1.9,Iris-versicolor
+74,5.7,3.7,5.2,0.2,Iris-setosa
+75,5.0,2.2,4.0,1.5,Iris-versicolor
+76,4.6,3.2,1.4,0.2,Iris-setosa
+77,5.5,2.5,5.0,1.9,Iris-virginica
+78,5.7,3.5,5.7,2.2,Iris-virginica
+79,5.1,3.5,1.7,0.4,Iris-setosa
+80,6.8,2.6,4.9,1.5,Iris-versicolor
+81,5.6,2.8,4.1,1.3,Iris-versicolor
+82,6.8,2.9,5.7,1.9,Iris-virginica
+83,6.1,3.8,4.6,1.5,Iris-versicolor
+84,6.4,3.0,5.9,1.9,Iris-virginica
+85,4.8,2.9,1.3,0.3,Iris-setosa
+86,6.1,3.8,5.5,1.1,Iris-virginica
+87,5.6,3.0,1.1,0.3,Iris-setosa
+88,7.0,3.2,5.9,2.2,Iris-virginica
+89,6.1,3.3,4.7,1.8,Iris-virginica
+90,5.0,3.2,1.5,0.2,Iris-setosa
+91,5.1,3.5,1.6,0.4,Iris-setosa
+92,5.0,3.2,1.5,0.2,Iris-setosa
+93,5.5,2.5,5.0,1.1,Iris-virginica
+94,4.8,3.0,1.4,0.2,Iris-setosa
+95,5.5,2.5,4.0,1.5,Iris-versicolor
+96,5.7,3.5,5.6,2.4,Iris-virginica
+97,5.6,2.5,3.9,2.3,Iris-versicolor
+98,5.1,2.8,4.5,1.4,Iris-versicolor
+99,5.5,2.5,4.0,1.5,Iris-versicolor
+100,4.8,3.4,1.3,0.2,Iris-setosa
+101,6.9,3.1,5.6,2.3,Iris-virginica
+102,6.2,2.9,5.6,1.8,Iris-virginica
+103,6.1,3.0,5.9,2.1,Iris-virginica
+104,5.5,3.0,1.4,0.3,Iris-setosa
+105,6.7,3.0,5.1,2.3,Iris-virginica
+106,6.3,3.3,4.6,1.8,Iris-virginica
+107,7.2,2.8,6.1,1.9,Iris-virginica
+108,6.2,2.9,4.6,1.3,Iris-versicolor
+109,6.1,3.0,4.8,1.3,Iris-versicolor
+110,4.8,3.0,1.4,0.3,Iris-setosa
+111,4.4,3.4,1.4,0.2,Iris-setosa
+112,5.1,2.5,3.0,1.1,Iris-versicolor
+113,6.5,2.8,4.6,1.8,Iris-virginica
+114,5.6,2.6,3.9,1.0,Iris-versicolor
+115,5.8,2.8,4.1,1.4,Iris-versicolor
+116,6.4,3.0,4.7,1.8,Iris-virginica
+117,5.0,3.4,1.5,0.2,Iris-setosa
+118,4.9,3.1,1.4,0.1,Iris-setosa
+119,5.0,2.7,3.9,1.5,Iris-versicolor
diff --git a/iris/realtabformer/2/23/test.csv b/iris/realtabformer/2/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/23/train.csv b/iris/realtabformer/2/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/23/val.csv b/iris/realtabformer/2/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/24/synth.csv b/iris/realtabformer/2/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d7c5b0ca2126c0d2555d50b1fba0b5cfe7bbc883
--- /dev/null
+++ b/iris/realtabformer/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
+1,6.0,3.0,4.6,1.5,Iris-versicolor
+2,4.9,3.2,1.4,0.1,Iris-setosa
+3,5.4,3.8,1.6,0.2,Iris-setosa
+4,6.1,3.0,5.2,2.2,Iris-virginica
+5,5.1,3.7,1.5,0.2,Iris-setosa
+6,6.3,3.0,4.9,1.5,Iris-versicolor
+7,4.6,2.3,3.3,1.3,Iris-versicolor
+8,5.0,3.4,1.5,0.6,Iris-setosa
+9,6.5,2.5,4.9,1.8,Iris-virginica
+10,6.1,2.8,4.5,1.3,Iris-versicolor
+11,6.3,3.3,4.7,1.8,Iris-virginica
+12,4.8,2.3,1.4,0.3,Iris-setosa
+13,5.5,2.7,4.1,1.4,Iris-versicolor
+14,6.3,3.4,5.8,2.3,Iris-virginica
+15,4.6,3.0,1.5,0.2,Iris-setosa
+16,5.4,3.0,1.5,0.4,Iris-setosa
+17,6.4,3.2,4.6,1.9,Iris-versicolor
+18,5.5,4.2,1.3,0.2,Iris-setosa
+19,5.7,2.5,5.8,2.3,Iris-virginica
+20,6.7,3.3,5.7,2.3,Iris-virginica
+21,5.5,3.3,1.7,0.2,Iris-setosa
+22,5.7,3.8,1.7,0.2,Iris-setosa
+23,5.8,3.2,1.2,0.4,Iris-setosa
+24,4.9,3.1,1.6,0.2,Iris-setosa
+25,6.3,2.9,4.6,1.4,Iris-versicolor
+26,6.1,3.9,4.6,1.4,Iris-versicolor
+27,5.1,2.5,3.9,1.1,Iris-versicolor
+28,5.0,2.5,3.0,1.2,Iris-versicolor
+29,6.3,2.9,4.6,1.8,Iris-virginica
+30,4.9,3.1,1.5,0.1,Iris-setosa
+31,6.2,2.9,4.7,1.8,Iris-virginica
+32,5.7,3.0,1.7,0.2,Iris-setosa
+33,5.0,3.0,1.4,0.6,Iris-setosa
+34,6.5,2.9,4.3,1.3,Iris-versicolor
+35,5.0,2.5,5.0,1.5,Iris-virginica
+36,6.3,2.9,5.3,1.8,Iris-virginica
+37,5.4,3.3,1.7,0.2,Iris-setosa
+38,5.1,3.8,1.6,0.2,Iris-setosa
+39,5.8,3.5,1.4,0.3,Iris-setosa
+40,5.1,3.2,1.6,0.1,Iris-setosa
+41,4.6,3.2,1.3,0.2,Iris-setosa
+42,5.0,3.3,1.7,0.4,Iris-setosa
+43,5.6,3.8,4.7,1.3,Iris-versicolor
+44,6.9,3.2,5.7,2.3,Iris-virginica
+45,5.0,2.5,4.9,1.6,Iris-versicolor
+46,6.1,3.2,4.7,1.8,Iris-virginica
+47,5.8,3.8,1.6,0.1,Iris-setosa
+48,4.8,3.4,1.6,0.2,Iris-setosa
+49,5.8,2.8,4.1,1.9,Iris-versicolor
+50,6.5,2.8,4.0,1.3,Iris-versicolor
+51,5.7,2.5,5.8,2.3,Iris-virginica
+52,5.8,3.4,1.5,0.3,Iris-setosa
+53,4.9,3.1,1.4,0.2,Iris-setosa
+54,6.6,2.8,4.9,2.3,Iris-versicolor
+55,5.5,3.0,5.4,2.2,Iris-virginica
+56,5.7,3.8,1.6,0.2,Iris-setosa
+57,6.9,3.2,5.7,2.1,Iris-virginica
+58,5.8,3.0,5.2,2.4,Iris-virginica
+59,5.8,2.8,4.0,1.2,Iris-versicolor
+60,6.3,2.5,4.0,1.3,Iris-versicolor
+61,4.8,3.4,1.6,0.2,Iris-setosa
+62,4.8,3.0,5.4,0.1,Iris-setosa
+63,6.3,2.3,4.0,1.5,Iris-versicolor
+64,4.9,3.1,1.5,0.1,Iris-setosa
+65,6.7,3.0,5.7,2.3,Iris-virginica
+66,6.5,2.9,4.7,1.8,Iris-versicolor
+67,5.0,2.3,3.0,1.0,Iris-versicolor
+68,6.3,2.9,4.7,1.8,Iris-virginica
+69,5.4,3.5,1.5,0.4,Iris-setosa
+70,6.4,2.3,5.6,1.8,Iris-virginica
+71,5.4,3.0,1.7,0.3,Iris-setosa
+72,6.1,3.4,4.7,1.9,Iris-versicolor
+73,6.4,2.8,4.7,1.0,Iris-versicolor
+74,5.6,3.7,1.5,0.3,Iris-setosa
+75,4.8,3.2,4.9,1.1,Iris-virginica
+76,4.8,3.1,1.5,0.1,Iris-setosa
+77,6.9,2.5,4.0,1.5,Iris-versicolor
+78,4.9,2.4,3.9,1.0,Iris-versicolor
+79,5.1,3.5,1.7,0.3,Iris-setosa
+80,6.5,3.2,5.7,2.4,Iris-virginica
+81,7.0,3.0,4.4,1.3,Iris-versicolor
+82,6.5,2.9,4.7,1.3,Iris-versicolor
+83,5.4,2.4,3.5,1.1,Iris-versicolor
+84,4.8,3.2,1.5,0.2,Iris-setosa
+85,6.4,3.0,5.6,2.1,Iris-virginica
+86,5.0,3.3,1.3,0.0,Iris-setosa
+87,5.5,2.5,4.9,1.8,Iris-virginica
+88,6.8,2.8,5.6,2.0,Iris-virginica
+89,4.9,3.1,1.5,0.1,Iris-setosa
+90,5.6,2.8,4.0,2.3,Iris-versicolor
+91,4.8,3.0,1.4,0.2,Iris-setosa
+92,6.8,2.9,5.8,2.0,Iris-virginica
+93,6.3,3.0,5.7,1.8,Iris-virginica
+94,4.9,3.4,1.4,0.1,Iris-setosa
+95,4.9,3.5,1.7,0.1,Iris-virginica
+96,7.3,2.8,6.6,1.8,Iris-virginica
+97,6.3,2.7,4.9,1.6,Iris-versicolor
+98,5.5,2.6,4.0,1.2,Iris-versicolor
+99,6.8,2.8,4.0,1.4,Iris-virginica
+100,5.0,3.4,3.5,1.1,Iris-versicolor
+101,4.9,3.4,1.3,0.3,Iris-setosa
+102,5.5,2.3,4.0,1.5,Iris-versicolor
+103,6.1,3.0,4.9,1.4,Iris-versicolor
+104,5.5,2.8,4.0,1.6,Iris-versicolor
+105,4.7,3.0,1.7,0.2,Iris-setosa
+106,5.9,2.8,4.1,1.9,Iris-versicolor
+107,5.5,2.5,5.0,1.8,Iris-virginica
+108,5.5,2.5,4.0,1.0,Iris-versicolor
+109,7.3,3.0,5.9,2.1,Iris-virginica
+110,4.5,2.5,4.0,1.7,Iris-virginica
+111,5.9,3.5,1.4,0.3,Iris-setosa
+112,5.0,3.0,1.6,0.2,Iris-setosa
+113,5.5,3.0,4.5,1.6,Iris-versicolor
+114,4.8,2.5,1.5,0.5,Iris-setosa
+115,5.5,2.8,4.0,1.6,Iris-versicolor
+116,6.0,3.2,5.6,1.8,Iris-virginica
+117,6.1,2.9,4.6,1.3,Iris-versicolor
+118,6.3,3.3,5.7,2.3,Iris-virginica
+119,5.5,2.3,4.5,1.5,Iris-versicolor
diff --git a/iris/realtabformer/2/24/test.csv b/iris/realtabformer/2/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/24/train.csv b/iris/realtabformer/2/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/24/val.csv b/iris/realtabformer/2/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/25/synth.csv b/iris/realtabformer/2/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..249fdca65a6ed7f60e747b57c6ee769b627214e4
--- /dev/null
+++ b/iris/realtabformer/2/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.0,2.9,4.3,1.5,Iris-versicolor
+1,6.8,2.6,4.9,1.3,Iris-versicolor
+2,5.5,2.9,4.3,1.9,Iris-versicolor
+3,6.4,3.2,5.3,2.3,Iris-virginica
+4,6.3,3.4,5.6,2.4,Iris-virginica
+5,6.5,2.8,4.6,1.8,Iris-versicolor
+6,5.0,2.4,3.8,1.2,Iris-versicolor
+7,6.4,3.1,5.6,2.1,Iris-virginica
+8,6.1,2.8,4.6,1.5,Iris-versicolor
+9,6.1,3.0,5.9,2.1,Iris-virginica
+10,5.6,3.0,5.1,2.3,Iris-virginica
+11,6.1,2.9,4.6,1.8,Iris-virginica
+12,6.9,3.1,5.6,2.1,Iris-virginica
+13,4.6,3.1,1.5,0.7,Iris-setosa
+14,4.5,3.2,1.4,0.2,Iris-setosa
+15,5.0,2.5,3.9,1.2,Iris-versicolor
+16,6.8,3.0,5.6,1.8,Iris-virginica
+17,5.5,2.8,4.5,1.3,Iris-versicolor
+18,5.6,2.7,4.1,1.3,Iris-versicolor
+19,6.3,3.3,5.7,2.1,Iris-virginica
+20,5.5,2.7,5.1,1.9,Iris-virginica
+21,4.9,3.0,4.5,1.6,Iris-virginica
+22,6.1,2.9,5.3,1.4,Iris-virginica
+23,5.4,3.0,1.2,0.2,Iris-setosa
+24,6.7,3.2,5.7,2.5,Iris-virginica
+25,6.2,2.8,4.9,1.4,Iris-versicolor
+26,4.9,3.1,1.6,0.1,Iris-setosa
+27,5.5,3.4,1.5,0.2,Iris-setosa
+28,5.7,3.8,4.5,1.2,Iris-versicolor
+29,4.7,2.5,5.6,1.6,Iris-virginica
+30,6.5,2.3,5.1,2.4,Iris-virginica
+31,6.1,3.3,4.7,1.5,Iris-versicolor
+32,7.7,3.3,6.7,2.2,Iris-virginica
+33,7.7,3.0,6.1,1.3,Iris-virginica
+34,6.2,2.7,5.9,1.8,Iris-virginica
+35,5.8,2.7,5.1,1.9,Iris-virginica
+36,6.1,2.8,4.7,1.5,Iris-versicolor
+37,6.5,2.8,5.1,1.9,Iris-virginica
+38,5.9,3.8,4.7,1.3,Iris-versicolor
+39,4.9,3.1,1.4,0.1,Iris-setosa
+40,5.6,2.7,3.9,1.1,Iris-versicolor
+41,6.0,3.2,4.7,1.6,Iris-versicolor
+42,6.2,2.9,4.3,1.2,Iris-versicolor
+43,4.6,3.9,1.3,0.3,Iris-setosa
+44,6.8,2.8,4.9,1.3,Iris-virginica
+45,6.1,2.8,4.7,1.5,Iris-versicolor
+46,5.0,3.2,1.4,0.2,Iris-setosa
+47,6.1,2.8,4.0,1.5,Iris-versicolor
+48,6.1,2.5,4.5,1.8,Iris-virginica
+49,6.7,2.5,5.7,2.3,Iris-virginica
+50,4.6,2.4,3.3,1.3,Iris-virginica
+51,5.5,2.5,3.0,1.0,Iris-versicolor
+52,6.5,2.6,4.6,1.3,Iris-versicolor
+53,6.8,3.0,5.9,1.8,Iris-virginica
+54,5.9,2.5,4.0,1.5,Iris-versicolor
+55,6.0,3.2,4.5,1.2,Iris-versicolor
+56,6.6,3.0,4.1,1.3,Iris-virginica
+57,5.1,3.4,1.5,0.4,Iris-setosa
+58,5.6,3.2,5.1,2.3,Iris-virginica
+59,4.7,3.1,1.6,0.2,Iris-setosa
+60,5.1,3.5,1.5,0.2,Iris-setosa
+61,6.3,2.4,5.6,1.4,Iris-virginica
+62,5.5,4.4,1.3,0.3,Iris-setosa
+63,5.1,3.8,1.7,0.4,Iris-setosa
+64,5.0,3.4,1.6,0.2,Iris-setosa
+65,5.0,3.4,1.5,0.4,Iris-setosa
+66,7.4,3.0,5.7,2.9,Iris-virginica
+67,6.3,2.9,4.6,1.4,Iris-versicolor
+68,4.8,3.4,1.6,0.2,Iris-setosa
+69,5.0,3.4,1.6,0.2,Iris-setosa
+70,6.7,2.8,4.7,1.2,Iris-versicolor
+71,5.0,3.4,1.4,0.4,Iris-setosa
+72,7.3,3.0,5.2,1.8,Iris-virginica
+73,4.9,3.1,1.5,0.1,Iris-setosa
+74,5.0,2.5,4.0,1.2,Iris-versicolor
+75,4.5,3.0,1.4,0.2,Iris-setosa
+76,5.5,3.0,4.8,1.8,Iris-versicolor
+77,4.8,3.2,1.4,0.2,Iris-setosa
+78,4.8,2.9,1.4,0.2,Iris-setosa
+79,6.5,2.8,5.0,2.3,Iris-virginica
+80,4.8,3.0,1.5,0.2,Iris-setosa
+81,5.0,3.2,1.5,0.2,Iris-setosa
+82,4.9,3.1,1.5,0.1,Iris-setosa
+83,6.2,3.2,4.7,1.3,Iris-versicolor
+84,6.4,2.9,5.6,1.5,Iris-virginica
+85,6.9,3.1,4.7,1.5,Iris-versicolor
+86,5.4,2.6,4.9,1.2,Iris-versicolor
+87,5.1,3.3,4.0,1.3,Iris-versicolor
+88,5.0,3.2,1.4,0.2,Iris-setosa
+89,6.3,2.9,5.3,1.8,Iris-virginica
+90,4.7,3.4,1.3,0.3,Iris-setosa
+91,5.5,3.0,5.7,2.4,Iris-virginica
+92,6.5,2.3,4.3,1.5,Iris-versicolor
+93,6.1,3.3,4.7,1.3,Iris-versicolor
+94,5.1,3.8,1.4,0.3,Iris-setosa
+95,4.9,3.0,1.5,0.7,Iris-setosa
+96,6.3,2.8,4.4,1.3,Iris-versicolor
+97,5.1,3.4,1.4,0.2,Iris-setosa
+98,6.0,3.2,5.6,2.4,Iris-virginica
+99,4.9,3.1,1.5,0.1,Iris-setosa
+100,5.1,3.8,1.6,0.4,Iris-setosa
+101,5.6,2.7,4.1,1.3,Iris-versicolor
+102,6.3,2.5,4.9,1.5,Iris-versicolor
+103,4.6,2.9,3.3,1.0,Iris-versicolor
+104,4.8,3.0,1.3,0.2,Iris-setosa
+105,4.5,2.3,4.3,1.3,Iris-versicolor
+106,5.8,3.0,1.5,0.2,Iris-setosa
+107,7.4,2.8,6.0,2.3,Iris-virginica
+108,6.3,2.9,4.3,1.3,Iris-versicolor
+109,6.1,3.0,4.7,1.8,Iris-versicolor
+110,6.2,2.9,4.3,1.8,Iris-versicolor
+111,6.6,2.9,4.5,1.3,Iris-versicolor
+112,4.7,3.2,1.4,0.2,Iris-setosa
+113,4.6,3.4,1.4,0.2,Iris-setosa
+114,4.9,3.1,1.5,0.1,Iris-setosa
+115,5.6,3.0,4.9,1.8,Iris-virginica
+116,4.9,3.1,1.5,0.1,Iris-setosa
+117,5.1,3.4,1.5,0.4,Iris-setosa
+118,5.6,4.5,5.8,2.3,Iris-virginica
+119,6.4,3.2,5.4,2.3,Iris-virginica
diff --git a/iris/realtabformer/2/25/test.csv b/iris/realtabformer/2/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/25/train.csv b/iris/realtabformer/2/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/25/val.csv b/iris/realtabformer/2/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/26/synth.csv b/iris/realtabformer/2/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e347bcc00e78db56bd286eaa369bcd6187bfd8e2
--- /dev/null
+++ b/iris/realtabformer/2/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.7,2.9,4.7,1.8,Iris-virginica
+1,5.0,3.2,1.5,0.2,Iris-setosa
+2,6.2,2.9,4.5,1.5,Iris-versicolor
+3,5.5,2.7,4.5,1.8,Iris-versicolor
+4,5.5,2.9,4.2,1.2,Iris-versicolor
+5,4.9,3.1,1.6,0.3,Iris-setosa
+6,5.5,3.0,4.5,1.2,Iris-versicolor
+7,6.3,3.3,5.7,2.2,Iris-virginica
+8,6.5,2.2,4.0,1.8,Iris-versicolor
+9,7.2,3.2,6.9,1.8,Iris-virginica
+10,6.8,2.8,4.0,1.3,Iris-versicolor
+11,5.1,2.5,4.9,1.5,Iris-versicolor
+12,5.1,3.7,1.5,0.4,Iris-setosa
+13,5.1,2.7,3.9,1.1,Iris-versicolor
+14,5.1,2.8,3.6,1.9,Iris-versicolor
+15,6.1,3.8,4.7,1.3,Iris-versicolor
+16,5.3,3.3,1.7,0.5,Iris-setosa
+17,4.9,3.1,1.3,0.3,Iris-setosa
+18,5.1,3.8,4.1,1.5,Iris-versicolor
+19,5.9,3.4,1.6,0.0,Iris-setosa
+20,4.8,3.1,1.4,0.2,Iris-setosa
+21,5.1,3.0,1.2,0.2,Iris-setosa
+22,6.5,2.8,4.7,1.8,Iris-versicolor
+23,6.7,2.9,4.3,1.8,Iris-versicolor
+24,6.1,2.8,4.7,1.5,Iris-versicolor
+25,4.7,3.2,1.6,0.2,Iris-setosa
+26,4.9,3.1,1.5,0.2,Iris-setosa
+27,5.5,2.6,5.0,2.3,Iris-virginica
+28,5.0,3.2,1.1,0.2,Iris-setosa
+29,5.8,2.4,3.8,1.1,Iris-versicolor
+30,5.8,3.4,1.7,0.4,Iris-setosa
+31,5.7,2.8,3.5,1.0,Iris-versicolor
+32,5.6,3.0,4.1,1.3,Iris-versicolor
+33,7.7,2.9,6.7,2.3,Iris-virginica
+34,5.7,3.0,4.1,1.6,Iris-versicolor
+35,6.5,2.8,4.9,1.9,Iris-versicolor
+36,4.8,3.1,1.6,0.3,Iris-setosa
+37,4.9,3.1,1.4,0.1,Iris-setosa
+38,6.0,2.5,4.0,1.5,Iris-versicolor
+39,5.0,3.0,1.2,0.2,Iris-setosa
+40,7.2,3.0,5.8,2.1,Iris-virginica
+41,4.9,3.9,1.4,0.3,Iris-setosa
+42,6.4,2.9,5.3,2.3,Iris-virginica
+43,6.8,2.7,5.9,1.8,Iris-virginica
+44,6.3,2.9,4.6,1.2,Iris-versicolor
+45,6.0,3.0,4.5,1.5,Iris-versicolor
+46,6.4,3.2,5.7,2.4,Iris-virginica
+47,5.1,3.4,1.2,0.2,Iris-setosa
+48,6.3,3.0,5.6,2.4,Iris-virginica
+49,5.0,3.2,1.0,0.2,Iris-setosa
+50,5.4,3.3,1.7,0.2,Iris-setosa
+51,5.7,3.8,1.1,0.3,Iris-setosa
+52,6.1,2.9,4.5,1.5,Iris-versicolor
+53,6.7,2.9,5.6,1.5,Iris-virginica
+54,5.0,2.6,4.5,1.2,Iris-versicolor
+55,4.8,3.4,1.5,0.4,Iris-setosa
+56,5.8,3.4,1.6,0.4,Iris-setosa
+57,5.0,3.0,1.2,0.2,Iris-setosa
+58,6.1,2.9,4.7,1.3,Iris-versicolor
+59,6.1,3.2,5.7,2.3,Iris-virginica
+60,5.1,3.5,1.7,0.3,Iris-setosa
+61,5.1,3.0,4.0,1.5,Iris-versicolor
+62,6.7,2.9,4.7,1.5,Iris-versicolor
+63,6.8,3.4,5.6,2.1,Iris-virginica
+64,5.7,3.2,1.7,0.3,Iris-setosa
+65,4.9,3.1,1.4,0.3,Iris-setosa
+66,6.1,3.0,4.0,1.4,Iris-versicolor
+67,6.5,3.0,5.1,1.8,Iris-virginica
+68,5.9,3.3,5.7,1.5,Iris-virginica
+69,5.6,2.9,4.4,1.3,Iris-versicolor
+70,6.5,3.0,5.8,2.1,Iris-virginica
+71,5.2,2.7,4.9,1.6,Iris-versicolor
+72,5.7,3.0,5.2,0.3,Iris-setosa
+73,5.0,3.3,1.6,0.2,Iris-setosa
+74,5.7,2.8,3.6,1.4,Iris-versicolor
+75,6.4,3.0,4.6,1.2,Iris-versicolor
+76,5.5,2.6,4.1,1.5,Iris-versicolor
+77,5.0,2.5,5.0,1.8,Iris-virginica
+78,6.5,2.6,5.6,1.3,Iris-virginica
+79,5.1,3.0,1.7,0.4,Iris-setosa
+80,6.3,2.9,4.9,1.8,Iris-virginica
+81,5.1,3.0,1.4,0.3,Iris-setosa
+82,5.0,2.5,3.0,1.0,Iris-versicolor
+83,5.5,2.6,1.3,0.4,Iris-setosa
+84,5.7,3.8,1.7,0.2,Iris-setosa
+85,5.7,3.0,4.2,1.5,Iris-versicolor
+86,6.9,3.1,5.7,2.1,Iris-virginica
+87,6.4,2.9,5.6,1.9,Iris-virginica
+88,5.7,3.3,1.7,0.3,Iris-setosa
+89,5.1,3.7,1.5,0.2,Iris-setosa
+90,6.3,3.3,4.7,1.5,Iris-versicolor
+91,6.8,2.8,5.6,1.2,Iris-virginica
+92,7.6,2.9,3.9,1.8,Iris-virginica
+93,4.8,3.2,1.7,0.6,Iris-setosa
+94,5.1,3.4,1.5,0.3,Iris-setosa
+95,5.6,3.2,4.4,2.3,Iris-versicolor
+96,6.3,2.9,4.5,1.5,Iris-versicolor
+97,6.5,2.9,5.3,1.0,Iris-virginica
+98,5.1,3.5,1.5,0.3,Iris-setosa
+99,6.3,2.9,4.3,1.5,Iris-versicolor
+100,5.6,2.9,3.4,1.1,Iris-versicolor
+101,4.6,3.4,1.4,0.2,Iris-setosa
+102,4.1,2.9,1.3,0.3,Iris-setosa
+103,5.5,2.9,4.5,1.5,Iris-versicolor
+104,6.1,3.5,5.9,2.1,Iris-virginica
+105,5.0,3.2,1.6,0.4,Iris-setosa
+106,4.4,3.0,1.3,0.2,Iris-setosa
+107,6.7,2.8,4.1,1.3,Iris-versicolor
+108,5.0,3.2,1.6,0.6,Iris-setosa
+109,5.8,2.9,4.0,1.3,Iris-versicolor
+110,4.6,3.1,1.6,0.2,Iris-setosa
+111,5.2,3.0,5.2,2.3,Iris-virginica
+112,4.4,2.9,1.6,0.2,Iris-setosa
+113,4.8,3.4,1.6,0.2,Iris-setosa
+114,6.5,3.0,5.6,2.3,Iris-virginica
+115,4.7,2.5,5.6,2.0,Iris-virginica
+116,5.8,3.4,5.2,2.4,Iris-virginica
+117,6.6,2.9,4.5,1.3,Iris-versicolor
+118,6.2,2.7,4.9,1.6,Iris-versicolor
+119,6.3,2.9,4.9,1.8,Iris-virginica
diff --git a/iris/realtabformer/2/26/test.csv b/iris/realtabformer/2/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/26/train.csv b/iris/realtabformer/2/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/26/val.csv b/iris/realtabformer/2/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/27/synth.csv b/iris/realtabformer/2/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d88fbf471527b14a01a945397b0235fb384d7e24
--- /dev/null
+++ b/iris/realtabformer/2/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.2,2.9,4.3,1.8,Iris-virginica
+1,4.4,3.0,1.5,0.2,Iris-setosa
+2,7.7,3.0,5.1,2.2,Iris-virginica
+3,5.0,3.0,1.6,0.4,Iris-setosa
+4,6.1,3.4,5.6,2.2,Iris-virginica
+5,5.0,3.3,1.7,0.4,Iris-setosa
+6,4.8,2.8,1.1,0.3,Iris-setosa
+7,5.5,2.5,5.0,2.0,Iris-virginica
+8,4.8,3.1,1.5,0.2,Iris-setosa
+9,5.9,3.4,3.7,1.4,Iris-versicolor
+10,5.0,3.0,4.3,1.2,Iris-versicolor
+11,7.2,2.9,6.9,1.7,Iris-virginica
+12,6.7,2.9,5.7,1.1,Iris-virginica
+13,5.1,2.5,3.0,1.4,Iris-versicolor
+14,6.3,3.3,5.7,2.3,Iris-virginica
+15,6.1,2.9,4.7,1.3,Iris-versicolor
+16,5.0,3.3,1.2,0.2,Iris-setosa
+17,5.0,2.0,4.0,1.2,Iris-versicolor
+18,6.2,2.7,5.9,1.9,Iris-virginica
+19,6.1,2.8,5.6,1.4,Iris-virginica
+20,6.3,2.9,4.3,1.5,Iris-versicolor
+21,6.1,2.8,4.3,1.3,Iris-versicolor
+22,6.5,2.9,4.7,1.3,Iris-versicolor
+23,7.9,3.0,5.1,2.8,Iris-virginica
+24,5.7,3.3,1.5,0.3,Iris-setosa
+25,6.8,2.9,4.7,1.8,Iris-virginica
+26,6.4,2.6,4.3,1.2,Iris-versicolor
+27,5.0,3.2,1.0,0.2,Iris-setosa
+28,7.7,3.0,6.5,2.3,Iris-virginica
+29,6.7,2.3,5.7,2.3,Iris-virginica
+30,5.1,3.5,1.0,0.1,Iris-setosa
+31,6.1,2.9,4.9,1.4,Iris-versicolor
+32,5.9,3.0,5.6,1.8,Iris-virginica
+33,6.5,3.0,5.8,1.8,Iris-virginica
+34,6.4,2.9,4.3,1.3,Iris-versicolor
+35,5.2,2.4,3.3,1.6,Iris-versicolor
+36,5.1,3.7,1.5,0.2,Iris-setosa
+37,6.3,3.4,5.3,2.6,Iris-virginica
+38,6.0,3.2,5.7,2.5,Iris-virginica
+39,6.4,2.6,5.3,2.3,Iris-virginica
+40,5.5,2.5,4.0,1.5,Iris-versicolor
+41,5.1,2.8,4.5,1.4,Iris-versicolor
+42,5.7,2.8,4.5,1.6,Iris-versicolor
+43,5.0,2.5,4.0,1.2,Iris-versicolor
+44,4.9,2.5,4.0,1.0,Iris-virginica
+45,4.6,3.1,1.7,0.2,Iris-setosa
+46,5.8,4.4,1.6,0.1,Iris-setosa
+47,6.5,3.2,5.6,2.2,Iris-virginica
+48,4.8,3.0,5.4,1.2,Iris-virginica
+49,5.1,3.8,1.7,0.2,Iris-setosa
+50,6.3,2.9,4.5,1.5,Iris-versicolor
+51,5.1,3.5,1.9,0.2,Iris-setosa
+52,4.9,3.1,1.5,0.1,Iris-setosa
+53,6.1,2.9,4.0,1.5,Iris-versicolor
+54,5.0,3.4,4.9,1.8,Iris-versicolor
+55,6.5,2.9,4.6,1.2,Iris-versicolor
+56,7.7,3.0,5.1,2.3,Iris-virginica
+57,5.1,3.4,1.5,0.2,Iris-setosa
+58,5.4,2.6,3.6,1.5,Iris-versicolor
+59,6.9,2.9,4.4,1.1,Iris-versicolor
+60,4.8,3.4,1.4,0.2,Iris-setosa
+61,5.0,2.7,3.9,1.2,Iris-versicolor
+62,5.1,3.5,1.7,0.4,Iris-setosa
+63,6.5,2.3,4.3,1.3,Iris-versicolor
+64,5.0,3.2,1.2,0.2,Iris-setosa
+65,4.9,2.1,4.5,1.7,Iris-virginica
+66,4.3,3.1,1.5,0.1,Iris-setosa
+67,6.9,2.9,5.3,2.3,Iris-virginica
+68,5.4,3.0,4.5,1.0,Iris-virginica
+69,4.8,3.3,1.3,0.3,Iris-setosa
+70,6.3,2.9,4.5,1.5,Iris-versicolor
+71,6.4,2.9,5.6,1.8,Iris-virginica
+72,6.6,3.4,4.7,1.5,Iris-versicolor
+73,6.1,2.6,4.9,1.5,Iris-versicolor
+74,6.7,3.8,5.7,2.5,Iris-virginica
+75,6.1,3.8,4.7,1.5,Iris-versicolor
+76,6.3,3.3,4.9,1.5,Iris-versicolor
+77,6.3,2.3,4.9,1.8,Iris-versicolor
+78,5.8,2.8,4.6,1.2,Iris-versicolor
+79,6.1,3.0,4.5,1.8,Iris-virginica
+80,7.7,3.0,5.8,2.1,Iris-virginica
+81,6.5,2.8,4.5,1.8,Iris-virginica
+82,5.5,2.5,4.0,1.4,Iris-versicolor
+83,7.7,2.8,6.7,2.2,Iris-virginica
+84,5.1,2.8,3.6,1.4,Iris-versicolor
+85,6.2,3.3,5.7,2.5,Iris-virginica
+86,4.9,3.1,1.3,0.1,Iris-setosa
+87,6.3,2.9,4.7,1.3,Iris-versicolor
+88,6.3,2.7,4.9,1.8,Iris-virginica
+89,5.5,3.0,5.9,2.2,Iris-virginica
+90,4.6,3.4,1.3,0.2,Iris-setosa
+91,6.8,2.2,5.0,1.8,Iris-virginica
+92,5.6,2.7,3.9,1.4,Iris-versicolor
+93,6.3,3.3,4.3,1.5,Iris-versicolor
+94,7.2,3.2,5.4,2.1,Iris-virginica
+95,5.8,3.4,1.1,0.3,Iris-setosa
+96,5.6,3.4,3.9,2.4,Iris-versicolor
+97,6.3,3.0,5.8,2.1,Iris-virginica
+98,6.0,3.2,5.7,2.2,Iris-virginica
+99,6.1,3.0,5.6,2.4,Iris-virginica
+100,5.0,2.3,3.0,1.5,Iris-versicolor
+101,5.5,3.0,4.2,1.2,Iris-versicolor
+102,6.3,2.7,4.9,1.5,Iris-versicolor
+103,6.3,3.3,4.3,1.8,Iris-virginica
+104,5.8,3.0,4.2,1.2,Iris-versicolor
+105,5.1,3.4,1.5,0.3,Iris-setosa
+106,4.9,3.1,1.6,0.2,Iris-setosa
+107,6.2,2.9,4.3,1.9,Iris-versicolor
+108,6.5,3.2,5.6,2.1,Iris-virginica
+109,5.4,2.3,4.5,1.5,Iris-versicolor
+110,5.4,3.3,1.7,0.3,Iris-setosa
+111,5.7,3.8,1.7,0.2,Iris-setosa
+112,5.1,3.5,1.5,0.3,Iris-setosa
+113,5.1,2.6,4.9,1.4,Iris-versicolor
+114,7.9,3.1,5.9,2.1,Iris-virginica
+115,6.2,2.8,4.6,1.6,Iris-versicolor
+116,6.1,3.0,4.5,1.4,Iris-versicolor
+117,7.4,2.8,6.9,1.8,Iris-virginica
+118,5.3,2.7,4.9,1.2,Iris-versicolor
+119,4.8,3.0,1.4,0.2,Iris-setosa
diff --git a/iris/realtabformer/2/27/test.csv b/iris/realtabformer/2/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/27/train.csv b/iris/realtabformer/2/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/27/val.csv b/iris/realtabformer/2/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/28/synth.csv b/iris/realtabformer/2/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8d9db2740977b9a14c3ac627ad6373b25a9ff3e4
--- /dev/null
+++ b/iris/realtabformer/2/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,2.5,4.5,1.5,Iris-versicolor
+1,6.7,2.8,4.6,1.5,Iris-versicolor
+2,6.1,3.3,5.7,2.4,Iris-virginica
+3,6.6,2.9,4.7,2.3,Iris-versicolor
+4,4.6,3.0,4.1,1.2,Iris-virginica
+5,6.4,2.9,4.3,1.5,Iris-versicolor
+6,7.1,3.8,6.7,2.3,Iris-virginica
+7,5.0,3.2,1.6,0.2,Iris-setosa
+8,6.1,3.8,4.7,1.3,Iris-versicolor
+9,7.7,3.0,6.0,2.3,Iris-virginica
+10,5.5,3.0,4.2,1.7,Iris-versicolor
+11,6.8,3.0,5.8,2.2,Iris-virginica
+12,5.5,4.5,1.4,0.3,Iris-setosa
+13,4.2,3.0,1.4,0.2,Iris-setosa
+14,7.3,3.2,6.9,1.6,Iris-virginica
+15,5.6,3.4,3.8,1.8,Iris-versicolor
+16,6.4,2.9,5.6,1.8,Iris-virginica
+17,5.6,2.8,4.1,1.3,Iris-versicolor
+18,7.6,2.8,4.1,1.3,Iris-virginica
+19,6.6,2.9,4.7,1.4,Iris-versicolor
+20,6.7,3.0,5.7,2.5,Iris-virginica
+21,5.9,3.8,1.7,0.1,Iris-setosa
+22,5.9,3.4,5.7,2.1,Iris-virginica
+23,4.9,3.2,1.5,0.3,Iris-setosa
+24,6.5,2.9,4.3,1.8,Iris-virginica
+25,5.5,2.5,5.0,1.4,Iris-virginica
+26,5.7,3.5,1.0,0.3,Iris-setosa
+27,5.5,4.2,1.0,0.2,Iris-setosa
+28,5.0,3.0,1.2,0.2,Iris-setosa
+29,5.1,3.8,1.4,0.2,Iris-setosa
+30,6.0,3.0,4.5,1.5,Iris-versicolor
+31,6.4,2.9,4.3,1.0,Iris-versicolor
+32,6.8,3.2,5.3,2.3,Iris-virginica
+33,5.0,2.5,3.0,1.0,Iris-versicolor
+34,6.8,3.0,5.4,2.0,Iris-virginica
+35,5.7,2.8,4.2,1.3,Iris-versicolor
+36,5.1,2.6,3.6,1.2,Iris-versicolor
+37,6.5,2.3,5.7,1.7,Iris-versicolor
+38,6.3,3.3,4.7,1.4,Iris-versicolor
+39,6.4,2.8,4.6,1.4,Iris-versicolor
+40,5.1,3.3,1.3,0.3,Iris-setosa
+41,6.2,3.4,5.4,2.1,Iris-virginica
+42,5.6,2.7,4.1,1.4,Iris-versicolor
+43,6.1,3.8,4.7,1.4,Iris-versicolor
+44,5.8,3.0,5.1,1.9,Iris-virginica
+45,6.5,2.8,4.9,1.8,Iris-virginica
+46,5.7,3.3,1.7,0.2,Iris-setosa
+47,6.3,3.2,5.6,2.1,Iris-virginica
+48,7.7,2.8,6.0,2.3,Iris-virginica
+49,5.1,2.5,3.5,1.1,Iris-versicolor
+50,6.4,2.9,4.3,1.8,Iris-versicolor
+51,7.7,3.3,6.7,2.5,Iris-virginica
+52,6.5,2.3,4.0,1.5,Iris-versicolor
+53,4.6,3.4,1.5,0.2,Iris-setosa
+54,5.6,2.8,4.1,2.3,Iris-versicolor
+55,5.4,2.7,4.5,1.4,Iris-versicolor
+56,6.1,2.6,4.3,1.2,Iris-versicolor
+57,5.0,3.4,1.4,0.2,Iris-setosa
+58,6.8,2.8,4.1,1.4,Iris-versicolor
+59,5.5,2.7,4.8,1.5,Iris-versicolor
+60,5.6,2.5,3.9,1.0,Iris-versicolor
+61,5.1,3.2,1.5,0.2,Iris-setosa
+62,7.4,3.0,6.9,2.1,Iris-virginica
+63,6.8,3.2,5.4,2.3,Iris-virginica
+64,5.1,2.5,1.0,0.3,Iris-setosa
+65,4.9,3.1,1.3,0.3,Iris-setosa
+66,7.7,3.0,6.1,2.3,Iris-virginica
+67,6.4,2.9,4.3,1.4,Iris-versicolor
+68,5.7,3.4,5.2,2.2,Iris-virginica
+69,5.5,2.7,5.1,1.9,Iris-virginica
+70,5.1,3.5,1.5,0.2,Iris-setosa
+71,5.1,3.5,1.7,0.2,Iris-setosa
+72,6.3,2.3,4.6,1.5,Iris-virginica
+73,6.1,2.9,4.9,1.4,Iris-versicolor
+74,6.2,3.4,5.6,2.3,Iris-virginica
+75,5.6,3.0,4.1,1.3,Iris-versicolor
+76,6.8,2.9,4.3,1.5,Iris-versicolor
+77,5.0,3.4,1.5,0.2,Iris-setosa
+78,5.5,2.3,4.0,1.4,Iris-versicolor
+79,5.1,3.3,1.7,0.2,Iris-setosa
+80,6.3,2.8,4.5,1.8,Iris-virginica
+81,6.3,2.9,4.6,1.8,Iris-virginica
+82,5.4,3.7,1.5,0.5,Iris-setosa
+83,6.1,2.9,4.0,1.4,Iris-versicolor
+84,6.6,2.9,4.6,1.3,Iris-versicolor
+85,6.4,2.8,5.7,2.4,Iris-virginica
+86,4.6,3.0,1.3,0.3,Iris-setosa
+87,4.8,3.0,1.5,0.4,Iris-setosa
+88,6.1,3.0,5.8,2.4,Iris-virginica
+89,4.9,3.1,1.5,0.1,Iris-setosa
+90,7.7,3.0,5.7,1.8,Iris-virginica
+91,6.6,3.1,4.6,1.8,Iris-versicolor
+92,5.0,2.9,3.6,1.0,Iris-versicolor
+93,6.1,3.3,4.7,1.9,Iris-versicolor
+94,6.7,2.8,4.7,1.3,Iris-versicolor
+95,5.1,2.5,5.0,1.9,Iris-virginica
+96,5.5,4.2,1.4,0.2,Iris-setosa
+97,6.3,2.9,4.6,1.5,Iris-versicolor
+98,6.0,3.2,5.7,2.2,Iris-virginica
+99,5.6,3.4,1.5,0.3,Iris-setosa
+100,5.0,3.4,1.4,0.4,Iris-setosa
+101,6.3,2.9,4.7,1.5,Iris-versicolor
+102,6.8,2.7,5.1,1.9,Iris-virginica
+103,4.7,3.0,1.6,0.2,Iris-setosa
+104,5.5,3.3,1.3,0.4,Iris-setosa
+105,5.0,3.3,1.7,0.2,Iris-setosa
+106,5.3,3.3,1.2,0.4,Iris-setosa
+107,6.3,2.9,4.3,1.3,Iris-virginica
+108,6.5,2.9,5.4,1.9,Iris-virginica
+109,6.2,2.6,5.3,1.8,Iris-virginica
+110,5.7,2.8,4.6,1.2,Iris-versicolor
+111,6.4,2.8,4.6,1.5,Iris-versicolor
+112,5.7,2.8,4.1,1.3,Iris-versicolor
+113,5.8,2.4,3.9,1.0,Iris-versicolor
+114,7.6,3.2,5.7,2.3,Iris-virginica
+115,5.0,3.2,1.5,0.2,Iris-setosa
+116,4.6,3.1,1.6,0.2,Iris-setosa
+117,5.1,3.4,1.7,0.2,Iris-setosa
+118,6.1,2.9,4.7,1.3,Iris-versicolor
+119,7.5,3.0,5.1,2.1,Iris-virginica
diff --git a/iris/realtabformer/2/28/test.csv b/iris/realtabformer/2/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/28/train.csv b/iris/realtabformer/2/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/28/val.csv b/iris/realtabformer/2/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/29/synth.csv b/iris/realtabformer/2/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9b3c4cbb887000dd63b64817b81df2d5ffdcf989
--- /dev/null
+++ b/iris/realtabformer/2/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.6,2.7,4.1,1.4,Iris-versicolor
+1,6.4,2.9,4.5,1.5,Iris-versicolor
+2,5.4,2.5,5.6,1.5,Iris-virginica
+3,5.5,3.0,5.2,1.2,Iris-setosa
+4,5.1,4.2,1.4,0.3,Iris-setosa
+5,6.4,2.9,5.3,1.5,Iris-virginica
+6,5.5,2.5,5.0,1.9,Iris-versicolor
+7,6.5,3.0,4.5,1.7,Iris-versicolor
+8,4.8,3.0,1.4,0.2,Iris-setosa
+9,5.6,3.0,4.2,1.2,Iris-versicolor
+10,6.0,2.3,4.0,1.5,Iris-versicolor
+11,6.5,2.8,5.6,1.8,Iris-virginica
+12,4.8,3.4,1.4,0.2,Iris-setosa
+13,5.4,3.0,1.6,0.2,Iris-setosa
+14,7.3,2.9,5.3,1.8,Iris-virginica
+15,4.9,3.0,1.4,0.1,Iris-setosa
+16,4.6,3.0,4.1,1.8,Iris-virginica
+17,6.4,2.7,4.3,1.4,Iris-versicolor
+18,5.8,2.7,4.9,1.4,Iris-versicolor
+19,5.0,3.5,1.6,0.2,Iris-setosa
+20,5.5,2.9,3.3,1.3,Iris-versicolor
+21,5.5,3.0,4.1,1.5,Iris-versicolor
+22,5.1,3.5,1.6,0.4,Iris-setosa
+23,4.6,3.1,1.5,0.3,Iris-setosa
+24,5.5,2.6,3.3,1.0,Iris-versicolor
+25,5.6,2.5,4.9,1.3,Iris-versicolor
+26,5.4,2.8,4.6,1.0,Iris-versicolor
+27,6.2,3.8,5.7,2.4,Iris-virginica
+28,6.9,3.3,4.7,1.5,Iris-versicolor
+29,5.8,3.0,5.8,2.0,Iris-virginica
+30,4.9,3.1,1.4,0.2,Iris-setosa
+31,6.4,2.8,4.6,1.3,Iris-versicolor
+32,6.2,2.9,4.5,1.8,Iris-virginica
+33,5.7,2.5,5.1,2.4,Iris-virginica
+34,5.8,3.4,1.4,0.2,Iris-setosa
+35,5.5,3.4,1.2,0.2,Iris-setosa
+36,5.6,2.7,3.2,1.1,Iris-versicolor
+37,7.3,3.0,4.9,1.8,Iris-virginica
+38,6.4,2.8,4.5,1.5,Iris-virginica
+39,6.0,3.2,5.7,2.8,Iris-virginica
+40,5.4,2.3,4.7,1.3,Iris-versicolor
+41,5.0,3.3,1.7,0.5,Iris-setosa
+42,6.0,3.2,5.7,2.0,Iris-virginica
+43,6.1,2.8,4.7,1.3,Iris-virginica
+44,6.8,2.8,4.1,1.3,Iris-virginica
+45,5.1,3.4,1.7,0.4,Iris-setosa
+46,6.7,3.0,5.2,2.3,Iris-virginica
+47,4.9,3.1,1.5,0.1,Iris-setosa
+48,4.9,3.1,1.5,0.1,Iris-setosa
+49,6.3,3.3,5.6,2.3,Iris-virginica
+50,4.9,3.1,1.5,0.1,Iris-setosa
+51,5.7,3.5,5.2,2.0,Iris-virginica
+52,6.3,3.2,5.7,2.1,Iris-virginica
+53,4.9,3.1,1.5,0.1,Iris-setosa
+54,6.7,2.8,5.6,2.3,Iris-virginica
+55,6.8,3.2,5.0,2.0,Iris-virginica
+56,6.5,2.8,5.5,2.1,Iris-virginica
+57,6.0,3.2,4.9,1.4,Iris-virginica
+58,4.6,3.2,1.4,0.2,Iris-setosa
+59,6.7,3.8,5.7,2.4,Iris-virginica
+60,5.1,3.5,1.6,0.3,Iris-setosa
+61,5.2,2.7,3.0,1.8,Iris-versicolor
+62,6.5,3.0,5.8,1.5,Iris-virginica
+63,5.3,2.7,3.9,1.1,Iris-versicolor
+64,5.0,3.4,1.5,0.5,Iris-setosa
+65,5.1,3.5,1.2,0.2,Iris-setosa
+66,4.6,3.0,1.6,0.2,Iris-setosa
+67,6.3,2.9,4.3,1.5,Iris-versicolor
+68,6.8,2.8,4.8,1.2,Iris-versicolor
+69,6.6,2.9,4.9,1.8,Iris-versicolor
+70,6.4,3.2,5.5,2.1,Iris-virginica
+71,5.5,2.3,4.0,1.5,Iris-versicolor
+72,6.3,2.9,5.4,1.8,Iris-virginica
+73,5.3,3.8,1.6,0.4,Iris-setosa
+74,5.5,2.7,4.5,1.3,Iris-versicolor
+75,5.5,2.7,5.1,1.9,Iris-virginica
+76,5.1,3.4,1.4,0.4,Iris-setosa
+77,5.6,3.3,1.7,0.3,Iris-setosa
+78,6.1,2.7,4.9,1.4,Iris-versicolor
+79,5.8,2.7,4.1,1.9,Iris-versicolor
+80,4.5,3.0,1.4,0.2,Iris-setosa
+81,4.6,3.1,1.5,0.2,Iris-setosa
+82,4.9,3.1,1.5,0.2,Iris-setosa
+83,6.3,2.9,4.7,1.5,Iris-versicolor
+84,4.4,3.3,1.3,0.3,Iris-setosa
+85,5.6,2.5,4.1,1.7,Iris-versicolor
+86,6.5,2.5,5.6,1.8,Iris-virginica
+87,5.5,2.3,4.2,1.2,Iris-versicolor
+88,7.4,2.5,6.1,1.9,Iris-virginica
+89,6.3,2.9,4.7,1.5,Iris-versicolor
+90,4.9,3.1,1.3,0.1,Iris-setosa
+91,4.6,2.9,3.3,1.1,Iris-versicolor
+92,5.0,3.2,4.2,1.5,Iris-versicolor
+93,4.9,3.1,1.5,0.1,Iris-setosa
+94,6.6,2.9,4.9,1.3,Iris-versicolor
+95,5.1,3.0,1.2,0.3,Iris-setosa
+96,5.0,3.2,1.6,0.2,Iris-setosa
+97,6.4,2.8,4.0,1.4,Iris-versicolor
+98,6.1,2.8,4.6,1.3,Iris-versicolor
+99,5.1,2.8,4.1,1.3,Iris-versicolor
+100,6.0,2.9,4.3,1.8,Iris-virginica
+101,7.8,3.2,5.0,2.1,Iris-virginica
+102,5.5,3.0,1.2,0.2,Iris-setosa
+103,5.4,2.6,5.0,2.4,Iris-virginica
+104,6.5,2.3,5.3,2.3,Iris-virginica
+105,6.5,2.3,4.3,1.3,Iris-versicolor
+106,6.5,3.0,5.5,2.1,Iris-virginica
+107,5.8,3.2,4.1,1.3,Iris-versicolor
+108,5.0,3.2,4.0,1.2,Iris-versicolor
+109,5.0,3.2,1.7,0.2,Iris-setosa
+110,5.4,3.0,1.3,0.2,Iris-setosa
+111,4.7,3.2,1.7,0.2,Iris-setosa
+112,5.7,3.0,1.4,0.3,Iris-setosa
+113,4.7,3.2,1.5,0.2,Iris-setosa
+114,6.3,3.2,5.0,1.8,Iris-virginica
+115,4.4,3.0,1.3,0.3,Iris-setosa
+116,6.9,2.9,4.3,1.5,Iris-versicolor
+117,6.3,2.9,4.6,1.8,Iris-virginica
+118,5.5,3.3,1.4,0.2,Iris-setosa
+119,5.8,4.0,5.1,1.9,Iris-virginica
diff --git a/iris/realtabformer/2/29/test.csv b/iris/realtabformer/2/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/29/train.csv b/iris/realtabformer/2/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/29/val.csv b/iris/realtabformer/2/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/3/synth.csv b/iris/realtabformer/2/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c6996376e4eb9d0e85038813dd542d8f76a1c593
--- /dev/null
+++ b/iris/realtabformer/2/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.9,3.3,4.7,1.5,Iris-versicolor
+1,6.5,2.9,5.4,1.5,Iris-virginica
+2,6.5,2.7,5.5,2.5,Iris-virginica
+3,5.7,3.5,5.1,2.3,Iris-virginica
+4,5.6,2.5,5.1,2.3,Iris-virginica
+5,4.8,3.0,1.5,0.2,Iris-setosa
+6,5.9,3.0,4.2,1.5,Iris-versicolor
+7,5.0,3.7,1.5,0.2,Iris-setosa
+8,6.7,2.3,5.6,1.4,Iris-virginica
+9,6.3,2.8,4.6,1.5,Iris-versicolor
+10,5.8,2.7,4.9,1.2,Iris-versicolor
+11,5.1,3.3,1.7,0.4,Iris-setosa
+12,6.1,3.1,5.6,2.1,Iris-virginica
+13,6.0,2.9,4.6,1.5,Iris-versicolor
+14,4.9,3.1,1.5,0.1,Iris-setosa
+15,6.7,2.8,5.6,2.3,Iris-virginica
+16,5.0,3.9,1.7,0.2,Iris-setosa
+17,4.8,3.2,1.6,0.2,Iris-setosa
+18,6.3,3.0,5.1,2.3,Iris-virginica
+19,6.0,3.2,5.9,2.1,Iris-virginica
+20,5.6,2.9,3.3,1.3,Iris-versicolor
+21,4.9,3.1,1.3,0.1,Iris-setosa
+22,6.3,2.9,4.6,1.3,Iris-versicolor
+23,6.5,2.8,4.6,1.5,Iris-versicolor
+24,6.5,2.9,5.6,1.8,Iris-virginica
+25,5.1,3.4,1.9,0.3,Iris-setosa
+26,6.1,2.6,4.0,1.1,Iris-versicolor
+27,6.8,2.6,5.6,1.0,Iris-virginica
+28,7.2,2.8,4.7,2.3,Iris-virginica
+29,5.6,2.8,4.6,1.4,Iris-versicolor
+30,5.0,3.0,4.1,1.2,Iris-versicolor
+31,4.8,3.2,1.4,0.3,Iris-setosa
+32,6.4,3.2,5.7,2.4,Iris-virginica
+33,6.0,3.2,5.5,2.6,Iris-virginica
+34,5.0,3.5,1.7,0.2,Iris-setosa
+35,6.1,3.8,4.7,1.3,Iris-versicolor
+36,6.4,2.7,5.3,1.8,Iris-virginica
+37,6.1,3.8,5.6,2.4,Iris-virginica
+38,4.8,3.4,1.4,0.2,Iris-setosa
+39,6.5,2.8,5.5,2.1,Iris-virginica
+40,6.7,2.8,4.6,1.4,Iris-versicolor
+41,4.7,3.2,1.7,0.2,Iris-setosa
+42,5.0,3.4,1.5,0.2,Iris-setosa
+43,6.4,3.3,5.7,2.5,Iris-virginica
+44,4.9,3.1,1.5,0.1,Iris-setosa
+45,5.5,2.3,4.3,1.3,Iris-versicolor
+46,6.3,2.9,4.5,1.3,Iris-versicolor
+47,4.9,3.1,1.4,0.1,Iris-setosa
+48,4.8,3.0,1.4,0.6,Iris-setosa
+49,5.0,3.5,1.6,0.2,Iris-setosa
+50,5.4,2.6,3.1,1.4,Iris-versicolor
+51,6.5,3.0,5.5,2.4,Iris-virginica
+52,4.9,3.2,1.3,0.3,Iris-setosa
+53,5.8,3.4,1.7,0.4,Iris-setosa
+54,5.7,3.7,5.1,2.5,Iris-virginica
+55,5.0,3.5,1.2,0.5,Iris-setosa
+56,5.6,2.9,4.1,1.3,Iris-versicolor
+57,6.3,2.9,4.3,1.3,Iris-versicolor
+58,4.6,3.4,1.6,0.2,Iris-setosa
+59,5.8,2.4,3.0,1.2,Iris-versicolor
+60,5.0,3.2,1.4,0.2,Iris-setosa
+61,5.9,3.4,1.7,0.2,Iris-setosa
+62,4.7,3.1,1.5,0.4,Iris-setosa
+63,5.1,3.8,1.7,0.2,Iris-setosa
+64,5.1,3.5,1.7,0.4,Iris-setosa
+65,5.5,3.0,4.0,1.2,Iris-versicolor
+66,6.3,2.9,4.6,1.6,Iris-versicolor
+67,4.8,3.2,1.5,0.2,Iris-setosa
+68,4.5,3.0,1.4,0.2,Iris-setosa
+69,5.1,3.5,1.7,0.2,Iris-setosa
+70,5.4,2.8,4.5,1.2,Iris-versicolor
+71,6.8,3.4,5.6,2.3,Iris-virginica
+72,6.4,2.9,4.7,1.3,Iris-versicolor
+73,7.7,3.8,6.7,2.0,Iris-virginica
+74,5.1,3.8,1.7,0.3,Iris-setosa
+75,4.6,2.9,3.3,1.9,Iris-versicolor
+76,4.4,3.1,1.5,0.2,Iris-setosa
+77,5.4,2.3,4.0,1.5,Iris-versicolor
+78,6.0,3.2,4.0,1.8,Iris-virginica
+79,5.5,2.6,4.5,1.2,Iris-versicolor
+80,5.5,3.2,4.0,1.2,Iris-versicolor
+81,5.7,2.6,4.2,1.0,Iris-virginica
+82,5.8,2.3,1.7,0.4,Iris-setosa
+83,4.9,3.1,1.5,0.1,Iris-setosa
+84,6.3,2.9,4.3,1.8,Iris-versicolor
+85,6.7,2.8,4.6,1.3,Iris-versicolor
+86,5.1,3.4,1.9,0.2,Iris-setosa
+87,7.3,3.8,6.6,2.2,Iris-virginica
+88,7.7,3.8,6.6,2.3,Iris-virginica
+89,6.9,2.9,5.3,1.8,Iris-virginica
+90,7.7,2.8,6.6,2.3,Iris-virginica
+91,4.9,3.4,1.6,0.2,Iris-setosa
+92,5.6,2.5,4.0,1.3,Iris-versicolor
+93,6.1,2.5,4.5,1.5,Iris-versicolor
+94,6.1,3.2,5.7,2.5,Iris-virginica
+95,4.5,3.2,1.3,0.2,Iris-setosa
+96,5.7,3.2,1.7,0.5,Iris-setosa
+97,5.1,3.3,1.7,0.4,Iris-setosa
+98,5.9,3.8,4.5,1.5,Iris-versicolor
+99,5.8,3.0,4.1,1.4,Iris-versicolor
+100,5.6,2.8,4.9,1.5,Iris-versicolor
+101,6.6,2.9,4.6,1.5,Iris-versicolor
+102,5.4,2.9,4.3,1.3,Iris-versicolor
+103,5.1,3.5,1.5,0.2,Iris-setosa
+104,5.5,2.7,5.3,1.3,Iris-virginica
+105,6.5,2.5,5.8,1.7,Iris-virginica
+106,5.7,2.5,5.0,2.5,Iris-virginica
+107,6.1,2.6,4.9,1.3,Iris-versicolor
+108,5.1,3.4,1.5,0.4,Iris-setosa
+109,6.4,3.3,5.7,2.4,Iris-virginica
+110,6.4,2.9,5.3,1.1,Iris-virginica
+111,6.7,2.9,4.7,1.2,Iris-versicolor
+112,4.8,3.4,1.4,0.2,Iris-setosa
+113,6.1,2.6,4.9,1.5,Iris-versicolor
+114,6.9,3.1,5.6,2.1,Iris-virginica
+115,7.4,3.2,6.3,2.2,Iris-virginica
+116,5.0,3.3,1.7,0.2,Iris-setosa
+117,6.1,2.7,4.9,1.4,Iris-versicolor
+118,6.8,3.2,5.7,2.3,Iris-virginica
+119,7.2,2.9,5.3,1.9,Iris-virginica
diff --git a/iris/realtabformer/2/3/test.csv b/iris/realtabformer/2/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/3/train.csv b/iris/realtabformer/2/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/3/val.csv b/iris/realtabformer/2/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/4/synth.csv b/iris/realtabformer/2/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5c8c164c86b71c5dda0400a050bb8c36ec850790
--- /dev/null
+++ b/iris/realtabformer/2/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.3,2.5,4.5,1.4,Iris-virginica
+1,5.6,3.4,1.5,0.3,Iris-setosa
+2,5.7,2.5,5.0,2.0,Iris-virginica
+3,5.1,3.4,1.5,0.5,Iris-setosa
+4,6.6,2.9,4.5,1.3,Iris-versicolor
+5,5.0,3.4,1.4,0.2,Iris-setosa
+6,6.1,3.2,1.7,0.3,Iris-setosa
+7,5.7,3.5,1.7,0.2,Iris-setosa
+8,6.6,2.5,4.0,1.8,Iris-virginica
+9,6.5,3.0,5.4,2.3,Iris-virginica
+10,6.1,2.8,4.5,1.8,Iris-virginica
+11,6.3,3.0,5.5,2.0,Iris-virginica
+12,5.0,3.5,1.4,0.2,Iris-setosa
+13,5.6,2.9,4.6,1.3,Iris-versicolor
+14,6.1,2.9,4.3,1.3,Iris-versicolor
+15,5.4,3.0,1.2,0.4,Iris-setosa
+16,7.7,2.8,6.1,2.3,Iris-virginica
+17,5.6,2.5,4.9,1.7,Iris-versicolor
+18,6.4,2.9,5.6,1.9,Iris-virginica
+19,6.2,2.8,4.0,1.3,Iris-virginica
+20,6.2,3.2,5.3,2.3,Iris-virginica
+21,5.7,3.5,5.2,2.2,Iris-virginica
+22,5.4,2.6,5.3,2.0,Iris-virginica
+23,6.7,2.8,5.1,2.3,Iris-virginica
+24,5.5,3.0,4.1,1.9,Iris-versicolor
+25,4.6,2.9,3.3,1.7,Iris-versicolor
+26,5.1,3.4,1.7,0.2,Iris-setosa
+27,7.1,3.8,6.7,2.3,Iris-virginica
+28,4.8,3.1,1.5,0.2,Iris-setosa
+29,5.1,3.2,1.6,0.2,Iris-setosa
+30,6.8,3.1,5.7,2.1,Iris-virginica
+31,6.4,3.0,5.7,2.0,Iris-virginica
+32,5.1,3.4,1.5,0.1,Iris-setosa
+33,4.6,3.2,1.4,0.3,Iris-setosa
+34,6.4,3.2,5.7,2.5,Iris-virginica
+35,5.9,3.0,4.5,1.5,Iris-versicolor
+36,5.1,3.1,1.7,0.3,Iris-setosa
+37,7.7,2.8,6.1,2.3,Iris-virginica
+38,5.5,2.5,5.0,1.9,Iris-virginica
+39,7.2,2.8,6.1,2.3,Iris-virginica
+40,7.2,2.9,4.3,1.3,Iris-virginica
+41,5.1,2.8,4.5,1.2,Iris-versicolor
+42,6.1,3.0,4.6,1.3,Iris-versicolor
+43,4.6,3.1,1.5,0.1,Iris-setosa
+44,6.2,3.0,5.5,1.6,Iris-virginica
+45,6.8,2.9,5.6,1.4,Iris-virginica
+46,4.9,3.1,1.5,0.1,Iris-setosa
+47,6.0,3.0,4.5,1.5,Iris-versicolor
+48,5.1,4.7,1.7,0.4,Iris-setosa
+49,6.5,3.3,4.7,1.6,Iris-versicolor
+50,5.1,3.7,1.7,0.4,Iris-setosa
+51,5.6,3.3,3.7,1.1,Iris-versicolor
+52,5.0,3.3,1.7,0.2,Iris-setosa
+53,5.5,4.2,1.6,0.2,Iris-setosa
+54,7.7,3.8,6.7,2.3,Iris-virginica
+55,6.2,2.9,4.6,1.5,Iris-versicolor
+56,6.5,3.0,5.7,2.2,Iris-virginica
+57,5.9,3.4,1.3,0.3,Iris-setosa
+58,7.2,3.0,4.1,1.8,Iris-virginica
+59,5.5,3.2,5.0,2.1,Iris-virginica
+60,6.3,3.9,5.7,2.1,Iris-virginica
+61,6.8,2.8,5.1,1.9,Iris-virginica
+62,5.0,2.5,3.0,1.2,Iris-versicolor
+63,5.5,2.9,5.4,1.1,Iris-versicolor
+64,5.0,3.4,1.5,0.2,Iris-setosa
+65,4.8,2.6,4.6,1.2,Iris-versicolor
+66,4.9,3.1,1.5,0.1,Iris-setosa
+67,4.3,2.9,4.3,1.3,Iris-versicolor
+68,5.9,4.1,4.9,1.8,Iris-versicolor
+69,6.8,2.8,5.8,2.1,Iris-virginica
+70,6.1,3.2,4.7,1.7,Iris-versicolor
+71,7.9,3.1,5.9,2.1,Iris-virginica
+72,7.7,3.2,6.5,2.2,Iris-virginica
+73,4.8,3.4,1.4,0.2,Iris-setosa
+74,4.7,3.1,1.5,0.2,Iris-setosa
+75,5.1,3.0,4.1,1.5,Iris-versicolor
+76,5.1,3.0,4.0,1.3,Iris-versicolor
+77,4.8,3.0,1.3,0.2,Iris-setosa
+78,7.7,2.8,6.1,2.3,Iris-virginica
+79,6.3,2.9,4.3,1.5,Iris-versicolor
+80,6.3,2.8,4.5,1.5,Iris-versicolor
+81,7.7,3.8,6.7,2.3,Iris-virginica
+82,7.2,2.6,6.9,1.8,Iris-virginica
+83,6.9,3.0,4.7,1.8,Iris-virginica
+84,6.1,3.0,4.6,1.6,Iris-versicolor
+85,4.8,3.0,1.4,0.2,Iris-setosa
+86,4.9,3.1,1.4,0.1,Iris-setosa
+87,7.2,3.2,6.1,2.3,Iris-virginica
+88,6.9,3.1,5.6,2.1,Iris-virginica
+89,6.5,3.0,4.2,1.7,Iris-versicolor
+90,5.1,3.4,1.6,0.4,Iris-setosa
+91,5.7,2.5,3.0,1.0,Iris-versicolor
+92,7.4,2.9,6.3,1.9,Iris-virginica
+93,6.3,2.9,5.6,1.8,Iris-virginica
+94,6.8,3.0,5.4,2.1,Iris-virginica
+95,5.7,3.2,4.2,1.5,Iris-versicolor
+96,7.7,3.2,6.1,2.3,Iris-virginica
+97,5.2,3.0,4.5,1.0,Iris-versicolor
+98,5.0,3.3,1.6,0.2,Iris-setosa
+99,6.4,2.8,4.3,1.3,Iris-versicolor
+100,6.1,2.8,4.0,1.5,Iris-versicolor
+101,4.9,3.1,1.5,0.1,Iris-setosa
+102,5.9,3.1,1.6,0.4,Iris-setosa
+103,6.5,2.8,4.6,1.8,Iris-virginica
+104,6.1,3.0,5.5,2.1,Iris-virginica
+105,5.6,3.3,1.5,0.3,Iris-setosa
+106,7.4,3.4,5.6,2.6,Iris-virginica
+107,4.9,2.5,4.9,1.7,Iris-versicolor
+108,5.1,3.4,1.6,0.4,Iris-setosa
+109,5.9,3.1,1.4,0.4,Iris-setosa
+110,5.5,3.3,1.7,0.2,Iris-setosa
+111,7.7,2.8,6.1,2.3,Iris-virginica
+112,5.0,3.4,1.5,0.2,Iris-setosa
+113,7.1,3.0,6.7,2.1,Iris-virginica
+114,5.8,3.0,4.1,1.2,Iris-versicolor
+115,7.4,3.8,6.7,2.3,Iris-virginica
+116,6.0,3.2,5.0,1.6,Iris-virginica
+117,7.9,2.8,6.1,1.9,Iris-virginica
+118,5.1,3.4,1.5,0.2,Iris-setosa
+119,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/realtabformer/2/4/test.csv b/iris/realtabformer/2/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/4/train.csv b/iris/realtabformer/2/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/4/val.csv b/iris/realtabformer/2/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/5/synth.csv b/iris/realtabformer/2/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d73d78cb6ca5c3b256f37f299c5d4b739fb1e90b
--- /dev/null
+++ b/iris/realtabformer/2/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.6,2.9,4.1,1.3,Iris-versicolor
+1,5.6,2.5,4.9,2.3,Iris-virginica
+2,5.6,3.4,1.5,0.2,Iris-setosa
+3,6.6,2.5,4.6,1.5,Iris-versicolor
+4,6.0,2.9,4.7,1.5,Iris-versicolor
+5,6.3,3.0,4.9,1.8,Iris-virginica
+6,7.5,3.0,5.7,2.3,Iris-virginica
+7,4.4,3.4,1.4,0.2,Iris-setosa
+8,5.9,3.2,5.0,2.3,Iris-virginica
+9,4.8,3.2,1.4,0.2,Iris-setosa
+10,6.8,2.8,4.8,1.2,Iris-versicolor
+11,5.0,2.3,3.3,1.0,Iris-versicolor
+12,6.4,2.9,5.7,1.5,Iris-virginica
+13,7.4,2.8,6.6,1.9,Iris-virginica
+14,6.5,3.2,5.6,2.3,Iris-virginica
+15,6.3,2.9,4.9,1.8,Iris-virginica
+16,4.9,3.1,1.5,0.1,Iris-setosa
+17,4.9,3.1,1.5,0.1,Iris-setosa
+18,4.9,3.1,1.6,0.1,Iris-setosa
+19,6.5,3.0,5.9,2.3,Iris-virginica
+20,5.5,3.4,1.6,0.2,Iris-setosa
+21,6.1,3.0,4.0,1.8,Iris-virginica
+22,6.5,2.8,5.8,1.8,Iris-virginica
+23,5.8,3.4,1.2,0.3,Iris-setosa
+24,4.8,3.2,1.4,0.2,Iris-setosa
+25,6.2,3.3,4.7,1.5,Iris-versicolor
+26,6.0,2.3,4.0,1.5,Iris-versicolor
+27,4.4,2.4,1.3,0.3,Iris-setosa
+28,5.4,2.9,1.7,0.5,Iris-setosa
+29,6.5,2.6,5.6,1.8,Iris-virginica
+30,6.7,3.2,5.7,2.3,Iris-virginica
+31,6.3,2.5,4.9,1.4,Iris-versicolor
+32,6.9,2.8,4.6,1.5,Iris-versicolor
+33,6.7,2.9,5.7,2.3,Iris-virginica
+34,6.3,2.9,4.9,1.8,Iris-virginica
+35,7.0,3.2,5.7,1.6,Iris-virginica
+36,6.1,3.0,5.7,2.4,Iris-virginica
+37,6.8,3.4,5.7,2.3,Iris-virginica
+38,5.1,3.3,1.7,0.2,Iris-setosa
+39,4.9,3.1,1.3,0.7,Iris-setosa
+40,5.9,3.0,4.5,1.8,Iris-virginica
+41,6.4,3.4,5.7,2.5,Iris-virginica
+42,4.9,3.1,1.6,0.2,Iris-setosa
+43,6.6,3.2,4.7,1.3,Iris-versicolor
+44,6.4,3.2,5.4,2.2,Iris-virginica
+45,6.5,3.2,5.5,2.1,Iris-virginica
+46,5.4,3.0,4.1,1.3,Iris-virginica
+47,4.6,3.4,1.4,0.2,Iris-setosa
+48,6.3,3.2,5.7,2.5,Iris-virginica
+49,5.6,3.0,4.1,1.3,Iris-versicolor
+50,6.5,3.0,5.2,2.1,Iris-virginica
+51,6.8,3.2,5.9,2.1,Iris-virginica
+52,5.6,2.7,3.9,1.1,Iris-versicolor
+53,6.3,2.9,4.6,1.8,Iris-virginica
+54,6.5,2.9,5.4,1.8,Iris-virginica
+55,6.3,2.4,5.3,1.5,Iris-virginica
+56,5.6,2.9,4.2,1.3,Iris-versicolor
+57,6.2,3.2,4.7,1.0,Iris-versicolor
+58,4.3,3.4,1.3,0.2,Iris-setosa
+59,5.0,3.2,4.0,1.0,Iris-versicolor
+60,6.4,2.8,4.3,1.3,Iris-versicolor
+61,7.2,2.3,4.0,1.5,Iris-virginica
+62,4.4,2.9,1.5,0.1,Iris-setosa
+63,6.4,2.2,4.0,1.3,Iris-versicolor
+64,5.9,3.0,4.4,1.5,Iris-versicolor
+65,4.9,3.0,4.1,1.8,Iris-virginica
+66,6.7,3.3,5.7,2.4,Iris-virginica
+67,5.6,3.2,1.5,0.3,Iris-setosa
+68,6.4,2.9,5.6,2.4,Iris-virginica
+69,6.1,2.5,4.0,1.7,Iris-versicolor
+70,6.4,2.9,4.3,1.5,Iris-versicolor
+71,6.8,3.1,5.9,2.1,Iris-virginica
+72,5.0,3.2,1.7,0.2,Iris-setosa
+73,6.9,3.1,5.4,2.1,Iris-virginica
+74,6.0,3.2,4.0,1.5,Iris-versicolor
+75,5.0,3.2,1.7,0.2,Iris-setosa
+76,5.7,3.5,1.7,0.2,Iris-setosa
+77,5.8,2.5,5.6,1.9,Iris-virginica
+78,5.6,2.5,4.9,1.3,Iris-versicolor
+79,7.3,2.9,4.9,1.8,Iris-virginica
+80,4.9,3.1,1.2,0.2,Iris-setosa
+81,4.4,3.2,1.5,0.2,Iris-setosa
+82,5.1,2.8,4.6,1.4,Iris-versicolor
+83,5.1,3.8,1.5,0.4,Iris-setosa
+84,5.8,3.4,1.6,0.4,Iris-setosa
+85,6.1,2.8,4.0,1.3,Iris-versicolor
+86,4.8,3.0,1.4,0.2,Iris-setosa
+87,6.3,3.3,5.7,2.5,Iris-virginica
+88,6.7,2.9,5.6,2.5,Iris-virginica
+89,4.7,3.0,1.3,0.2,Iris-setosa
+90,6.3,3.3,5.7,2.3,Iris-virginica
+91,5.4,3.0,1.2,0.6,Iris-setosa
+92,4.6,3.0,4.1,1.3,Iris-versicolor
+93,6.3,2.3,4.7,1.5,Iris-versicolor
+94,5.9,3.0,4.9,1.5,Iris-versicolor
+95,4.4,3.1,1.6,0.2,Iris-setosa
+96,4.9,3.1,1.3,0.3,Iris-setosa
+97,6.0,3.2,4.3,1.8,Iris-versicolor
+98,5.0,3.5,1.4,0.2,Iris-setosa
+99,5.5,2.3,4.1,1.5,Iris-versicolor
+100,4.8,2.4,4.9,1.0,Iris-versicolor
+101,5.6,3.5,1.6,0.2,Iris-setosa
+102,7.4,2.6,6.3,2.0,Iris-virginica
+103,6.3,2.7,4.9,1.8,Iris-virginica
+104,6.8,3.2,5.6,2.4,Iris-virginica
+105,4.3,3.4,1.4,0.2,Iris-setosa
+106,6.8,2.9,4.3,1.3,Iris-versicolor
+107,6.7,3.0,5.5,2.0,Iris-virginica
+108,4.9,2.5,4.0,1.7,Iris-versicolor
+109,5.0,2.5,3.0,1.0,Iris-versicolor
+110,5.0,3.2,1.6,0.2,Iris-setosa
+111,5.6,2.6,4.9,2.3,Iris-virginica
+112,5.6,2.5,5.0,2.3,Iris-virginica
+113,4.9,3.1,1.5,0.1,Iris-setosa
+114,4.9,3.1,1.5,0.1,Iris-setosa
+115,5.9,3.4,5.9,2.1,Iris-virginica
+116,7.7,3.0,6.0,1.8,Iris-virginica
+117,7.7,3.8,6.7,2.3,Iris-virginica
+118,6.4,2.9,5.3,2.3,Iris-virginica
+119,5.1,3.8,4.5,1.2,Iris-versicolor
diff --git a/iris/realtabformer/2/5/test.csv b/iris/realtabformer/2/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/5/train.csv b/iris/realtabformer/2/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/5/val.csv b/iris/realtabformer/2/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/6/synth.csv b/iris/realtabformer/2/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9f861bd035212702f39c5d993fea15378bc7bc26
--- /dev/null
+++ b/iris/realtabformer/2/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.9,3.0,1.5,0.1,Iris-setosa
+1,4.8,3.0,4.1,1.6,Iris-versicolor
+2,4.9,3.1,1.3,0.1,Iris-setosa
+3,4.9,3.1,1.6,0.2,Iris-setosa
+4,6.8,3.1,5.9,2.4,Iris-virginica
+5,5.6,2.7,4.9,2.2,Iris-versicolor
+6,6.3,3.3,5.6,2.1,Iris-virginica
+7,6.5,2.8,5.1,2.3,Iris-virginica
+8,5.1,3.5,1.5,0.4,Iris-setosa
+9,5.5,2.9,4.1,1.3,Iris-versicolor
+10,6.1,3.0,4.7,1.4,Iris-versicolor
+11,6.5,3.0,5.8,2.1,Iris-virginica
+12,6.8,2.8,5.6,2.4,Iris-virginica
+13,4.5,3.4,1.4,0.2,Iris-setosa
+14,5.8,3.2,5.7,2.0,Iris-virginica
+15,5.5,3.8,4.0,1.0,Iris-versicolor
+16,5.5,2.6,4.0,1.5,Iris-versicolor
+17,6.1,3.4,4.7,1.5,Iris-versicolor
+18,6.8,3.1,4.9,1.5,Iris-versicolor
+19,6.3,3.3,5.3,2.3,Iris-virginica
+20,4.6,3.4,1.4,0.3,Iris-setosa
+21,5.6,2.6,3.3,1.0,Iris-versicolor
+22,6.6,3.9,4.7,1.3,Iris-versicolor
+23,6.6,2.6,4.9,1.3,Iris-versicolor
+24,7.0,3.2,6.0,1.8,Iris-virginica
+25,6.1,3.0,4.9,1.5,Iris-versicolor
+26,6.1,2.9,4.3,1.3,Iris-versicolor
+27,6.1,3.0,4.8,1.4,Iris-versicolor
+28,5.2,3.7,1.5,0.6,Iris-setosa
+29,5.0,2.5,3.0,1.2,Iris-versicolor
+30,6.1,3.0,4.5,1.8,Iris-virginica
+31,4.9,3.1,1.5,0.1,Iris-setosa
+32,5.0,3.5,1.3,0.3,Iris-setosa
+33,5.0,3.2,1.2,0.6,Iris-setosa
+34,5.0,3.5,1.4,0.2,Iris-setosa
+35,4.8,3.0,1.4,0.2,Iris-setosa
+36,5.1,3.0,1.6,0.4,Iris-setosa
+37,6.1,2.8,4.3,1.3,Iris-versicolor
+38,4.9,3.1,1.4,0.2,Iris-setosa
+39,6.1,3.5,5.6,2.4,Iris-virginica
+40,5.0,3.2,1.7,0.2,Iris-setosa
+41,6.5,2.9,5.0,1.5,Iris-virginica
+42,6.0,3.2,5.6,2.4,Iris-virginica
+43,5.6,2.5,3.9,1.3,Iris-versicolor
+44,4.8,3.4,1.4,0.2,Iris-setosa
+45,5.1,3.5,1.7,0.4,Iris-setosa
+46,5.7,3.5,1.7,0.3,Iris-setosa
+47,6.3,3.0,4.7,1.8,Iris-versicolor
+48,4.9,3.1,1.5,0.1,Iris-setosa
+49,7.2,3.2,5.6,2.4,Iris-virginica
+50,4.6,2.3,3.3,1.0,Iris-virginica
+51,4.6,3.1,1.9,0.1,Iris-setosa
+52,4.9,3.1,1.5,0.1,Iris-setosa
+53,6.4,2.9,5.3,1.9,Iris-virginica
+54,5.0,3.3,1.7,0.2,Iris-setosa
+55,5.5,2.6,4.3,1.3,Iris-versicolor
+56,6.0,3.0,4.2,1.6,Iris-virginica
+57,5.6,2.9,4.2,1.3,Iris-versicolor
+58,5.7,2.5,3.9,1.4,Iris-versicolor
+59,4.7,3.2,1.4,0.2,Iris-setosa
+60,5.9,3.3,3.7,1.1,Iris-versicolor
+61,6.2,2.9,4.6,1.9,Iris-versicolor
+62,5.5,3.0,5.1,2.2,Iris-virginica
+63,6.5,2.3,5.3,1.9,Iris-virginica
+64,5.4,3.4,1.7,0.4,Iris-setosa
+65,5.0,3.4,1.6,0.2,Iris-setosa
+66,5.7,2.5,3.9,1.0,Iris-versicolor
+67,6.5,2.9,4.0,1.4,Iris-versicolor
+68,5.8,3.4,1.5,0.2,Iris-setosa
+69,5.4,2.5,5.3,1.8,Iris-virginica
+70,4.7,3.0,1.4,0.3,Iris-setosa
+71,6.8,2.7,5.1,1.9,Iris-virginica
+72,5.5,2.8,4.1,1.0,Iris-versicolor
+73,4.6,3.4,1.4,0.2,Iris-setosa
+74,6.1,3.3,4.7,1.5,Iris-versicolor
+75,6.5,2.5,5.0,1.8,Iris-virginica
+76,5.0,2.6,4.9,1.2,Iris-versicolor
+77,6.4,2.9,4.3,1.4,Iris-versicolor
+78,5.0,3.4,1.6,0.2,Iris-setosa
+79,5.8,3.8,1.7,0.4,Iris-setosa
+80,6.1,3.0,4.7,1.5,Iris-versicolor
+81,6.2,2.8,4.8,1.8,Iris-versicolor
+82,6.1,3.4,5.4,2.3,Iris-virginica
+83,5.5,2.9,4.3,1.5,Iris-versicolor
+84,4.7,3.2,1.6,0.2,Iris-setosa
+85,6.9,3.1,5.9,2.1,Iris-virginica
+86,5.5,2.3,4.0,1.9,Iris-versicolor
+87,6.1,3.8,4.7,1.3,Iris-versicolor
+88,5.6,2.5,4.6,1.3,Iris-versicolor
+89,6.1,3.0,5.7,2.4,Iris-virginica
+90,6.1,3.8,4.9,1.9,Iris-versicolor
+91,4.8,2.2,1.4,0.2,Iris-setosa
+92,5.1,2.5,4.0,1.3,Iris-versicolor
+93,5.0,3.5,1.4,0.2,Iris-setosa
+94,4.8,2.5,4.9,1.2,Iris-versicolor
+95,4.8,3.0,1.6,0.2,Iris-setosa
+96,6.5,2.8,4.0,1.3,Iris-virginica
+97,4.9,3.1,1.4,0.1,Iris-setosa
+98,5.4,3.4,1.5,0.3,Iris-setosa
+99,7.7,2.8,6.7,2.3,Iris-virginica
+100,6.8,3.0,5.9,1.8,Iris-virginica
+101,5.0,3.2,1.3,0.5,Iris-setosa
+102,5.1,2.5,3.0,1.1,Iris-versicolor
+103,7.3,3.0,4.9,1.8,Iris-virginica
+104,5.5,3.0,5.2,1.8,Iris-virginica
+105,6.1,3.0,4.0,1.5,Iris-versicolor
+106,6.5,3.0,5.8,2.1,Iris-virginica
+107,5.9,3.0,4.5,1.8,Iris-virginica
+108,5.0,3.3,1.7,0.2,Iris-setosa
+109,6.4,2.6,5.6,1.4,Iris-virginica
+110,7.2,2.6,4.9,1.8,Iris-virginica
+111,7.3,3.3,5.7,2.6,Iris-virginica
+112,4.8,3.0,1.4,0.3,Iris-setosa
+113,5.0,3.3,1.3,0.4,Iris-setosa
+114,6.2,2.6,4.3,1.3,Iris-versicolor
+115,6.7,3.5,5.9,2.1,Iris-virginica
+116,5.0,3.2,1.2,0.2,Iris-setosa
+117,6.7,2.8,5.6,2.3,Iris-virginica
+118,5.9,3.4,5.5,2.1,Iris-virginica
+119,4.8,3.0,1.4,0.2,Iris-setosa
diff --git a/iris/realtabformer/2/6/test.csv b/iris/realtabformer/2/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/6/train.csv b/iris/realtabformer/2/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/6/val.csv b/iris/realtabformer/2/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/7/synth.csv b/iris/realtabformer/2/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..004850a942e05b67b130122cb6725e2eaa7fa720
--- /dev/null
+++ b/iris/realtabformer/2/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,3.5,1.4,0.2,Iris-setosa
+1,6.5,2.9,5.6,2.3,Iris-virginica
+2,6.3,2.9,4.7,1.5,Iris-versicolor
+3,5.8,4.4,3.8,1.1,Iris-versicolor
+4,6.6,2.8,4.8,1.3,Iris-virginica
+5,5.1,3.5,1.6,0.4,Iris-setosa
+6,5.5,2.5,5.0,1.7,Iris-virginica
+7,5.1,3.3,1.7,0.4,Iris-setosa
+8,5.9,2.6,4.9,1.2,Iris-versicolor
+9,6.3,2.9,4.7,1.8,Iris-virginica
+10,4.3,3.2,1.6,0.2,Iris-setosa
+11,6.3,3.3,4.7,1.5,Iris-versicolor
+12,5.0,2.5,4.0,1.2,Iris-versicolor
+13,5.7,3.2,5.7,2.2,Iris-virginica
+14,6.7,3.1,5.7,2.3,Iris-virginica
+15,5.4,3.2,1.4,0.2,Iris-setosa
+16,6.3,2.9,4.7,1.5,Iris-versicolor
+17,6.3,2.9,4.3,1.5,Iris-versicolor
+18,5.5,2.7,5.5,2.4,Iris-virginica
+19,4.9,3.1,1.4,0.3,Iris-setosa
+20,4.7,3.2,1.3,0.3,Iris-setosa
+21,4.4,3.1,1.6,0.2,Iris-setosa
+22,6.3,2.9,4.6,1.5,Iris-versicolor
+23,4.9,3.1,1.5,0.5,Iris-setosa
+24,4.9,3.1,1.5,0.1,Iris-setosa
+25,6.7,2.8,4.7,1.6,Iris-virginica
+26,6.4,2.9,5.7,1.1,Iris-virginica
+27,6.4,3.0,5.8,1.8,Iris-virginica
+28,6.0,2.9,4.5,1.5,Iris-versicolor
+29,5.5,3.4,1.8,0.2,Iris-setosa
+30,5.5,2.6,4.0,1.2,Iris-versicolor
+31,7.7,3.8,6.7,2.3,Iris-virginica
+32,5.5,3.4,1.7,0.2,Iris-setosa
+33,6.1,3.8,5.6,2.1,Iris-virginica
+34,6.4,2.9,4.7,1.5,Iris-versicolor
+35,6.1,3.2,5.7,2.3,Iris-virginica
+36,6.1,2.9,4.7,1.0,Iris-versicolor
+37,6.1,3.2,4.7,1.7,Iris-versicolor
+38,6.5,3.0,5.1,2.1,Iris-virginica
+39,6.4,3.0,5.8,2.1,Iris-virginica
+40,5.5,3.8,1.7,0.2,Iris-setosa
+41,5.6,2.5,4.2,1.3,Iris-versicolor
+42,5.4,3.4,1.5,0.2,Iris-setosa
+43,6.4,2.8,5.7,1.3,Iris-virginica
+44,6.5,2.9,4.9,1.5,Iris-versicolor
+45,6.7,2.9,5.6,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.4,Iris-setosa
+47,5.4,3.4,1.7,0.4,Iris-setosa
+48,4.9,3.0,1.4,0.1,Iris-setosa
+49,5.8,3.4,1.5,0.4,Iris-setosa
+50,5.1,3.8,1.6,0.4,Iris-setosa
+51,5.1,3.7,1.6,0.4,Iris-setosa
+52,5.5,2.8,4.1,1.4,Iris-versicolor
+53,6.9,2.8,4.9,1.3,Iris-versicolor
+54,4.8,3.4,1.4,0.2,Iris-setosa
+55,5.3,4.3,1.5,0.2,Iris-setosa
+56,6.9,2.9,4.5,1.5,Iris-versicolor
+57,6.5,3.0,5.7,2.3,Iris-virginica
+58,6.5,2.2,5.8,1.8,Iris-virginica
+59,5.0,3.4,1.6,0.2,Iris-setosa
+60,6.8,2.6,4.9,1.4,Iris-versicolor
+61,6.3,3.1,5.6,2.5,Iris-virginica
+62,4.8,2.6,4.3,1.3,Iris-versicolor
+63,6.4,2.9,4.6,1.9,Iris-versicolor
+64,6.5,2.9,5.3,1.8,Iris-virginica
+65,5.4,3.0,4.1,1.3,Iris-versicolor
+66,6.3,2.7,4.9,1.8,Iris-virginica
+67,5.0,3.2,1.7,0.2,Iris-setosa
+68,5.6,2.5,3.9,1.1,Iris-versicolor
+69,5.4,3.2,4.1,1.2,Iris-versicolor
+70,5.8,3.4,1.5,0.2,Iris-setosa
+71,6.8,3.2,5.7,2.0,Iris-virginica
+72,4.8,3.0,4.4,1.3,Iris-versicolor
+73,6.5,2.8,4.8,1.8,Iris-versicolor
+74,6.4,2.9,5.6,1.9,Iris-virginica
+75,6.6,2.5,4.9,1.7,Iris-versicolor
+76,6.3,2.9,4.7,1.3,Iris-versicolor
+77,5.3,2.9,3.9,1.4,Iris-versicolor
+78,5.9,2.4,3.3,1.0,Iris-versicolor
+79,4.3,3.4,1.4,0.3,Iris-setosa
+80,7.1,3.0,5.9,1.8,Iris-virginica
+81,7.7,2.5,6.9,1.8,Iris-virginica
+82,6.9,3.1,5.6,2.1,Iris-virginica
+83,6.9,3.8,4.7,1.5,Iris-versicolor
+84,6.4,2.8,4.5,1.5,Iris-versicolor
+85,5.7,3.0,4.2,1.2,Iris-versicolor
+86,4.9,3.0,4.4,1.7,Iris-virginica
+87,5.1,3.3,1.7,0.3,Iris-setosa
+88,6.0,3.2,5.7,2.0,Iris-virginica
+89,5.1,2.5,3.9,1.1,Iris-versicolor
+90,6.3,2.9,5.6,1.8,Iris-virginica
+91,4.9,3.0,1.3,0.1,Iris-setosa
+92,4.6,3.2,1.6,0.3,Iris-setosa
+93,6.0,3.2,5.4,2.1,Iris-virginica
+94,6.2,2.9,5.0,1.3,Iris-virginica
+95,5.9,3.1,5.5,2.1,Iris-virginica
+96,5.8,3.0,1.6,0.4,Iris-setosa
+97,4.9,3.1,1.5,0.1,Iris-setosa
+98,7.2,3.0,6.8,2.4,Iris-virginica
+99,5.0,4.0,4.6,1.2,Iris-versicolor
+100,5.7,3.0,5.2,2.0,Iris-virginica
+101,6.1,3.2,4.0,1.4,Iris-versicolor
+102,6.1,2.9,4.7,1.8,Iris-versicolor
+103,6.1,3.0,5.6,1.8,Iris-virginica
+104,6.3,3.3,5.7,2.5,Iris-virginica
+105,5.1,3.4,1.6,0.4,Iris-setosa
+106,4.4,3.1,1.4,0.2,Iris-setosa
+107,5.1,3.4,1.6,0.4,Iris-setosa
+108,5.1,3.0,1.2,0.4,Iris-setosa
+109,5.5,3.0,4.2,1.3,Iris-versicolor
+110,5.5,2.6,3.3,1.0,Iris-versicolor
+111,6.6,2.8,4.9,1.3,Iris-versicolor
+112,6.3,2.9,4.6,1.8,Iris-virginica
+113,6.7,3.0,5.6,2.4,Iris-virginica
+114,6.1,2.6,4.7,1.3,Iris-versicolor
+115,5.0,3.5,1.5,0.0,Iris-setosa
+116,4.6,3.0,1.4,0.3,Iris-setosa
+117,6.3,2.9,4.7,1.8,Iris-virginica
+118,7.3,2.9,6.7,1.8,Iris-virginica
+119,5.6,4.0,4.2,1.3,Iris-versicolor
diff --git a/iris/realtabformer/2/7/test.csv b/iris/realtabformer/2/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/7/train.csv b/iris/realtabformer/2/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/7/val.csv b/iris/realtabformer/2/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/8/synth.csv b/iris/realtabformer/2/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..12cfedb790df07f57893dc6d28186aaf63a79e9f
--- /dev/null
+++ b/iris/realtabformer/2/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,3.0,4.5,1.2,Iris-versicolor
+1,6.4,3.0,4.6,1.5,Iris-versicolor
+2,5.4,3.4,1.5,0.4,Iris-setosa
+3,5.7,2.9,3.6,1.1,Iris-versicolor
+4,6.3,2.8,4.8,1.5,Iris-versicolor
+5,6.1,2.8,4.0,1.4,Iris-versicolor
+6,5.6,3.0,4.2,1.3,Iris-versicolor
+7,5.0,3.9,1.7,0.6,Iris-setosa
+8,5.1,3.3,1.7,0.3,Iris-setosa
+9,6.4,2.8,5.5,1.8,Iris-virginica
+10,5.3,3.4,1.5,0.2,Iris-setosa
+11,6.4,2.9,5.3,1.8,Iris-virginica
+12,5.0,3.8,1.7,0.5,Iris-setosa
+13,5.0,3.3,1.7,0.1,Iris-setosa
+14,5.8,2.6,4.0,1.5,Iris-versicolor
+15,6.4,2.8,5.6,1.3,Iris-virginica
+16,6.1,3.8,4.7,1.5,Iris-versicolor
+17,4.9,3.0,4.3,1.2,Iris-virginica
+18,6.0,3.2,5.4,2.5,Iris-virginica
+19,7.4,2.8,6.3,1.9,Iris-virginica
+20,4.6,3.2,1.4,0.3,Iris-setosa
+21,5.5,3.0,1.2,0.3,Iris-setosa
+22,6.1,2.8,4.5,1.5,Iris-versicolor
+23,6.5,2.8,4.3,1.5,Iris-versicolor
+24,6.3,2.9,4.6,1.5,Iris-versicolor
+25,6.8,3.2,5.2,2.2,Iris-virginica
+26,6.0,3.2,4.7,1.5,Iris-versicolor
+27,7.6,3.2,4.1,1.3,Iris-virginica
+28,5.7,2.8,4.0,1.3,Iris-versicolor
+29,5.4,2.5,4.6,1.3,Iris-versicolor
+30,5.6,2.5,4.9,1.1,Iris-versicolor
+31,6.1,3.8,4.7,1.8,Iris-virginica
+32,5.5,2.5,4.9,1.5,Iris-versicolor
+33,5.5,2.5,5.1,1.0,Iris-virginica
+34,5.4,3.0,4.1,1.2,Iris-versicolor
+35,6.4,3.3,4.7,1.5,Iris-versicolor
+36,7.1,2.8,4.7,1.9,Iris-versicolor
+37,5.1,2.8,4.0,1.3,Iris-versicolor
+38,5.6,2.5,3.9,1.1,Iris-versicolor
+39,6.3,2.3,4.9,1.8,Iris-virginica
+40,5.4,3.0,1.3,0.2,Iris-setosa
+41,6.8,2.5,5.0,1.3,Iris-virginica
+42,6.4,3.2,4.3,1.3,Iris-versicolor
+43,6.1,2.8,4.7,1.5,Iris-virginica
+44,6.5,3.3,5.0,2.5,Iris-virginica
+45,6.2,2.6,4.9,1.5,Iris-versicolor
+46,5.5,2.5,3.0,1.0,Iris-versicolor
+47,4.7,3.2,1.4,0.3,Iris-setosa
+48,6.4,2.8,4.6,1.4,Iris-versicolor
+49,6.4,2.9,4.3,1.6,Iris-versicolor
+50,6.1,3.3,5.7,2.2,Iris-virginica
+51,5.2,2.8,4.6,1.6,Iris-versicolor
+52,5.2,3.4,3.5,1.4,Iris-versicolor
+53,4.4,3.4,1.5,0.3,Iris-setosa
+54,5.5,2.6,4.0,1.5,Iris-versicolor
+55,4.9,3.1,1.5,0.1,Iris-setosa
+56,6.1,3.0,4.6,1.5,Iris-versicolor
+57,5.8,3.4,1.6,0.5,Iris-setosa
+58,6.4,3.2,4.5,1.5,Iris-versicolor
+59,6.8,3.0,5.2,2.0,Iris-virginica
+60,4.9,2.5,3.3,1.0,Iris-versicolor
+61,5.7,3.0,5.8,2.3,Iris-virginica
+62,5.1,3.4,1.7,0.4,Iris-setosa
+63,6.8,3.2,5.0,2.3,Iris-virginica
+64,6.4,2.9,5.4,1.9,Iris-virginica
+65,6.7,3.0,5.7,2.2,Iris-virginica
+66,5.6,3.4,1.6,0.2,Iris-setosa
+67,5.4,3.3,1.7,0.2,Iris-setosa
+68,4.6,2.5,4.9,1.7,Iris-versicolor
+69,5.5,2.7,4.5,1.4,Iris-versicolor
+70,5.6,3.5,1.6,0.4,Iris-setosa
+71,6.5,2.9,4.5,1.5,Iris-versicolor
+72,5.0,3.0,1.8,0.2,Iris-setosa
+73,5.5,2.5,4.0,1.5,Iris-versicolor
+74,7.3,2.6,6.9,2.4,Iris-virginica
+75,4.8,3.4,1.6,0.3,Iris-setosa
+76,5.1,2.6,4.0,1.5,Iris-versicolor
+77,6.5,3.0,5.4,2.2,Iris-virginica
+78,6.7,3.3,5.7,2.2,Iris-virginica
+79,5.8,2.5,5.6,2.1,Iris-virginica
+80,6.1,3.2,4.4,1.5,Iris-versicolor
+81,4.4,2.9,1.3,0.3,Iris-setosa
+82,5.5,3.0,5.4,2.0,Iris-virginica
+83,6.7,3.0,5.5,2.3,Iris-virginica
+84,6.8,2.8,4.1,1.5,Iris-virginica
+85,5.4,3.3,1.7,0.2,Iris-setosa
+86,6.7,2.9,5.7,2.3,Iris-virginica
+87,6.1,3.4,5.7,2.1,Iris-virginica
+88,6.0,2.2,4.7,1.5,Iris-versicolor
+89,5.5,3.0,4.5,1.5,Iris-versicolor
+90,5.8,3.0,4.1,1.5,Iris-versicolor
+91,6.0,3.2,5.0,2.5,Iris-virginica
+92,6.5,2.6,5.6,1.8,Iris-virginica
+93,5.7,2.5,4.0,1.3,Iris-versicolor
+94,5.7,2.5,5.1,2.1,Iris-virginica
+95,6.4,2.8,4.6,1.8,Iris-virginica
+96,4.9,3.2,1.4,0.2,Iris-setosa
+97,6.4,2.8,5.8,1.8,Iris-virginica
+98,4.8,3.0,1.4,0.2,Iris-setosa
+99,4.4,3.2,1.3,0.2,Iris-setosa
+100,6.1,2.9,4.6,1.5,Iris-versicolor
+101,5.0,3.2,1.2,0.2,Iris-setosa
+102,6.3,2.7,4.6,1.4,Iris-versicolor
+103,7.7,2.8,6.1,2.1,Iris-virginica
+104,5.6,2.9,4.7,1.3,Iris-versicolor
+105,6.4,2.8,4.6,1.2,Iris-virginica
+106,6.5,2.8,5.6,1.7,Iris-virginica
+107,4.9,3.1,1.4,0.1,Iris-setosa
+108,6.6,2.9,4.5,1.3,Iris-versicolor
+109,4.8,2.4,3.3,1.0,Iris-versicolor
+110,5.7,3.5,1.7,0.2,Iris-setosa
+111,6.4,2.8,4.6,1.5,Iris-versicolor
+112,4.6,3.0,4.3,1.3,Iris-virginica
+113,6.8,2.8,4.1,1.3,Iris-versicolor
+114,4.9,2.4,3.4,1.1,Iris-versicolor
+115,5.8,2.9,3.9,1.0,Iris-versicolor
+116,6.3,2.9,4.6,1.0,Iris-versicolor
+117,6.8,2.8,4.1,1.5,Iris-versicolor
+118,5.7,2.5,5.6,1.3,Iris-virginica
+119,7.4,3.0,5.2,2.0,Iris-virginica
diff --git a/iris/realtabformer/2/8/test.csv b/iris/realtabformer/2/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/8/train.csv b/iris/realtabformer/2/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/8/val.csv b/iris/realtabformer/2/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/9/synth.csv b/iris/realtabformer/2/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e6b24f1290cb480a828a629d663fb2ffae644703
--- /dev/null
+++ b/iris/realtabformer/2/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7,2.6,4.9,1.5,Iris-versicolor
+1,5.5,3.4,5.9,2.4,Iris-virginica
+2,5.1,3.4,1.4,0.4,Iris-setosa
+3,7.0,3.0,6.1,1.6,Iris-virginica
+4,4.8,3.0,1.3,0.3,Iris-setosa
+5,6.0,3.2,5.7,1.6,Iris-virginica
+6,6.8,2.6,5.8,1.6,Iris-virginica
+7,4.9,3.1,1.5,0.1,Iris-setosa
+8,4.6,3.0,1.4,0.3,Iris-setosa
+9,5.6,2.7,4.2,1.3,Iris-versicolor
+10,5.5,2.5,4.3,1.3,Iris-versicolor
+11,5.0,3.0,4.7,1.8,Iris-versicolor
+12,5.9,3.4,4.5,1.0,Iris-versicolor
+13,6.7,3.0,5.7,2.4,Iris-virginica
+14,6.1,2.9,4.6,1.5,Iris-versicolor
+15,4.6,3.2,1.4,0.2,Iris-setosa
+16,4.6,3.2,1.4,0.3,Iris-setosa
+17,5.7,3.0,1.6,0.2,Iris-setosa
+18,6.0,3.2,4.7,1.8,Iris-virginica
+19,5.8,2.7,4.9,1.8,Iris-versicolor
+20,6.5,2.9,5.6,1.8,Iris-virginica
+21,5.4,3.4,1.6,0.2,Iris-setosa
+22,6.5,2.6,5.3,1.3,Iris-virginica
+23,6.7,2.8,5.7,2.3,Iris-virginica
+24,5.4,2.8,4.6,1.5,Iris-versicolor
+25,5.3,2.7,3.9,1.2,Iris-versicolor
+26,5.1,3.4,1.7,0.4,Iris-setosa
+27,6.1,2.8,4.7,1.4,Iris-virginica
+28,5.6,2.9,3.6,1.0,Iris-versicolor
+29,4.8,3.1,1.5,0.2,Iris-setosa
+30,5.9,3.0,1.4,0.2,Iris-setosa
+31,4.5,3.2,1.6,0.2,Iris-setosa
+32,6.0,2.2,5.0,1.8,Iris-virginica
+33,5.5,3.0,4.4,1.2,Iris-versicolor
+34,4.8,3.4,1.6,0.2,Iris-setosa
+35,4.8,3.4,1.9,0.2,Iris-setosa
+36,7.2,3.0,5.9,1.8,Iris-virginica
+37,5.1,3.2,1.5,0.2,Iris-setosa
+38,5.5,4.3,1.3,0.2,Iris-setosa
+39,5.7,2.5,4.1,1.3,Iris-versicolor
+40,6.1,3.0,5.1,2.3,Iris-virginica
+41,4.9,3.1,1.5,0.1,Iris-setosa
+42,5.8,3.4,5.4,2.2,Iris-virginica
+43,6.5,2.8,5.1,1.8,Iris-virginica
+44,6.3,2.7,4.9,1.5,Iris-versicolor
+45,5.7,3.5,5.1,2.2,Iris-virginica
+46,4.9,3.1,1.5,0.1,Iris-setosa
+47,6.8,2.9,5.6,1.4,Iris-virginica
+48,6.3,3.3,5.0,2.3,Iris-virginica
+49,4.9,3.1,1.6,0.2,Iris-setosa
+50,4.6,2.9,1.3,0.3,Iris-setosa
+51,4.5,3.0,1.4,0.2,Iris-setosa
+52,6.1,2.6,4.6,1.3,Iris-versicolor
+53,6.1,3.8,4.7,1.4,Iris-versicolor
+54,5.4,2.6,4.3,1.2,Iris-versicolor
+55,7.4,2.8,6.3,1.3,Iris-virginica
+56,5.3,3.3,1.6,0.2,Iris-setosa
+57,5.7,3.5,5.1,2.3,Iris-virginica
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+59,5.1,3.4,1.5,0.4,Iris-setosa
+60,5.8,2.6,4.9,1.4,Iris-versicolor
+61,4.7,3.3,1.7,0.3,Iris-setosa
+62,5.1,3.8,4.5,1.2,Iris-versicolor
+63,6.3,2.8,4.6,1.5,Iris-versicolor
+64,5.8,3.4,5.2,2.2,Iris-virginica
+65,5.4,2.7,3.3,1.0,Iris-versicolor
+66,6.8,3.4,5.1,2.3,Iris-virginica
+67,5.6,3.5,1.5,0.5,Iris-setosa
+68,5.0,3.4,1.6,0.2,Iris-setosa
+69,6.1,3.8,4.6,1.4,Iris-versicolor
+70,4.6,3.4,1.4,0.2,Iris-setosa
+71,5.7,3.8,1.6,0.4,Iris-setosa
+72,5.1,3.8,1.7,0.2,Iris-setosa
+73,6.4,2.9,4.6,1.5,Iris-versicolor
+74,5.6,2.7,5.1,2.3,Iris-virginica
+75,6.5,2.9,4.3,1.3,Iris-versicolor
+76,5.6,3.2,1.6,0.3,Iris-setosa
+77,6.4,2.8,5.6,1.9,Iris-virginica
+78,7.1,3.8,6.1,1.8,Iris-virginica
+79,4.8,3.2,1.4,0.2,Iris-setosa
+80,5.0,3.2,1.6,0.2,Iris-setosa
+81,5.5,2.6,4.0,1.3,Iris-versicolor
+82,5.0,3.5,1.4,0.2,Iris-setosa
+83,5.0,3.4,1.6,0.2,Iris-setosa
+84,6.1,3.0,4.8,1.5,Iris-versicolor
+85,6.5,3.0,5.1,1.8,Iris-virginica
+86,6.4,2.9,5.7,1.6,Iris-virginica
+87,6.6,2.8,4.1,1.5,Iris-versicolor
+88,6.1,2.9,4.7,1.5,Iris-versicolor
+89,6.1,2.9,4.6,1.4,Iris-versicolor
+90,6.1,3.4,4.9,1.4,Iris-versicolor
+91,5.6,2.7,4.2,2.3,Iris-versicolor
+92,6.3,2.8,4.6,1.3,Iris-versicolor
+93,6.8,3.8,5.6,2.4,Iris-virginica
+94,5.0,2.5,3.6,1.0,Iris-versicolor
+95,5.9,2.8,5.1,1.9,Iris-virginica
+96,6.7,2.9,4.7,1.8,Iris-virginica
+97,6.3,2.9,4.9,1.5,Iris-versicolor
+98,5.6,3.4,1.7,0.3,Iris-setosa
+99,6.1,2.9,4.7,1.5,Iris-versicolor
+100,6.1,3.0,4.8,1.8,Iris-virginica
+101,5.1,3.5,1.6,0.4,Iris-setosa
+102,5.7,3.3,1.7,0.3,Iris-setosa
+103,6.3,2.9,5.3,1.4,Iris-virginica
+104,4.8,3.1,1.5,0.1,Iris-setosa
+105,6.2,2.9,5.3,1.8,Iris-virginica
+106,5.6,2.8,4.1,1.3,Iris-versicolor
+107,5.5,3.0,5.5,2.2,Iris-setosa
+108,6.7,2.8,4.7,1.4,Iris-versicolor
+109,5.1,2.4,3.5,1.4,Iris-versicolor
+110,4.6,3.4,1.4,0.3,Iris-setosa
+111,5.8,3.4,5.0,2.4,Iris-virginica
+112,6.4,2.9,5.6,1.9,Iris-virginica
+113,6.1,2.8,4.0,1.3,Iris-versicolor
+114,5.6,3.5,1.4,0.3,Iris-setosa
+115,5.5,3.3,1.4,0.2,Iris-setosa
+116,6.0,3.4,5.4,2.2,Iris-virginica
+117,5.7,2.8,3.1,1.0,Iris-versicolor
+118,6.8,3.5,5.9,2.1,Iris-virginica
+119,6.1,3.8,4.6,1.2,Iris-versicolor
diff --git a/iris/realtabformer/2/9/test.csv b/iris/realtabformer/2/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/9/train.csv b/iris/realtabformer/2/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/realtabformer/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/2/9/val.csv b/iris/realtabformer/2/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/realtabformer/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/2/mlu_log.csv b/iris/realtabformer/2/mlu_log.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a309e32ae08e77098f9b98ec00b0c13328b0ccfd
--- /dev/null
+++ b/iris/realtabformer/2/mlu_log.csv
@@ -0,0 +1,45 @@
+synthesizer_type,synthesizer_step,train_loss,mlu_step,global_step,sample_step,pre_loss,mlu_loss,post_loss
+realtabformer,0,,,,,,,
+realtabformer,1,,,,,,,
+realtabformer,2,,,,,,,
+realtabformer,3,,,,,,,
+realtabformer,4,,3.0,0.0,3.0,,0.0,
+realtabformer,0,,,,,,,
+realtabformer,1,,,,,,,
+realtabformer,2,,,,,,,
+realtabformer,3,,,,,,,
+realtabformer,4,,7.0,1.0,3.0,,0.0,
+realtabformer,0,,,,,,,
+realtabformer,1,,,,,,,
+realtabformer,2,,,,,,,
+realtabformer,3,0.5429,,,,,,
+realtabformer,4,0.5429,11.0,2.0,3.0,,0.0,
+realtabformer,0,0.5429,,,,,,
+realtabformer,1,0.5429,,,,,,
+realtabformer,2,0.5429,,,,,,
+realtabformer,3,0.5429,,,,,,
+realtabformer,4,0.5429,15.0,3.0,3.0,,0.0,
+realtabformer,0,0.5429,,,,,,
+realtabformer,1,0.5429,,,,,,
+realtabformer,2,0.5429,,,,,,
+realtabformer,3,0.5429,,,,,,
+realtabformer,4,0.5429,19.0,4.0,3.0,,0.0,
+realtabformer,0,0.5429,,,,,,
+realtabformer,1,0.5429,,,,,,
+realtabformer,2,0.5429,,,,,,
+realtabformer,3,0.4458,,,,,,
+realtabformer,4,0.4458,23.0,5.0,3.0,,0.0,
+realtabformer,0,0.4458,,,,,,
+realtabformer,1,0.4458,,,,,,
+realtabformer,2,0.4458,,,,,,
+realtabformer,3,0.4458,,,,,,
+realtabformer,4,0.4458,27.0,6.0,3.0,,0.0,
+realtabformer,0,0.4458,,,,,,
+realtabformer,1,0.4458,,,,,,
+realtabformer,2,0.4458,,,,,,
+realtabformer,3,0.4458,,,,,,
+realtabformer,4,0.4458,31.0,7.0,3.0,,0.0,
+realtabformer,0,0.4458,,,,,,
+realtabformer,1,0.4458,,,,,,
+realtabformer,2,0.4061,,,,,,
+realtabformer,3,0.4061,,,,,,
diff --git a/iris/realtabformer/2/params.json b/iris/realtabformer/2/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..56bb3de3d4e5a1992d6fc810fe22e8ab2fa1018c
--- /dev/null
+++ b/iris/realtabformer/2/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6b005ab77f236809a3217466fd338b7b4f17b31226606c99ed8cd8425172b8af
+size 712
diff --git a/iris/realtabformer/2/realtabformer_eval.ipynb b/iris/realtabformer/2/realtabformer_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..8db3d7b30642c954a3d4faf3060c7df3917f7f6e
--- /dev/null
+++ b/iris/realtabformer/2/realtabformer_eval.ipynb
@@ -0,0 +1,6536 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "b9eeef89",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:28.916959Z",
+     "iopub.status.busy": "2024-07-25T10:13:28.916676Z",
+     "iopub.status.idle": "2024-07-25T10:13:39.507516Z",
+     "shell.execute_reply": "2024-07-25T10:13:39.506356Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697371780299,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.62432,
+     "end_time": "2024-07-25T10:13:39.510045",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:28.885725",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 45%\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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "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... 72%\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",
+      "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": "1d985625",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:39.578528Z",
+     "iopub.status.busy": "2024-07-25T10:13:39.578156Z",
+     "iopub.status.idle": "2024-07-25T10:13:39.586267Z",
+     "shell.execute_reply": "2024-07-25T10:13:39.585447Z"
+    },
+    "papermill": {
+     "duration": 0.044439,
+     "end_time": "2024-07-25T10:13:39.588208",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:39.543769",
+     "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": "74d4b0e5",
+   "metadata": {
+    "papermill": {
+     "duration": 0.031416,
+     "end_time": "2024-07-25T10:13:39.651934",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:39.620518",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "6f2b2d8d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:39.719227Z",
+     "iopub.status.busy": "2024-07-25T10:13:39.718245Z",
+     "iopub.status.idle": "2024-07-25T10:13:39.723658Z",
+     "shell.execute_reply": "2024-07-25T10:13:39.722679Z"
+    },
+    "papermill": {
+     "duration": 0.041339,
+     "end_time": "2024-07-25T10:13:39.725613",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:39.684274",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "plt.rcParams['figure.figsize'] = [3,3]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "ddcbcf62",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:39.791864Z",
+     "iopub.status.busy": "2024-07-25T10:13:39.791534Z",
+     "iopub.status.idle": "2024-07-25T10:13:39.799052Z",
+     "shell.execute_reply": "2024-07-25T10:13:39.798154Z"
+    },
+    "papermill": {
+     "duration": 0.042886,
+     "end_time": "2024-07-25T10:13:39.801028",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:39.758142",
+     "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": "bc9806e7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:39.867930Z",
+     "iopub.status.busy": "2024-07-25T10:13:39.867595Z",
+     "iopub.status.idle": "2024-07-25T10:13:39.872782Z",
+     "shell.execute_reply": "2024-07-25T10:13:39.871906Z"
+    },
+    "papermill": {
+     "duration": 0.040956,
+     "end_time": "2024-07-25T10:13:39.874608",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:39.833652",
+     "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/2\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = True\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "fb172c7e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:39.939352Z",
+     "iopub.status.busy": "2024-07-25T10:13:39.938815Z",
+     "iopub.status.idle": "2024-07-25T10:13:39.942959Z",
+     "shell.execute_reply": "2024-07-25T10:13:39.942151Z"
+    },
+    "papermill": {
+     "duration": 0.038873,
+     "end_time": "2024-07-25T10:13:39.944933",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:39.906060",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "if df_name == \"df\":\n",
+    "    save_embedding = True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "a591188f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:40.012156Z",
+     "iopub.status.busy": "2024-07-25T10:13:40.011323Z",
+     "iopub.status.idle": "2024-07-25T10:13:40.017356Z",
+     "shell.execute_reply": "2024-07-25T10:13:40.016506Z"
+    },
+    "papermill": {
+     "duration": 0.041897,
+     "end_time": "2024-07-25T10:13:40.019295",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:39.977398",
+     "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": "0cfa767f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:40.084920Z",
+     "iopub.status.busy": "2024-07-25T10:13:40.084158Z",
+     "iopub.status.idle": "2024-07-25T10:13:41.072196Z",
+     "shell.execute_reply": "2024-07-25T10:13:41.071018Z"
+    },
+    "papermill": {
+     "duration": 1.023639,
+     "end_time": "2024-07-25T10:13:41.074843",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:40.051204",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "fatal: destination path 'final' already exists and is not an empty directory.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "#\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "#!rm -rf final\n",
+    "!git clone https://huggingface.co/linearch/{repo} final\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "f640dbcf",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:41.147228Z",
+     "iopub.status.busy": "2024-07-25T10:13:41.146769Z",
+     "iopub.status.idle": "2024-07-25T10:13:42.145681Z",
+     "shell.execute_reply": "2024-07-25T10:13:42.144566Z"
+    },
+    "papermill": {
+     "duration": 1.039777,
+     "end_time": "2024-07-25T10:13:42.147949",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:41.108172",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working/iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "%cd /kaggle/working/\n",
+    "#!rm -rf {dataset_name}\n",
+    "!mkdir {dataset_name}\n",
+    "%cd {dataset_name}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "f93dca2f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:42.219651Z",
+     "iopub.status.busy": "2024-07-25T10:13:42.218743Z",
+     "iopub.status.idle": "2024-07-25T10:13:42.228523Z",
+     "shell.execute_reply": "2024-07-25T10:13:42.227624Z"
+    },
+    "papermill": {
+     "duration": 0.048063,
+     "end_time": "2024-07-25T10:13:42.230539",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:42.182476",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/realtabformer/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": "fe09f914",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:42.306348Z",
+     "iopub.status.busy": "2024-07-25T10:13:42.305485Z",
+     "iopub.status.idle": "2024-07-25T10:13:42.677872Z",
+     "shell.execute_reply": "2024-07-25T10:13:42.676916Z"
+    },
+    "executionInfo": {
+     "elapsed": 333,
+     "status": "ok",
+     "timestamp": 1697372585128,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.415999,
+     "end_time": "2024-07-25T10:13:42.680111",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:42.264112",
+     "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": "0339d75b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:42.749375Z",
+     "iopub.status.busy": "2024-07-25T10:13:42.748699Z",
+     "iopub.status.idle": "2024-07-25T10:13:44.395303Z",
+     "shell.execute_reply": "2024-07-25T10:13:44.394387Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697372585711,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.683872,
+     "end_time": "2024-07-25T10:13:44.397796",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:42.713924",
+     "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": "82e6c5c1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:44.469369Z",
+     "iopub.status.busy": "2024-07-25T10:13:44.468431Z",
+     "iopub.status.idle": "2024-07-25T10:13:44.475886Z",
+     "shell.execute_reply": "2024-07-25T10:13:44.475128Z"
+    },
+    "executionInfo": {
+     "elapsed": 417,
+     "status": "ok",
+     "timestamp": 1697375526563,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.044851,
+     "end_time": "2024-07-25T10:13:44.477857",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:44.433006",
+     "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": "49aeaa23",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:44.547062Z",
+     "iopub.status.busy": "2024-07-25T10:13:44.546483Z",
+     "iopub.status.idle": "2024-07-25T10:13:44.551169Z",
+     "shell.execute_reply": "2024-07-25T10:13:44.550282Z"
+    },
+    "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": 0.042284,
+     "end_time": "2024-07-25T10:13:44.553245",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:44.510961",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      ".\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_dir_2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "cbb94d9c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:44.623775Z",
+     "iopub.status.busy": "2024-07-25T10:13:44.622896Z",
+     "iopub.status.idle": "2024-07-25T10:13:44.744646Z",
+     "shell.execute_reply": "2024-07-25T10:13:44.743602Z"
+    },
+    "papermill": {
+     "duration": 0.160454,
+     "end_time": "2024-07-25T10:13:44.747591",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:44.587137",
+     "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": "58c736d2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:44.830282Z",
+     "iopub.status.busy": "2024-07-25T10:13:44.829890Z",
+     "iopub.status.idle": "2024-07-25T10:13:49.179559Z",
+     "shell.execute_reply": "2024-07-25T10:13:49.178593Z"
+    },
+    "papermill": {
+     "duration": 4.393615,
+     "end_time": "2024-07-25T10:13:49.181829",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:44.788214",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-25 10:13:46.585776: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-25 10:13:46.585831: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-25 10:13:46.587435: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_run True\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_lct_ae\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    print(\"mlu_run\", mlu_run)\n",
+    "#     lct_ae = load_lct_ae(\n",
+    "#         dataset_name=dataset_name,\n",
+    "#         model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "#         model_name=\"lct_ae\",\n",
+    "#         df_name=\"df\",\n",
+    "#     )\n",
+    "lct_ae = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "b82585d2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:49.253335Z",
+     "iopub.status.busy": "2024-07-25T10:13:49.252449Z",
+     "iopub.status.idle": "2024-07-25T10:13:49.260019Z",
+     "shell.execute_reply": "2024-07-25T10:13:49.259229Z"
+    },
+    "papermill": {
+     "duration": 0.045439,
+     "end_time": "2024-07-25T10:13:49.261950",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:49.216511",
+     "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": "83bc994f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:49.330591Z",
+     "iopub.status.busy": "2024-07-25T10:13:49.330239Z",
+     "iopub.status.idle": "2024-07-25T10:13:52.101932Z",
+     "shell.execute_reply": "2024-07-25T10:13:52.101144Z"
+    },
+    "papermill": {
+     "duration": 2.808805,
+     "end_time": "2024-07-25T10:13:52.104285",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:49.295480",
+     "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": "7dab8db2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:52.177721Z",
+     "iopub.status.busy": "2024-07-25T10:13:52.177356Z",
+     "iopub.status.idle": "2024-07-25T10:13:52.183731Z",
+     "shell.execute_reply": "2024-07-25T10:13:52.182744Z"
+    },
+    "papermill": {
+     "duration": 0.046052,
+     "end_time": "2024-07-25T10:13:52.185670",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:52.139618",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, Embedding(89, 864), True),\n",
+       " 'lct_gan': 14,\n",
+       " 'tab_ddpm_concat': 5}"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "preprocessor.adapter_sizes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "85fe8b09",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:52.254608Z",
+     "iopub.status.busy": "2024-07-25T10:13:52.254036Z",
+     "iopub.status.idle": "2024-07-25T10:13:52.795880Z",
+     "shell.execute_reply": "2024-07-25T10:13:52.795032Z"
+    },
+    "papermill": {
+     "duration": 0.579191,
+     "end_time": "2024-07-25T10:13:52.798355",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:52.219164",
+     "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": "ea18773d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:52.871583Z",
+     "iopub.status.busy": "2024-07-25T10:13:52.870901Z",
+     "iopub.status.idle": "2024-07-25T10:13:52.916844Z",
+     "shell.execute_reply": "2024-07-25T10:13:52.915905Z"
+    },
+    "papermill": {
+     "duration": 0.084982,
+     "end_time": "2024-07-25T10:13:52.918843",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:52.833861",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Creating model of type <class 'ml_utility_loss.loss_learning.estimator.model.models.TwinEncoder'>\n",
+      "[*] Embedding True True\n",
+      "['realtabformer'] 1\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.model.pipeline import remove_non_model_params\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    params2 = remove_non_model_params(params)\n",
+    "    mlu_model = create_model(\n",
+    "        adapters=preprocessor.adapter_sizes,\n",
+    "        #Body=\"twin_encoder\",\n",
+    "        **params2,\n",
+    "    )\n",
+    "    #cf.apply_weight_standardization(model, n_last_layers_ignore=0)\n",
+    "    print(mlu_model.models, len(mlu_model.adapters))\n",
+    "else:\n",
+    "    mlu_model = None\n",
+    "    mlu_trainer = None\n",
+    "    ae_mlu_trainer = None\n",
+    "    gan_mlu_trainer = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "4241e604",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:52.992125Z",
+     "iopub.status.busy": "2024-07-25T10:13:52.991751Z",
+     "iopub.status.idle": "2024-07-25T10:13:53.040926Z",
+     "shell.execute_reply": "2024-07-25T10:13:53.040063Z"
+    },
+    "papermill": {
+     "duration": 0.088818,
+     "end_time": "2024-07-25T10:13:53.042898",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:52.954080",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'t_start': 0, 't_end': 0, 't_range': None, 'n_steps': 4, 'n_inner_steps': 1, 'n_inner_steps_2': 1, 'loss_mul': 1, 'div_batch': False, 'forgive_over': True, 'n_real': 16, 'n_samples': 16, 't_steps': 5, 'mlu_run': 2, 'target': None, 'lr': 0.00039137535394222233, 'loss_fn': <function l1_loss at 0x7bb0c57c0c10>, 'Optim': <class 'torch_optimizer.diffgrad.DiffGrad'>}\n"
+     ]
+    }
+   ],
+   "source": [
+    "import ml_utility_loss.synthesizers.realtabformer.params2 as MLU_PARAMS\n",
+    "from ml_utility_loss.tuning import map_parameters\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_params0 = getattr(MLU_PARAMS, dataset_name)\n",
+    "    mlu_params = mlu_params0.BEST_DICT[gp][gp_multiply]\n",
+    "    if isinstance(mlu_params, (list, tuple)):\n",
+    "        mlu_params = mlu_params[param_index]\n",
+    "    mlu_params = map_parameters(mlu_params, param_space=mlu_params0.PARAM_SPACE)\n",
+    "    mlu_params[\"target\"] = mlu_params.pop(\"mlu_target\", mlu_params.pop(\"target\", None))\n",
+    "    mlu_params[\"lr\"] = mlu_params.pop(\"mlu_lr\", mlu_params.pop(\"lr\", None))\n",
+    "    mlu_params[\"loss_fn\"] = mlu_params.pop(\"mlu_loss_fn\", mlu_params.pop(\"loss_fn\", None))\n",
+    "    mlu_params[\"Optim\"] = mlu_params.pop(\"mlu_Optim\", mlu_params.pop(\"Optim\", None))\n",
+    "    mlu_params.pop(\"gradient_penalty_kwargs\", None)\n",
+    "    print(mlu_params)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "18b6e812",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:53.114285Z",
+     "iopub.status.busy": "2024-07-25T10:13:53.114022Z",
+     "iopub.status.idle": "2024-07-25T10:13:53.150606Z",
+     "shell.execute_reply": "2024-07-25T10:13:53.149905Z"
+    },
+    "papermill": {
+     "duration": 0.074943,
+     "end_time": "2024-07-25T10:13:53.152589",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:53.077646",
+     "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": "a2c5e3f9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:53.224332Z",
+     "iopub.status.busy": "2024-07-25T10:13:53.223994Z",
+     "iopub.status.idle": "2024-07-25T10:13:53.228239Z",
+     "shell.execute_reply": "2024-07-25T10:13:53.227329Z"
+    },
+    "papermill": {
+     "duration": 0.042773,
+     "end_time": "2024-07-25T10:13:53.230240",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:53.187467",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "f839dda7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:53.300000Z",
+     "iopub.status.busy": "2024-07-25T10:13:53.299440Z",
+     "iopub.status.idle": "2024-07-25T10:13:53.954547Z",
+     "shell.execute_reply": "2024-07-25T10:13:53.953457Z"
+    },
+    "papermill": {
+     "duration": 0.692471,
+     "end_time": "2024-07-25T10:13:53.957004",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:53.264533",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Caching in ../../../../iris/_cache_inference/realtabformer/all inf False\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_dataset\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    dataset = load_dataset(\n",
+    "        dataset_dir=os.path.join(path_prefix, \"ml-utility-loss/\", \"synthetics\", dataset_name),\n",
+    "        preprocessor=preprocessor,\n",
+    "        cache_dir=os.path.join(path_prefix, dataset_name, \"_cache_inference\"),\n",
+    "        val=False,\n",
+    "        ratio=None,\n",
+    "        drop_first_column=True,\n",
+    "        model=single_model,\n",
+    "        train=\"train\", test=\"test\", value=\"real_value\",\n",
+    "        file=\"info_2.csv\",\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "a3ed48bb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:54.029198Z",
+     "iopub.status.busy": "2024-07-25T10:13:54.028919Z",
+     "iopub.status.idle": "2024-07-25T10:13:54.273400Z",
+     "shell.execute_reply": "2024-07-25T10:13:54.272394Z"
+    },
+    "papermill": {
+     "duration": 0.28313,
+     "end_time": "2024-07-25T10:13:54.275701",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:53.992571",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu step every 5 starting 0 until 0\n",
+      "mlu step times 4*1*1\n",
+      "mlu samples 16 / 16\n",
+      "mlu logging ./mlu_log.csv\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.wrapper import MLUtilityTrainer\n",
+    "from ml_utility_loss.util import clear_memory\n",
+    "import os\n",
+    "clear_memory()\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_trainer = MLUtilityTrainer(\n",
+    "        model=mlu_model[single_model],\n",
+    "        dataset=dataset,\n",
+    "        debug=True,\n",
+    "        log_path=os.path.join(model_dir_2, \"mlu_log.csv\"),\n",
+    "        **mlu_params,\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "a012a686",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:54.349326Z",
+     "iopub.status.busy": "2024-07-25T10:13:54.349017Z",
+     "iopub.status.idle": "2024-07-25T10:13:54.358349Z",
+     "shell.execute_reply": "2024-07-25T10:13:54.357477Z"
+    },
+    "executionInfo": {
+     "elapsed": 2,
+     "status": "ok",
+     "timestamp": 1697375527010,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.048985,
+     "end_time": "2024-07-25T10:13:54.360251",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:54.311266",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'vocab_size': 27000,\n",
+       " 'n_positions': 512,\n",
+       " 'n_embd': 864,\n",
+       " 'n_layer': 6,\n",
+       " 'n_head': 16,\n",
+       " 'activation_function': 'tanh',\n",
+       " 'resid_pdrop': 0.07594191919929022,\n",
+       " 'embd_pdrop': 0.19380366539807364,\n",
+       " 'attn_pdrop': 0.16469325333835552,\n",
+       " 'layer_norm_epsilon': 7.183655237149971e-06,\n",
+       " 'initializer_range': 0.04773452438247231,\n",
+       " 'scale_attn_weights': True,\n",
+       " 'scale_attn_by_inverse_layer_idx': True,\n",
+       " 'batch_size': 8,\n",
+       " 'mask_rate': 0.03635309194580345,\n",
+       " 'numeric_nparts': 1,\n",
+       " 'numeric_precision': 4,\n",
+       " 'numeric_max_len': 10,\n",
+       " 'evaluation_strategy': 'epoch',\n",
+       " 'gradient_accumulation_steps': 2,\n",
+       " 'optim': 'adamw_hf',\n",
+       " 'num_bootstrap': 34,\n",
+       " 'epochs': 44}"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\n",
+    "from ml_utility_loss.tuning import create_objective\n",
+    "import ml_utility_loss.synthesizers.realtabformer.params as PARAMS\n",
+    "from ml_utility_loss.util import filter_dict_2, filter_dict\n",
+    "from copy import deepcopy\n",
+    "\n",
+    "params = getattr(PARAMS, dataset_name).BEST\n",
+    "\n",
+    "model_params={\n",
+    "    **params,\n",
+    "}\n",
+    "\n",
+    "model_params[\"epochs\"] = min(model_params.pop(\"epochs\", 100), 100)\n",
+    "model_params[\"epochs\"] = int(round(epoch_scale * model_params[\"epochs\"]))\n",
+    "#model_params[\"batch_size\"] = 2\n",
+    "\n",
+    "model_params_ = deepcopy(model_params)\n",
+    "model_params[\"mlu_trainer\"] = mlu_trainer\n",
+    "model_params_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "53db8623",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000,
+     "referenced_widgets": [
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+      "f8683dc126714884a483d741c979d73f"
+     ]
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:13:54.430366Z",
+     "iopub.status.busy": "2024-07-25T10:13:54.430090Z",
+     "iopub.status.idle": "2024-07-25T10:19:02.456417Z",
+     "shell.execute_reply": "2024-07-25T10:19:02.455452Z"
+    },
+    "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": 308.063805,
+     "end_time": "2024-07-25T10:19:02.458505",
+     "exception": false,
+     "start_time": "2024-07-25T10:13:54.394700",
+     "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      0.027363\n",
+      "std       0.045184\n",
+      "min      -0.025000\n",
+      "25%      -0.003947\n",
+      "50%       0.014670\n",
+      "75%       0.048684\n",
+      "max       0.175000\n",
+      "dtype: float64\n",
+      "Sensitivity threshold: 0.09789473684210526 qt_max: 0.05\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model is cuda! Device is cuda\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "==========================================================================================\n",
+      "Layer (type:depth-idx)                   Output Shape              Param #\n",
+      "==========================================================================================\n",
+      "GPT2LMHeadModel                          [3, 16, 24, 54]           --\n",
+      "├─GPT2Model: 1-1                         [3, 16, 24, 54]           --\n",
+      "│    └─Embedding: 2-1                    [3, 24, 864]              76,896\n",
+      "│    └─Embedding: 2-2                    [1, 24, 864]              442,368\n",
+      "│    └─Dropout: 2-3                      [3, 24, 864]              --\n",
+      "│    └─ModuleList: 2-4                   --                        --\n",
+      "│    │    └─GPT2Block: 3-1               [3, 24, 864]              8,969,184\n",
+      "│    │    └─GPT2Block: 3-2               [3, 24, 864]              8,969,184\n",
+      "│    │    └─GPT2Block: 3-3               [3, 24, 864]              8,969,184\n",
+      "│    │    └─GPT2Block: 3-4               [3, 24, 864]              8,969,184\n",
+      "│    │    └─GPT2Block: 3-5               [3, 24, 864]              8,969,184\n",
+      "│    │    └─GPT2Block: 3-6               [3, 24, 864]              8,969,184\n",
+      "│    └─LayerNorm: 2-5                    [3, 24, 864]              1,728\n",
+      "├─Linear: 1-2                            [3, 24, 89]               76,896\n",
+      "==========================================================================================\n",
+      "Total params: 54,412,992\n",
+      "Trainable params: 54,412,992\n",
+      "Non-trainable params: 0\n",
+      "Total mult-adds (G): 348.65\n",
+      "==========================================================================================\n",
+      "Input size (MB): 0.00\n",
+      "Forward/backward pass size (MB): 34.06\n",
+      "Params size (MB): 217.65\n",
+      "Estimated Total Size (MB): 251.71\n",
+      "==========================================================================================\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='35' max='35' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [35/35 00:33, Epoch 4/5]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Step</th>\n",
+       "      <th>Training Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.5157527923583984\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.14488768577575684\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 5,                     sensitivity_threshold: 0.09789473684210526,                         val_sensitivity: -0.02500000000000001,                             val_sensitivities: [-0.025, -0.025, -0.025, -0.025, -0.025, -0.025, -0.025, -0.025, -0.025, -0.025, -0.025, -0.025, -0.025, -0.025, -0.025]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='70' max='70' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [70/70 00:34, Epoch 9/10]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Step</th>\n",
+       "      <th>Training Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 10,                     sensitivity_threshold: 0.09789473684210526,                         val_sensitivity: 0.000263157894736839,                             val_sensitivities: [-0.025, -0.014473684210526317, -0.025, 0.03289473684210526, -0.0039473684210526334, 0.0013157894736842094, -0.0039473684210526334, -0.0039473684210526334, -0.014473684210526317, 0.01184210526315789, -0.014473684210526317, 0.022368421052631572, 0.011842105263157892, 0.032894736842105254, -0.0039473684210526334]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='105' max='105' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [105/105 00:35, Epoch 14/15]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Step</th>\n",
+       "      <th>Training Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>100</td>\n",
+       "      <td>0.542900</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 15,                     sensitivity_threshold: 0.09789473684210526,                         val_sensitivity: 0.016403508771929823,                             val_sensitivities: [0.0065789473684210505, 0.011842105263157892, -0.025, 0.032894736842105254, 0.0065789473684210505, 0.0013157894736842077, 0.03289473684210526, 0.01184210526315789, -0.009210526315789475, 0.0013157894736842077, -0.014473684210526317, 0.075, 0.06973684210526315, 0.0381578947368421, 0.0065789473684210505]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='140' max='140' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [140/140 00:34, Epoch 19/20]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Step</th>\n",
+       "      <th>Training Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 20,                     sensitivity_threshold: 0.09789473684210526,                         val_sensitivity: 0.05991228070175439,                             val_sensitivities: [0.075, 0.11710526315789474, 0.05394736842105263, 0.075, 0.038157894736842106, 0.06973684210526315, 0.038157894736842106, 0.05394736842105263, 0.006578947368421052, 0.05921052631578946, -0.0039473684210526334, 0.09605263157894736, 0.0381578947368421, 0.13289473684210526, 0.04868421052631579]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='175' max='175' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [175/175 00:34, Epoch 24/25]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Step</th>\n",
+       "      <th>Training Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 25,                     sensitivity_threshold: 0.09789473684210526,                         val_sensitivity: 0.020964912280701752,                             val_sensitivities: [-0.0039473684210526334, 0.006578947368421052, -0.0039473684210526334, 0.011842105263157892, 0.038157894736842106, 0.017105263157894735, 0.02763157894736842, 0.027631578947368417, -0.0039473684210526334, 0.006578947368421052, 0.04868421052631579, 0.0065789473684210505, 0.04868421052631579, 0.06973684210526315, 0.017105263157894735]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='210' max='210' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [210/210 00:35, Epoch 29/30]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Step</th>\n",
+       "      <th>Training Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>200</td>\n",
+       "      <td>0.445800</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 30,                     sensitivity_threshold: 0.09789473684210526,                         val_sensitivity: 0.021760627260211843,                             val_sensitivities: [0.017105263157894735, -0.009210526315789475, -0.014473684210526317, 0.017105263157894735, 0.043421052631578944, 0.04868421052631579, 0.08026315789473684, 0.06973684210526315, 0.018010752688172045, 0.022872340425531913, -0.014473684210526317, 0.0065789473684210505, 0.0065789473684210505, 0.027631578947368417, 0.006578947368421052]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='245' max='245' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [245/245 00:34, Epoch 34/35]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Step</th>\n",
+       "      <th>Training Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 35,                     sensitivity_threshold: 0.09789473684210526,                         val_sensitivity: 0.055,                             val_sensitivities: [0.08026315789473684, 0.1118421052631579, 0.027631578947368417, 0.16447368421052633, 0.12236842105263157, 0.08026315789473684, 0.027631578947368417, 0.017105263157894735, -0.014473684210526317, 0.05921052631578946, 0.0065789473684210505, 0.011842105263157893, 0.032894736842105254, 0.08026315789473684, 0.017105263157894735]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='280' max='280' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [280/280 00:34, Epoch 39/40]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Step</th>\n",
+       "      <th>Training Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 40,                     sensitivity_threshold: 0.09789473684210526,                         val_sensitivity: 0.06739721931229355,                             val_sensitivities: [0.05921052631578947, 0.12763157894736843, 0.08552631578947367, 0.13289473684210526, 0.1013157894736842, 0.06973684210526315, 0.027631578947368417, 0.09078947368421052, 0.028763440860215053, 0.03351063829787234, 0.027631578947368417, 0.027631578947368417, 0.075, 0.09605263157894736, 0.02763157894736842]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='308' max='308' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [308/308 00:06, Epoch 43/44]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Step</th>\n",
+       "      <th>Training Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>300</td>\n",
+       "      <td>0.406100</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 45,                     sensitivity_threshold: 0.09789473684210526,                         val_sensitivity: 0.05753914355781928,                             val_sensitivities: [0.02763157894736842, 0.08026315789473684, 0.027631578947368417, 0.08552631578947367, 0.09078947368421053, 0.06447368421052632, 0.06973684210526315, 0.006578947368421052, 0.017105263157894735, 0.05921052631578948, 0.03413978494623656, 0.08552631578947367, 0.027631578947368417, 0.14342105263157895, 0.043421052631578944]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<ml_utility_loss.synthesizers.realtabformer.rtf_trainer.ResumableTrainer at 0x7bb0c214d150>"
+      ]
+     },
+     "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": "ec2c679c",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:19:02.545215Z",
+     "iopub.status.busy": "2024-07-25T10:19:02.544913Z",
+     "iopub.status.idle": "2024-07-25T10:19:09.013039Z",
+     "shell.execute_reply": "2024-07-25T10:19:09.011766Z"
+    },
+    "executionInfo": {
+     "elapsed": 14387,
+     "status": "ok",
+     "timestamp": 1697377447882,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "outputId": "c96b8e20-3f17-44db-afe5-e26625dfa917",
+    "papermill": {
+     "duration": 6.514147,
+     "end_time": "2024-07-25T10:19:09.015474",
+     "exception": false,
+     "start_time": "2024-07-25T10:19:02.501327",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Copying artefacts from: best-disc-model\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Copying artefacts from: mean-best-disc-model\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Copying artefacts from: not-best-disc-model\n",
+      "Copying artefacts from: last-epoch-model\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/pty.py:89: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  pid, fd = os.forkpty()\n"
+     ]
+    }
+   ],
+   "source": [
+    "import torch\n",
+    "from copy import deepcopy\n",
+    "import json\n",
+    "import locale\n",
+    "locale.getpreferredencoding = lambda: \"UTF-8\"\n",
+    "\n",
+    "rtf_model.experiment_id = str(df_name)\n",
+    "if save_model:\n",
+    "    rtf_model.save(model_dir_2)\n",
+    "!rm -rf {model_dir_2}/{df_name}/not-best-disc-model\n",
+    "!rm -rf {model_dir_2}/{df_name}/last-epoch-model\n",
+    "!rm -rf {model_dir_2}/{df_name}/rtf_checkpoints\n",
+    "!rm -rf {model_dir_2}/rtf_checkpoints\n",
+    "!rm -rf rtf_checkpoints\n",
+    "if True or not os.path.exists(params_path):\n",
+    "    with open(params_path, \"w\") as f:\n",
+    "        json.dump(model_params_, f, indent=4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "2a1183f7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:19:09.106427Z",
+     "iopub.status.busy": "2024-07-25T10:19:09.105769Z",
+     "iopub.status.idle": "2024-07-25T10:19:09.116068Z",
+     "shell.execute_reply": "2024-07-25T10:19:09.115124Z"
+    },
+    "papermill": {
+     "duration": 0.057253,
+     "end_time": "2024-07-25T10:19:09.118170",
+     "exception": false,
+     "start_time": "2024-07-25T10:19:09.060917",
+     "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": "63635dd6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:19:09.209970Z",
+     "iopub.status.busy": "2024-07-25T10:19:09.209608Z",
+     "iopub.status.idle": "2024-07-25T10:19:24.488153Z",
+     "shell.execute_reply": "2024-07-25T10:19:24.487168Z"
+    },
+    "executionInfo": {
+     "elapsed": 4,
+     "status": "ok",
+     "timestamp": 1697377448897,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 15.327428,
+     "end_time": "2024-07-25T10:19:24.490384",
+     "exception": false,
+     "start_time": "2024-07-25T10:19:09.162956",
+     "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": "6ac7aa31",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:19:24.582340Z",
+     "iopub.status.busy": "2024-07-25T10:19:24.582008Z",
+     "iopub.status.idle": "2024-07-25T10:19:24.588607Z",
+     "shell.execute_reply": "2024-07-25T10:19:24.587700Z"
+    },
+    "papermill": {
+     "duration": 0.055071,
+     "end_time": "2024-07-25T10:19:24.590929",
+     "exception": false,
+     "start_time": "2024-07-25T10:19:24.535858",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./29\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'/kaggle/working/eval/iris/realtabformer/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": "42be180e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:19:24.680892Z",
+     "iopub.status.busy": "2024-07-25T10:19:24.680532Z",
+     "iopub.status.idle": "2024-07-25T10:19:25.795513Z",
+     "shell.execute_reply": "2024-07-25T10:19:25.794468Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697377448897,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "nB724X33v4Qd",
+    "papermill": {
+     "duration": 1.163046,
+     "end_time": "2024-07-25T10:19:25.798047",
+     "exception": false,
+     "start_time": "2024-07-25T10:19:24.635001",
+     "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": "3af071c8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:19:25.891593Z",
+     "iopub.status.busy": "2024-07-25T10:19:25.890634Z",
+     "iopub.status.idle": "2024-07-25T10:19:27.001450Z",
+     "shell.execute_reply": "2024-07-25T10:19:27.000582Z"
+    },
+    "papermill": {
+     "duration": 1.160283,
+     "end_time": "2024-07-25T10:19:27.003895",
+     "exception": false,
+     "start_time": "2024-07-25T10:19:25.843612",
+     "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": "e4132a3d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:19:27.097867Z",
+     "iopub.status.busy": "2024-07-25T10:19:27.097457Z",
+     "iopub.status.idle": "2024-07-25T10:19:29.230735Z",
+     "shell.execute_reply": "2024-07-25T10:19:29.229415Z"
+    },
+    "papermill": {
+     "duration": 2.182776,
+     "end_time": "2024-07-25T10:19:29.233261",
+     "exception": false,
+     "start_time": "2024-07-25T10:19:27.050485",
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+    "tags": []
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+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/pty.py:89: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+      "  pid, fd = os.forkpty()\n"
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