diff --git a/iris/realtabformer/3/0/synth.csv b/iris/realtabformer/3/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e3db01a9c93c746a5a1030390780d90743af1636
--- /dev/null
+++ b/iris/realtabformer/3/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,2.9,3.3,1.8,Iris-versicolor
+1,5.1,3.5,1.6,0.4,Iris-setosa
+2,6.3,2.5,4.0,1.5,Iris-versicolor
+3,6.1,2.5,4.0,1.4,Iris-versicolor
+4,6.3,3.3,4.9,1.5,Iris-versicolor
+5,5.8,2.7,5.1,1.9,Iris-virginica
+6,5.1,3.8,1.6,0.4,Iris-setosa
+7,6.1,2.8,5.9,2.3,Iris-virginica
+8,5.7,2.8,3.7,1.3,Iris-versicolor
+9,6.7,2.8,4.7,1.5,Iris-virginica
+10,5.0,2.5,3.5,1.1,Iris-versicolor
+11,6.1,3.8,4.7,1.4,Iris-versicolor
+12,6.7,2.6,5.6,1.8,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
+16,6.4,2.8,5.6,1.3,Iris-virginica
+17,6.6,2.8,4.4,1.4,Iris-versicolor
+18,6.1,2.8,4.7,1.4,Iris-versicolor
+19,5.6,3.0,4.1,1.5,Iris-versicolor
+20,6.0,3.3,4.6,1.6,Iris-versicolor
+21,5.6,3.0,4.4,1.0,Iris-versicolor
+22,4.9,3.1,1.4,0.1,Iris-setosa
+23,4.6,3.1,1.5,0.2,Iris-setosa
+24,5.0,3.2,1.5,0.1,Iris-setosa
+25,5.6,3.6,1.9,0.2,Iris-setosa
+26,6.2,2.9,4.5,1.6,Iris-versicolor
+27,4.6,3.0,1.4,0.2,Iris-setosa
+28,6.6,3.0,4.9,1.5,Iris-versicolor
+29,5.7,2.6,4.4,1.3,Iris-versicolor
+30,5.1,3.5,1.5,0.4,Iris-setosa
+31,5.4,2.8,4.5,1.5,Iris-versicolor
+32,5.6,2.9,3.4,1.3,Iris-versicolor
+33,5.3,2.8,4.1,1.7,Iris-versicolor
+34,6.6,2.8,4.5,1.8,Iris-virginica
+35,6.4,2.9,5.5,1.8,Iris-virginica
+36,6.4,2.9,5.6,1.1,Iris-virginica
+37,5.0,3.5,3.0,1.2,Iris-versicolor
+38,5.8,2.6,4.0,1.3,Iris-versicolor
+39,5.6,3.0,4.5,1.8,Iris-versicolor
+40,4.6,3.1,1.0,0.2,Iris-setosa
+41,4.9,3.1,1.4,0.2,Iris-setosa
+42,4.7,3.1,1.5,0.2,Iris-setosa
+43,4.4,3.1,1.5,0.2,Iris-setosa
+44,4.6,3.0,1.4,0.2,Iris-setosa
+45,5.8,2.7,4.1,1.9,Iris-versicolor
+46,5.1,3.7,1.1,0.2,Iris-setosa
+47,5.4,3.9,1.7,0.2,Iris-setosa
+48,4.6,3.0,1.3,0.3,Iris-setosa
+49,6.7,3.3,5.7,2.6,Iris-virginica
+50,6.1,3.8,4.6,1.4,Iris-versicolor
+51,5.4,2.9,3.9,1.0,Iris-versicolor
+52,5.1,2.8,4.5,1.4,Iris-versicolor
+53,6.7,3.1,5.5,2.4,Iris-virginica
+54,6.5,2.8,5.1,1.8,Iris-virginica
+55,7.6,3.0,4.1,1.5,Iris-versicolor
+56,5.4,3.5,1.4,0.2,Iris-setosa
+57,5.5,2.8,4.5,1.0,Iris-versicolor
+58,6.7,3.2,5.7,2.3,Iris-virginica
+59,6.1,2.3,4.7,1.3,Iris-versicolor
+60,6.3,2.9,4.5,1.8,Iris-versicolor
+61,5.1,3.8,1.6,0.4,Iris-setosa
+62,4.8,3.1,1.5,0.2,Iris-setosa
+63,6.7,3.2,5.7,2.3,Iris-virginica
+64,5.6,2.9,3.6,1.4,Iris-versicolor
+65,7.3,3.0,5.1,2.1,Iris-virginica
+66,7.9,2.9,5.1,1.9,Iris-virginica
+67,5.4,3.5,1.4,0.2,Iris-setosa
+68,6.4,3.2,5.0,2.4,Iris-virginica
+69,5.6,3.0,4.1,1.5,Iris-versicolor
+70,5.6,2.9,4.5,1.4,Iris-versicolor
+71,4.9,3.0,1.3,0.2,Iris-setosa
+72,5.7,2.6,4.0,1.3,Iris-versicolor
+73,6.8,3.2,5.6,2.2,Iris-virginica
+74,6.7,2.8,5.7,1.8,Iris-virginica
+75,6.9,3.0,5.5,2.1,Iris-virginica
+76,6.7,3.1,5.7,2.4,Iris-virginica
+77,5.8,2.7,5.1,1.8,Iris-virginica
+78,5.4,3.7,1.9,0.3,Iris-setosa
+79,5.4,3.0,1.5,0.2,Iris-setosa
+80,5.6,3.0,4.1,1.4,Iris-versicolor
+81,5.7,2.8,4.7,1.3,Iris-versicolor
+82,6.4,3.2,5.6,2.3,Iris-virginica
+83,6.3,2.6,4.9,1.5,Iris-versicolor
+84,7.2,3.0,4.8,1.3,Iris-versicolor
+85,6.4,3.0,5.5,2.1,Iris-virginica
+86,6.6,3.1,4.5,1.6,Iris-versicolor
+87,4.9,3.0,4.3,1.7,Iris-versicolor
+88,4.6,3.0,1.5,0.1,Iris-setosa
+89,6.3,3.0,5.5,2.1,Iris-virginica
+90,5.1,3.5,1.0,0.3,Iris-setosa
+91,7.9,3.4,5.1,2.5,Iris-virginica
+92,5.0,3.2,1.5,0.1,Iris-setosa
+93,6.7,3.3,4.7,1.5,Iris-virginica
+94,6.5,2.8,5.5,1.8,Iris-virginica
+95,5.1,2.7,3.1,1.4,Iris-versicolor
+96,6.4,3.9,5.0,2.1,Iris-virginica
+97,5.7,2.8,4.1,1.3,Iris-versicolor
+98,4.7,3.2,1.7,0.3,Iris-setosa
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+100,5.6,3.0,4.1,1.5,Iris-versicolor
+101,6.0,2.8,4.7,1.5,Iris-versicolor
+102,6.3,3.3,5.1,2.1,Iris-virginica
+103,6.6,3.0,4.4,1.8,Iris-versicolor
+104,6.1,3.1,4.6,1.4,Iris-versicolor
+105,6.7,3.1,5.5,2.1,Iris-virginica
+106,6.7,2.8,4.7,1.3,Iris-versicolor
+107,6.1,2.8,4.6,1.4,Iris-versicolor
+108,6.0,3.2,4.9,1.5,Iris-versicolor
+109,6.1,2.9,4.3,1.3,Iris-versicolor
+110,6.6,3.0,4.5,1.6,Iris-versicolor
+111,6.4,2.8,4.5,1.3,Iris-versicolor
+112,4.9,3.2,1.5,0.2,Iris-setosa
+113,4.8,3.0,1.1,0.2,Iris-setosa
+114,6.7,2.8,5.7,1.8,Iris-virginica
+115,6.7,3.1,4.7,1.5,Iris-versicolor
+116,7.7,3.6,6.1,2.0,Iris-virginica
+117,5.1,3.5,1.5,0.4,Iris-setosa
+118,4.4,3.2,1.3,0.2,Iris-setosa
+119,5.1,3.6,1.0,0.2,Iris-setosa
diff --git a/iris/realtabformer/3/0/test.csv b/iris/realtabformer/3/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/0/train.csv b/iris/realtabformer/3/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/0/val.csv b/iris/realtabformer/3/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/1/synth.csv b/iris/realtabformer/3/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7cc9c7b55303542a75e3c4a0c6e5a691ec640207
--- /dev/null
+++ b/iris/realtabformer/3/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.6,2.5,3.1,1.1,Iris-versicolor
+1,5.1,3.0,1.4,0.4,Iris-setosa
+2,5.4,2.5,3.9,1.2,Iris-versicolor
+3,5.2,3.3,1.7,0.1,Iris-setosa
+4,6.7,3.3,5.7,2.3,Iris-virginica
+5,5.2,3.7,4.5,1.4,Iris-versicolor
+6,6.3,3.3,4.6,1.6,Iris-versicolor
+7,6.8,2.7,5.1,1.8,Iris-virginica
+8,6.3,3.3,5.0,2.1,Iris-virginica
+9,6.2,2.8,4.8,1.6,Iris-versicolor
+10,5.8,2.6,4.6,1.5,Iris-versicolor
+11,5.1,2.5,3.0,1.0,Iris-versicolor
+12,6.3,3.4,5.6,2.2,Iris-virginica
+13,7.3,2.8,6.1,1.9,Iris-virginica
+14,7.6,3.0,5.1,2.1,Iris-virginica
+15,6.3,2.8,5.8,2.3,Iris-virginica
+16,5.7,3.8,1.4,0.3,Iris-setosa
+17,6.8,3.2,5.7,2.3,Iris-virginica
+18,5.6,3.4,1.7,0.2,Iris-setosa
+19,5.5,3.4,1.3,0.4,Iris-setosa
+20,5.4,2.9,3.4,1.2,Iris-versicolor
+21,5.8,3.4,1.6,0.2,Iris-setosa
+22,5.7,3.8,1.7,0.2,Iris-setosa
+23,6.4,2.8,5.5,2.1,Iris-virginica
+24,6.3,2.9,4.3,1.4,Iris-versicolor
+25,5.7,3.0,4.1,1.4,Iris-versicolor
+26,6.5,2.8,4.7,1.3,Iris-versicolor
+27,7.6,3.0,4.9,1.5,Iris-versicolor
+28,7.7,2.8,6.6,2.3,Iris-virginica
+29,5.4,2.5,3.3,1.0,Iris-versicolor
+30,5.8,2.7,3.0,1.0,Iris-versicolor
+31,6.5,3.0,5.5,2.5,Iris-virginica
+32,6.7,2.3,5.7,1.8,Iris-virginica
+33,6.2,2.8,4.6,1.4,Iris-versicolor
+34,5.8,2.6,4.0,1.4,Iris-versicolor
+35,6.1,3.0,4.9,1.4,Iris-versicolor
+36,7.2,2.8,4.6,1.5,Iris-virginica
+37,5.5,3.4,1.6,0.2,Iris-setosa
+38,4.9,3.0,1.3,0.2,Iris-setosa
+39,5.5,3.5,1.3,0.2,Iris-setosa
+40,6.4,2.9,5.6,1.9,Iris-virginica
+41,6.1,3.8,4.6,1.4,Iris-versicolor
+42,5.2,2.7,3.1,1.9,Iris-versicolor
+43,6.7,2.6,4.9,1.5,Iris-versicolor
+44,4.4,2.8,1.3,0.3,Iris-setosa
+45,5.5,2.8,4.0,1.3,Iris-versicolor
+46,6.5,2.8,4.0,1.3,Iris-versicolor
+47,4.6,2.9,3.5,1.0,Iris-versicolor
+48,6.5,2.8,5.3,1.8,Iris-virginica
+49,4.3,3.4,1.3,0.2,Iris-setosa
+50,5.6,3.0,4.9,1.4,Iris-versicolor
+51,5.6,2.9,3.3,1.0,Iris-versicolor
+52,5.3,2.5,3.0,1.1,Iris-versicolor
+53,4.3,3.4,1.6,0.2,Iris-setosa
+54,7.2,2.6,6.6,1.4,Iris-virginica
+55,5.3,3.7,1.5,0.2,Iris-setosa
+56,6.1,2.9,4.6,1.4,Iris-versicolor
+57,6.5,2.8,5.6,1.5,Iris-virginica
+58,5.9,3.1,1.5,0.1,Iris-setosa
+59,5.4,2.9,3.3,1.0,Iris-versicolor
+60,4.9,3.1,1.5,0.1,Iris-setosa
+61,5.0,3.4,1.5,0.2,Iris-setosa
+62,6.3,2.6,4.9,1.5,Iris-versicolor
+63,5.7,2.8,3.7,1.3,Iris-versicolor
+64,4.9,3.1,1.5,0.1,Iris-setosa
+65,6.4,2.8,4.5,1.4,Iris-versicolor
+66,6.4,3.2,5.6,2.3,Iris-virginica
+67,6.1,3.8,4.9,1.5,Iris-versicolor
+68,6.4,2.9,5.6,1.8,Iris-virginica
+69,6.6,3.0,4.5,1.5,Iris-versicolor
+70,5.6,2.9,4.5,1.5,Iris-versicolor
+71,5.9,2.5,3.1,1.0,Iris-versicolor
+72,6.1,2.9,4.1,1.4,Iris-versicolor
+73,5.2,4.7,1.5,0.4,Iris-setosa
+74,6.4,2.8,4.6,1.3,Iris-virginica
+75,6.4,3.2,5.5,2.1,Iris-virginica
+76,5.3,2.9,4.6,1.4,Iris-versicolor
+77,5.1,3.5,1.9,0.4,Iris-setosa
+78,5.1,2.6,4.9,1.4,Iris-versicolor
+79,6.1,3.8,4.7,1.3,Iris-versicolor
+80,6.4,2.8,5.1,1.8,Iris-virginica
+81,7.6,2.6,6.1,2.0,Iris-virginica
+82,6.3,2.9,5.5,1.8,Iris-virginica
+83,7.2,3.0,5.8,1.8,Iris-virginica
+84,5.3,3.4,1.7,0.2,Iris-setosa
+85,5.1,2.8,3.6,1.2,Iris-versicolor
+86,5.6,3.0,4.1,1.3,Iris-versicolor
+87,6.0,2.3,4.7,1.3,Iris-versicolor
+88,5.6,2.7,3.1,1.9,Iris-versicolor
+89,5.1,3.7,1.5,0.2,Iris-setosa
+90,6.1,2.8,4.0,1.3,Iris-versicolor
+91,6.6,3.0,4.6,1.4,Iris-versicolor
+92,5.9,3.1,4.5,1.1,Iris-versicolor
+93,5.2,2.7,4.5,1.5,Iris-versicolor
+94,5.6,2.5,4.4,1.3,Iris-versicolor
+95,6.5,3.0,5.1,2.3,Iris-virginica
+96,5.1,2.4,3.9,1.4,Iris-versicolor
+97,6.7,2.5,4.5,1.5,Iris-versicolor
+98,6.9,3.1,5.5,2.1,Iris-virginica
+99,4.5,2.3,1.3,0.2,Iris-setosa
+100,6.1,2.5,4.9,1.3,Iris-versicolor
+101,5.6,2.9,3.9,1.1,Iris-versicolor
+102,6.4,2.9,4.3,1.3,Iris-versicolor
+103,6.4,2.9,4.3,1.5,Iris-versicolor
+104,4.4,2.3,1.3,0.2,Iris-setosa
+105,6.4,2.8,5.6,2.1,Iris-virginica
+106,6.4,2.8,4.6,1.4,Iris-versicolor
+107,6.6,2.8,4.6,1.8,Iris-virginica
+108,6.9,3.1,5.4,2.1,Iris-virginica
+109,5.0,3.5,1.4,0.2,Iris-setosa
+110,6.6,3.0,4.6,1.5,Iris-versicolor
+111,5.0,4.5,1.3,0.4,Iris-setosa
+112,6.5,3.0,5.8,2.5,Iris-virginica
+113,5.1,2.5,3.0,1.4,Iris-versicolor
+114,6.1,3.0,4.5,1.5,Iris-versicolor
+115,6.4,2.8,5.6,1.8,Iris-virginica
+116,6.1,3.8,4.9,1.8,Iris-versicolor
+117,5.4,3.4,1.3,0.4,Iris-setosa
+118,6.4,3.2,4.7,1.5,Iris-versicolor
+119,6.3,2.8,4.1,1.3,Iris-versicolor
diff --git a/iris/realtabformer/3/1/test.csv b/iris/realtabformer/3/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/1/train.csv b/iris/realtabformer/3/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/1/val.csv b/iris/realtabformer/3/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/10/synth.csv b/iris/realtabformer/3/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a11f9de129e25cda633fecc76e5b82fdde293a37
--- /dev/null
+++ b/iris/realtabformer/3/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,2.5,4.9,1.3,Iris-versicolor
+1,5.8,2.7,5.1,1.9,Iris-virginica
+2,5.4,2.5,3.4,1.1,Iris-versicolor
+3,6.0,3.2,4.5,1.5,Iris-versicolor
+4,6.4,3.2,5.9,2.1,Iris-virginica
+5,5.7,2.8,4.1,1.3,Iris-versicolor
+6,5.9,3.0,4.1,1.7,Iris-versicolor
+7,5.6,2.6,3.1,1.2,Iris-versicolor
+8,5.7,2.6,4.7,1.3,Iris-versicolor
+9,5.0,2.9,3.3,1.0,Iris-versicolor
+10,6.4,3.3,5.7,2.0,Iris-virginica
+11,4.7,3.2,1.3,0.3,Iris-setosa
+12,6.5,2.8,5.6,1.8,Iris-virginica
+13,6.7,3.3,5.7,2.5,Iris-virginica
+14,4.8,3.0,1.6,0.2,Iris-setosa
+15,5.6,2.9,3.5,1.0,Iris-versicolor
+16,5.0,2.5,3.9,1.0,Iris-versicolor
+17,6.4,2.9,4.6,1.3,Iris-versicolor
+18,6.6,3.9,4.5,1.4,Iris-versicolor
+19,4.6,3.0,1.6,0.2,Iris-setosa
+20,7.6,2.8,4.9,1.8,Iris-virginica
+21,5.6,3.5,3.5,2.1,Iris-versicolor
+22,5.0,2.5,3.3,1.3,Iris-versicolor
+23,6.1,2.8,4.6,1.4,Iris-versicolor
+24,5.9,2.5,3.1,1.1,Iris-versicolor
+25,6.1,3.8,4.9,1.3,Iris-versicolor
+26,7.1,3.2,6.0,2.5,Iris-virginica
+27,5.6,3.0,4.1,1.4,Iris-versicolor
+28,5.8,3.7,1.1,0.2,Iris-setosa
+29,5.8,3.6,1.0,0.4,Iris-setosa
+30,4.7,3.2,1.3,0.3,Iris-setosa
+31,5.9,2.6,3.9,1.9,Iris-versicolor
+32,6.1,3.8,4.7,1.8,Iris-versicolor
+33,4.7,3.2,1.9,0.2,Iris-setosa
+34,6.1,2.8,4.6,1.3,Iris-versicolor
+35,6.9,2.8,4.9,1.6,Iris-virginica
+36,6.0,2.9,4.7,1.5,Iris-versicolor
+37,4.9,3.1,1.3,0.1,Iris-setosa
+38,6.8,2.0,5.8,2.3,Iris-virginica
+39,5.9,2.9,3.3,1.0,Iris-versicolor
+40,7.6,3.0,5.1,2.3,Iris-virginica
+41,5.7,3.5,5.4,0.3,Iris-setosa
+42,6.7,2.8,4.5,1.8,Iris-virginica
+43,5.6,2.6,4.5,1.3,Iris-versicolor
+44,6.3,3.3,4.7,1.8,Iris-virginica
+45,5.2,3.0,1.1,0.2,Iris-setosa
+46,6.5,2.8,4.0,1.3,Iris-versicolor
+47,4.1,3.0,1.5,0.4,Iris-setosa
+48,6.3,3.3,4.6,1.5,Iris-versicolor
+49,5.1,3.7,1.9,0.4,Iris-setosa
+50,4.8,3.0,1.6,0.2,Iris-setosa
+51,5.1,3.8,1.6,0.1,Iris-setosa
+52,5.6,3.0,4.1,1.8,Iris-virginica
+53,4.9,3.1,1.5,0.1,Iris-setosa
+54,5.1,3.8,1.9,0.3,Iris-setosa
+55,5.1,2.9,3.0,1.4,Iris-versicolor
+56,6.1,3.6,4.0,1.4,Iris-versicolor
+57,4.9,3.0,1.4,0.4,Iris-setosa
+58,4.9,3.2,1.3,0.2,Iris-setosa
+59,5.6,2.8,4.5,1.3,Iris-versicolor
+60,4.6,2.4,3.6,1.2,Iris-versicolor
+61,6.5,2.8,4.1,1.5,Iris-versicolor
+62,5.2,2.8,4.9,1.3,Iris-versicolor
+63,6.5,3.2,5.1,2.4,Iris-virginica
+64,6.5,3.0,5.8,1.8,Iris-virginica
+65,4.4,2.4,3.6,1.0,Iris-versicolor
+66,6.7,2.2,5.8,2.1,Iris-virginica
+67,6.3,2.8,4.7,1.4,Iris-versicolor
+68,5.1,3.8,1.9,0.3,Iris-setosa
+69,7.3,3.3,5.1,1.8,Iris-virginica
+70,4.9,3.1,1.5,0.2,Iris-setosa
+71,5.8,3.7,5.1,2.2,Iris-setosa
+72,5.1,3.8,1.5,0.2,Iris-setosa
+73,5.6,2.5,3.9,1.1,Iris-versicolor
+74,6.5,2.8,4.1,1.3,Iris-versicolor
+75,6.7,3.1,4.5,1.5,Iris-versicolor
+76,4.6,3.0,1.6,0.2,Iris-setosa
+77,5.5,2.8,3.4,1.8,Iris-versicolor
+78,5.3,2.5,3.9,1.1,Iris-versicolor
+79,6.5,3.0,5.6,2.6,Iris-virginica
+80,5.1,2.8,1.5,0.4,Iris-setosa
+81,6.6,2.9,4.6,1.5,Iris-versicolor
+82,6.5,2.3,4.7,1.8,Iris-versicolor
+83,5.8,2.7,5.1,1.9,Iris-virginica
+84,6.4,2.9,4.5,1.5,Iris-versicolor
+85,5.4,2.7,5.1,1.9,Iris-virginica
+86,5.5,2.5,3.1,1.1,Iris-versicolor
+87,7.7,3.3,6.7,1.8,Iris-virginica
+88,5.7,2.6,4.1,1.3,Iris-versicolor
+89,5.5,3.6,1.6,0.2,Iris-setosa
+90,5.1,3.5,1.6,0.4,Iris-setosa
+91,6.5,2.8,4.8,1.6,Iris-versicolor
+92,4.4,3.2,1.3,0.2,Iris-setosa
+93,5.5,2.7,4.1,1.9,Iris-versicolor
+94,4.4,3.2,1.3,0.2,Iris-setosa
+95,4.9,3.0,1.3,0.0,Iris-setosa
+96,6.0,3.5,4.7,1.6,Iris-versicolor
+97,5.7,3.0,5.7,2.1,Iris-virginica
+98,5.1,3.5,1.4,0.4,Iris-setosa
+99,6.7,3.1,4.5,1.3,Iris-versicolor
+100,6.3,3.3,5.6,2.1,Iris-virginica
+101,6.3,2.8,4.7,1.8,Iris-virginica
+102,6.3,2.9,4.6,1.5,Iris-versicolor
+103,4.9,3.1,1.5,0.1,Iris-setosa
+104,4.6,3.0,1.6,0.2,Iris-setosa
+105,4.6,3.0,1.4,0.2,Iris-setosa
+106,6.2,2.8,4.5,1.5,Iris-versicolor
+107,5.2,2.5,3.5,1.3,Iris-versicolor
+108,6.1,3.1,4.5,1.4,Iris-versicolor
+109,4.4,2.4,1.5,0.2,Iris-setosa
+110,6.5,3.2,5.1,2.5,Iris-virginica
+111,5.7,4.4,3.7,1.4,Iris-versicolor
+112,5.6,2.9,3.3,1.3,Iris-versicolor
+113,7.4,2.9,5.1,1.3,Iris-virginica
+114,5.5,2.9,3.6,1.2,Iris-versicolor
+115,4.6,3.0,1.6,0.2,Iris-setosa
+116,5.0,3.4,1.7,0.3,Iris-setosa
+117,6.7,2.8,4.1,1.3,Iris-versicolor
+118,5.9,3.0,5.5,2.1,Iris-virginica
+119,5.1,2.5,3.9,1.2,Iris-versicolor
diff --git a/iris/realtabformer/3/10/test.csv b/iris/realtabformer/3/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/10/train.csv b/iris/realtabformer/3/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/10/val.csv b/iris/realtabformer/3/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/11/synth.csv b/iris/realtabformer/3/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..30070ed038fc013c24bf3b1d08b378dc947f192a
--- /dev/null
+++ b/iris/realtabformer/3/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.0,5.1,2.1,Iris-virginica
+1,7.1,2.8,6.9,2.3,Iris-virginica
+2,5.0,2.5,3.4,1.5,Iris-versicolor
+3,5.8,2.6,4.0,1.3,Iris-versicolor
+4,4.8,2.6,4.9,1.2,Iris-versicolor
+5,4.8,2.4,3.6,1.2,Iris-versicolor
+6,7.2,2.6,6.3,1.8,Iris-virginica
+7,5.1,3.8,1.6,0.4,Iris-setosa
+8,6.9,3.1,5.1,2.1,Iris-virginica
+9,6.3,2.8,4.6,1.6,Iris-versicolor
+10,6.3,3.3,4.6,1.5,Iris-virginica
+11,5.5,3.0,1.4,0.2,Iris-setosa
+12,5.4,3.4,1.5,0.2,Iris-setosa
+13,6.3,2.9,5.6,1.8,Iris-virginica
+14,5.2,3.4,1.5,0.1,Iris-setosa
+15,4.9,3.1,1.4,0.1,Iris-setosa
+16,6.4,3.2,4.7,1.5,Iris-versicolor
+17,4.3,3.1,1.5,0.1,Iris-setosa
+18,6.8,3.2,4.6,1.5,Iris-versicolor
+19,6.7,2.8,4.7,1.3,Iris-versicolor
+20,6.3,2.9,4.3,1.3,Iris-versicolor
+21,4.9,3.1,1.4,0.3,Iris-setosa
+22,6.1,3.6,4.4,1.4,Iris-versicolor
+23,5.6,3.8,1.6,0.2,Iris-setosa
+24,5.7,2.8,4.9,1.3,Iris-versicolor
+25,6.8,2.8,5.8,1.8,Iris-virginica
+26,6.4,3.0,5.5,1.8,Iris-virginica
+27,6.1,3.5,5.7,2.1,Iris-virginica
+28,6.6,3.0,4.5,1.4,Iris-versicolor
+29,7.0,3.2,5.1,1.6,Iris-virginica
+30,5.5,3.0,3.5,1.6,Iris-versicolor
+31,5.0,2.9,3.3,1.2,Iris-versicolor
+32,6.0,3.2,4.6,1.5,Iris-versicolor
+33,6.0,3.2,4.0,1.3,Iris-versicolor
+34,6.1,2.8,4.6,1.4,Iris-versicolor
+35,6.5,2.8,4.7,1.6,Iris-versicolor
+36,6.4,2.9,4.7,1.5,Iris-versicolor
+37,5.2,3.4,1.5,0.2,Iris-setosa
+38,6.4,3.2,5.3,2.3,Iris-virginica
+39,5.4,2.9,3.3,1.1,Iris-versicolor
+40,6.4,3.3,4.6,1.4,Iris-versicolor
+41,5.7,3.0,5.7,2.3,Iris-virginica
+42,5.6,4.8,1.5,0.3,Iris-setosa
+43,6.1,2.8,4.6,1.3,Iris-versicolor
+44,6.1,3.4,4.6,1.4,Iris-versicolor
+45,6.3,3.3,4.9,1.8,Iris-versicolor
+46,5.1,2.8,4.9,1.6,Iris-versicolor
+47,6.8,3.1,4.6,1.4,Iris-versicolor
+48,5.5,2.6,4.1,1.3,Iris-versicolor
+49,6.0,2.9,4.3,1.5,Iris-versicolor
+50,5.4,2.6,3.9,1.1,Iris-versicolor
+51,4.6,3.1,1.6,0.2,Iris-setosa
+52,4.3,2.4,3.3,1.0,Iris-versicolor
+53,4.8,3.2,1.3,0.3,Iris-setosa
+54,7.9,3.0,5.0,2.1,Iris-virginica
+55,5.6,2.9,3.0,1.0,Iris-versicolor
+56,5.1,3.8,1.6,0.2,Iris-setosa
+57,5.1,2.5,3.9,1.4,Iris-versicolor
+58,6.1,3.2,4.6,1.4,Iris-versicolor
+59,6.1,2.8,4.7,1.4,Iris-versicolor
+60,5.5,2.5,4.5,1.8,Iris-versicolor
+61,4.4,3.0,1.6,0.2,Iris-setosa
+62,6.0,3.2,5.9,2.1,Iris-virginica
+63,6.8,2.8,5.0,1.8,Iris-virginica
+64,6.4,3.2,5.6,2.2,Iris-virginica
+65,4.9,3.1,1.4,0.1,Iris-setosa
+66,4.8,3.0,1.4,0.2,Iris-setosa
+67,6.1,3.8,4.5,1.4,Iris-versicolor
+68,7.3,3.2,6.0,1.8,Iris-virginica
+69,5.1,3.8,1.5,0.4,Iris-setosa
+70,5.4,3.4,1.9,0.4,Iris-setosa
+71,5.1,3.6,1.4,0.3,Iris-setosa
+72,5.7,2.8,5.7,1.5,Iris-virginica
+73,4.9,3.1,1.4,0.2,Iris-setosa
+74,5.7,4.4,3.5,1.2,Iris-versicolor
+75,5.6,2.9,4.6,1.5,Iris-versicolor
+76,6.3,3.3,4.5,1.5,Iris-versicolor
+77,4.6,2.4,3.6,1.1,Iris-versicolor
+78,6.3,2.5,5.0,1.8,Iris-virginica
+79,6.4,2.9,4.3,1.4,Iris-versicolor
+80,6.1,2.6,4.0,1.4,Iris-versicolor
+81,7.7,2.8,6.7,2.3,Iris-virginica
+82,6.3,3.3,5.9,2.1,Iris-virginica
+83,6.4,3.2,5.6,1.8,Iris-virginica
+84,6.1,2.8,4.9,1.4,Iris-versicolor
+85,4.8,3.0,1.6,0.2,Iris-setosa
+86,5.6,3.8,1.9,0.3,Iris-setosa
+87,5.5,3.0,1.8,0.2,Iris-setosa
+88,4.9,3.1,1.6,0.2,Iris-setosa
+89,5.2,3.7,1.5,0.2,Iris-setosa
+90,6.1,3.0,4.5,1.5,Iris-versicolor
+91,5.1,3.5,1.9,0.2,Iris-setosa
+92,5.1,3.5,1.4,0.2,Iris-setosa
+93,6.1,2.8,4.5,1.5,Iris-versicolor
+94,7.5,3.0,6.1,2.3,Iris-virginica
+95,6.4,2.5,4.0,1.5,Iris-versicolor
+96,4.6,3.1,1.1,0.2,Iris-setosa
+97,6.5,2.8,4.7,1.3,Iris-versicolor
+98,6.0,3.2,4.5,2.5,Iris-versicolor
+99,5.1,2.5,3.9,1.3,Iris-versicolor
+100,6.1,3.8,4.4,1.4,Iris-versicolor
+101,5.7,2.5,3.9,1.0,Iris-versicolor
+102,4.6,3.0,1.6,0.3,Iris-setosa
+103,5.5,2.6,4.9,1.6,Iris-versicolor
+104,5.8,4.7,1.5,0.3,Iris-setosa
+105,6.4,2.8,4.5,1.4,Iris-versicolor
+106,5.9,2.5,3.0,1.0,Iris-versicolor
+107,6.8,3.0,5.8,1.8,Iris-virginica
+108,5.4,3.5,1.5,0.2,Iris-setosa
+109,5.8,3.0,5.6,1.8,Iris-virginica
+110,4.6,3.9,1.4,0.2,Iris-setosa
+111,4.9,3.1,1.6,0.1,Iris-setosa
+112,6.1,3.5,4.9,1.3,Iris-versicolor
+113,6.0,2.9,4.5,1.5,Iris-versicolor
+114,6.4,3.2,5.7,2.1,Iris-virginica
+115,5.2,3.5,1.4,0.4,Iris-setosa
+116,5.6,3.6,4.4,1.5,Iris-versicolor
+117,5.8,2.7,5.1,1.9,Iris-virginica
+118,5.7,3.8,1.5,0.2,Iris-setosa
+119,4.9,3.1,1.4,0.2,Iris-setosa
diff --git a/iris/realtabformer/3/11/test.csv b/iris/realtabformer/3/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/11/train.csv b/iris/realtabformer/3/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/11/val.csv b/iris/realtabformer/3/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/12/synth.csv b/iris/realtabformer/3/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8d669748f761ef58525113706cdc8fc19358d084
--- /dev/null
+++ b/iris/realtabformer/3/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3,2.5,4.9,1.8,Iris-versicolor
+1,7.7,3.6,5.6,2.6,Iris-virginica
+2,5.2,2.5,3.4,1.2,Iris-versicolor
+3,6.4,2.8,4.6,1.5,Iris-versicolor
+4,5.1,2.8,4.7,1.4,Iris-versicolor
+5,5.4,2.9,3.3,1.9,Iris-versicolor
+6,7.7,2.8,6.1,2.4,Iris-virginica
+7,6.1,3.8,4.7,1.4,Iris-versicolor
+8,4.9,2.9,3.3,1.0,Iris-versicolor
+9,6.8,2.3,4.7,1.4,Iris-versicolor
+10,6.1,3.0,4.7,1.8,Iris-virginica
+11,5.2,4.7,3.5,1.0,Iris-versicolor
+12,6.7,3.1,4.5,1.5,Iris-versicolor
+13,4.8,2.9,4.6,1.5,Iris-versicolor
+14,5.7,3.4,1.7,0.4,Iris-setosa
+15,5.6,4.5,3.9,1.7,Iris-versicolor
+16,6.9,2.5,4.0,1.5,Iris-versicolor
+17,5.6,3.0,4.9,1.4,Iris-versicolor
+18,5.8,4.4,4.0,1.2,Iris-versicolor
+19,6.1,3.2,4.0,1.4,Iris-versicolor
+20,5.2,2.7,3.1,1.1,Iris-versicolor
+21,6.7,3.3,5.7,2.5,Iris-virginica
+22,5.7,2.5,4.7,1.3,Iris-versicolor
+23,4.6,3.1,1.5,0.1,Iris-setosa
+24,5.1,3.8,1.7,0.1,Iris-setosa
+25,6.5,2.8,4.6,1.4,Iris-versicolor
+26,6.8,2.8,4.7,1.3,Iris-versicolor
+27,5.1,3.8,1.9,0.4,Iris-setosa
+28,5.0,3.4,1.6,0.4,Iris-setosa
+29,5.3,3.7,1.1,0.3,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-versicolor
+33,6.8,3.9,5.7,2.5,Iris-virginica
+34,5.2,2.5,3.0,1.0,Iris-versicolor
+35,5.4,2.8,1.1,0.3,Iris-setosa
+36,7.2,3.0,6.5,2.1,Iris-virginica
+37,5.4,2.8,5.1,2.1,Iris-virginica
+38,4.3,3.0,1.5,0.2,Iris-setosa
+39,6.5,3.3,5.7,2.8,Iris-virginica
+40,5.4,3.4,1.3,0.4,Iris-setosa
+41,5.1,2.5,3.6,1.9,Iris-versicolor
+42,6.1,2.8,4.7,1.8,Iris-versicolor
+43,5.6,3.5,1.0,0.2,Iris-setosa
+44,6.1,2.9,4.3,1.4,Iris-versicolor
+45,6.8,3.0,5.1,2.1,Iris-virginica
+46,6.4,3.2,5.6,2.1,Iris-virginica
+47,6.7,3.3,5.7,2.5,Iris-virginica
+48,4.9,3.3,1.3,0.3,Iris-setosa
+49,6.3,2.9,5.3,1.8,Iris-virginica
+50,6.2,2.5,4.5,1.5,Iris-versicolor
+51,5.4,3.5,1.5,0.2,Iris-setosa
+52,6.1,2.8,4.6,1.4,Iris-virginica
+53,5.6,4.5,1.7,0.3,Iris-setosa
+54,6.4,2.8,4.7,1.4,Iris-versicolor
+55,5.1,3.5,1.4,0.3,Iris-setosa
+56,6.4,3.2,4.1,1.5,Iris-versicolor
+57,6.4,3.3,4.6,1.3,Iris-versicolor
+58,5.5,3.0,5.2,0.3,Iris-setosa
+59,5.5,3.0,5.6,2.2,Iris-virginica
+60,5.6,3.9,1.4,0.2,Iris-setosa
+61,5.5,2.8,4.1,1.3,Iris-versicolor
+62,4.8,3.2,1.0,0.2,Iris-setosa
+63,5.3,3.8,1.7,0.3,Iris-setosa
+64,6.1,2.8,4.6,1.4,Iris-versicolor
+65,6.1,3.0,4.5,1.5,Iris-versicolor
+66,6.5,2.8,5.6,2.2,Iris-virginica
+67,4.9,3.0,1.4,0.2,Iris-setosa
+68,6.7,2.8,4.7,1.4,Iris-versicolor
+69,6.4,2.4,5.7,1.2,Iris-virginica
+70,5.3,2.5,3.0,1.5,Iris-versicolor
+71,6.1,3.6,4.9,1.4,Iris-versicolor
+72,6.4,3.2,4.5,1.5,Iris-versicolor
+73,4.9,3.1,1.5,0.1,Iris-setosa
+74,4.5,2.9,3.4,1.2,Iris-versicolor
+75,5.1,3.5,1.5,0.4,Iris-setosa
+76,5.4,3.4,1.5,0.2,Iris-setosa
+77,4.9,3.1,1.1,0.1,Iris-setosa
+78,5.8,2.6,4.9,1.2,Iris-versicolor
+79,5.6,3.0,4.5,1.3,Iris-versicolor
+80,6.7,2.8,4.7,1.3,Iris-versicolor
+81,4.9,3.1,1.5,0.1,Iris-setosa
+82,7.7,2.8,6.1,1.9,Iris-virginica
+83,6.7,2.8,5.7,2.3,Iris-virginica
+84,6.4,3.2,5.5,2.5,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-versicolor
+88,6.3,2.9,5.6,1.8,Iris-virginica
+89,6.4,2.9,5.7,1.8,Iris-virginica
+90,4.7,3.2,1.3,0.3,Iris-setosa
+91,5.1,2.9,4.7,1.3,Iris-versicolor
+92,5.7,2.6,3.6,1.0,Iris-versicolor
+93,6.3,2.2,5.0,1.8,Iris-virginica
+94,6.3,2.5,4.9,1.8,Iris-versicolor
+95,5.7,2.8,3.1,1.9,Iris-versicolor
+96,5.7,2.8,4.9,1.2,Iris-versicolor
+97,6.1,2.8,5.9,1.8,Iris-virginica
+98,6.3,3.3,4.6,1.4,Iris-versicolor
+99,6.4,3.2,5.5,1.8,Iris-virginica
+100,6.3,3.2,4.9,1.5,Iris-versicolor
+101,5.6,3.0,4.1,1.5,Iris-versicolor
+102,4.6,3.1,1.4,0.2,Iris-setosa
+103,5.4,2.8,3.3,1.1,Iris-versicolor
+104,5.5,2.5,4.5,1.3,Iris-versicolor
+105,5.1,2.8,4.5,1.3,Iris-versicolor
+106,6.1,3.5,5.7,2.3,Iris-virginica
+107,6.3,3.3,4.6,1.6,Iris-versicolor
+108,6.0,3.2,4.3,1.3,Iris-versicolor
+109,6.5,2.9,4.3,1.3,Iris-versicolor
+110,6.1,3.8,4.6,1.4,Iris-versicolor
+111,5.3,3.5,4.0,1.5,Iris-versicolor
+112,5.8,2.8,4.9,1.3,Iris-versicolor
+113,6.3,2.9,5.1,1.8,Iris-virginica
+114,5.8,2.5,4.4,1.9,Iris-versicolor
+115,5.6,2.5,4.0,1.3,Iris-versicolor
+116,6.1,2.8,4.0,1.4,Iris-versicolor
+117,6.3,3.4,4.5,1.5,Iris-versicolor
+118,6.7,2.8,5.7,2.3,Iris-virginica
+119,6.1,2.8,4.7,1.3,Iris-versicolor
diff --git a/iris/realtabformer/3/12/test.csv b/iris/realtabformer/3/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/12/train.csv b/iris/realtabformer/3/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/12/val.csv b/iris/realtabformer/3/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/13/synth.csv b/iris/realtabformer/3/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a93dd65d9cde3752fe058e25dcdc3fd2be7fe992
--- /dev/null
+++ b/iris/realtabformer/3/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.6,3.0,4.1,1.8,Iris-versicolor
+1,6.0,3.2,5.7,1.8,Iris-virginica
+2,4.6,2.5,3.1,1.1,Iris-versicolor
+3,6.0,2.9,4.0,1.5,Iris-versicolor
+4,5.5,2.7,3.5,1.5,Iris-versicolor
+5,6.0,3.0,5.7,2.5,Iris-virginica
+6,5.6,3.6,1.4,0.2,Iris-setosa
+7,6.3,2.5,4.0,1.6,Iris-virginica
+8,5.7,3.2,4.7,1.2,Iris-versicolor
+9,5.4,3.4,1.7,0.3,Iris-setosa
+10,6.3,3.3,4.9,1.5,Iris-versicolor
+11,6.5,3.0,5.5,2.2,Iris-virginica
+12,4.4,3.2,1.4,0.2,Iris-setosa
+13,5.6,2.8,4.7,1.0,Iris-versicolor
+14,6.8,2.8,4.8,1.8,Iris-versicolor
+15,6.7,3.2,5.5,2.4,Iris-virginica
+16,6.3,2.3,4.4,1.5,Iris-versicolor
+17,4.6,3.0,1.4,0.2,Iris-setosa
+18,5.7,3.8,1.7,0.3,Iris-setosa
+19,5.4,3.5,1.5,0.2,Iris-setosa
+20,5.6,2.9,3.5,1.9,Iris-versicolor
+21,5.9,3.0,5.5,1.8,Iris-virginica
+22,4.9,3.0,1.3,0.2,Iris-setosa
+23,5.8,2.7,4.1,1.0,Iris-versicolor
+24,4.8,3.4,1.6,0.2,Iris-setosa
+25,5.6,3.6,1.6,0.2,Iris-setosa
+26,4.8,3.2,1.3,0.2,Iris-setosa
+27,6.6,3.0,4.8,1.5,Iris-versicolor
+28,4.8,3.0,1.1,0.2,Iris-setosa
+29,6.6,3.0,4.9,1.3,Iris-versicolor
+30,6.3,2.9,4.4,1.6,Iris-versicolor
+31,7.9,3.0,5.1,2.1,Iris-virginica
+32,6.4,2.8,5.6,1.9,Iris-virginica
+33,5.1,2.5,3.9,1.9,Iris-versicolor
+34,4.6,3.0,1.3,0.2,Iris-setosa
+35,4.9,3.1,1.3,0.1,Iris-setosa
+36,5.1,3.5,1.9,0.4,Iris-setosa
+37,6.0,2.2,5.0,1.8,Iris-virginica
+38,5.1,3.8,1.6,0.4,Iris-setosa
+39,4.4,3.0,1.3,0.2,Iris-setosa
+40,6.5,2.8,4.1,1.9,Iris-versicolor
+41,5.0,2.6,3.0,1.5,Iris-versicolor
+42,6.1,3.2,4.7,1.3,Iris-versicolor
+43,5.8,2.6,4.0,1.3,Iris-versicolor
+44,5.2,3.5,1.4,0.2,Iris-setosa
+45,7.7,3.0,6.1,2.3,Iris-virginica
+46,6.4,2.8,4.4,1.5,Iris-versicolor
+47,6.3,2.9,4.3,1.5,Iris-versicolor
+48,4.6,2.9,3.3,1.0,Iris-versicolor
+49,4.6,3.0,1.4,0.2,Iris-setosa
+50,6.4,2.8,4.7,2.5,Iris-versicolor
+51,5.2,3.7,4.1,1.2,Iris-versicolor
+52,6.3,3.2,5.6,2.2,Iris-virginica
+53,6.7,2.8,5.9,2.3,Iris-virginica
+54,6.8,3.2,5.6,2.1,Iris-virginica
+55,5.1,2.7,3.9,1.3,Iris-versicolor
+56,6.1,3.0,5.6,2.1,Iris-virginica
+57,4.6,3.4,1.6,0.2,Iris-setosa
+58,6.0,2.2,4.6,1.5,Iris-versicolor
+59,5.1,3.5,1.4,0.3,Iris-setosa
+60,6.1,3.8,4.5,1.8,Iris-versicolor
+61,6.6,3.1,4.9,1.5,Iris-versicolor
+62,5.7,4.7,1.5,0.4,Iris-setosa
+63,5.1,3.7,1.5,0.4,Iris-setosa
+64,6.5,3.2,5.6,2.3,Iris-virginica
+65,5.2,2.7,3.5,1.1,Iris-versicolor
+66,4.8,3.4,1.6,0.1,Iris-setosa
+67,5.2,3.5,1.3,0.4,Iris-setosa
+68,5.1,3.0,1.6,0.4,Iris-setosa
+69,4.9,3.0,1.3,0.2,Iris-setosa
+70,6.4,2.8,4.5,1.3,Iris-versicolor
+71,6.5,3.6,5.0,2.5,Iris-virginica
+72,4.6,3.1,1.6,0.2,Iris-setosa
+73,5.1,3.8,1.4,0.2,Iris-setosa
+74,4.4,3.2,1.3,0.2,Iris-setosa
+75,6.6,3.0,4.5,1.5,Iris-versicolor
+76,4.9,3.1,1.6,0.1,Iris-setosa
+77,6.5,2.2,5.3,2.3,Iris-virginica
+78,5.8,2.5,4.0,1.3,Iris-versicolor
+79,7.6,3.0,6.8,2.3,Iris-virginica
+80,6.9,2.8,4.0,1.5,Iris-versicolor
+81,6.5,3.3,4.7,1.5,Iris-versicolor
+82,6.3,2.5,5.9,1.8,Iris-virginica
+83,6.5,3.0,5.4,2.3,Iris-virginica
+84,5.7,3.8,1.4,0.3,Iris-setosa
+85,4.8,3.0,1.4,0.2,Iris-setosa
+86,6.5,2.8,4.8,1.5,Iris-versicolor
+87,4.6,3.0,1.4,0.3,Iris-setosa
+88,5.0,3.7,1.5,0.2,Iris-setosa
+89,6.0,3.2,5.7,2.3,Iris-virginica
+90,5.0,2.9,3.5,1.5,Iris-versicolor
+91,5.2,3.7,1.5,0.4,Iris-setosa
+92,5.8,3.0,1.9,0.4,Iris-setosa
+93,6.4,3.2,5.7,2.4,Iris-virginica
+94,5.4,3.5,1.4,0.3,Iris-setosa
+95,6.1,3.5,5.9,2.1,Iris-virginica
+96,6.8,2.8,4.1,1.9,Iris-versicolor
+97,6.3,2.3,4.9,1.5,Iris-versicolor
+98,6.1,2.9,4.7,1.3,Iris-versicolor
+99,5.2,3.5,1.5,0.4,Iris-setosa
+100,6.7,3.1,4.7,1.8,Iris-versicolor
+101,5.6,2.5,3.1,1.1,Iris-versicolor
+102,6.3,2.5,5.0,1.9,Iris-virginica
+103,6.7,3.1,4.7,1.6,Iris-versicolor
+104,5.8,4.0,5.5,1.8,Iris-virginica
+105,6.3,3.3,4.7,1.5,Iris-versicolor
+106,6.1,3.0,4.5,1.8,Iris-versicolor
+107,5.4,3.5,4.3,1.3,Iris-versicolor
+108,7.6,3.0,6.0,2.3,Iris-virginica
+109,5.8,3.4,1.9,0.2,Iris-setosa
+110,6.3,2.5,4.9,1.8,Iris-versicolor
+111,7.1,2.8,4.6,1.4,Iris-versicolor
+112,5.5,2.7,3.1,1.4,Iris-versicolor
+113,4.4,3.1,1.6,0.2,Iris-setosa
+114,4.4,3.2,1.3,0.2,Iris-setosa
+115,5.3,2.5,3.0,1.2,Iris-versicolor
+116,4.8,2.5,1.0,0.2,Iris-setosa
+117,5.2,2.7,3.1,1.2,Iris-versicolor
+118,4.6,3.0,1.5,0.2,Iris-setosa
+119,5.5,2.5,4.5,1.5,Iris-versicolor
diff --git a/iris/realtabformer/3/13/test.csv b/iris/realtabformer/3/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/13/train.csv b/iris/realtabformer/3/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/13/val.csv b/iris/realtabformer/3/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/14/synth.csv b/iris/realtabformer/3/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4d2c5fefc6ec10b07fc60a1eb0cde026158147a8
--- /dev/null
+++ b/iris/realtabformer/3/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.6,3.6,1.4,0.2,Iris-setosa
+1,6.6,2.9,4.7,1.4,Iris-versicolor
+2,4.8,2.5,1.4,0.3,Iris-setosa
+3,4.9,3.1,1.4,0.1,Iris-setosa
+4,5.1,3.0,1.4,0.2,Iris-setosa
+5,4.4,2.5,3.5,1.1,Iris-versicolor
+6,6.6,3.0,4.6,1.4,Iris-versicolor
+7,5.2,3.5,1.9,0.2,Iris-setosa
+8,4.6,3.1,1.3,0.2,Iris-setosa
+9,4.4,3.4,1.6,0.2,Iris-setosa
+10,6.5,2.8,5.6,2.1,Iris-virginica
+11,5.4,2.6,3.5,1.7,Iris-versicolor
+12,4.6,2.8,4.6,1.0,Iris-virginica
+13,5.5,3.0,1.3,0.2,Iris-setosa
+14,5.9,3.1,1.9,0.2,Iris-setosa
+15,6.5,3.0,5.1,2.0,Iris-virginica
+16,5.7,2.5,3.7,1.3,Iris-versicolor
+17,4.9,3.1,1.5,0.1,Iris-setosa
+18,6.5,3.1,5.6,2.1,Iris-virginica
+19,6.6,2.9,4.7,1.3,Iris-versicolor
+20,5.0,2.5,3.9,1.1,Iris-versicolor
+21,4.9,2.9,3.3,1.1,Iris-versicolor
+22,6.5,2.8,4.6,1.8,Iris-versicolor
+23,6.5,2.8,4.8,1.0,Iris-versicolor
+24,7.7,3.2,6.7,2.5,Iris-virginica
+25,5.7,2.8,4.7,1.5,Iris-versicolor
+26,6.1,3.2,4.7,1.8,Iris-versicolor
+27,6.6,3.0,4.6,1.4,Iris-versicolor
+28,6.2,3.2,5.9,2.1,Iris-virginica
+29,6.0,3.2,4.7,1.6,Iris-versicolor
+30,5.8,2.7,4.1,1.4,Iris-versicolor
+31,5.8,3.0,4.8,1.3,Iris-virginica
+32,5.2,2.7,3.0,1.0,Iris-versicolor
+33,5.1,3.5,3.4,1.4,Iris-versicolor
+34,4.8,2.4,3.6,1.0,Iris-versicolor
+35,6.3,2.9,4.6,1.5,Iris-versicolor
+36,5.4,2.5,4.1,1.5,Iris-versicolor
+37,4.4,3.2,1.3,0.3,Iris-setosa
+38,5.7,2.9,3.6,1.1,Iris-versicolor
+39,6.4,3.0,4.5,1.8,Iris-versicolor
+40,5.2,2.5,3.5,1.5,Iris-versicolor
+41,6.5,2.8,4.0,1.8,Iris-versicolor
+42,7.3,2.6,4.0,1.5,Iris-versicolor
+43,5.5,3.4,1.6,0.2,Iris-setosa
+44,4.9,3.0,1.4,0.3,Iris-setosa
+45,6.6,3.0,4.5,1.4,Iris-versicolor
+46,6.3,2.8,4.6,1.5,Iris-versicolor
+47,6.5,3.0,5.6,2.1,Iris-virginica
+48,6.3,2.5,4.3,1.3,Iris-versicolor
+49,4.9,3.1,1.5,0.7,Iris-setosa
+50,6.4,3.2,5.7,2.1,Iris-virginica
+51,5.7,3.0,5.1,2.2,Iris-virginica
+52,6.5,3.1,5.5,2.4,Iris-virginica
+53,6.6,2.8,4.6,1.5,Iris-versicolor
+54,4.9,3.0,1.4,0.2,Iris-setosa
+55,5.9,3.1,4.5,1.5,Iris-versicolor
+56,5.7,2.5,3.7,1.0,Iris-versicolor
+57,5.3,3.7,1.1,0.4,Iris-setosa
+58,6.6,2.9,4.5,1.5,Iris-versicolor
+59,6.1,3.8,4.4,1.4,Iris-versicolor
+60,6.7,2.8,5.7,1.8,Iris-virginica
+61,6.3,2.9,5.6,1.8,Iris-virginica
+62,6.1,3.8,5.6,2.4,Iris-virginica
+63,5.4,2.5,3.3,1.0,Iris-versicolor
+64,6.7,3.2,5.7,2.3,Iris-virginica
+65,4.6,3.1,1.5,0.3,Iris-setosa
+66,5.7,2.4,3.9,1.0,Iris-versicolor
+67,6.9,3.0,5.5,2.1,Iris-virginica
+68,7.2,3.2,5.1,2.2,Iris-virginica
+69,5.8,3.6,1.0,0.2,Iris-setosa
+70,5.8,2.5,4.0,1.3,Iris-versicolor
+71,5.8,3.0,1.1,0.4,Iris-setosa
+72,6.1,3.8,4.9,1.5,Iris-versicolor
+73,6.1,3.2,4.6,1.4,Iris-versicolor
+74,6.6,2.8,5.1,2.3,Iris-virginica
+75,4.8,3.0,1.2,0.2,Iris-setosa
+76,6.7,3.6,4.4,2.3,Iris-versicolor
+77,4.9,3.1,1.6,0.3,Iris-setosa
+78,6.3,3.3,5.7,2.5,Iris-virginica
+79,4.5,2.6,3.4,1.2,Iris-versicolor
+80,7.3,2.8,5.1,2.9,Iris-virginica
+81,6.1,3.1,4.6,1.4,Iris-versicolor
+82,4.7,3.1,1.4,0.2,Iris-setosa
+83,7.3,2.9,5.1,1.8,Iris-virginica
+84,6.7,2.8,5.7,1.8,Iris-virginica
+85,5.0,2.6,3.6,1.0,Iris-versicolor
+86,4.7,3.6,1.4,0.3,Iris-setosa
+87,5.1,2.5,3.9,1.4,Iris-versicolor
+88,5.1,2.5,3.9,1.1,Iris-versicolor
+89,6.4,3.2,4.5,1.5,Iris-versicolor
+90,5.5,3.0,1.5,0.2,Iris-setosa
+91,4.9,3.4,1.6,0.2,Iris-setosa
+92,7.6,3.0,6.1,2.3,Iris-virginica
+93,6.4,3.1,5.5,2.1,Iris-virginica
+94,5.1,2.7,5.1,1.9,Iris-virginica
+95,5.7,3.8,1.9,0.3,Iris-setosa
+96,6.1,2.8,4.2,1.3,Iris-versicolor
+97,4.8,2.6,4.3,1.0,Iris-virginica
+98,5.2,2.5,4.4,1.2,Iris-versicolor
+99,5.0,3.5,1.3,0.4,Iris-setosa
+100,6.5,3.0,5.7,2.5,Iris-virginica
+101,4.8,3.0,1.4,0.2,Iris-setosa
+102,5.7,3.4,1.7,0.4,Iris-setosa
+103,5.5,3.2,1.4,0.2,Iris-setosa
+104,6.1,3.5,1.4,0.4,Iris-setosa
+105,6.1,3.2,4.6,1.8,Iris-virginica
+106,6.4,2.8,5.6,1.8,Iris-virginica
+107,4.9,2.6,4.5,1.2,Iris-versicolor
+108,6.5,2.5,5.0,1.8,Iris-virginica
+109,4.8,3.0,1.4,0.2,Iris-setosa
+110,5.5,2.8,4.9,1.5,Iris-versicolor
+111,4.3,2.5,3.4,1.0,Iris-versicolor
+112,4.6,3.0,1.3,0.3,Iris-setosa
+113,6.5,3.0,4.1,1.8,Iris-versicolor
+114,4.6,3.0,1.6,0.4,Iris-setosa
+115,7.1,2.8,6.1,1.9,Iris-virginica
+116,6.3,2.8,4.1,1.2,Iris-versicolor
+117,5.1,3.8,1.5,0.4,Iris-setosa
+118,6.1,3.8,4.4,1.3,Iris-versicolor
+119,5.7,3.6,1.5,0.3,Iris-setosa
diff --git a/iris/realtabformer/3/14/test.csv b/iris/realtabformer/3/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/14/train.csv b/iris/realtabformer/3/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/14/val.csv b/iris/realtabformer/3/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/15/synth.csv b/iris/realtabformer/3/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..843cab1249981e63214f3329d36b8468408b282c
--- /dev/null
+++ b/iris/realtabformer/3/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7,4.5,1.2,0.4,Iris-setosa
+1,5.6,2.8,4.1,1.3,Iris-versicolor
+2,4.4,3.2,1.3,0.3,Iris-setosa
+3,6.9,3.0,5.2,2.2,Iris-virginica
+4,6.1,2.8,4.9,1.4,Iris-versicolor
+5,5.1,3.5,1.9,0.2,Iris-setosa
+6,5.9,2.5,3.4,1.1,Iris-versicolor
+7,5.8,2.5,4.9,1.2,Iris-versicolor
+8,4.8,3.0,1.5,0.2,Iris-setosa
+9,6.0,3.4,4.6,1.6,Iris-versicolor
+10,6.1,2.8,4.1,1.4,Iris-versicolor
+11,4.8,3.2,1.6,0.2,Iris-setosa
+12,6.4,2.9,4.7,1.7,Iris-versicolor
+13,6.3,3.3,4.6,1.4,Iris-virginica
+14,5.0,3.6,1.6,0.2,Iris-setosa
+15,5.6,2.9,4.9,1.3,Iris-versicolor
+16,5.7,2.4,3.6,1.4,Iris-versicolor
+17,6.0,2.2,4.9,1.5,Iris-versicolor
+18,6.3,2.8,5.9,2.3,Iris-virginica
+19,5.1,3.6,1.9,0.2,Iris-setosa
+20,6.6,3.1,4.6,1.4,Iris-versicolor
+21,6.1,3.8,4.4,1.4,Iris-versicolor
+22,5.0,2.7,3.7,1.5,Iris-versicolor
+23,6.7,3.2,5.7,2.3,Iris-virginica
+24,5.3,3.7,1.5,0.1,Iris-setosa
+25,5.2,2.5,3.7,1.1,Iris-versicolor
+26,4.4,3.2,1.3,0.3,Iris-setosa
+27,5.5,2.4,3.7,1.3,Iris-versicolor
+28,7.2,3.6,6.1,2.9,Iris-virginica
+29,6.1,2.5,4.9,1.7,Iris-versicolor
+30,5.8,3.7,1.5,0.2,Iris-setosa
+31,6.9,3.0,5.5,2.1,Iris-virginica
+32,5.1,3.0,1.4,0.4,Iris-setosa
+33,7.6,3.0,6.1,2.3,Iris-virginica
+34,4.9,3.1,1.5,0.1,Iris-setosa
+35,6.0,3.2,5.6,2.3,Iris-virginica
+36,5.1,3.5,1.9,0.4,Iris-setosa
+37,5.8,2.6,4.0,1.3,Iris-versicolor
+38,6.3,3.2,4.9,1.5,Iris-versicolor
+39,5.8,4.0,5.1,2.0,Iris-virginica
+40,4.8,3.0,1.3,0.2,Iris-setosa
+41,4.9,3.1,1.5,0.1,Iris-setosa
+42,5.2,3.7,1.4,0.2,Iris-setosa
+43,6.5,2.8,4.7,1.8,Iris-versicolor
+44,4.6,3.0,1.4,0.2,Iris-setosa
+45,5.8,3.0,1.4,0.2,Iris-setosa
+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
+49,5.7,2.8,3.6,1.4,Iris-versicolor
+50,5.4,3.7,1.5,0.3,Iris-setosa
+51,6.6,2.9,5.7,1.8,Iris-virginica
+52,6.0,2.9,4.5,1.5,Iris-versicolor
+53,7.4,2.6,6.3,2.3,Iris-virginica
+54,6.6,2.9,4.3,1.4,Iris-versicolor
+55,6.4,2.8,5.8,2.1,Iris-virginica
+56,5.5,2.5,4.7,1.6,Iris-versicolor
+57,6.3,3.4,5.6,2.1,Iris-virginica
+58,6.3,3.3,4.7,1.5,Iris-versicolor
+59,5.1,2.8,4.1,1.4,Iris-versicolor
+60,6.4,3.0,5.6,2.1,Iris-virginica
+61,4.9,3.1,1.5,0.2,Iris-setosa
+62,6.4,3.2,4.5,1.5,Iris-versicolor
+63,5.0,3.4,1.3,0.3,Iris-setosa
+64,4.9,3.1,1.5,0.1,Iris-setosa
+65,4.5,3.2,1.4,0.2,Iris-setosa
+66,5.1,2.8,4.9,1.3,Iris-versicolor
+67,4.9,3.1,1.4,0.1,Iris-setosa
+68,5.1,3.6,1.2,0.4,Iris-setosa
+69,6.3,3.3,5.1,2.0,Iris-virginica
+70,4.8,3.0,1.5,0.1,Iris-setosa
+71,6.1,3.0,4.5,1.3,Iris-versicolor
+72,5.1,2.5,3.5,1.4,Iris-versicolor
+73,6.3,2.5,4.4,1.5,Iris-versicolor
+74,4.6,3.3,1.5,0.2,Iris-setosa
+75,5.1,2.7,3.1,1.4,Iris-versicolor
+76,4.4,3.0,1.6,0.2,Iris-setosa
+77,5.1,3.5,1.7,0.3,Iris-setosa
+78,6.0,3.2,5.6,2.2,Iris-virginica
+79,5.6,2.6,3.9,1.2,Iris-versicolor
+80,6.1,2.8,4.7,1.4,Iris-versicolor
+81,5.6,3.0,4.1,1.4,Iris-versicolor
+82,4.9,3.0,1.4,0.2,Iris-setosa
+83,5.8,2.6,4.1,1.3,Iris-versicolor
+84,6.7,3.2,5.7,2.3,Iris-virginica
+85,5.4,3.7,1.5,0.2,Iris-setosa
+86,6.9,3.1,4.5,1.8,Iris-virginica
+87,6.4,2.9,4.7,1.8,Iris-versicolor
+88,6.4,3.9,5.6,2.4,Iris-virginica
+89,6.0,2.8,4.7,1.5,Iris-versicolor
+90,5.8,3.0,4.1,1.2,Iris-versicolor
+91,4.9,3.0,1.4,0.2,Iris-setosa
+92,5.1,2.7,3.1,1.8,Iris-versicolor
+93,5.1,3.5,1.0,0.4,Iris-setosa
+94,4.8,3.0,1.6,0.2,Iris-setosa
+95,7.0,3.2,4.3,1.6,Iris-virginica
+96,7.6,2.9,6.6,2.3,Iris-virginica
+97,6.4,2.3,5.4,1.8,Iris-virginica
+98,6.3,3.0,5.1,2.3,Iris-virginica
+99,4.7,3.3,1.3,0.2,Iris-setosa
+100,5.8,3.7,5.1,1.2,Iris-versicolor
+101,5.1,2.5,3.9,1.4,Iris-versicolor
+102,7.7,3.6,6.1,2.3,Iris-virginica
+103,6.4,3.2,5.6,2.1,Iris-virginica
+104,6.4,2.9,5.5,1.8,Iris-virginica
+105,7.2,3.0,6.8,2.5,Iris-virginica
+106,4.8,3.0,1.6,0.2,Iris-setosa
+107,5.1,2.8,4.1,1.4,Iris-versicolor
+108,6.7,3.1,4.7,1.4,Iris-versicolor
+109,6.3,2.9,4.4,1.3,Iris-versicolor
+110,7.2,2.6,6.8,1.6,Iris-virginica
+111,6.5,2.8,4.7,1.3,Iris-versicolor
+112,6.4,3.1,4.7,1.8,Iris-versicolor
+113,4.4,3.4,1.3,0.2,Iris-setosa
+114,6.4,3.3,4.7,1.8,Iris-versicolor
+115,6.8,2.8,4.6,1.4,Iris-versicolor
+116,4.7,3.2,1.3,0.3,Iris-setosa
+117,5.1,2.5,3.9,1.8,Iris-versicolor
+118,5.1,3.8,1.0,0.4,Iris-setosa
+119,6.0,3.2,4.7,1.6,Iris-versicolor
diff --git a/iris/realtabformer/3/15/test.csv b/iris/realtabformer/3/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/15/train.csv b/iris/realtabformer/3/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/15/val.csv b/iris/realtabformer/3/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/16/synth.csv b/iris/realtabformer/3/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d7f0218becd3b403e935ffa9f4b757fdcefd7e10
--- /dev/null
+++ b/iris/realtabformer/3/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.6,3.0,1.4,0.2,Iris-setosa
+1,5.6,3.9,5.9,2.0,Iris-virginica
+2,5.5,3.0,1.1,0.2,Iris-setosa
+3,5.6,3.0,4.4,1.3,Iris-versicolor
+4,4.3,2.8,4.5,1.5,Iris-versicolor
+5,5.5,2.7,3.1,1.0,Iris-versicolor
+6,6.4,3.8,5.6,2.2,Iris-virginica
+7,6.1,3.8,4.6,1.3,Iris-versicolor
+8,5.1,3.5,1.4,0.4,Iris-setosa
+9,6.4,3.2,5.3,1.8,Iris-virginica
+10,5.2,2.7,3.1,1.5,Iris-versicolor
+11,6.8,2.2,5.6,1.5,Iris-virginica
+12,7.9,2.5,4.9,1.8,Iris-virginica
+13,6.1,2.8,4.7,1.4,Iris-versicolor
+14,5.6,3.9,1.3,0.4,Iris-setosa
+15,5.4,3.4,1.4,0.2,Iris-setosa
+16,6.3,2.8,4.7,1.8,Iris-versicolor
+17,5.4,2.4,3.5,1.2,Iris-versicolor
+18,6.6,3.0,5.1,2.1,Iris-virginica
+19,6.1,2.8,4.6,1.4,Iris-versicolor
+20,6.1,3.8,4.6,2.5,Iris-virginica
+21,5.0,3.6,1.4,0.2,Iris-setosa
+22,4.9,2.9,4.3,1.3,Iris-versicolor
+23,6.4,3.2,5.4,2.2,Iris-virginica
+24,5.8,4.6,1.1,0.4,Iris-setosa
+25,6.0,3.2,5.9,2.1,Iris-virginica
+26,6.7,2.8,5.6,2.4,Iris-virginica
+27,5.0,2.6,4.5,1.8,Iris-versicolor
+28,6.3,2.9,5.1,1.8,Iris-virginica
+29,4.0,3.2,1.3,0.2,Iris-setosa
+30,5.7,2.6,3.6,1.2,Iris-versicolor
+31,6.0,3.1,4.6,1.4,Iris-versicolor
+32,5.8,3.0,5.6,2.2,Iris-virginica
+33,4.6,3.0,1.3,0.2,Iris-setosa
+34,7.8,2.6,6.9,2.1,Iris-virginica
+35,5.2,2.7,4.5,1.2,Iris-versicolor
+36,6.1,2.8,4.0,1.3,Iris-versicolor
+37,6.7,2.5,4.7,1.5,Iris-versicolor
+38,6.4,2.8,5.6,1.8,Iris-virginica
+39,5.1,3.5,1.6,0.2,Iris-setosa
+40,4.8,3.0,1.4,0.2,Iris-setosa
+41,4.9,2.4,3.3,1.7,Iris-versicolor
+42,6.1,2.8,4.0,1.8,Iris-versicolor
+43,4.4,3.4,1.6,0.2,Iris-setosa
+44,6.5,2.5,4.3,1.3,Iris-versicolor
+45,6.3,2.9,4.2,1.5,Iris-versicolor
+46,6.9,3.1,5.5,2.1,Iris-virginica
+47,5.8,2.7,5.1,1.2,Iris-virginica
+48,6.0,3.2,5.0,2.3,Iris-virginica
+49,6.3,2.8,4.6,1.8,Iris-versicolor
+50,5.2,3.7,1.5,0.2,Iris-setosa
+51,5.0,3.4,1.5,0.4,Iris-setosa
+52,4.1,3.8,1.4,0.2,Iris-setosa
+53,4.8,3.0,1.4,0.2,Iris-setosa
+54,6.5,3.0,5.1,2.1,Iris-virginica
+55,5.4,2.5,4.0,1.2,Iris-versicolor
+56,5.6,3.0,4.9,1.4,Iris-versicolor
+57,7.2,2.6,6.1,2.5,Iris-virginica
+58,4.6,3.1,1.5,0.2,Iris-setosa
+59,6.1,2.9,4.5,1.1,Iris-versicolor
+60,4.4,2.8,1.6,0.2,Iris-setosa
+61,6.5,3.2,4.4,1.5,Iris-versicolor
+62,5.7,3.7,4.1,1.5,Iris-versicolor
+63,6.1,2.9,4.9,1.5,Iris-versicolor
+64,5.4,3.7,1.6,0.2,Iris-setosa
+65,6.8,2.3,4.0,1.3,Iris-versicolor
+66,6.1,3.8,4.6,1.4,Iris-versicolor
+67,6.8,3.2,5.1,2.3,Iris-virginica
+68,6.3,3.2,5.3,2.5,Iris-virginica
+69,5.2,3.4,1.3,0.2,Iris-setosa
+70,6.9,3.1,4.4,1.3,Iris-versicolor
+71,5.9,2.7,3.1,1.9,Iris-versicolor
+72,6.3,2.3,4.0,1.5,Iris-versicolor
+73,5.7,3.2,5.1,2.3,Iris-virginica
+74,4.4,3.1,1.3,0.2,Iris-setosa
+75,7.2,3.5,6.8,2.5,Iris-virginica
+76,6.1,2.8,4.4,1.4,Iris-versicolor
+77,6.6,3.0,4.4,1.3,Iris-versicolor
+78,6.1,2.8,4.9,1.8,Iris-virginica
+79,6.3,3.3,5.1,1.8,Iris-virginica
+80,5.2,3.5,1.5,0.2,Iris-setosa
+81,5.6,3.0,4.4,1.2,Iris-versicolor
+82,7.4,3.6,5.5,2.1,Iris-virginica
+83,7.7,3.3,6.7,2.3,Iris-virginica
+84,5.8,3.7,1.5,0.2,Iris-setosa
+85,5.1,3.5,1.6,0.4,Iris-setosa
+86,4.9,3.2,1.3,0.2,Iris-setosa
+87,4.4,3.2,1.5,0.2,Iris-setosa
+88,6.1,2.8,4.6,1.9,Iris-virginica
+89,5.6,2.8,4.1,1.0,Iris-versicolor
+90,6.3,3.3,5.6,2.1,Iris-virginica
+91,5.4,2.7,3.1,1.6,Iris-versicolor
+92,5.2,3.5,1.5,0.3,Iris-setosa
+93,5.3,3.5,1.9,0.2,Iris-setosa
+94,5.1,2.8,1.7,0.3,Iris-setosa
+95,6.3,3.3,4.0,1.5,Iris-versicolor
+96,4.3,3.4,1.3,0.2,Iris-setosa
+97,6.1,2.8,4.6,1.4,Iris-versicolor
+98,5.1,4.5,3.9,0.2,Iris-setosa
+99,4.3,3.0,1.9,0.4,Iris-setosa
+100,4.4,3.4,1.3,0.2,Iris-setosa
+101,6.1,2.8,4.9,1.3,Iris-versicolor
+102,6.3,2.9,4.0,1.5,Iris-versicolor
+103,4.7,3.2,1.7,0.3,Iris-setosa
+104,5.0,3.4,1.3,0.4,Iris-setosa
+105,6.1,2.6,4.6,1.6,Iris-versicolor
+106,6.7,2.5,4.9,1.3,Iris-versicolor
+107,5.0,2.9,3.3,1.0,Iris-versicolor
+108,4.6,3.1,1.5,0.1,Iris-setosa
+109,6.9,3.1,5.5,1.8,Iris-virginica
+110,5.2,3.7,1.1,0.3,Iris-setosa
+111,5.6,3.0,4.9,1.2,Iris-versicolor
+112,6.3,3.3,4.9,1.6,Iris-versicolor
+113,6.1,2.5,4.9,1.4,Iris-versicolor
+114,6.1,3.8,4.6,1.4,Iris-versicolor
+115,5.5,2.8,4.1,1.5,Iris-versicolor
+116,6.7,2.8,4.7,1.8,Iris-versicolor
+117,4.6,3.4,1.4,0.2,Iris-setosa
+118,5.5,2.7,5.1,1.2,Iris-virginica
+119,6.5,3.0,5.2,2.4,Iris-virginica
diff --git a/iris/realtabformer/3/16/test.csv b/iris/realtabformer/3/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/16/train.csv b/iris/realtabformer/3/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/16/val.csv b/iris/realtabformer/3/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/17/synth.csv b/iris/realtabformer/3/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..81aae2e8cac80054569e5ca70c2da329964715c0
--- /dev/null
+++ b/iris/realtabformer/3/17/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-versicolor
+1,6.3,2.9,4.6,1.5,Iris-versicolor
+2,6.1,2.8,4.9,1.3,Iris-versicolor
+3,6.3,3.3,4.9,1.5,Iris-versicolor
+4,6.3,2.8,4.7,1.5,Iris-versicolor
+5,5.1,2.7,3.1,1.1,Iris-versicolor
+6,5.2,3.5,1.5,0.2,Iris-setosa
+7,7.2,3.0,6.1,2.1,Iris-virginica
+8,6.1,2.8,5.6,2.1,Iris-virginica
+9,6.2,2.8,4.5,1.5,Iris-versicolor
+10,4.9,3.1,1.6,0.1,Iris-setosa
+11,5.6,2.9,4.7,1.3,Iris-versicolor
+12,5.2,2.7,3.9,1.1,Iris-versicolor
+13,6.9,3.2,5.5,1.8,Iris-virginica
+14,6.3,3.2,5.9,2.1,Iris-virginica
+15,6.1,2.8,4.9,1.6,Iris-versicolor
+16,4.6,3.2,1.6,0.4,Iris-setosa
+17,7.1,2.9,4.1,1.8,Iris-versicolor
+18,6.1,2.8,4.6,1.8,Iris-virginica
+19,7.3,3.0,5.1,2.5,Iris-virginica
+20,4.6,3.0,1.4,0.3,Iris-setosa
+21,6.5,2.9,4.4,1.3,Iris-versicolor
+22,5.1,3.0,1.4,0.3,Iris-setosa
+23,5.9,2.9,4.3,1.8,Iris-versicolor
+24,7.2,2.9,6.6,1.8,Iris-virginica
+25,5.7,3.6,1.9,0.4,Iris-setosa
+26,6.7,3.0,5.5,2.1,Iris-virginica
+27,6.1,3.5,4.9,1.4,Iris-versicolor
+28,6.3,2.8,5.1,1.8,Iris-virginica
+29,4.1,3.2,1.6,0.2,Iris-setosa
+30,5.1,3.5,1.5,0.4,Iris-setosa
+31,6.7,3.1,4.7,1.6,Iris-versicolor
+32,5.1,3.4,1.5,0.4,Iris-setosa
+33,4.9,3.1,1.5,0.1,Iris-setosa
+34,6.4,3.2,5.7,2.3,Iris-virginica
+35,5.6,3.8,1.7,0.4,Iris-setosa
+36,6.4,2.8,4.7,1.5,Iris-versicolor
+37,6.4,2.8,4.6,1.5,Iris-versicolor
+38,6.6,2.9,4.6,1.4,Iris-versicolor
+39,4.8,3.4,1.5,0.2,Iris-setosa
+40,6.8,3.2,5.6,2.5,Iris-virginica
+41,6.8,2.8,4.4,1.5,Iris-versicolor
+42,5.6,3.0,4.4,1.2,Iris-versicolor
+43,6.4,2.8,4.6,1.8,Iris-versicolor
+44,5.4,3.7,1.5,0.4,Iris-setosa
+45,5.8,2.7,4.1,1.9,Iris-versicolor
+46,6.3,2.8,4.0,1.5,Iris-versicolor
+47,7.2,3.6,6.6,2.1,Iris-virginica
+48,6.3,3.3,4.3,1.6,Iris-versicolor
+49,5.6,2.8,4.6,2.3,Iris-versicolor
+50,5.6,2.8,4.6,1.5,Iris-versicolor
+51,6.1,2.8,4.0,1.4,Iris-versicolor
+52,6.0,2.5,4.7,1.4,Iris-versicolor
+53,7.4,2.9,6.3,1.8,Iris-virginica
+54,4.8,3.0,1.4,0.2,Iris-setosa
+55,5.4,2.5,3.9,1.2,Iris-versicolor
+56,5.0,3.6,1.4,0.2,Iris-setosa
+57,6.5,3.0,5.8,2.4,Iris-virginica
+58,6.1,2.8,4.5,1.5,Iris-versicolor
+59,6.0,3.2,4.3,1.3,Iris-versicolor
+60,6.5,2.2,4.7,1.5,Iris-versicolor
+61,6.3,2.5,4.0,1.5,Iris-versicolor
+62,5.6,3.0,4.2,1.3,Iris-versicolor
+63,5.9,3.1,5.5,1.1,Iris-virginica
+64,7.6,3.0,6.1,2.1,Iris-virginica
+65,4.4,3.1,1.6,0.2,Iris-setosa
+66,7.6,2.6,6.1,2.1,Iris-virginica
+67,6.3,2.8,4.7,1.6,Iris-versicolor
+68,5.1,4.8,1.4,0.4,Iris-setosa
+69,6.0,2.5,4.0,1.5,Iris-versicolor
+70,5.1,2.7,3.1,1.7,Iris-versicolor
+71,7.6,2.9,4.6,1.8,Iris-virginica
+72,6.7,2.8,4.7,1.8,Iris-versicolor
+73,6.0,3.1,5.5,2.1,Iris-virginica
+74,4.8,3.3,1.6,0.3,Iris-setosa
+75,6.1,2.8,4.7,1.5,Iris-versicolor
+76,5.1,3.5,1.7,0.3,Iris-setosa
+77,6.8,2.8,5.9,1.8,Iris-virginica
+78,5.2,4.4,3.3,0.2,Iris-setosa
+79,6.4,2.5,4.9,1.5,Iris-versicolor
+80,7.1,3.0,5.4,1.8,Iris-virginica
+81,5.7,3.0,5.7,2.0,Iris-virginica
+82,7.1,3.7,1.9,0.2,Iris-setosa
+83,5.6,2.6,3.9,1.8,Iris-versicolor
+84,6.3,3.3,4.7,1.5,Iris-versicolor
+85,6.4,2.8,4.7,1.4,Iris-versicolor
+86,6.4,2.9,5.6,1.8,Iris-virginica
+87,6.1,2.6,4.9,1.6,Iris-versicolor
+88,5.9,3.1,1.5,0.1,Iris-setosa
+89,6.1,3.8,4.6,1.4,Iris-virginica
+90,7.7,2.8,6.1,2.3,Iris-virginica
+91,5.6,3.0,4.5,1.4,Iris-versicolor
+92,5.1,3.7,1.5,0.2,Iris-setosa
+93,5.8,2.7,4.1,1.3,Iris-versicolor
+94,4.6,3.0,1.4,0.2,Iris-setosa
+95,5.6,3.0,4.3,1.3,Iris-versicolor
+96,4.4,3.3,1.5,0.2,Iris-setosa
+97,6.4,2.5,4.5,1.8,Iris-versicolor
+98,5.1,2.8,4.6,1.2,Iris-virginica
+99,6.4,3.4,5.6,1.6,Iris-virginica
+100,6.4,2.8,4.9,1.5,Iris-versicolor
+101,6.6,3.0,4.4,1.2,Iris-versicolor
+102,6.5,2.8,5.6,1.8,Iris-virginica
+103,5.1,2.8,3.6,1.1,Iris-versicolor
+104,6.4,3.1,4.5,1.5,Iris-versicolor
+105,6.1,2.8,4.6,1.4,Iris-versicolor
+106,6.1,3.5,5.9,2.1,Iris-virginica
+107,4.9,3.1,1.5,0.0,Iris-setosa
+108,5.7,3.1,1.7,0.4,Iris-setosa
+109,6.4,3.1,4.6,1.4,Iris-versicolor
+110,5.6,3.0,4.1,1.5,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
+114,5.8,3.7,1.9,0.4,Iris-setosa
+115,5.6,3.5,1.4,0.2,Iris-setosa
+116,5.1,3.5,1.0,0.4,Iris-setosa
+117,6.0,3.4,5.6,2.1,Iris-virginica
+118,5.8,3.0,5.1,1.8,Iris-virginica
+119,4.9,2.5,4.5,1.3,Iris-virginica
diff --git a/iris/realtabformer/3/17/test.csv b/iris/realtabformer/3/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/17/train.csv b/iris/realtabformer/3/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/17/val.csv b/iris/realtabformer/3/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/18/synth.csv b/iris/realtabformer/3/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e975d4277c5c633e2b52ff57d0a5db91c5bc71d1
--- /dev/null
+++ b/iris/realtabformer/3/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.8,3.0,1.5,0.2,Iris-setosa
+1,5.2,2.6,3.0,1.1,Iris-versicolor
+2,6.8,2.8,4.7,1.5,Iris-versicolor
+3,6.3,3.3,4.5,1.5,Iris-versicolor
+4,6.3,2.8,5.6,2.1,Iris-virginica
+5,5.2,3.6,1.5,0.3,Iris-setosa
+6,5.9,2.8,3.0,1.1,Iris-versicolor
+7,5.7,2.5,3.5,1.2,Iris-versicolor
+8,7.2,3.6,6.1,2.5,Iris-virginica
+9,5.9,3.4,1.4,0.3,Iris-setosa
+10,6.7,2.8,4.7,1.5,Iris-versicolor
+11,6.2,3.8,4.5,1.5,Iris-versicolor
+12,4.9,3.1,1.5,0.1,Iris-setosa
+13,5.9,3.0,1.4,0.2,Iris-setosa
+14,5.6,3.0,4.1,1.3,Iris-versicolor
+15,6.4,2.8,4.7,1.5,Iris-versicolor
+16,7.2,2.6,6.1,2.0,Iris-virginica
+17,4.4,3.4,1.3,0.2,Iris-setosa
+18,4.9,3.0,1.5,0.1,Iris-setosa
+19,5.1,2.7,3.1,1.4,Iris-versicolor
+20,5.5,3.0,1.1,0.3,Iris-setosa
+21,6.1,2.8,4.6,1.4,Iris-versicolor
+22,5.4,3.4,1.5,0.4,Iris-setosa
+23,7.6,3.0,6.1,2.3,Iris-virginica
+24,6.7,3.3,4.6,1.8,Iris-versicolor
+25,6.3,2.8,4.6,1.6,Iris-versicolor
+26,5.7,3.8,1.6,0.2,Iris-setosa
+27,4.8,3.2,1.1,0.2,Iris-setosa
+28,5.6,3.8,1.9,0.2,Iris-setosa
+29,5.4,2.8,3.0,1.1,Iris-versicolor
+30,5.1,3.8,1.5,0.3,Iris-setosa
+31,4.9,3.0,5.1,2.1,Iris-virginica
+32,6.1,3.8,4.6,1.4,Iris-versicolor
+33,4.9,3.2,1.4,0.4,Iris-setosa
+34,6.3,2.9,4.6,1.8,Iris-versicolor
+35,5.1,2.9,3.4,1.3,Iris-versicolor
+36,5.2,3.4,1.6,0.2,Iris-setosa
+37,5.1,2.5,3.9,1.1,Iris-versicolor
+38,5.6,3.0,4.6,1.8,Iris-versicolor
+39,6.5,3.0,5.5,2.4,Iris-virginica
+40,6.8,3.1,4.6,1.4,Iris-virginica
+41,4.9,3.0,1.3,0.2,Iris-setosa
+42,6.3,2.8,5.1,1.9,Iris-virginica
+43,6.1,2.8,4.6,1.4,Iris-versicolor
+44,4.3,3.0,1.1,0.2,Iris-setosa
+45,5.1,2.7,1.1,0.2,Iris-setosa
+46,6.3,3.3,4.9,1.8,Iris-virginica
+47,6.3,3.3,4.0,1.5,Iris-versicolor
+48,4.9,2.5,3.5,1.7,Iris-versicolor
+49,6.3,2.9,4.3,1.5,Iris-versicolor
+50,6.8,3.2,5.1,2.1,Iris-virginica
+51,5.8,2.7,3.1,1.9,Iris-versicolor
+52,5.0,2.5,3.9,1.1,Iris-versicolor
+53,6.5,3.0,5.5,2.2,Iris-virginica
+54,5.0,3.7,1.5,0.2,Iris-setosa
+55,6.1,2.8,4.7,1.4,Iris-versicolor
+56,5.7,2.8,3.3,1.0,Iris-versicolor
+57,5.8,2.7,5.1,1.3,Iris-virginica
+58,5.7,2.5,4.5,1.3,Iris-versicolor
+59,6.7,3.1,5.5,1.4,Iris-virginica
+60,4.6,3.0,1.3,0.3,Iris-setosa
+61,5.8,2.6,5.0,1.2,Iris-virginica
+62,5.5,3.0,5.1,2.3,Iris-virginica
+63,5.1,2.8,4.6,1.4,Iris-versicolor
+64,5.7,2.8,4.7,1.3,Iris-versicolor
+65,4.3,2.5,4.3,1.7,Iris-versicolor
+66,6.5,3.1,5.2,2.5,Iris-virginica
+67,5.8,3.0,1.9,0.2,Iris-setosa
+68,6.3,3.3,4.3,1.5,Iris-versicolor
+69,6.4,3.2,5.5,2.1,Iris-virginica
+70,6.4,3.3,4.3,1.6,Iris-versicolor
+71,6.6,3.1,4.5,1.5,Iris-versicolor
+72,4.4,3.4,1.4,0.2,Iris-setosa
+73,6.7,2.9,4.6,1.5,Iris-versicolor
+74,4.4,3.4,1.3,0.2,Iris-setosa
+75,7.2,3.6,6.1,2.5,Iris-virginica
+76,7.4,3.9,1.3,0.2,Iris-setosa
+77,4.9,3.1,1.4,0.1,Iris-setosa
+78,4.9,3.0,1.5,0.1,Iris-setosa
+79,6.7,2.8,5.6,2.1,Iris-virginica
+80,6.4,3.3,4.7,1.5,Iris-versicolor
+81,6.3,2.5,4.1,1.5,Iris-virginica
+82,6.6,3.1,4.6,1.4,Iris-versicolor
+83,5.1,3.9,1.4,0.3,Iris-setosa
+84,4.9,3.4,1.4,0.3,Iris-setosa
+85,6.4,3.2,5.9,2.4,Iris-virginica
+86,6.1,3.8,4.7,1.4,Iris-versicolor
+87,5.0,3.5,1.3,0.4,Iris-setosa
+88,6.4,3.2,5.3,2.3,Iris-virginica
+89,6.3,3.0,5.5,1.4,Iris-virginica
+90,5.4,2.9,3.3,1.2,Iris-versicolor
+91,5.0,3.7,1.5,0.2,Iris-setosa
+92,6.1,3.5,4.9,1.4,Iris-versicolor
+93,5.1,3.8,1.6,0.2,Iris-setosa
+94,4.5,3.2,1.3,0.2,Iris-setosa
+95,6.5,2.8,4.4,1.8,Iris-versicolor
+96,6.1,3.1,4.7,1.8,Iris-versicolor
+97,5.5,2.6,4.7,1.7,Iris-versicolor
+98,6.7,3.3,4.7,1.5,Iris-versicolor
+99,7.2,3.6,6.1,2.3,Iris-virginica
+100,5.1,2.5,3.0,1.4,Iris-versicolor
+101,7.2,3.0,5.8,1.9,Iris-virginica
+102,5.0,2.9,3.3,1.3,Iris-versicolor
+103,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.3,3.3,4.5,1.5,Iris-versicolor
+105,6.3,3.2,5.0,2.5,Iris-virginica
+106,6.4,3.1,4.4,1.2,Iris-versicolor
+107,4.6,3.0,1.5,0.4,Iris-setosa
+108,4.7,3.1,1.6,0.2,Iris-setosa
+109,5.6,3.0,4.4,1.5,Iris-versicolor
+110,6.2,2.5,4.9,1.5,Iris-versicolor
+111,5.1,3.5,1.5,0.4,Iris-setosa
+112,6.7,2.8,5.8,1.8,Iris-virginica
+113,5.8,3.8,1.1,0.3,Iris-setosa
+114,5.2,3.0,1.3,0.3,Iris-setosa
+115,4.9,3.2,1.3,0.2,Iris-setosa
+116,5.1,3.8,1.6,0.4,Iris-setosa
+117,5.8,3.7,1.5,0.2,Iris-setosa
+118,6.1,2.9,4.6,1.4,Iris-versicolor
+119,6.1,2.9,4.9,1.6,Iris-versicolor
diff --git a/iris/realtabformer/3/18/test.csv b/iris/realtabformer/3/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/18/train.csv b/iris/realtabformer/3/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/18/val.csv b/iris/realtabformer/3/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/19/synth.csv b/iris/realtabformer/3/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cc78800fce5ed44eebde08d482b3d4cefcae424b
--- /dev/null
+++ b/iris/realtabformer/3/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.2,3.7,1.5,0.1,Iris-setosa
+1,6.1,3.8,4.9,1.4,Iris-versicolor
+2,6.3,3.3,4.0,1.5,Iris-versicolor
+3,5.8,2.7,5.1,1.9,Iris-virginica
+4,5.4,2.7,3.1,1.4,Iris-versicolor
+5,4.9,3.0,1.3,0.2,Iris-setosa
+6,6.4,3.2,4.5,1.5,Iris-versicolor
+7,6.3,2.5,4.9,1.6,Iris-versicolor
+8,6.3,2.8,4.1,1.5,Iris-versicolor
+9,5.5,2.5,3.3,1.0,Iris-versicolor
+10,7.7,3.3,5.7,2.3,Iris-virginica
+11,6.1,2.8,4.0,1.3,Iris-versicolor
+12,5.1,2.9,3.6,1.4,Iris-versicolor
+13,5.6,2.0,3.4,1.0,Iris-versicolor
+14,6.9,2.8,4.5,1.5,Iris-versicolor
+15,6.8,2.8,4.8,1.6,Iris-versicolor
+16,4.8,3.0,1.4,0.2,Iris-setosa
+17,6.5,3.3,5.7,2.4,Iris-virginica
+18,6.2,2.8,5.5,2.1,Iris-virginica
+19,5.2,3.5,1.6,0.2,Iris-setosa
+20,5.0,2.7,3.6,1.6,Iris-versicolor
+21,7.2,3.8,6.6,2.5,Iris-virginica
+22,5.6,2.9,3.3,1.0,Iris-versicolor
+23,5.3,2.7,3.5,1.8,Iris-versicolor
+24,4.9,3.1,1.5,0.1,Iris-setosa
+25,6.6,2.5,4.5,1.3,Iris-versicolor
+26,5.1,3.8,1.3,0.2,Iris-setosa
+27,5.3,2.6,3.1,1.1,Iris-versicolor
+28,4.9,3.2,1.3,0.4,Iris-setosa
+29,6.1,3.2,4.0,1.5,Iris-versicolor
+30,5.4,3.5,1.9,0.2,Iris-setosa
+31,6.3,2.9,5.6,1.8,Iris-virginica
+32,6.4,3.1,5.5,2.1,Iris-virginica
+33,5.7,2.8,4.8,1.4,Iris-versicolor
+34,5.0,2.5,3.0,1.1,Iris-versicolor
+35,6.4,3.2,5.0,2.3,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
+39,5.1,3.7,1.5,0.4,Iris-setosa
+40,6.3,2.9,5.7,1.8,Iris-virginica
+41,5.1,3.5,1.9,0.4,Iris-setosa
+42,4.9,3.4,1.6,0.2,Iris-setosa
+43,5.0,4.4,1.5,0.3,Iris-setosa
+44,5.5,2.8,1.1,0.3,Iris-setosa
+45,6.4,2.9,4.6,1.2,Iris-versicolor
+46,5.6,3.0,4.4,1.3,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
+50,7.2,3.2,5.7,2.3,Iris-virginica
+51,5.7,4.4,1.5,0.4,Iris-setosa
+52,6.7,3.3,4.8,1.4,Iris-versicolor
+53,7.0,3.2,5.1,1.9,Iris-virginica
+54,5.6,2.9,3.6,1.1,Iris-versicolor
+55,6.5,3.0,5.5,2.1,Iris-virginica
+56,5.4,3.0,1.1,0.2,Iris-setosa
+57,4.8,3.0,1.4,0.2,Iris-setosa
+58,5.2,3.7,1.9,0.2,Iris-setosa
+59,7.0,3.2,5.0,1.9,Iris-virginica
+60,5.1,2.8,4.1,1.3,Iris-versicolor
+61,5.6,2.8,4.6,2.0,Iris-virginica
+62,6.1,2.8,4.6,1.3,Iris-versicolor
+63,6.7,2.8,5.7,2.3,Iris-virginica
+64,6.1,2.8,4.7,1.8,Iris-versicolor
+65,5.1,3.8,1.4,0.2,Iris-setosa
+66,5.0,2.5,4.5,1.5,Iris-versicolor
+67,4.6,3.2,1.5,0.2,Iris-setosa
+68,4.6,2.4,3.6,1.1,Iris-versicolor
+69,7.3,2.6,6.1,1.9,Iris-virginica
+70,5.2,2.5,3.1,1.1,Iris-versicolor
+71,5.1,3.8,1.5,0.4,Iris-setosa
+72,5.1,3.5,1.7,0.2,Iris-setosa
+73,6.8,3.0,5.2,2.1,Iris-virginica
+74,6.7,3.8,4.9,1.4,Iris-versicolor
+75,6.3,2.8,5.1,1.6,Iris-virginica
+76,4.8,3.4,1.6,0.2,Iris-setosa
+77,4.9,2.5,5.1,2.1,Iris-virginica
+78,6.8,2.8,4.6,1.4,Iris-versicolor
+79,4.6,3.1,1.5,0.1,Iris-setosa
+80,5.9,3.0,5.1,2.1,Iris-virginica
+81,6.8,3.2,4.9,1.5,Iris-versicolor
+82,5.3,2.7,3.1,1.5,Iris-versicolor
+83,6.5,3.0,5.4,2.2,Iris-virginica
+84,6.3,2.8,5.6,1.8,Iris-virginica
+85,6.1,3.8,4.9,1.6,Iris-versicolor
+86,5.6,3.4,4.6,1.4,Iris-versicolor
+87,5.1,2.5,3.0,1.1,Iris-versicolor
+88,5.6,2.5,3.9,1.8,Iris-versicolor
+89,4.4,2.5,1.0,0.2,Iris-setosa
+90,7.2,3.6,6.8,1.8,Iris-virginica
+91,4.6,3.2,1.3,0.3,Iris-setosa
+92,5.6,3.4,1.4,0.3,Iris-setosa
+93,4.4,3.2,1.3,0.2,Iris-setosa
+94,7.7,2.8,6.7,2.3,Iris-virginica
+95,6.3,3.3,4.7,1.8,Iris-versicolor
+96,5.1,4.7,1.9,0.3,Iris-setosa
+97,6.1,2.5,4.0,1.3,Iris-versicolor
+98,4.4,3.2,1.3,0.2,Iris-setosa
+99,6.1,2.9,4.6,1.4,Iris-versicolor
+100,6.4,2.8,4.7,1.6,Iris-versicolor
+101,5.5,2.5,3.0,1.2,Iris-versicolor
+102,5.1,3.5,1.4,0.2,Iris-setosa
+103,4.9,2.6,3.3,1.1,Iris-virginica
+104,6.5,3.0,5.8,2.1,Iris-virginica
+105,5.1,2.7,3.5,1.1,Iris-versicolor
+106,4.9,3.0,1.4,0.2,Iris-setosa
+107,4.6,2.4,3.6,1.0,Iris-versicolor
+108,6.1,3.8,4.9,1.5,Iris-versicolor
+109,6.4,2.9,4.7,1.4,Iris-versicolor
+110,6.9,2.3,4.9,1.8,Iris-versicolor
+111,6.6,3.2,5.2,2.2,Iris-virginica
+112,6.1,3.8,4.4,1.4,Iris-versicolor
+113,5.1,2.6,3.9,1.3,Iris-versicolor
+114,6.3,3.3,4.6,1.5,Iris-virginica
+115,6.5,3.0,5.1,2.3,Iris-virginica
+116,7.6,2.9,6.1,2.3,Iris-virginica
+117,5.7,3.5,1.5,0.4,Iris-setosa
+118,4.9,3.0,1.6,0.2,Iris-setosa
+119,6.0,3.2,4.0,1.5,Iris-versicolor
diff --git a/iris/realtabformer/3/19/test.csv b/iris/realtabformer/3/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/19/train.csv b/iris/realtabformer/3/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/19/val.csv b/iris/realtabformer/3/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/2/synth.csv b/iris/realtabformer/3/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d5af49229957877b8eac676274cceeebf33c3d61
--- /dev/null
+++ b/iris/realtabformer/3/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.2,2.7,3.1,1.8,Iris-versicolor
+1,5.1,2.8,4.6,1.2,Iris-versicolor
+2,5.0,3.5,1.5,0.2,Iris-setosa
+3,5.1,2.5,3.0,1.3,Iris-versicolor
+4,5.1,3.5,1.4,0.3,Iris-setosa
+5,4.6,3.2,1.3,0.3,Iris-setosa
+6,5.6,3.6,4.9,1.4,Iris-versicolor
+7,6.9,3.1,4.5,1.8,Iris-versicolor
+8,6.1,3.8,4.6,1.4,Iris-versicolor
+9,5.6,3.0,4.1,1.3,Iris-virginica
+10,6.3,3.3,5.6,2.1,Iris-virginica
+11,6.7,2.6,5.6,2.5,Iris-virginica
+12,6.4,2.6,4.3,1.3,Iris-versicolor
+13,5.2,2.6,3.0,1.2,Iris-versicolor
+14,5.5,2.5,3.7,1.0,Iris-versicolor
+15,4.5,3.4,1.3,0.4,Iris-setosa
+16,6.1,2.8,4.7,1.3,Iris-versicolor
+17,5.5,3.0,1.9,0.2,Iris-setosa
+18,5.9,3.0,4.1,1.5,Iris-versicolor
+19,6.1,3.8,4.7,1.4,Iris-versicolor
+20,5.1,3.8,1.4,0.4,Iris-setosa
+21,6.3,2.8,4.0,1.5,Iris-versicolor
+22,5.2,3.7,3.5,1.1,Iris-versicolor
+23,5.7,3.4,1.1,0.4,Iris-setosa
+24,4.6,3.6,1.4,0.2,Iris-setosa
+25,6.3,3.2,5.8,2.1,Iris-virginica
+26,4.8,3.0,1.5,0.2,Iris-setosa
+27,6.0,3.2,5.6,2.1,Iris-virginica
+28,6.4,2.9,4.5,1.8,Iris-versicolor
+29,6.7,2.8,4.7,1.3,Iris-versicolor
+30,6.5,3.0,5.4,2.3,Iris-virginica
+31,6.6,3.0,4.5,1.4,Iris-versicolor
+32,6.4,3.2,5.8,2.5,Iris-virginica
+33,6.5,3.2,4.9,1.4,Iris-versicolor
+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
+37,5.2,2.7,3.9,1.0,Iris-versicolor
+38,4.9,3.3,1.3,0.2,Iris-setosa
+39,5.1,3.8,1.5,0.3,Iris-setosa
+40,7.9,2.8,6.1,1.8,Iris-virginica
+41,7.2,3.0,6.1,2.1,Iris-virginica
+42,6.1,2.9,4.6,1.8,Iris-versicolor
+43,6.7,2.2,5.7,1.8,Iris-virginica
+44,4.4,3.4,1.3,0.2,Iris-setosa
+45,5.1,3.5,1.4,0.2,Iris-setosa
+46,4.4,3.0,1.6,0.2,Iris-setosa
+47,6.6,2.2,4.9,1.4,Iris-versicolor
+48,6.5,3.8,4.6,1.9,Iris-versicolor
+49,6.5,2.8,5.0,1.8,Iris-virginica
+50,6.4,2.8,4.6,1.5,Iris-versicolor
+51,6.3,2.5,4.0,1.0,Iris-versicolor
+52,5.2,2.7,3.1,1.1,Iris-versicolor
+53,5.9,3.1,1.5,0.4,Iris-setosa
+54,6.5,3.1,4.5,1.5,Iris-versicolor
+55,5.4,3.5,1.5,0.4,Iris-setosa
+56,5.6,2.9,3.3,1.1,Iris-versicolor
+57,6.2,3.2,4.7,1.8,Iris-virginica
+58,4.3,3.2,1.7,0.2,Iris-setosa
+59,4.8,3.0,1.5,0.2,Iris-setosa
+60,4.1,3.5,1.5,0.2,Iris-setosa
+61,6.3,2.9,5.6,1.8,Iris-virginica
+62,5.1,3.5,1.5,0.4,Iris-setosa
+63,5.5,3.0,1.5,0.2,Iris-setosa
+64,6.4,3.3,4.7,1.6,Iris-versicolor
+65,5.7,2.8,4.5,1.0,Iris-versicolor
+66,5.6,2.5,3.1,1.0,Iris-versicolor
+67,5.1,2.8,3.6,1.0,Iris-versicolor
+68,5.0,3.4,1.4,0.2,Iris-setosa
+69,6.7,2.5,5.7,1.8,Iris-virginica
+70,6.4,2.8,4.7,1.5,Iris-versicolor
+71,5.1,3.7,1.5,0.4,Iris-setosa
+72,6.3,2.9,5.6,1.8,Iris-virginica
+73,7.2,3.0,6.4,2.1,Iris-virginica
+74,5.9,3.4,1.7,0.4,Iris-setosa
+75,6.1,3.8,5.9,2.3,Iris-virginica
+76,5.7,2.8,4.9,1.3,Iris-versicolor
+77,4.9,3.1,1.4,0.1,Iris-setosa
+78,5.0,3.4,1.3,0.2,Iris-setosa
+79,5.1,3.8,1.6,0.2,Iris-setosa
+80,6.4,3.2,4.7,1.8,Iris-versicolor
+81,6.6,2.9,4.6,1.3,Iris-versicolor
+82,5.1,3.5,1.4,0.3,Iris-setosa
+83,5.4,2.7,3.5,1.4,Iris-versicolor
+84,6.1,3.8,4.6,1.4,Iris-versicolor
+85,6.4,3.2,5.6,2.2,Iris-virginica
+86,6.7,2.5,5.2,1.3,Iris-virginica
+87,7.4,3.0,5.1,2.3,Iris-virginica
+88,6.4,3.2,5.3,2.2,Iris-virginica
+89,5.9,2.5,4.5,1.0,Iris-versicolor
+90,5.2,3.7,1.5,0.2,Iris-setosa
+91,6.5,2.8,4.9,1.8,Iris-virginica
+92,6.6,3.0,4.5,1.5,Iris-versicolor
+93,5.7,2.7,4.1,1.3,Iris-versicolor
+94,5.1,2.5,3.0,1.6,Iris-versicolor
+95,6.1,3.2,4.5,1.8,Iris-versicolor
+96,6.3,3.3,5.6,2.1,Iris-virginica
+97,6.4,2.8,4.3,1.4,Iris-versicolor
+98,6.1,3.0,4.3,1.5,Iris-versicolor
+99,6.5,3.0,4.5,1.5,Iris-versicolor
+100,6.5,2.8,4.6,2.5,Iris-versicolor
+101,6.1,3.8,4.7,1.5,Iris-versicolor
+102,6.4,2.8,4.7,1.5,Iris-versicolor
+103,6.3,2.5,4.0,1.5,Iris-versicolor
+104,4.6,3.4,1.1,0.2,Iris-setosa
+105,6.8,3.0,5.6,2.3,Iris-virginica
+106,6.3,2.5,5.1,1.6,Iris-virginica
+107,6.8,3.0,5.5,2.1,Iris-virginica
+108,6.1,2.8,4.6,1.4,Iris-versicolor
+109,4.4,3.0,1.3,0.2,Iris-setosa
+110,5.6,4.0,4.4,1.3,Iris-versicolor
+111,5.9,3.0,5.5,1.8,Iris-virginica
+112,5.6,3.0,4.4,1.2,Iris-versicolor
+113,6.3,3.2,5.0,2.0,Iris-virginica
+114,6.5,2.5,5.9,1.8,Iris-virginica
+115,5.7,2.8,3.7,1.3,Iris-versicolor
+116,4.9,2.5,3.4,1.2,Iris-virginica
+117,5.1,3.8,1.7,0.4,Iris-setosa
+118,6.0,2.9,5.6,1.6,Iris-versicolor
+119,7.7,2.6,6.9,2.3,Iris-virginica
diff --git a/iris/realtabformer/3/2/test.csv b/iris/realtabformer/3/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/2/train.csv b/iris/realtabformer/3/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/2/val.csv b/iris/realtabformer/3/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/20/synth.csv b/iris/realtabformer/3/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..251cd3323918038b49d350be9e7ab5ff827afcb4
--- /dev/null
+++ b/iris/realtabformer/3/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3,2.9,4.3,1.4,Iris-virginica
+1,5.1,3.8,1.6,0.2,Iris-setosa
+2,5.7,2.8,4.9,1.5,Iris-versicolor
+3,5.0,3.5,1.6,0.2,Iris-setosa
+4,7.8,2.6,6.9,1.9,Iris-virginica
+5,6.2,3.2,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.3,0.2,Iris-setosa
+7,6.5,2.8,5.6,2.2,Iris-virginica
+8,4.8,2.7,5.1,1.9,Iris-virginica
+9,5.2,3.7,1.5,0.4,Iris-setosa
+10,5.9,3.0,5.2,2.1,Iris-virginica
+11,5.7,3.4,1.4,0.4,Iris-setosa
+12,5.7,2.8,4.6,1.2,Iris-versicolor
+13,5.6,3.5,1.9,0.2,Iris-setosa
+14,4.7,3.3,1.3,0.3,Iris-setosa
+15,5.8,3.3,1.3,0.2,Iris-setosa
+16,4.5,2.4,3.3,1.0,Iris-versicolor
+17,6.0,2.9,4.7,1.6,Iris-versicolor
+18,5.9,3.4,1.9,0.4,Iris-setosa
+19,4.6,3.4,1.3,0.3,Iris-setosa
+20,5.6,3.6,1.4,0.4,Iris-setosa
+21,5.5,2.8,4.1,1.0,Iris-versicolor
+22,6.3,2.9,5.3,1.6,Iris-virginica
+23,5.0,3.4,1.4,0.2,Iris-setosa
+24,4.7,3.6,1.4,0.3,Iris-setosa
+25,5.5,3.0,1.3,0.2,Iris-setosa
+26,5.7,2.8,4.7,1.3,Iris-versicolor
+27,5.7,3.8,1.5,0.4,Iris-setosa
+28,5.5,2.8,4.1,1.3,Iris-versicolor
+29,5.0,3.7,1.5,0.2,Iris-setosa
+30,5.1,3.0,1.2,0.2,Iris-setosa
+31,5.4,3.7,1.5,0.4,Iris-setosa
+32,6.0,3.2,4.4,2.3,Iris-versicolor
+33,4.8,3.1,1.3,0.1,Iris-setosa
+34,6.1,2.8,4.6,1.3,Iris-virginica
+35,5.9,2.8,4.1,1.3,Iris-versicolor
+36,6.1,2.5,4.0,1.5,Iris-versicolor
+37,6.1,3.0,4.7,1.4,Iris-versicolor
+38,6.5,2.9,4.7,1.4,Iris-versicolor
+39,6.3,2.8,4.8,1.5,Iris-versicolor
+40,4.4,3.4,1.3,0.3,Iris-setosa
+41,5.4,3.5,1.4,0.2,Iris-setosa
+42,4.7,3.3,1.3,0.2,Iris-setosa
+43,5.0,2.5,4.9,1.3,Iris-versicolor
+44,5.0,3.2,1.7,0.2,Iris-setosa
+45,5.6,2.9,3.1,1.3,Iris-versicolor
+46,5.7,2.9,4.7,1.5,Iris-versicolor
+47,4.9,3.1,1.4,0.3,Iris-setosa
+48,5.2,2.7,3.5,1.0,Iris-versicolor
+49,7.9,3.0,5.1,1.8,Iris-virginica
+50,7.3,2.5,6.8,1.9,Iris-virginica
+51,5.6,2.8,4.6,1.3,Iris-versicolor
+52,6.0,3.2,5.3,2.2,Iris-virginica
+53,6.4,3.2,4.3,1.8,Iris-virginica
+54,5.7,2.8,4.6,1.3,Iris-versicolor
+55,6.7,3.0,4.9,1.3,Iris-versicolor
+56,6.9,3.1,4.6,1.6,Iris-versicolor
+57,4.9,3.1,1.5,0.1,Iris-setosa
+58,5.2,3.7,1.5,0.2,Iris-setosa
+59,6.3,2.8,4.0,1.5,Iris-versicolor
+60,6.1,3.0,4.5,1.4,Iris-versicolor
+61,6.4,3.2,5.7,2.2,Iris-virginica
+62,6.9,2.8,5.1,1.9,Iris-virginica
+63,6.1,3.8,4.6,1.8,Iris-virginica
+64,6.3,2.8,5.1,1.8,Iris-virginica
+65,5.6,3.0,4.1,1.0,Iris-versicolor
+66,6.5,2.9,4.6,1.3,Iris-versicolor
+67,6.7,3.1,5.5,2.4,Iris-virginica
+68,6.3,3.3,4.0,1.5,Iris-versicolor
+69,6.3,3.3,4.9,1.6,Iris-versicolor
+70,5.9,3.4,3.3,1.5,Iris-versicolor
+71,5.5,3.2,1.4,0.2,Iris-setosa
+72,4.6,2.9,3.6,1.3,Iris-versicolor
+73,6.8,2.8,4.9,1.5,Iris-versicolor
+74,5.6,3.0,4.1,1.9,Iris-versicolor
+75,4.8,3.0,1.4,0.2,Iris-setosa
+76,6.3,2.5,5.1,1.8,Iris-virginica
+77,7.6,3.0,6.1,2.0,Iris-virginica
+78,5.1,3.5,1.4,0.4,Iris-setosa
+79,5.6,2.9,4.5,1.3,Iris-versicolor
+80,6.4,3.1,5.5,2.1,Iris-virginica
+81,5.4,3.7,1.5,0.2,Iris-setosa
+82,5.4,2.7,3.1,1.9,Iris-versicolor
+83,7.3,3.0,5.1,2.1,Iris-virginica
+84,6.1,2.5,4.5,1.3,Iris-versicolor
+85,6.4,2.8,5.1,1.8,Iris-virginica
+86,5.1,3.6,1.1,0.4,Iris-setosa
+87,7.2,2.8,6.1,1.9,Iris-virginica
+88,5.1,3.5,1.1,0.2,Iris-setosa
+89,5.7,3.4,1.7,0.3,Iris-setosa
+90,6.6,3.0,5.1,2.3,Iris-virginica
+91,5.4,3.7,1.5,0.4,Iris-setosa
+92,7.4,2.9,6.9,1.9,Iris-virginica
+93,5.6,2.9,4.7,1.3,Iris-versicolor
+94,6.1,2.8,4.7,1.4,Iris-versicolor
+95,5.7,2.8,3.6,1.3,Iris-versicolor
+96,6.7,2.8,4.7,1.3,Iris-versicolor
+97,6.4,3.2,5.1,1.8,Iris-virginica
+98,5.7,3.8,1.5,0.1,Iris-setosa
+99,4.6,3.2,1.3,0.2,Iris-setosa
+100,5.1,3.5,1.9,0.3,Iris-setosa
+101,6.4,2.5,5.5,1.8,Iris-virginica
+102,5.1,3.8,1.7,0.2,Iris-setosa
+103,6.7,3.1,4.7,1.4,Iris-versicolor
+104,6.8,2.9,4.9,1.6,Iris-versicolor
+105,5.0,3.7,1.5,0.2,Iris-setosa
+106,6.8,3.0,5.8,1.6,Iris-virginica
+107,6.4,2.8,4.6,1.3,Iris-versicolor
+108,6.3,2.8,5.1,1.6,Iris-virginica
+109,6.3,2.9,5.3,1.8,Iris-virginica
+110,5.1,3.5,1.5,0.4,Iris-setosa
+111,5.2,3.2,1.7,0.3,Iris-setosa
+112,5.6,2.2,4.9,1.5,Iris-versicolor
+113,4.1,3.2,1.6,0.2,Iris-setosa
+114,7.2,2.8,6.1,2.3,Iris-virginica
+115,6.6,2.8,4.1,1.8,Iris-versicolor
+116,4.9,3.1,1.5,0.1,Iris-setosa
+117,6.1,2.8,4.7,1.3,Iris-versicolor
+118,7.4,3.0,6.7,2.1,Iris-virginica
+119,5.6,2.9,3.3,1.3,Iris-versicolor
diff --git a/iris/realtabformer/3/20/test.csv b/iris/realtabformer/3/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/20/train.csv b/iris/realtabformer/3/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/20/val.csv b/iris/realtabformer/3/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/21/synth.csv b/iris/realtabformer/3/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9299b656152cdcee88ca961120e275c79fb246d1
--- /dev/null
+++ b/iris/realtabformer/3/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.1,2.8,4.9,1.3,Iris-versicolor
+1,5.1,2.5,3.5,1.5,Iris-virginica
+2,5.8,2.5,3.0,1.2,Iris-versicolor
+3,5.1,2.7,3.9,1.4,Iris-versicolor
+4,4.7,2.3,4.7,1.5,Iris-versicolor
+5,6.1,3.2,4.7,1.8,Iris-versicolor
+6,6.8,2.8,5.2,1.8,Iris-virginica
+7,6.3,3.4,5.5,2.5,Iris-virginica
+8,6.4,2.8,4.6,1.6,Iris-versicolor
+9,6.4,3.1,5.5,2.1,Iris-virginica
+10,5.1,2.7,3.9,1.4,Iris-versicolor
+11,7.5,2.8,6.1,2.0,Iris-virginica
+12,6.0,2.8,4.1,1.5,Iris-versicolor
+13,5.6,2.5,4.1,1.3,Iris-versicolor
+14,5.7,3.5,1.4,0.3,Iris-setosa
+15,6.3,2.5,5.8,1.6,Iris-virginica
+16,6.0,2.6,5.6,1.6,Iris-virginica
+17,4.3,3.1,1.6,0.2,Iris-setosa
+18,6.3,2.5,5.6,1.8,Iris-virginica
+19,5.1,2.7,3.9,1.1,Iris-versicolor
+20,6.6,3.0,4.5,1.4,Iris-versicolor
+21,4.7,3.3,1.3,0.3,Iris-setosa
+22,6.4,2.8,4.5,1.5,Iris-versicolor
+23,6.1,3.8,4.5,1.3,Iris-versicolor
+24,7.9,3.0,5.1,2.1,Iris-virginica
+25,5.4,2.5,4.9,1.3,Iris-versicolor
+26,6.5,3.1,5.6,2.1,Iris-virginica
+27,5.2,3.5,1.4,0.2,Iris-setosa
+28,5.5,3.0,4.1,1.5,Iris-versicolor
+29,6.1,3.2,4.9,1.8,Iris-versicolor
+30,6.3,3.3,4.7,1.5,Iris-versicolor
+31,7.2,3.6,6.1,1.8,Iris-virginica
+32,7.7,3.0,5.1,2.3,Iris-virginica
+33,4.7,3.4,1.6,0.2,Iris-setosa
+34,5.1,4.5,1.5,0.2,Iris-setosa
+35,5.7,2.8,4.5,1.5,Iris-versicolor
+36,6.0,2.8,4.5,1.8,Iris-virginica
+37,6.4,2.9,4.3,1.3,Iris-versicolor
+38,5.5,3.1,1.3,0.2,Iris-setosa
+39,5.6,3.0,4.9,1.1,Iris-versicolor
+40,4.4,2.9,1.4,0.2,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
+44,5.0,3.9,1.3,0.3,Iris-setosa
+45,6.6,2.9,4.4,1.4,Iris-versicolor
+46,6.2,2.8,4.7,1.5,Iris-versicolor
+47,6.1,2.8,4.0,1.4,Iris-versicolor
+48,5.1,3.8,1.6,0.4,Iris-setosa
+49,6.3,2.9,4.5,1.5,Iris-versicolor
+50,6.5,2.9,5.3,1.8,Iris-virginica
+51,5.8,2.7,3.9,1.1,Iris-versicolor
+52,4.4,3.1,1.5,0.1,Iris-setosa
+53,5.4,3.4,1.7,0.2,Iris-setosa
+54,7.4,3.8,6.7,2.5,Iris-virginica
+55,5.6,2.9,3.1,1.0,Iris-versicolor
+56,5.7,2.8,4.5,1.3,Iris-versicolor
+57,6.7,3.1,4.7,1.5,Iris-versicolor
+58,7.1,3.0,5.8,2.1,Iris-virginica
+59,4.6,3.0,1.5,0.2,Iris-setosa
+60,5.1,2.9,3.6,1.4,Iris-versicolor
+61,5.6,3.6,4.1,1.4,Iris-versicolor
+62,6.4,3.2,4.5,1.5,Iris-versicolor
+63,5.6,3.4,1.6,0.4,Iris-setosa
+64,6.5,2.8,5.9,1.8,Iris-virginica
+65,4.6,3.1,1.4,0.2,Iris-setosa
+66,6.3,3.3,4.7,1.8,Iris-versicolor
+67,5.9,3.0,4.1,1.8,Iris-virginica
+68,5.8,3.0,5.1,2.3,Iris-virginica
+69,6.8,2.9,4.1,1.6,Iris-versicolor
+70,5.9,2.6,4.4,1.5,Iris-versicolor
+71,5.6,3.4,1.7,0.3,Iris-setosa
+72,6.5,3.0,5.5,2.0,Iris-virginica
+73,6.1,3.0,5.6,1.8,Iris-virginica
+74,5.4,2.7,3.1,1.0,Iris-versicolor
+75,5.8,2.7,4.1,1.9,Iris-versicolor
+76,6.4,3.2,4.7,1.6,Iris-versicolor
+77,5.1,3.8,1.9,0.4,Iris-setosa
+78,7.9,3.0,6.1,2.0,Iris-virginica
+79,5.1,2.8,4.9,1.4,Iris-versicolor
+80,6.5,2.8,4.7,1.3,Iris-versicolor
+81,5.0,3.2,1.3,0.2,Iris-setosa
+82,5.1,2.5,3.9,1.8,Iris-versicolor
+83,5.9,2.7,3.1,0.0,Iris-versicolor
+84,5.0,3.4,1.4,0.2,Iris-setosa
+85,6.3,3.2,5.1,2.3,Iris-virginica
+86,6.7,3.3,5.6,2.3,Iris-virginica
+87,6.8,3.0,5.6,2.4,Iris-virginica
+88,6.5,3.3,4.7,1.5,Iris-versicolor
+89,5.7,2.8,4.7,1.3,Iris-versicolor
+90,6.1,2.8,4.6,1.4,Iris-versicolor
+91,4.6,3.0,1.4,0.2,Iris-setosa
+92,6.5,3.0,5.5,2.1,Iris-virginica
+93,6.9,3.1,5.7,2.1,Iris-virginica
+94,6.0,2.5,4.0,1.5,Iris-versicolor
+95,5.8,2.6,4.7,1.2,Iris-versicolor
+96,5.6,3.4,1.5,0.2,Iris-setosa
+97,4.9,3.1,1.5,0.1,Iris-setosa
+98,4.6,3.0,1.4,0.2,Iris-setosa
+99,5.2,2.5,4.4,1.2,Iris-versicolor
+100,6.0,2.2,4.3,1.6,Iris-versicolor
+101,4.4,3.2,1.3,0.2,Iris-setosa
+102,5.7,2.5,4.5,1.4,Iris-versicolor
+103,6.7,3.1,5.5,2.4,Iris-virginica
+104,5.1,2.8,4.5,1.3,Iris-versicolor
+105,5.4,2.9,3.3,1.2,Iris-versicolor
+106,6.1,2.5,4.7,1.5,Iris-versicolor
+107,6.1,2.9,5.6,1.8,Iris-virginica
+108,5.5,3.0,1.4,0.2,Iris-setosa
+109,4.8,3.4,1.6,0.2,Iris-setosa
+110,7.6,3.0,6.9,2.1,Iris-virginica
+111,5.1,2.9,3.4,1.3,Iris-versicolor
+112,5.4,3.8,1.0,0.2,Iris-setosa
+113,6.3,3.1,5.6,2.1,Iris-virginica
+114,5.1,3.8,1.6,0.4,Iris-setosa
+115,4.8,3.2,1.6,0.2,Iris-setosa
+116,4.8,3.0,1.4,0.2,Iris-setosa
+117,5.1,3.8,1.5,0.2,Iris-setosa
+118,5.9,3.0,5.3,2.1,Iris-virginica
+119,6.3,2.9,5.1,2.1,Iris-virginica
diff --git a/iris/realtabformer/3/21/test.csv b/iris/realtabformer/3/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/21/train.csv b/iris/realtabformer/3/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/21/val.csv b/iris/realtabformer/3/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/22/synth.csv b/iris/realtabformer/3/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f66db7b8149e6e44382f810124709e23817712eb
--- /dev/null
+++ b/iris/realtabformer/3/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.2,3.0,6.1,2.5,Iris-virginica
+1,6.3,3.3,4.7,1.3,Iris-versicolor
+2,5.5,2.7,3.1,1.9,Iris-versicolor
+3,6.7,3.2,5.8,2.3,Iris-virginica
+4,6.1,2.8,4.7,1.3,Iris-versicolor
+5,4.4,3.4,1.3,0.2,Iris-setosa
+6,6.5,3.0,5.6,2.1,Iris-virginica
+7,5.8,3.7,1.1,0.3,Iris-setosa
+8,6.7,3.2,5.7,2.4,Iris-virginica
+9,6.1,2.9,4.6,1.4,Iris-versicolor
+10,5.4,3.8,1.6,0.2,Iris-setosa
+11,5.8,3.1,1.4,0.2,Iris-setosa
+12,6.5,2.8,4.6,1.8,Iris-versicolor
+13,5.2,4.1,1.5,0.2,Iris-setosa
+14,6.6,2.9,4.5,1.6,Iris-versicolor
+15,5.1,3.5,1.4,0.2,Iris-setosa
+16,6.0,2.6,4.5,1.5,Iris-versicolor
+17,4.8,3.0,1.4,0.2,Iris-setosa
+18,7.6,2.6,6.1,2.3,Iris-virginica
+19,6.0,3.2,5.3,2.3,Iris-virginica
+20,5.1,3.5,1.5,0.2,Iris-setosa
+21,5.1,3.8,1.6,0.2,Iris-setosa
+22,7.2,3.2,4.1,1.6,Iris-versicolor
+23,5.8,3.7,4.9,1.2,Iris-versicolor
+24,6.5,2.8,4.7,1.8,Iris-versicolor
+25,4.4,2.9,1.3,0.1,Iris-setosa
+26,4.6,3.4,1.3,0.3,Iris-setosa
+27,5.1,2.5,3.0,1.3,Iris-versicolor
+28,6.4,3.2,5.7,2.2,Iris-virginica
+29,6.4,3.2,5.6,2.1,Iris-virginica
+30,5.0,2.6,3.3,0.2,Iris-setosa
+31,6.1,2.9,4.7,1.4,Iris-versicolor
+32,6.7,2.8,4.7,1.3,Iris-versicolor
+33,4.9,3.1,1.5,0.3,Iris-setosa
+34,6.7,2.6,4.5,1.5,Iris-versicolor
+35,6.3,3.3,5.7,2.1,Iris-virginica
+36,5.8,2.7,5.9,1.9,Iris-virginica
+37,6.5,2.8,5.6,2.4,Iris-virginica
+38,6.3,2.8,4.1,1.8,Iris-versicolor
+39,6.5,2.8,4.5,1.8,Iris-versicolor
+40,7.7,3.2,6.7,2.3,Iris-virginica
+41,6.0,2.9,4.3,1.5,Iris-versicolor
+42,6.5,2.5,5.7,1.8,Iris-virginica
+43,6.1,2.8,4.7,1.4,Iris-versicolor
+44,4.9,3.3,1.3,0.1,Iris-setosa
+45,7.6,3.0,6.9,2.1,Iris-virginica
+46,5.7,2.5,4.5,1.0,Iris-versicolor
+47,6.1,2.8,4.9,1.4,Iris-versicolor
+48,6.1,2.8,4.9,1.8,Iris-versicolor
+49,5.5,3.0,4.6,1.6,Iris-versicolor
+50,5.1,2.8,4.5,1.4,Iris-versicolor
+51,5.4,3.8,1.4,0.2,Iris-setosa
+52,6.3,3.3,4.7,1.8,Iris-versicolor
+53,5.1,3.5,1.5,0.2,Iris-setosa
+54,6.0,2.9,5.6,1.8,Iris-virginica
+55,6.6,3.0,4.5,1.5,Iris-versicolor
+56,5.1,3.5,1.5,0.4,Iris-setosa
+57,6.9,2.8,5.6,2.1,Iris-virginica
+58,4.8,3.0,1.4,0.2,Iris-setosa
+59,6.8,3.0,5.1,2.1,Iris-virginica
+60,7.7,3.3,6.7,2.5,Iris-virginica
+61,6.1,3.0,4.9,1.5,Iris-versicolor
+62,4.9,3.1,1.5,0.4,Iris-setosa
+63,6.6,2.9,4.7,1.3,Iris-versicolor
+64,5.1,3.6,1.5,0.3,Iris-setosa
+65,4.9,3.0,1.3,0.2,Iris-setosa
+66,6.1,2.8,4.6,1.4,Iris-versicolor
+67,6.4,3.1,5.5,2.1,Iris-virginica
+68,6.7,3.1,5.7,2.4,Iris-virginica
+69,6.5,3.0,5.1,2.0,Iris-virginica
+70,6.5,2.8,5.1,2.1,Iris-virginica
+71,6.5,3.2,4.1,1.6,Iris-versicolor
+72,5.7,2.8,4.0,1.3,Iris-versicolor
+73,6.1,2.8,4.7,1.5,Iris-versicolor
+74,6.9,3.0,4.5,1.5,Iris-versicolor
+75,4.4,3.6,1.3,0.3,Iris-setosa
+76,4.9,3.1,1.3,0.1,Iris-setosa
+77,7.6,2.6,6.1,2.3,Iris-virginica
+78,5.6,3.0,4.9,1.3,Iris-versicolor
+79,6.4,2.9,5.3,1.8,Iris-virginica
+80,6.3,3.2,5.5,2.1,Iris-virginica
+81,5.9,3.0,4.5,1.5,Iris-versicolor
+82,5.5,3.6,1.1,0.2,Iris-setosa
+83,5.7,2.9,3.9,1.2,Iris-versicolor
+84,6.3,2.9,4.6,1.5,Iris-versicolor
+85,6.5,3.1,5.5,2.1,Iris-virginica
+86,6.7,2.8,4.6,1.5,Iris-versicolor
+87,4.4,3.2,1.5,0.2,Iris-setosa
+88,7.6,3.0,6.1,2.3,Iris-virginica
+89,5.9,3.6,1.3,0.3,Iris-setosa
+90,4.4,3.1,1.5,0.1,Iris-setosa
+91,5.7,3.0,1.4,0.3,Iris-setosa
+92,5.3,3.5,1.5,0.8,Iris-setosa
+93,4.6,2.9,3.3,1.1,Iris-versicolor
+94,4.6,3.0,1.4,0.1,Iris-setosa
+95,5.6,2.5,3.1,1.8,Iris-versicolor
+96,6.7,2.8,4.7,1.8,Iris-versicolor
+97,4.9,2.7,3.5,1.0,Iris-versicolor
+98,5.7,2.5,3.7,1.5,Iris-versicolor
+99,6.4,3.2,5.5,2.3,Iris-virginica
+100,7.3,2.8,5.1,1.8,Iris-virginica
+101,6.3,3.3,5.0,2.5,Iris-virginica
+102,6.4,2.9,5.6,2.1,Iris-virginica
+103,5.7,4.4,3.5,1.5,Iris-versicolor
+104,5.8,2.7,3.9,1.0,Iris-versicolor
+105,5.1,3.8,1.5,0.3,Iris-setosa
+106,6.9,3.1,4.5,1.5,Iris-versicolor
+107,6.2,2.8,4.7,1.5,Iris-virginica
+108,5.4,3.2,1.5,0.2,Iris-setosa
+109,5.6,3.0,5.1,2.1,Iris-virginica
+110,6.1,3.2,4.9,1.4,Iris-virginica
+111,5.5,3.0,1.4,0.3,Iris-setosa
+112,4.8,2.0,4.5,1.5,Iris-versicolor
+113,6.4,2.9,3.3,1.4,Iris-versicolor
+114,6.3,3.3,4.3,1.3,Iris-versicolor
+115,7.2,2.8,6.8,1.8,Iris-virginica
+116,6.7,3.1,5.5,2.4,Iris-virginica
+117,5.1,3.8,1.6,0.4,Iris-setosa
+118,6.4,3.3,4.7,1.8,Iris-versicolor
+119,5.8,3.0,1.7,0.2,Iris-setosa
diff --git a/iris/realtabformer/3/22/test.csv b/iris/realtabformer/3/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/22/train.csv b/iris/realtabformer/3/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/22/val.csv b/iris/realtabformer/3/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/23/synth.csv b/iris/realtabformer/3/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..faf8f3591ea631928d8473b934aa66df4cdef33a
--- /dev/null
+++ b/iris/realtabformer/3/23/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
+2,4.6,3.0,1.4,0.3,Iris-setosa
+3,5.0,2.0,5.1,1.8,Iris-virginica
+4,4.8,3.0,1.4,0.2,Iris-setosa
+5,6.8,3.2,5.6,2.2,Iris-virginica
+6,6.9,2.8,4.1,1.5,Iris-versicolor
+7,7.8,2.6,6.1,1.9,Iris-virginica
+8,4.8,3.0,1.4,0.2,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
+12,4.8,2.6,3.0,1.2,Iris-versicolor
+13,6.1,3.2,5.6,2.4,Iris-virginica
+14,4.6,3.0,1.4,0.2,Iris-setosa
+15,5.1,4.5,1.6,0.3,Iris-setosa
+16,5.1,3.8,1.6,0.4,Iris-setosa
+17,6.3,2.8,5.6,1.8,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
+21,6.2,2.8,4.6,1.6,Iris-versicolor
+22,6.1,3.6,4.6,1.4,Iris-versicolor
+23,6.2,2.8,4.7,1.6,Iris-versicolor
+24,6.1,2.8,4.9,1.4,Iris-versicolor
+25,5.8,2.8,4.1,1.3,Iris-versicolor
+26,6.7,3.3,4.7,1.5,Iris-versicolor
+27,5.7,3.8,1.7,0.3,Iris-setosa
+28,4.9,3.0,1.1,0.1,Iris-setosa
+29,5.4,2.7,1.1,0.1,Iris-setosa
+30,4.9,3.0,1.1,0.1,Iris-setosa
+31,6.2,3.1,5.5,2.2,Iris-virginica
+32,5.1,2.8,3.6,1.0,Iris-versicolor
+33,6.3,3.3,5.5,2.5,Iris-virginica
+34,6.3,2.8,4.1,1.5,Iris-versicolor
+35,5.5,2.8,4.5,1.3,Iris-versicolor
+36,6.1,3.6,4.0,1.4,Iris-versicolor
+37,5.2,2.7,4.1,1.3,Iris-versicolor
+38,5.6,2.9,3.4,0.3,Iris-versicolor
+39,6.7,3.1,4.7,1.5,Iris-versicolor
+40,6.4,2.2,5.6,1.4,Iris-virginica
+41,5.0,2.9,3.3,1.5,Iris-versicolor
+42,5.8,2.7,4.1,1.3,Iris-versicolor
+43,4.8,3.4,1.3,0.2,Iris-setosa
+44,5.5,2.5,3.0,1.8,Iris-versicolor
+45,5.7,3.0,4.5,1.5,Iris-versicolor
+46,5.8,2.6,3.0,1.2,Iris-versicolor
+47,6.4,3.2,5.9,2.1,Iris-virginica
+48,6.3,3.0,5.1,2.1,Iris-virginica
+49,6.7,3.1,4.5,1.5,Iris-versicolor
+50,6.1,2.9,4.6,1.4,Iris-versicolor
+51,4.4,3.1,1.3,0.2,Iris-setosa
+52,4.6,3.0,1.4,0.2,Iris-setosa
+53,5.0,3.4,1.6,0.4,Iris-setosa
+54,5.1,2.5,3.6,1.4,Iris-versicolor
+55,5.4,2.5,3.4,1.8,Iris-versicolor
+56,5.5,2.5,3.7,1.2,Iris-versicolor
+57,4.3,3.4,1.6,0.2,Iris-setosa
+58,4.6,3.4,1.3,0.3,Iris-setosa
+59,5.8,2.7,4.1,1.3,Iris-versicolor
+60,5.2,3.5,1.5,0.2,Iris-setosa
+61,4.4,3.2,1.3,0.2,Iris-setosa
+62,4.9,3.1,1.3,0.2,Iris-setosa
+63,6.3,2.8,5.6,1.8,Iris-virginica
+64,5.6,4.8,4.7,1.6,Iris-versicolor
+65,6.3,4.3,4.9,1.8,Iris-versicolor
+66,5.4,3.4,1.6,0.4,Iris-setosa
+67,6.0,2.2,4.4,1.5,Iris-versicolor
+68,5.5,3.0,1.5,0.1,Iris-setosa
+69,5.6,3.8,1.6,0.4,Iris-setosa
+70,6.1,2.5,4.9,1.8,Iris-virginica
+71,6.8,3.0,4.5,1.8,Iris-versicolor
+72,6.4,2.9,5.3,2.3,Iris-virginica
+73,6.4,2.8,4.1,1.9,Iris-versicolor
+74,5.7,4.7,5.1,1.9,Iris-virginica
+75,5.3,2.7,3.1,1.3,Iris-versicolor
+76,4.6,3.0,1.6,0.2,Iris-setosa
+77,6.5,2.8,5.6,1.8,Iris-virginica
+78,5.7,3.4,1.7,0.2,Iris-setosa
+79,5.1,3.5,1.4,0.4,Iris-setosa
+80,6.4,2.8,4.6,1.5,Iris-versicolor
+81,5.6,2.8,4.6,1.3,Iris-versicolor
+82,6.4,2.9,5.7,1.8,Iris-virginica
+83,6.1,3.8,4.6,1.5,Iris-versicolor
+84,6.4,3.0,5.9,2.4,Iris-virginica
+85,4.8,2.9,1.3,0.3,Iris-setosa
+86,6.1,3.8,4.5,1.6,Iris-versicolor
+87,5.6,3.0,1.1,0.3,Iris-setosa
+88,7.0,3.6,6.9,2.5,Iris-virginica
+89,6.1,3.1,4.6,1.4,Iris-versicolor
+90,5.1,3.8,1.5,0.2,Iris-setosa
+91,5.1,3.5,1.4,0.4,Iris-setosa
+92,5.0,4.4,3.5,1.4,Iris-versicolor
+93,5.5,2.5,3.0,1.1,Iris-versicolor
+94,4.6,3.0,1.4,0.2,Iris-setosa
+95,4.9,3.1,1.3,0.1,Iris-setosa
+96,7.7,3.5,6.9,2.3,Iris-virginica
+97,5.6,2.5,3.9,1.4,Iris-versicolor
+98,5.1,2.8,4.5,1.4,Iris-versicolor
+99,5.1,2.5,3.0,1.1,Iris-versicolor
+100,4.8,3.4,1.3,0.2,Iris-setosa
+101,6.9,3.1,4.7,1.6,Iris-versicolor
+102,6.2,3.1,5.6,2.1,Iris-virginica
+103,6.1,3.8,1.9,2.1,Iris-virginica
+104,5.8,3.0,1.4,0.4,Iris-setosa
+105,6.7,3.1,4.7,1.8,Iris-versicolor
+106,6.3,3.3,4.6,1.6,Iris-versicolor
+107,7.2,3.2,4.1,1.6,Iris-virginica
+108,6.1,3.2,4.9,1.4,Iris-versicolor
+109,6.1,3.5,4.9,1.3,Iris-versicolor
+110,4.8,2.0,4.0,1.3,Iris-versicolor
+111,4.4,3.4,1.3,0.2,Iris-setosa
+112,5.2,2.5,3.7,1.8,Iris-versicolor
+113,6.1,2.8,4.6,1.4,Iris-versicolor
+114,5.6,3.4,3.5,1.4,Iris-versicolor
+115,5.8,2.8,4.1,1.8,Iris-virginica
+116,6.4,3.2,4.7,1.8,Iris-virginica
+117,4.3,3.4,1.3,0.2,Iris-setosa
+118,4.9,3.1,1.4,0.1,Iris-setosa
+119,5.8,2.7,5.1,1.9,Iris-virginica
diff --git a/iris/realtabformer/3/23/test.csv b/iris/realtabformer/3/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/23/train.csv b/iris/realtabformer/3/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/23/val.csv b/iris/realtabformer/3/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/24/synth.csv b/iris/realtabformer/3/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e284268230b0fe28f80202c45071aeda45877007
--- /dev/null
+++ b/iris/realtabformer/3/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.2,3.4,1.5,0.2,Iris-setosa
+1,6.0,3.8,4.6,1.5,Iris-versicolor
+2,4.9,3.2,1.3,0.1,Iris-setosa
+3,5.4,3.7,1.5,0.2,Iris-setosa
+4,6.1,2.8,4.9,1.8,Iris-virginica
+5,5.1,3.7,1.5,0.4,Iris-setosa
+6,6.3,3.3,4.9,1.5,Iris-versicolor
+7,4.6,2.3,3.3,1.3,Iris-versicolor
+8,6.5,3.1,5.5,2.1,Iris-virginica
+9,6.5,2.8,4.5,1.8,Iris-versicolor
+10,6.1,2.8,4.5,1.4,Iris-versicolor
+11,6.3,3.3,4.1,1.4,Iris-versicolor
+12,4.8,2.3,1.0,0.3,Iris-setosa
+13,5.6,2.9,3.6,1.0,Iris-versicolor
+14,6.3,3.3,5.7,2.3,Iris-virginica
+15,4.6,3.0,1.5,0.2,Iris-setosa
+16,5.4,3.7,1.5,0.4,Iris-setosa
+17,6.4,3.2,4.6,1.4,Iris-versicolor
+18,5.5,4.4,1.3,0.2,Iris-setosa
+19,5.2,2.5,3.8,1.8,Iris-versicolor
+20,6.7,3.3,5.7,2.3,Iris-virginica
+21,5.4,3.9,1.3,0.2,Iris-setosa
+22,5.7,3.8,1.7,0.3,Iris-setosa
+23,5.8,3.7,1.5,0.4,Iris-setosa
+24,4.9,3.1,1.6,0.2,Iris-setosa
+25,6.3,2.8,5.6,1.8,Iris-virginica
+26,6.1,3.8,4.6,1.4,Iris-versicolor
+27,5.1,2.5,3.9,1.1,Iris-versicolor
+28,5.6,2.8,4.5,1.2,Iris-versicolor
+29,6.3,2.9,4.6,1.4,Iris-versicolor
+30,4.9,3.3,1.5,0.2,Iris-setosa
+31,6.5,3.2,5.1,2.5,Iris-virginica
+32,5.7,3.4,1.4,0.2,Iris-setosa
+33,5.0,3.4,1.4,0.2,Iris-setosa
+34,6.3,2.9,4.5,1.5,Iris-versicolor
+35,5.1,2.8,4.1,1.3,Iris-versicolor
+36,6.3,2.9,5.3,1.8,Iris-virginica
+37,5.4,3.6,1.9,0.2,Iris-setosa
+38,6.1,3.8,4.6,1.6,Iris-versicolor
+39,5.7,3.5,1.4,0.3,Iris-setosa
+40,5.1,3.2,1.6,0.1,Iris-setosa
+41,4.6,3.6,1.3,0.2,Iris-setosa
+42,5.0,2.5,3.9,1.1,Iris-versicolor
+43,5.6,3.8,4.7,1.3,Iris-versicolor
+44,6.9,2.8,5.0,1.8,Iris-virginica
+45,6.4,2.8,4.5,1.8,Iris-versicolor
+46,6.1,3.6,4.2,1.4,Iris-versicolor
+47,5.8,3.8,1.6,0.1,Iris-setosa
+48,4.8,3.4,1.6,0.2,Iris-setosa
+49,6.4,2.8,4.4,1.4,Iris-versicolor
+50,6.3,3.3,4.0,1.5,Iris-versicolor
+51,5.7,2.5,3.7,1.1,Iris-versicolor
+52,5.8,3.7,1.9,0.2,Iris-setosa
+53,4.9,3.1,1.4,0.2,Iris-setosa
+54,6.6,2.8,4.9,1.5,Iris-versicolor
+55,7.7,3.0,6.1,2.3,Iris-virginica
+56,5.7,2.8,3.6,1.3,Iris-versicolor
+57,6.9,3.0,5.9,2.1,Iris-virginica
+58,4.8,3.0,1.4,0.2,Iris-setosa
+59,5.8,2.8,4.0,1.2,Iris-versicolor
+60,6.3,2.5,4.0,1.3,Iris-versicolor
+61,4.8,3.0,1.6,0.2,Iris-setosa
+62,4.8,3.0,1.6,0.1,Iris-setosa
+63,6.3,2.3,4.7,1.5,Iris-versicolor
+64,4.9,3.1,1.4,0.1,Iris-setosa
+65,6.7,3.1,5.5,2.1,Iris-virginica
+66,6.5,2.8,4.7,1.8,Iris-versicolor
+67,5.2,2.8,3.1,1.9,Iris-versicolor
+68,6.6,2.8,4.8,1.3,Iris-versicolor
+69,6.4,3.1,4.5,1.5,Iris-versicolor
+70,6.4,3.3,5.6,2.2,Iris-virginica
+71,5.4,3.6,1.4,0.2,Iris-setosa
+72,6.1,3.5,4.7,1.8,Iris-versicolor
+73,6.4,3.8,4.7,1.8,Iris-versicolor
+74,5.6,3.0,1.5,0.3,Iris-setosa
+75,4.8,3.2,4.6,1.2,Iris-virginica
+76,4.8,3.1,1.5,0.1,Iris-setosa
+77,6.9,2.5,4.1,1.5,Iris-versicolor
+78,4.9,2.4,3.6,1.0,Iris-versicolor
+79,5.1,3.5,1.4,0.3,Iris-setosa
+80,6.4,3.2,5.5,2.4,Iris-virginica
+81,7.0,3.4,4.3,1.3,Iris-versicolor
+82,6.5,2.8,4.7,1.3,Iris-versicolor
+83,5.4,2.4,3.5,1.1,Iris-versicolor
+84,4.8,3.2,1.6,0.2,Iris-setosa
+85,6.4,3.0,5.6,2.1,Iris-virginica
+86,5.0,2.7,3.1,1.0,Iris-versicolor
+87,5.2,3.5,1.5,0.2,Iris-setosa
+88,6.8,2.8,5.1,2.0,Iris-virginica
+89,4.9,3.1,1.5,0.1,Iris-setosa
+90,5.6,2.8,4.0,1.3,Iris-versicolor
+91,4.8,3.0,1.4,0.2,Iris-setosa
+92,6.4,2.9,5.8,2.0,Iris-virginica
+93,6.3,3.0,5.7,1.8,Iris-virginica
+94,4.9,3.4,1.4,0.2,Iris-setosa
+95,4.9,3.5,1.4,0.2,Iris-virginica
+96,7.3,2.8,6.6,1.9,Iris-virginica
+97,6.3,2.8,4.1,1.6,Iris-versicolor
+98,5.5,2.8,4.0,1.2,Iris-versicolor
+99,6.5,2.8,4.7,1.4,Iris-versicolor
+100,5.0,3.4,3.5,0.1,Iris-versicolor
+101,4.9,3.4,1.3,0.2,Iris-setosa
+102,5.5,2.5,4.0,1.0,Iris-versicolor
+103,6.1,3.0,5.9,2.1,Iris-virginica
+104,5.5,2.8,4.1,1.9,Iris-versicolor
+105,4.7,2.3,1.7,0.3,Iris-setosa
+106,5.2,2.8,4.1,1.9,Iris-versicolor
+107,5.6,2.5,4.0,1.8,Iris-versicolor
+108,5.5,2.5,3.0,1.0,Iris-versicolor
+109,7.6,3.0,6.9,2.1,Iris-virginica
+110,4.5,3.2,1.3,0.2,Iris-setosa
+111,5.9,3.5,1.4,0.3,Iris-setosa
+112,5.6,2.9,3.6,1.4,Iris-versicolor
+113,5.5,3.0,4.5,1.6,Iris-versicolor
+114,4.8,2.5,1.5,0.3,Iris-setosa
+115,5.5,2.8,4.7,1.6,Iris-versicolor
+116,6.0,3.2,5.6,1.8,Iris-virginica
+117,6.1,2.8,4.6,1.3,Iris-versicolor
+118,6.3,3.3,5.9,2.1,Iris-virginica
+119,5.5,2.8,4.5,1.5,Iris-versicolor
diff --git a/iris/realtabformer/3/24/test.csv b/iris/realtabformer/3/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/24/train.csv b/iris/realtabformer/3/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/24/val.csv b/iris/realtabformer/3/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/25/synth.csv b/iris/realtabformer/3/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f11ada9699ad4e6defa5de96eeee813ec1d4f892
--- /dev/null
+++ b/iris/realtabformer/3/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3,2.9,4.3,1.5,Iris-versicolor
+1,6.4,3.2,4.9,1.3,Iris-versicolor
+2,6.3,2.9,4.3,1.4,Iris-versicolor
+3,6.4,3.2,5.3,2.3,Iris-virginica
+4,6.3,3.3,4.7,1.4,Iris-versicolor
+5,6.5,2.8,4.6,1.6,Iris-versicolor
+6,5.0,2.4,3.7,1.2,Iris-versicolor
+7,6.4,3.1,4.5,1.8,Iris-versicolor
+8,6.1,2.8,4.6,1.4,Iris-versicolor
+9,6.1,2.5,5.9,1.8,Iris-virginica
+10,5.6,3.0,5.1,2.1,Iris-virginica
+11,6.1,2.8,4.6,1.6,Iris-versicolor
+12,6.6,3.0,4.6,1.3,Iris-versicolor
+13,4.6,3.1,1.5,0.1,Iris-setosa
+14,4.5,3.2,1.3,0.2,Iris-setosa
+15,5.2,2.8,4.5,1.2,Iris-versicolor
+16,6.8,3.0,5.6,1.8,Iris-virginica
+17,5.5,2.8,4.5,1.3,Iris-versicolor
+18,5.6,2.7,3.1,1.1,Iris-versicolor
+19,6.3,3.3,5.6,2.1,Iris-virginica
+20,5.1,2.7,3.1,1.0,Iris-versicolor
+21,4.9,3.0,1.5,0.1,Iris-setosa
+22,6.1,2.8,5.6,1.4,Iris-virginica
+23,5.4,3.5,1.3,0.2,Iris-setosa
+24,6.7,3.2,5.7,2.5,Iris-virginica
+25,6.2,2.8,4.9,1.4,Iris-versicolor
+26,4.9,3.3,1.3,0.3,Iris-setosa
+27,6.5,3.2,5.5,2.5,Iris-virginica
+28,5.7,3.8,1.5,0.3,Iris-setosa
+29,4.7,2.5,4.6,1.6,Iris-versicolor
+30,6.5,2.8,5.1,2.3,Iris-virginica
+31,6.1,2.5,4.8,1.4,Iris-versicolor
+32,7.7,2.8,6.9,2.0,Iris-virginica
+33,7.6,3.0,4.1,1.4,Iris-versicolor
+34,6.1,2.7,5.9,1.8,Iris-virginica
+35,5.8,2.7,5.1,1.9,Iris-virginica
+36,6.1,2.8,4.7,1.4,Iris-versicolor
+37,6.5,3.0,5.1,2.0,Iris-virginica
+38,5.9,3.8,1.4,0.3,Iris-setosa
+39,4.9,3.1,1.4,0.1,Iris-setosa
+40,5.6,2.8,3.3,1.0,Iris-versicolor
+41,6.0,3.2,4.7,1.6,Iris-versicolor
+42,6.6,2.9,4.3,1.2,Iris-versicolor
+43,4.6,3.9,1.3,0.3,Iris-setosa
+44,6.1,2.8,4.9,1.3,Iris-versicolor
+45,6.1,2.8,4.6,1.4,Iris-versicolor
+46,5.9,3.0,4.4,1.8,Iris-virginica
+47,6.1,2.8,4.9,1.5,Iris-versicolor
+48,6.1,2.5,4.5,1.8,Iris-versicolor
+49,6.7,2.8,5.7,2.1,Iris-virginica
+50,4.6,3.0,1.4,0.3,Iris-setosa
+51,5.1,2.5,3.9,1.2,Iris-versicolor
+52,6.5,2.8,4.6,1.3,Iris-versicolor
+53,6.8,3.0,5.9,1.8,Iris-virginica
+54,5.9,2.8,4.5,1.5,Iris-versicolor
+55,6.7,3.8,4.5,1.2,Iris-versicolor
+56,6.6,3.0,4.1,1.5,Iris-versicolor
+57,5.1,3.8,1.1,0.4,Iris-setosa
+58,5.6,3.0,5.1,2.1,Iris-virginica
+59,4.4,3.1,1.6,0.2,Iris-setosa
+60,5.1,3.5,1.4,0.2,Iris-setosa
+61,6.3,2.4,5.6,1.4,Iris-virginica
+62,5.8,4.6,1.1,0.2,Iris-setosa
+63,5.1,3.8,1.7,0.3,Iris-setosa
+64,5.0,2.7,3.1,1.9,Iris-versicolor
+65,5.1,4.5,3.9,0.4,Iris-versicolor
+66,7.4,3.0,5.3,2.1,Iris-virginica
+67,6.3,2.8,4.5,1.4,Iris-versicolor
+68,6.0,3.4,5.6,2.1,Iris-virginica
+69,4.4,3.2,1.3,0.2,Iris-setosa
+70,6.7,2.8,4.7,1.5,Iris-versicolor
+71,5.0,3.9,4.3,1.4,Iris-versicolor
+72,7.2,3.0,5.1,1.8,Iris-virginica
+73,4.9,3.1,1.4,0.1,Iris-setosa
+74,5.6,2.9,3.3,1.2,Iris-versicolor
+75,4.4,3.0,1.3,0.2,Iris-setosa
+76,5.5,3.0,1.5,0.4,Iris-setosa
+77,4.6,3.1,1.4,0.2,Iris-setosa
+78,4.8,2.6,1.4,0.2,Iris-setosa
+79,6.5,3.3,5.7,2.5,Iris-virginica
+80,4.8,3.0,1.5,0.2,Iris-setosa
+81,5.0,3.4,1.5,0.2,Iris-setosa
+82,4.9,3.1,1.5,0.1,Iris-setosa
+83,6.3,3.3,4.7,1.5,Iris-versicolor
+84,6.4,2.9,5.6,1.8,Iris-virginica
+85,6.9,3.1,4.7,1.5,Iris-versicolor
+86,5.4,2.6,4.9,1.2,Iris-versicolor
+87,5.1,3.8,1.5,0.3,Iris-setosa
+88,5.0,3.2,1.3,0.4,Iris-setosa
+89,6.3,2.8,5.1,2.3,Iris-virginica
+90,4.7,3.4,1.3,0.2,Iris-setosa
+91,5.5,3.0,5.7,2.2,Iris-virginica
+92,6.5,2.8,4.7,1.5,Iris-versicolor
+93,6.1,2.8,4.9,1.3,Iris-versicolor
+94,5.1,3.8,1.4,0.3,Iris-setosa
+95,4.9,3.0,1.5,0.7,Iris-setosa
+96,6.3,2.8,5.4,1.6,Iris-virginica
+97,5.1,3.5,1.4,0.2,Iris-setosa
+98,6.1,3.2,5.9,2.1,Iris-virginica
+99,4.9,3.1,1.5,0.1,Iris-setosa
+100,5.1,3.8,1.6,0.4,Iris-setosa
+101,5.6,4.4,3.6,1.1,Iris-versicolor
+102,6.3,2.5,4.9,1.5,Iris-versicolor
+103,4.6,3.4,1.3,0.4,Iris-setosa
+104,4.8,3.0,1.3,0.2,Iris-setosa
+105,4.5,2.0,4.3,1.3,Iris-versicolor
+106,5.8,3.0,1.5,0.2,Iris-setosa
+107,7.6,3.0,6.0,2.3,Iris-virginica
+108,6.3,2.8,4.3,1.3,Iris-versicolor
+109,6.1,3.6,4.7,1.4,Iris-versicolor
+110,6.4,3.9,4.3,1.8,Iris-versicolor
+111,6.6,2.9,4.5,1.4,Iris-versicolor
+112,4.7,3.2,1.4,0.2,Iris-setosa
+113,4.4,3.2,1.3,0.2,Iris-setosa
+114,4.9,3.0,1.4,0.2,Iris-setosa
+115,5.6,3.0,4.4,1.3,Iris-versicolor
+116,4.9,3.1,1.5,0.1,Iris-setosa
+117,5.1,3.6,1.5,0.4,Iris-setosa
+118,5.6,4.6,5.5,1.1,Iris-virginica
+119,6.4,3.2,5.3,2.3,Iris-virginica
diff --git a/iris/realtabformer/3/25/test.csv b/iris/realtabformer/3/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/25/train.csv b/iris/realtabformer/3/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/25/val.csv b/iris/realtabformer/3/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/26/synth.csv b/iris/realtabformer/3/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..183fb2fab62fad283258c341e59a97ac344576dd
--- /dev/null
+++ b/iris/realtabformer/3/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.7,2.8,4.7,1.8,Iris-versicolor
+1,5.0,3.2,4.5,1.6,Iris-versicolor
+2,6.4,2.9,4.5,1.5,Iris-versicolor
+3,5.5,2.7,4.5,1.0,Iris-versicolor
+4,5.5,2.7,5.1,1.2,Iris-virginica
+5,4.9,3.4,1.6,0.3,Iris-setosa
+6,6.3,3.3,4.5,1.5,Iris-versicolor
+7,6.3,3.3,5.9,2.2,Iris-virginica
+8,6.5,2.2,4.0,1.8,Iris-versicolor
+9,7.2,3.2,6.1,1.8,Iris-virginica
+10,6.6,2.8,4.5,1.3,Iris-versicolor
+11,5.1,2.5,3.9,1.1,Iris-versicolor
+12,4.8,3.7,1.1,0.2,Iris-setosa
+13,5.1,2.8,3.9,1.1,Iris-versicolor
+14,5.1,2.8,3.6,1.9,Iris-versicolor
+15,6.1,3.8,4.6,1.4,Iris-versicolor
+16,5.3,3.5,1.7,0.2,Iris-setosa
+17,6.5,2.8,5.8,1.8,Iris-virginica
+18,5.1,2.8,4.1,1.5,Iris-versicolor
+19,5.9,2.9,4.6,1.0,Iris-versicolor
+20,4.8,3.1,1.4,0.2,Iris-setosa
+21,5.1,3.8,1.4,0.2,Iris-setosa
+22,6.5,2.8,4.7,1.5,Iris-versicolor
+23,6.7,2.8,4.9,1.8,Iris-versicolor
+24,6.7,2.8,4.7,1.5,Iris-versicolor
+25,4.7,3.2,1.3,0.2,Iris-setosa
+26,4.9,3.1,1.4,0.2,Iris-setosa
+27,5.9,2.7,3.5,1.1,Iris-versicolor
+28,6.0,3.2,1.1,0.3,Iris-virginica
+29,5.8,2.7,5.1,1.9,Iris-virginica
+30,5.8,3.7,1.1,0.2,Iris-setosa
+31,5.7,2.8,3.5,1.0,Iris-versicolor
+32,5.6,3.6,4.1,1.3,Iris-versicolor
+33,7.7,2.9,6.7,2.3,Iris-virginica
+34,5.7,3.0,4.5,1.6,Iris-versicolor
+35,6.5,2.8,4.9,1.5,Iris-versicolor
+36,4.8,3.0,1.4,0.3,Iris-setosa
+37,6.4,3.9,4.3,1.5,Iris-versicolor
+38,6.0,2.5,4.6,1.6,Iris-versicolor
+39,5.0,2.5,3.9,1.5,Iris-versicolor
+40,7.2,3.0,6.8,2.1,Iris-virginica
+41,4.9,3.9,1.4,0.2,Iris-setosa
+42,6.4,2.8,5.6,2.3,Iris-virginica
+43,6.8,2.7,5.1,1.8,Iris-virginica
+44,6.3,2.8,5.6,1.2,Iris-virginica
+45,6.0,3.3,4.7,2.5,Iris-versicolor
+46,6.4,3.2,5.7,2.2,Iris-virginica
+47,6.1,2.8,4.0,1.3,Iris-versicolor
+48,6.3,3.0,5.6,2.4,Iris-virginica
+49,5.1,2.7,4.1,1.4,Iris-versicolor
+50,5.4,3.5,1.4,0.2,Iris-setosa
+51,5.7,2.8,3.1,1.9,Iris-versicolor
+52,6.1,2.8,4.6,1.4,Iris-versicolor
+53,6.7,2.8,5.6,1.5,Iris-virginica
+54,5.1,2.6,4.5,1.2,Iris-versicolor
+55,4.8,3.4,1.5,0.4,Iris-setosa
+56,5.8,2.6,4.1,1.5,Iris-versicolor
+57,5.9,3.0,4.1,1.1,Iris-versicolor
+58,6.1,2.8,4.7,1.3,Iris-versicolor
+59,6.1,3.2,5.5,2.3,Iris-virginica
+60,5.1,3.5,1.0,0.3,Iris-setosa
+61,5.1,2.8,4.0,1.2,Iris-versicolor
+62,6.7,2.8,4.7,1.5,Iris-versicolor
+63,6.3,3.4,5.6,2.1,Iris-virginica
+64,5.7,3.2,1.7,0.3,Iris-setosa
+65,4.9,3.1,1.4,0.3,Iris-setosa
+66,6.1,3.8,4.6,1.4,Iris-versicolor
+67,6.5,3.0,5.1,2.3,Iris-virginica
+68,5.9,3.0,5.1,1.8,Iris-virginica
+69,5.6,2.9,4.4,1.3,Iris-versicolor
+70,6.5,3.0,5.6,2.1,Iris-virginica
+71,6.2,2.9,4.6,1.6,Iris-versicolor
+72,5.7,3.4,1.7,0.3,Iris-setosa
+73,5.3,2.9,3.6,1.1,Iris-versicolor
+74,5.7,2.8,3.6,1.4,Iris-versicolor
+75,6.4,3.2,4.6,1.2,Iris-versicolor
+76,6.3,2.8,4.1,1.5,Iris-versicolor
+77,5.0,2.5,3.4,1.0,Iris-versicolor
+78,6.7,3.1,5.7,2.3,Iris-virginica
+79,5.1,2.5,3.9,1.4,Iris-versicolor
+80,6.3,2.8,4.9,1.9,Iris-versicolor
+81,5.1,3.5,1.4,0.4,Iris-setosa
+82,5.2,2.5,3.3,1.0,Iris-versicolor
+83,6.3,2.8,5.1,1.9,Iris-virginica
+84,5.2,3.8,1.4,0.2,Iris-setosa
+85,5.2,3.7,1.5,0.4,Iris-setosa
+86,6.6,3.0,4.0,1.5,Iris-versicolor
+87,6.4,3.1,5.6,2.1,Iris-virginica
+88,5.7,3.4,1.7,0.4,Iris-setosa
+89,5.1,3.7,1.5,0.2,Iris-setosa
+90,6.3,3.3,4.7,1.5,Iris-versicolor
+91,6.8,2.8,5.6,1.6,Iris-virginica
+92,7.6,3.0,6.1,2.5,Iris-virginica
+93,4.8,3.0,1.4,0.2,Iris-setosa
+94,5.1,3.8,1.4,0.3,Iris-setosa
+95,5.6,3.0,4.4,1.3,Iris-versicolor
+96,6.3,2.9,5.5,1.8,Iris-virginica
+97,6.5,2.9,5.3,1.8,Iris-virginica
+98,5.1,3.5,1.4,0.3,Iris-setosa
+99,6.3,2.8,4.1,1.6,Iris-versicolor
+100,5.6,2.9,3.4,1.1,Iris-versicolor
+101,4.6,3.4,1.6,0.2,Iris-setosa
+102,4.1,2.8,1.6,0.2,Iris-setosa
+103,5.1,2.8,4.5,1.4,Iris-versicolor
+104,6.1,3.5,4.4,1.4,Iris-versicolor
+105,5.6,3.0,3.6,1.4,Iris-versicolor
+106,4.4,3.2,1.3,0.2,Iris-setosa
+107,6.7,2.8,4.1,1.3,Iris-versicolor
+108,5.1,3.7,1.5,0.1,Iris-setosa
+109,5.8,2.7,4.9,1.0,Iris-versicolor
+110,4.6,3.1,1.6,0.2,Iris-setosa
+111,5.2,3.0,5.5,1.3,Iris-virginica
+112,4.4,3.2,1.3,0.2,Iris-setosa
+113,4.6,3.4,1.6,0.2,Iris-setosa
+114,6.5,3.0,5.6,2.2,Iris-virginica
+115,4.7,2.6,4.6,1.2,Iris-versicolor
+116,5.8,3.6,1.9,0.4,Iris-setosa
+117,6.6,2.8,4.9,1.3,Iris-versicolor
+118,6.2,3.2,4.7,1.6,Iris-versicolor
+119,6.3,2.5,4.9,1.8,Iris-virginica
diff --git a/iris/realtabformer/3/26/test.csv b/iris/realtabformer/3/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/26/train.csv b/iris/realtabformer/3/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/26/val.csv b/iris/realtabformer/3/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/27/synth.csv b/iris/realtabformer/3/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..de279dd071bb9fe3781766ac4e17f7e450b641d1
--- /dev/null
+++ b/iris/realtabformer/3/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.7,2.8,4.7,1.8,Iris-versicolor
+1,4.4,3.2,1.3,0.2,Iris-setosa
+2,7.7,3.0,5.1,2.2,Iris-virginica
+3,5.1,3.5,1.4,0.4,Iris-setosa
+4,6.1,3.4,4.6,1.4,Iris-versicolor
+5,5.0,2.9,3.3,1.0,Iris-versicolor
+6,4.8,2.0,4.1,1.8,Iris-virginica
+7,5.5,2.7,5.3,1.9,Iris-versicolor
+8,4.8,3.0,1.4,0.2,Iris-setosa
+9,5.9,3.4,3.7,1.4,Iris-versicolor
+10,5.2,2.7,3.3,1.2,Iris-versicolor
+11,7.2,2.9,6.9,2.1,Iris-virginica
+12,6.7,2.8,4.7,1.4,Iris-versicolor
+13,5.1,2.9,3.0,1.4,Iris-versicolor
+14,6.3,3.3,5.7,2.3,Iris-virginica
+15,6.1,2.9,4.6,1.3,Iris-versicolor
+16,5.0,3.4,1.3,0.4,Iris-setosa
+17,5.2,2.7,4.7,1.3,Iris-versicolor
+18,6.2,2.7,5.1,1.9,Iris-virginica
+19,6.1,2.8,5.6,1.4,Iris-virginica
+20,6.3,2.8,4.7,1.5,Iris-versicolor
+21,6.1,2.8,4.3,1.3,Iris-versicolor
+22,6.5,2.8,4.7,1.3,Iris-versicolor
+23,7.9,3.0,5.1,2.8,Iris-virginica
+24,5.7,3.8,1.5,0.3,Iris-setosa
+25,6.8,2.3,4.7,1.8,Iris-versicolor
+26,6.4,3.6,4.3,1.2,Iris-versicolor
+27,5.0,3.5,1.0,0.2,Iris-setosa
+28,7.7,3.0,6.5,2.1,Iris-virginica
+29,6.7,2.3,5.7,1.8,Iris-virginica
+30,5.1,3.5,1.0,0.2,Iris-setosa
+31,6.1,2.5,4.9,1.4,Iris-versicolor
+32,5.9,3.0,5.6,2.1,Iris-virginica
+33,6.5,3.0,5.8,1.8,Iris-virginica
+34,6.4,2.9,4.3,1.4,Iris-versicolor
+35,6.2,2.8,4.6,1.6,Iris-versicolor
+36,5.1,3.7,1.5,0.1,Iris-setosa
+37,6.3,3.5,5.0,2.6,Iris-virginica
+38,6.0,3.2,5.9,2.1,Iris-virginica
+39,6.4,3.2,5.7,2.3,Iris-virginica
+40,5.6,2.8,4.6,1.3,Iris-versicolor
+41,5.1,2.8,4.5,1.4,Iris-versicolor
+42,6.7,2.8,4.5,1.6,Iris-versicolor
+43,5.0,2.5,4.5,1.2,Iris-versicolor
+44,4.9,2.5,4.0,1.0,Iris-virginica
+45,4.6,3.1,1.4,0.2,Iris-setosa
+46,5.8,4.4,1.6,0.1,Iris-setosa
+47,6.5,3.2,4.6,1.6,Iris-versicolor
+48,4.8,3.0,1.4,0.2,Iris-setosa
+49,5.1,3.8,1.6,0.2,Iris-setosa
+50,6.3,2.9,5.0,2.4,Iris-virginica
+51,5.1,2.5,3.9,1.2,Iris-versicolor
+52,4.9,3.2,1.0,0.2,Iris-setosa
+53,6.1,2.8,4.0,1.3,Iris-versicolor
+54,5.0,3.4,4.9,1.3,Iris-versicolor
+55,6.7,2.9,4.7,1.5,Iris-versicolor
+56,7.6,2.9,6.1,2.1,Iris-virginica
+57,5.1,2.7,3.1,1.9,Iris-versicolor
+58,6.4,2.9,4.6,1.5,Iris-versicolor
+59,6.9,2.9,4.4,1.1,Iris-versicolor
+60,4.8,3.4,1.3,0.2,Iris-setosa
+61,5.1,2.7,3.7,1.2,Iris-versicolor
+62,5.1,3.5,1.5,0.4,Iris-setosa
+63,6.5,2.8,4.6,1.3,Iris-versicolor
+64,5.1,3.7,1.5,0.2,Iris-setosa
+65,4.9,2.1,4.5,1.7,Iris-versicolor
+66,4.3,3.1,1.5,0.1,Iris-setosa
+67,6.7,2.8,5.7,2.3,Iris-virginica
+68,5.4,3.7,1.5,0.4,Iris-setosa
+69,4.6,3.3,1.0,0.3,Iris-setosa
+70,6.3,2.9,4.5,1.5,Iris-versicolor
+71,6.4,2.9,5.6,1.8,Iris-virginica
+72,6.6,3.0,4.5,1.5,Iris-versicolor
+73,6.1,2.8,4.9,1.4,Iris-versicolor
+74,6.7,3.1,5.7,2.5,Iris-virginica
+75,6.1,3.8,4.7,1.5,Iris-versicolor
+76,6.3,3.3,4.4,1.6,Iris-versicolor
+77,6.3,2.5,4.9,1.8,Iris-versicolor
+78,5.2,2.8,4.6,1.2,Iris-versicolor
+79,6.1,2.8,4.5,1.8,Iris-versicolor
+80,7.7,3.0,5.8,2.1,Iris-virginica
+81,6.5,2.8,4.5,1.8,Iris-versicolor
+82,5.4,2.5,4.3,1.4,Iris-virginica
+83,7.7,2.8,6.7,2.3,Iris-virginica
+84,5.1,2.8,3.6,1.4,Iris-versicolor
+85,6.1,3.8,4.9,1.5,Iris-versicolor
+86,4.9,3.1,1.3,0.1,Iris-setosa
+87,6.3,2.9,4.7,1.4,Iris-versicolor
+88,6.3,2.7,5.1,1.8,Iris-virginica
+89,5.5,3.0,5.9,2.2,Iris-virginica
+90,4.6,3.4,1.3,0.2,Iris-setosa
+91,6.1,2.2,5.0,1.8,Iris-virginica
+92,5.6,2.7,3.9,1.4,Iris-versicolor
+93,6.3,3.3,4.6,1.5,Iris-versicolor
+94,7.2,3.6,6.4,2.1,Iris-virginica
+95,5.2,3.6,1.1,0.2,Iris-setosa
+96,6.6,3.1,4.4,2.4,Iris-versicolor
+97,6.3,2.9,5.5,1.8,Iris-virginica
+98,6.0,3.2,5.7,2.5,Iris-virginica
+99,6.6,3.0,5.5,2.3,Iris-virginica
+100,5.0,2.8,4.1,1.5,Iris-versicolor
+101,5.1,3.5,1.2,0.4,Iris-setosa
+102,6.3,2.8,4.6,1.5,Iris-versicolor
+103,6.3,3.3,4.6,1.8,Iris-versicolor
+104,5.8,3.0,5.2,2.2,Iris-setosa
+105,5.1,2.7,4.5,1.4,Iris-versicolor
+106,4.9,3.2,1.6,0.2,Iris-setosa
+107,6.2,2.9,4.5,1.9,Iris-versicolor
+108,6.7,3.1,4.5,1.8,Iris-versicolor
+109,5.4,2.5,4.5,1.5,Iris-versicolor
+110,6.4,3.2,4.5,1.3,Iris-versicolor
+111,5.7,3.8,1.4,0.3,Iris-setosa
+112,6.1,3.5,4.5,1.8,Iris-versicolor
+113,5.1,2.6,3.9,1.4,Iris-versicolor
+114,7.9,3.0,5.9,2.1,Iris-virginica
+115,6.2,2.8,4.9,1.6,Iris-versicolor
+116,6.1,3.8,4.6,1.4,Iris-versicolor
+117,7.4,3.0,6.9,2.1,Iris-virginica
+118,5.3,2.7,3.9,1.2,Iris-versicolor
+119,4.8,3.0,1.1,0.2,Iris-setosa
diff --git a/iris/realtabformer/3/27/test.csv b/iris/realtabformer/3/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/27/train.csv b/iris/realtabformer/3/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/27/val.csv b/iris/realtabformer/3/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/28/synth.csv b/iris/realtabformer/3/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..42107912480b86412d2751b8cc3b451b39f24789
--- /dev/null
+++ b/iris/realtabformer/3/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1,2.5,3.5,1.5,Iris-versicolor
+1,6.7,2.8,4.7,1.5,Iris-versicolor
+2,6.1,3.2,5.7,2.4,Iris-virginica
+3,6.6,2.8,4.7,2.3,Iris-versicolor
+4,4.6,3.0,1.4,0.2,Iris-setosa
+5,6.4,2.9,4.7,1.5,Iris-versicolor
+6,7.1,3.8,4.1,1.3,Iris-versicolor
+7,5.1,3.8,1.6,0.2,Iris-setosa
+8,6.1,2.8,4.6,1.3,Iris-versicolor
+9,7.7,3.0,6.9,2.3,Iris-virginica
+10,6.5,3.0,5.1,2.3,Iris-virginica
+11,6.1,3.5,4.9,1.8,Iris-virginica
+12,5.5,4.5,1.3,0.4,Iris-setosa
+13,4.2,3.2,1.3,0.2,Iris-setosa
+14,7.3,2.9,6.3,1.5,Iris-virginica
+15,5.6,3.0,3.5,1.8,Iris-versicolor
+16,6.4,3.1,5.6,2.1,Iris-virginica
+17,5.6,2.8,3.9,1.0,Iris-versicolor
+18,7.6,2.8,6.1,2.3,Iris-virginica
+19,6.6,2.9,4.7,1.4,Iris-versicolor
+20,6.7,3.1,5.5,2.4,Iris-virginica
+21,5.9,3.8,1.7,0.1,Iris-setosa
+22,5.9,2.5,3.5,1.1,Iris-versicolor
+23,4.9,3.2,1.5,0.3,Iris-setosa
+24,6.5,2.9,4.3,1.8,Iris-versicolor
+25,5.1,2.8,3.6,1.4,Iris-versicolor
+26,5.7,3.5,1.0,0.3,Iris-setosa
+27,5.5,3.6,1.0,0.2,Iris-setosa
+28,6.1,2.8,4.6,1.4,Iris-versicolor
+29,5.1,3.8,1.4,0.2,Iris-setosa
+30,6.0,3.0,5.5,1.5,Iris-virginica
+31,6.4,3.2,5.3,2.1,Iris-virginica
+32,6.8,3.2,5.3,2.3,Iris-virginica
+33,5.7,2.5,3.7,1.0,Iris-versicolor
+34,6.8,3.0,5.4,2.1,Iris-virginica
+35,5.7,2.8,4.6,1.3,Iris-versicolor
+36,5.1,2.6,3.0,1.2,Iris-versicolor
+37,6.3,2.3,5.7,1.7,Iris-versicolor
+38,6.3,3.3,4.7,1.4,Iris-versicolor
+39,6.4,3.2,5.7,2.4,Iris-virginica
+40,5.1,3.1,1.3,0.4,Iris-setosa
+41,6.7,3.4,5.6,2.1,Iris-virginica
+42,5.2,4.7,1.5,0.2,Iris-setosa
+43,6.1,3.8,4.4,1.4,Iris-versicolor
+44,5.8,3.6,1.4,0.2,Iris-setosa
+45,6.5,2.8,4.9,1.8,Iris-versicolor
+46,5.7,3.2,5.1,2.0,Iris-virginica
+47,6.3,3.3,5.6,2.1,Iris-virginica
+48,7.6,2.9,4.6,1.6,Iris-versicolor
+49,5.1,2.5,3.5,1.4,Iris-versicolor
+50,6.4,2.9,4.5,1.8,Iris-versicolor
+51,7.6,3.0,6.4,2.5,Iris-virginica
+52,6.3,2.9,4.6,1.8,Iris-versicolor
+53,4.6,3.4,1.6,0.2,Iris-setosa
+54,5.6,2.8,4.1,1.3,Iris-versicolor
+55,4.4,3.2,1.3,0.2,Iris-setosa
+56,6.1,2.8,4.9,1.4,Iris-versicolor
+57,5.0,3.4,1.4,0.2,Iris-setosa
+58,6.8,2.8,4.1,1.4,Iris-versicolor
+59,5.8,2.7,4.1,1.5,Iris-versicolor
+60,4.6,2.5,3.9,1.2,Iris-versicolor
+61,5.1,2.8,3.6,1.1,Iris-versicolor
+62,7.4,3.0,6.9,2.1,Iris-virginica
+63,6.4,3.2,5.4,2.3,Iris-virginica
+64,5.1,2.5,3.9,1.3,Iris-versicolor
+65,4.9,3.1,1.3,0.1,Iris-setosa
+66,7.7,3.0,6.1,2.3,Iris-virginica
+67,6.4,2.8,4.6,1.4,Iris-versicolor
+68,4.6,3.4,1.3,0.2,Iris-setosa
+69,5.7,2.7,5.1,1.9,Iris-virginica
+70,5.1,3.5,1.5,0.4,Iris-setosa
+71,5.1,3.5,1.9,0.2,Iris-setosa
+72,6.3,2.3,4.6,1.5,Iris-versicolor
+73,6.1,2.8,4.9,1.4,Iris-versicolor
+74,6.2,3.2,4.6,1.3,Iris-versicolor
+75,5.6,3.0,4.1,1.5,Iris-versicolor
+76,6.7,2.9,4.3,1.5,Iris-versicolor
+77,5.6,2.8,4.5,1.3,Iris-versicolor
+78,5.7,2.8,4.7,1.3,Iris-versicolor
+79,5.1,3.8,1.5,0.2,Iris-setosa
+80,6.3,2.8,4.5,1.6,Iris-versicolor
+81,6.3,2.8,4.6,1.6,Iris-versicolor
+82,6.4,2.8,4.6,1.5,Iris-versicolor
+83,6.1,2.9,4.0,1.4,Iris-versicolor
+84,6.6,2.9,4.6,1.4,Iris-versicolor
+85,6.4,2.8,5.7,2.3,Iris-virginica
+86,4.6,3.0,1.3,0.2,Iris-setosa
+87,4.8,3.0,1.5,0.4,Iris-setosa
+88,6.1,3.0,5.8,2.4,Iris-virginica
+89,4.9,3.0,1.4,0.2,Iris-setosa
+90,7.7,3.0,5.1,1.8,Iris-virginica
+91,6.6,3.1,4.6,1.8,Iris-versicolor
+92,5.2,2.7,3.1,1.0,Iris-versicolor
+93,6.1,3.8,4.6,1.4,Iris-versicolor
+94,6.7,2.8,4.7,1.5,Iris-versicolor
+95,5.1,2.5,3.0,1.4,Iris-versicolor
+96,5.5,3.0,5.1,2.2,Iris-virginica
+97,6.3,2.9,4.5,1.5,Iris-versicolor
+98,6.0,3.2,5.7,2.2,Iris-virginica
+99,5.6,3.0,4.5,1.3,Iris-versicolor
+100,5.7,3.5,1.4,0.4,Iris-setosa
+101,6.3,2.9,4.7,1.5,Iris-versicolor
+102,6.8,2.7,5.1,1.9,Iris-virginica
+103,4.7,2.9,3.6,1.8,Iris-versicolor
+104,5.7,3.4,1.3,0.4,Iris-setosa
+105,5.7,3.6,1.6,0.2,Iris-setosa
+106,5.3,3.5,1.2,0.4,Iris-setosa
+107,6.3,2.9,4.3,1.4,Iris-versicolor
+108,6.5,2.9,5.4,1.9,Iris-virginica
+109,6.2,2.6,5.1,1.8,Iris-virginica
+110,4.6,2.9,3.6,1.1,Iris-versicolor
+111,6.4,2.8,4.5,1.5,Iris-versicolor
+112,5.7,2.8,4.9,1.3,Iris-versicolor
+113,5.8,2.7,5.9,1.0,Iris-virginica
+114,7.6,3.0,6.9,2.3,Iris-virginica
+115,5.6,3.0,4.5,1.0,Iris-versicolor
+116,4.4,3.1,1.6,0.2,Iris-setosa
+117,5.1,3.5,1.4,0.2,Iris-setosa
+118,6.1,2.8,4.7,1.3,Iris-versicolor
+119,7.5,3.0,5.1,2.1,Iris-virginica
diff --git a/iris/realtabformer/3/28/test.csv b/iris/realtabformer/3/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/28/train.csv b/iris/realtabformer/3/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/28/val.csv b/iris/realtabformer/3/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/29/synth.csv b/iris/realtabformer/3/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b7764181a35e44b116cd360fd8eab4a9cc129e89
--- /dev/null
+++ b/iris/realtabformer/3/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.6,3.0,4.5,1.5,Iris-versicolor
+1,6.4,2.9,4.5,1.5,Iris-versicolor
+2,5.4,2.5,5.5,1.8,Iris-virginica
+3,5.5,3.0,5.5,1.2,Iris-setosa
+4,5.1,4.8,1.4,0.3,Iris-setosa
+5,6.4,2.9,5.6,1.8,Iris-virginica
+6,5.1,2.5,3.9,1.1,Iris-versicolor
+7,6.5,3.0,5.5,2.0,Iris-virginica
+8,4.8,3.0,1.4,0.2,Iris-setosa
+9,5.6,3.0,4.1,1.5,Iris-versicolor
+10,6.0,2.5,4.5,1.5,Iris-versicolor
+11,6.3,2.8,5.6,1.8,Iris-virginica
+12,4.8,3.0,1.6,0.2,Iris-setosa
+13,5.4,3.5,1.4,0.2,Iris-setosa
+14,7.6,2.9,6.0,1.8,Iris-virginica
+15,4.4,3.0,1.3,0.2,Iris-setosa
+16,4.6,3.0,4.6,1.8,Iris-virginica
+17,6.4,2.7,4.1,1.4,Iris-versicolor
+18,5.8,2.7,4.9,1.5,Iris-versicolor
+19,5.0,3.5,1.6,0.2,Iris-setosa
+20,6.3,2.9,5.1,1.8,Iris-virginica
+21,5.5,3.0,1.3,0.3,Iris-setosa
+22,5.1,2.5,3.9,1.4,Iris-versicolor
+23,4.6,3.1,1.5,0.1,Iris-setosa
+24,5.5,2.6,3.3,1.0,Iris-versicolor
+25,5.6,2.9,3.9,1.1,Iris-versicolor
+26,5.4,2.8,4.3,1.0,Iris-versicolor
+27,6.5,3.8,5.7,2.3,Iris-virginica
+28,6.3,3.3,4.5,1.5,Iris-versicolor
+29,6.3,2.9,5.5,1.8,Iris-virginica
+30,4.9,3.1,1.4,0.2,Iris-setosa
+31,6.4,3.2,4.6,1.8,Iris-versicolor
+32,6.3,2.9,4.5,1.5,Iris-versicolor
+33,5.7,2.6,4.9,1.4,Iris-versicolor
+34,5.8,2.7,3.1,1.2,Iris-versicolor
+35,7.0,3.2,6.0,2.5,Iris-virginica
+36,5.6,2.7,3.1,1.1,Iris-versicolor
+37,7.6,3.0,6.6,2.1,Iris-virginica
+38,6.4,3.2,4.5,1.5,Iris-versicolor
+39,6.0,3.2,5.7,2.5,Iris-virginica
+40,5.4,2.8,4.7,1.3,Iris-versicolor
+41,5.7,3.6,1.4,0.2,Iris-setosa
+42,6.1,3.8,4.7,1.4,Iris-versicolor
+43,6.1,2.8,4.7,1.3,Iris-versicolor
+44,6.7,2.8,4.1,1.6,Iris-versicolor
+45,5.1,2.7,4.1,1.4,Iris-versicolor
+46,6.7,3.1,5.7,2.5,Iris-virginica
+47,4.9,3.1,1.5,0.1,Iris-setosa
+48,4.9,3.4,1.5,0.2,Iris-setosa
+49,6.3,3.3,5.6,2.3,Iris-virginica
+50,4.9,3.1,1.5,0.1,Iris-setosa
+51,5.7,4.4,3.4,1.0,Iris-versicolor
+52,6.4,3.2,5.7,2.1,Iris-virginica
+53,4.9,3.2,1.0,0.2,Iris-setosa
+54,6.7,2.8,5.6,1.3,Iris-virginica
+55,6.8,3.2,5.0,2.3,Iris-virginica
+56,6.5,2.8,5.5,1.8,Iris-virginica
+57,6.0,3.2,5.1,2.4,Iris-virginica
+58,4.6,3.0,1.4,0.2,Iris-setosa
+59,6.7,3.1,5.7,2.4,Iris-virginica
+60,5.1,3.5,1.6,0.3,Iris-setosa
+61,5.2,2.7,3.5,1.8,Iris-versicolor
+62,6.5,3.0,5.8,2.1,Iris-virginica
+63,5.2,2.7,3.5,1.1,Iris-versicolor
+64,5.2,3.7,1.5,0.2,Iris-setosa
+65,5.1,3.5,1.5,0.2,Iris-setosa
+66,4.6,3.0,1.6,0.2,Iris-setosa
+67,6.3,2.8,4.0,1.5,Iris-versicolor
+68,6.8,2.8,4.8,1.2,Iris-versicolor
+69,6.6,3.0,4.9,1.5,Iris-versicolor
+70,6.4,3.2,4.5,1.8,Iris-versicolor
+71,5.1,3.8,1.6,0.4,Iris-setosa
+72,6.3,2.8,5.4,1.8,Iris-virginica
+73,5.3,3.8,1.6,0.4,Iris-setosa
+74,5.2,3.7,1.5,0.3,Iris-setosa
+75,5.1,3.8,1.6,0.4,Iris-setosa
+76,4.9,3.0,5.4,0.1,Iris-virginica
+77,5.1,3.5,1.4,0.2,Iris-setosa
+78,6.1,2.8,4.7,1.4,Iris-versicolor
+79,5.8,2.7,4.1,1.5,Iris-versicolor
+80,4.5,3.0,1.3,0.2,Iris-setosa
+81,4.6,3.1,1.5,0.2,Iris-setosa
+82,4.9,3.1,1.5,0.2,Iris-virginica
+83,6.3,2.9,5.7,1.8,Iris-virginica
+84,4.4,3.3,1.3,0.2,Iris-setosa
+85,6.4,2.8,4.4,1.5,Iris-versicolor
+86,6.5,2.5,4.0,1.5,Iris-versicolor
+87,5.6,2.8,4.7,1.0,Iris-versicolor
+88,7.4,2.5,6.1,1.9,Iris-virginica
+89,6.3,2.9,4.5,1.5,Iris-versicolor
+90,4.9,3.3,1.3,0.3,Iris-setosa
+91,4.6,3.0,1.4,0.4,Iris-setosa
+92,5.6,3.0,4.5,1.5,Iris-versicolor
+93,4.9,3.1,1.5,0.1,Iris-setosa
+94,6.6,2.9,4.9,1.6,Iris-versicolor
+95,5.1,3.6,1.4,0.3,Iris-setosa
+96,5.2,2.7,3.5,1.1,Iris-versicolor
+97,6.4,3.2,5.1,2.4,Iris-virginica
+98,6.1,2.8,4.6,1.3,Iris-versicolor
+99,5.1,2.8,3.7,1.1,Iris-versicolor
+100,6.7,2.8,4.7,1.8,Iris-virginica
+101,7.8,3.2,5.0,2.1,Iris-virginica
+102,5.5,3.0,1.1,0.2,Iris-setosa
+103,5.7,2.6,5.0,1.9,Iris-virginica
+104,6.5,2.8,5.5,2.1,Iris-virginica
+105,6.5,2.6,4.6,1.6,Iris-versicolor
+106,6.5,3.0,5.5,2.1,Iris-virginica
+107,6.8,3.2,5.6,2.3,Iris-virginica
+108,5.1,3.8,1.0,0.3,Iris-setosa
+109,4.6,3.0,1.6,0.2,Iris-setosa
+110,5.8,3.7,1.3,0.2,Iris-setosa
+111,4.7,3.2,1.7,0.2,Iris-setosa
+112,5.7,2.5,3.4,1.3,Iris-versicolor
+113,4.7,3.2,1.3,0.3,Iris-setosa
+114,6.3,2.8,5.6,1.8,Iris-virginica
+115,4.4,3.0,1.3,0.2,Iris-setosa
+116,6.9,2.8,4.4,1.5,Iris-versicolor
+117,6.7,2.8,4.6,1.3,Iris-versicolor
+118,5.1,3.4,1.4,0.4,Iris-setosa
+119,5.8,4.0,5.1,1.8,Iris-virginica
diff --git a/iris/realtabformer/3/29/test.csv b/iris/realtabformer/3/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/29/train.csv b/iris/realtabformer/3/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/29/val.csv b/iris/realtabformer/3/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/3/rtf_config.json b/iris/realtabformer/3/3/rtf_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..919903940cd58ec2fa41450808acbd49ad8a3b01
--- /dev/null
+++ b/iris/realtabformer/3/3/rtf_config.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:abe26f2af8c1794d3314884f8560dbaceb4451dc5fb7f17737b3d24e230eb823
+size 14589
diff --git a/iris/realtabformer/3/3/rtf_model.pt b/iris/realtabformer/3/3/rtf_model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..bf93b59cfc8836aa5578cffebec4e44efa28ff9b
--- /dev/null
+++ b/iris/realtabformer/3/3/rtf_model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dddf0538625c286716429296aca540f95684bb5dcee399007e8e49052241a67b
+size 218948177
diff --git a/iris/realtabformer/3/3/synth.csv b/iris/realtabformer/3/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..930cd831079b5001d2b24bb80c11595074dd16a5
--- /dev/null
+++ b/iris/realtabformer/3/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.9,2.9,4.5,1.0,Iris-versicolor
+1,6.5,2.8,5.9,1.5,Iris-virginica
+2,6.5,2.8,5.6,2.3,Iris-virginica
+3,5.7,3.6,1.5,0.3,Iris-setosa
+4,5.6,3.0,4.1,1.3,Iris-versicolor
+5,4.6,3.0,1.5,0.2,Iris-setosa
+6,5.6,3.0,4.2,1.5,Iris-versicolor
+7,5.0,3.7,1.5,0.2,Iris-setosa
+8,6.7,2.3,5.6,1.4,Iris-virginica
+9,6.3,2.8,4.6,1.5,Iris-versicolor
+10,5.8,2.7,4.1,1.2,Iris-versicolor
+11,4.9,3.0,1.4,0.1,Iris-setosa
+12,6.1,3.1,4.9,1.4,Iris-versicolor
+13,6.0,2.9,4.6,1.5,Iris-versicolor
+14,4.9,3.2,1.5,0.1,Iris-setosa
+15,6.7,2.8,5.6,2.3,Iris-virginica
+16,5.0,2.9,3.3,1.0,Iris-versicolor
+17,4.4,3.2,1.3,0.2,Iris-setosa
+18,6.3,2.8,4.1,1.5,Iris-versicolor
+19,6.0,2.9,4.9,1.5,Iris-versicolor
+20,5.6,2.9,3.0,1.3,Iris-versicolor
+21,4.9,3.1,1.3,0.1,Iris-setosa
+22,6.3,2.8,4.6,1.3,Iris-versicolor
+23,6.5,2.8,4.6,1.5,Iris-versicolor
+24,6.5,2.6,5.6,1.8,Iris-virginica
+25,5.2,3.5,4.9,1.5,Iris-versicolor
+26,6.1,2.6,4.0,1.4,Iris-versicolor
+27,6.8,2.5,5.8,1.8,Iris-virginica
+28,6.5,2.8,4.7,2.3,Iris-versicolor
+29,5.6,2.8,3.6,1.1,Iris-versicolor
+30,5.1,3.5,1.0,0.2,Iris-setosa
+31,4.8,3.2,1.3,0.3,Iris-setosa
+32,6.4,3.2,5.9,2.3,Iris-virginica
+33,6.0,3.2,5.5,2.6,Iris-virginica
+34,5.4,3.5,1.3,0.3,Iris-setosa
+35,6.1,3.8,4.7,1.4,Iris-versicolor
+36,6.4,2.7,5.1,1.8,Iris-virginica
+37,6.1,2.8,4.6,1.4,Iris-versicolor
+38,4.3,3.4,1.3,0.2,Iris-setosa
+39,6.6,3.1,4.5,1.5,Iris-versicolor
+40,6.7,2.8,4.7,1.4,Iris-versicolor
+41,4.7,3.2,1.7,0.2,Iris-setosa
+42,5.0,3.4,1.3,0.2,Iris-setosa
+43,6.4,3.2,5.6,2.4,Iris-virginica
+44,4.9,3.1,1.5,0.1,Iris-setosa
+45,5.2,2.7,3.9,1.1,Iris-versicolor
+46,6.3,2.9,5.5,1.8,Iris-virginica
+47,4.9,3.1,1.4,0.1,Iris-setosa
+48,4.8,3.0,1.4,0.2,Iris-setosa
+49,5.1,3.5,1.6,0.4,Iris-setosa
+50,5.2,2.6,3.1,1.0,Iris-versicolor
+51,6.5,3.0,5.5,2.2,Iris-virginica
+52,4.9,3.2,1.3,0.3,Iris-setosa
+53,5.8,3.6,1.7,0.2,Iris-setosa
+54,6.7,3.1,5.1,2.5,Iris-virginica
+55,6.3,2.5,5.0,1.5,Iris-virginica
+56,5.6,2.9,4.5,1.3,Iris-versicolor
+57,6.3,2.9,4.3,1.3,Iris-versicolor
+58,4.6,3.0,1.6,0.2,Iris-setosa
+59,5.8,2.4,3.0,1.2,Iris-versicolor
+60,5.6,3.0,4.4,1.3,Iris-versicolor
+61,6.9,3.1,5.6,1.8,Iris-virginica
+62,4.7,3.1,1.5,0.4,Iris-setosa
+63,5.1,3.8,1.6,0.2,Iris-setosa
+64,5.1,2.7,4.1,1.4,Iris-versicolor
+65,5.4,3.0,4.4,1.2,Iris-versicolor
+66,6.3,2.8,4.1,1.6,Iris-versicolor
+67,4.8,3.2,1.5,0.2,Iris-setosa
+68,4.4,3.2,1.3,0.2,Iris-setosa
+69,5.1,3.5,1.3,0.2,Iris-setosa
+70,5.4,2.8,4.5,1.2,Iris-versicolor
+71,6.8,3.4,4.6,1.5,Iris-versicolor
+72,6.4,2.9,4.7,1.5,Iris-versicolor
+73,7.6,3.0,6.9,2.0,Iris-virginica
+74,5.1,3.8,1.5,0.3,Iris-setosa
+75,4.6,2.9,3.3,1.9,Iris-versicolor
+76,4.4,3.2,1.3,0.2,Iris-setosa
+77,5.4,2.9,4.3,1.3,Iris-versicolor
+78,6.6,3.0,4.6,1.8,Iris-virginica
+79,5.1,2.8,4.7,1.3,Iris-versicolor
+80,5.1,3.5,1.4,0.2,Iris-setosa
+81,5.7,2.8,4.1,1.0,Iris-virginica
+82,5.8,2.6,4.1,1.9,Iris-versicolor
+83,4.9,3.1,1.5,0.1,Iris-setosa
+84,6.3,2.9,4.3,1.5,Iris-versicolor
+85,6.7,2.8,4.6,1.4,Iris-versicolor
+86,5.1,3.5,1.9,0.2,Iris-setosa
+87,7.9,3.0,6.1,2.1,Iris-virginica
+88,7.7,3.8,6.6,2.4,Iris-virginica
+89,6.9,2.9,5.6,2.3,Iris-virginica
+90,7.7,2.8,6.6,2.3,Iris-virginica
+91,4.9,3.4,1.6,0.2,Iris-setosa
+92,5.6,2.6,4.1,1.3,Iris-versicolor
+93,6.1,2.5,4.5,1.4,Iris-versicolor
+94,6.1,3.2,5.7,2.1,Iris-virginica
+95,4.6,3.0,1.5,0.1,Iris-setosa
+96,5.7,3.4,1.7,0.4,Iris-setosa
+97,5.1,3.8,1.0,0.4,Iris-setosa
+98,5.9,3.8,1.5,0.3,Iris-setosa
+99,5.8,3.0,5.1,1.8,Iris-virginica
+100,5.6,3.6,4.9,1.5,Iris-versicolor
+101,6.6,2.9,4.6,1.5,Iris-versicolor
+102,5.4,2.9,3.3,1.1,Iris-versicolor
+103,5.1,3.5,1.5,0.2,Iris-setosa
+104,5.1,2.7,3.9,1.3,Iris-versicolor
+105,6.5,2.5,5.1,1.8,Iris-virginica
+106,5.7,2.5,3.9,1.5,Iris-versicolor
+107,6.1,2.8,4.6,1.4,Iris-versicolor
+108,5.1,3.4,1.6,0.4,Iris-setosa
+109,6.4,3.5,5.6,2.4,Iris-virginica
+110,6.4,3.2,5.3,2.1,Iris-virginica
+111,6.7,2.8,4.7,1.3,Iris-versicolor
+112,4.8,3.0,1.4,0.2,Iris-setosa
+113,6.1,2.8,4.6,1.5,Iris-versicolor
+114,6.7,3.1,5.7,2.4,Iris-virginica
+115,7.4,3.6,6.3,2.1,Iris-virginica
+116,5.0,2.6,3.9,1.5,Iris-versicolor
+117,6.1,2.8,4.7,1.4,Iris-versicolor
+118,6.3,3.3,4.7,1.3,Iris-versicolor
+119,7.6,2.9,6.6,1.9,Iris-virginica
diff --git a/iris/realtabformer/3/3/test.csv b/iris/realtabformer/3/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/3/train.csv b/iris/realtabformer/3/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/3/val.csv b/iris/realtabformer/3/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/4/synth.csv b/iris/realtabformer/3/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ed7a5036a363c2d6fac473b21b5fa26889cb6f23
--- /dev/null
+++ b/iris/realtabformer/3/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.3,2.5,3.0,1.4,Iris-versicolor
+1,6.3,3.4,5.6,2.1,Iris-virginica
+2,5.2,2.7,3.9,1.0,Iris-versicolor
+3,5.1,3.8,1.5,0.3,Iris-setosa
+4,6.6,2.9,4.5,1.3,Iris-versicolor
+5,5.7,3.4,1.7,0.4,Iris-setosa
+6,6.1,3.2,1.7,1.4,Iris-virginica
+7,5.7,4.5,1.5,0.4,Iris-setosa
+8,6.6,3.0,4.6,1.4,Iris-versicolor
+9,6.5,3.0,5.4,2.3,Iris-virginica
+10,6.1,2.8,4.5,1.4,Iris-versicolor
+11,6.3,3.0,5.5,2.1,Iris-virginica
+12,6.3,2.5,4.9,1.5,Iris-versicolor
+13,5.6,3.4,1.4,0.2,Iris-setosa
+14,6.1,2.9,4.6,1.4,Iris-versicolor
+15,5.6,3.0,1.5,0.4,Iris-setosa
+16,7.7,2.8,6.7,2.3,Iris-virginica
+17,5.6,2.5,3.9,1.7,Iris-versicolor
+18,6.4,2.5,5.1,1.9,Iris-virginica
+19,6.2,2.8,4.0,1.3,Iris-virginica
+20,6.2,3.2,4.3,1.5,Iris-versicolor
+21,5.7,3.5,1.5,0.2,Iris-setosa
+22,5.7,2.6,5.7,2.0,Iris-virginica
+23,6.7,2.8,5.1,2.3,Iris-virginica
+24,5.8,3.0,1.1,0.9,Iris-setosa
+25,4.4,3.2,1.3,0.2,Iris-setosa
+26,5.1,3.8,1.7,0.2,Iris-setosa
+27,7.1,3.6,6.6,2.1,Iris-virginica
+28,6.1,3.0,4.5,1.5,Iris-versicolor
+29,5.1,3.5,1.6,0.4,Iris-setosa
+30,6.1,3.1,4.7,1.8,Iris-versicolor
+31,6.4,3.1,5.7,2.0,Iris-virginica
+32,5.1,3.5,1.5,0.1,Iris-setosa
+33,4.6,3.4,1.6,0.2,Iris-setosa
+34,6.4,3.2,5.7,2.5,Iris-virginica
+35,5.9,3.0,5.1,2.1,Iris-virginica
+36,5.2,3.1,1.5,0.2,Iris-setosa
+37,7.2,2.8,6.1,2.3,Iris-virginica
+38,5.5,2.8,5.1,1.9,Iris-virginica
+39,7.2,2.8,6.1,2.3,Iris-virginica
+40,7.2,3.0,6.1,1.6,Iris-virginica
+41,5.1,2.8,4.9,1.3,Iris-versicolor
+42,6.1,3.0,4.9,1.4,Iris-versicolor
+43,4.4,3.1,1.5,0.1,Iris-setosa
+44,6.1,3.8,4.5,1.6,Iris-versicolor
+45,6.8,2.9,5.6,1.8,Iris-virginica
+46,4.9,3.0,1.4,0.1,Iris-setosa
+47,6.0,3.0,4.5,1.5,Iris-versicolor
+48,5.7,4.8,4.7,1.5,Iris-versicolor
+49,6.5,3.3,4.7,1.6,Iris-versicolor
+50,5.1,3.7,1.1,0.4,Iris-setosa
+51,5.6,3.5,3.0,1.1,Iris-versicolor
+52,5.0,3.4,1.5,0.2,Iris-setosa
+53,5.5,4.2,1.6,0.2,Iris-setosa
+54,7.2,3.0,6.1,2.5,Iris-virginica
+55,6.2,2.8,4.5,1.5,Iris-versicolor
+56,6.7,3.1,5.7,2.4,Iris-virginica
+57,5.9,3.4,1.3,0.4,Iris-setosa
+58,7.2,3.0,6.1,2.3,Iris-virginica
+59,5.5,3.0,5.1,1.8,Iris-virginica
+60,6.3,3.3,5.7,2.1,Iris-virginica
+61,6.7,2.8,4.5,1.6,Iris-versicolor
+62,5.0,2.5,3.0,1.2,Iris-versicolor
+63,5.2,2.6,3.4,1.1,Iris-versicolor
+64,6.3,3.4,5.5,1.8,Iris-virginica
+65,4.8,2.6,4.6,1.2,Iris-versicolor
+66,4.9,3.1,1.5,0.1,Iris-setosa
+67,4.3,2.6,4.3,1.3,Iris-versicolor
+68,5.6,4.0,4.9,1.3,Iris-versicolor
+69,6.6,3.0,4.8,1.5,Iris-versicolor
+70,6.1,3.2,4.6,1.4,Iris-versicolor
+71,7.0,3.2,5.1,1.8,Iris-virginica
+72,7.2,2.5,6.5,1.5,Iris-virginica
+73,4.6,3.4,1.6,0.2,Iris-setosa
+74,4.7,3.3,1.3,0.2,Iris-setosa
+75,5.1,3.8,1.7,0.3,Iris-setosa
+76,5.1,3.5,1.4,0.3,Iris-setosa
+77,4.6,3.6,1.3,0.2,Iris-setosa
+78,6.4,2.8,4.3,1.4,Iris-versicolor
+79,6.3,2.9,4.3,1.5,Iris-versicolor
+80,6.3,2.8,4.5,1.5,Iris-versicolor
+81,7.6,3.0,6.1,2.3,Iris-virginica
+82,7.2,2.6,6.1,1.9,Iris-virginica
+83,6.9,3.0,5.1,2.1,Iris-virginica
+84,6.1,3.8,4.6,1.4,Iris-versicolor
+85,4.8,3.0,1.1,0.2,Iris-setosa
+86,4.9,3.1,1.4,0.1,Iris-setosa
+87,7.2,3.2,6.1,2.3,Iris-virginica
+88,6.9,3.1,4.6,2.3,Iris-virginica
+89,6.5,3.0,4.4,1.4,Iris-versicolor
+90,5.1,3.8,1.6,0.4,Iris-setosa
+91,5.7,2.5,3.0,1.3,Iris-versicolor
+92,7.4,2.9,6.3,1.8,Iris-virginica
+93,6.3,2.8,5.6,1.8,Iris-virginica
+94,6.8,3.0,5.4,2.1,Iris-virginica
+95,7.2,3.2,4.4,1.5,Iris-versicolor
+96,7.7,3.2,5.1,2.4,Iris-virginica
+97,5.2,3.7,1.5,0.4,Iris-setosa
+98,5.0,3.5,1.0,0.2,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
+102,5.9,3.1,1.5,0.4,Iris-setosa
+103,6.5,2.8,4.6,1.5,Iris-versicolor
+104,6.1,3.0,5.5,2.1,Iris-virginica
+105,5.6,3.0,4.1,1.5,Iris-versicolor
+106,7.4,3.4,1.6,0.4,Iris-virginica
+107,4.9,2.5,3.3,1.0,Iris-versicolor
+108,5.1,3.5,1.4,0.4,Iris-setosa
+109,5.9,3.6,1.4,0.4,Iris-setosa
+110,5.8,3.0,1.1,0.2,Iris-setosa
+111,7.7,2.8,6.1,2.3,Iris-virginica
+112,5.0,3.6,4.5,1.5,Iris-versicolor
+113,7.1,3.0,6.4,2.1,Iris-virginica
+114,5.8,3.0,1.1,0.2,Iris-setosa
+115,7.4,3.2,4.0,1.3,Iris-virginica
+116,6.0,3.2,5.5,1.6,Iris-virginica
+117,7.9,2.8,6.1,2.0,Iris-virginica
+118,5.7,3.1,1.5,0.3,Iris-setosa
+119,4.8,3.2,1.6,0.2,Iris-setosa
diff --git a/iris/realtabformer/3/4/test.csv b/iris/realtabformer/3/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/4/train.csv b/iris/realtabformer/3/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/4/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
+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
+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/3/4/val.csv b/iris/realtabformer/3/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/5/synth.csv b/iris/realtabformer/3/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d6609a0bdedb3eb59cd31b9cd2b5bef3a9ecd0d0
--- /dev/null
+++ b/iris/realtabformer/3/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.6,2.9,3.4,1.3,Iris-versicolor
+1,5.6,2.5,3.9,2.4,Iris-virginica
+2,5.6,3.4,1.5,0.1,Iris-setosa
+3,6.6,3.1,4.6,1.4,Iris-versicolor
+4,6.0,2.9,4.7,1.6,Iris-versicolor
+5,6.3,3.0,5.4,2.3,Iris-virginica
+6,7.6,3.0,5.7,2.1,Iris-virginica
+7,4.4,3.4,1.3,0.2,Iris-setosa
+8,5.6,4.5,1.9,0.3,Iris-setosa
+9,4.3,3.2,1.5,0.2,Iris-setosa
+10,6.3,2.8,4.8,1.2,Iris-versicolor
+11,5.0,2.6,3.9,1.2,Iris-versicolor
+12,6.4,2.9,4.7,1.5,Iris-versicolor
+13,7.4,3.0,6.6,2.1,Iris-virginica
+14,6.5,3.2,5.6,2.3,Iris-virginica
+15,6.3,2.9,5.6,1.8,Iris-virginica
+16,4.3,3.4,1.3,0.2,Iris-setosa
+17,4.4,3.1,1.5,0.2,Iris-setosa
+18,4.9,3.1,1.6,0.1,Iris-setosa
+19,6.5,3.0,5.9,2.3,Iris-virginica
+20,5.9,3.4,1.6,0.2,Iris-setosa
+21,6.1,3.8,4.5,1.8,Iris-versicolor
+22,6.5,2.8,5.8,1.8,Iris-virginica
+23,5.8,2.4,3.2,1.0,Iris-versicolor
+24,6.1,3.2,4.5,1.4,Iris-versicolor
+25,6.2,3.6,4.7,1.5,Iris-versicolor
+26,6.0,2.8,4.1,1.5,Iris-versicolor
+27,4.4,3.2,1.3,0.2,Iris-setosa
+28,6.4,2.9,5.7,1.8,Iris-virginica
+29,6.5,2.8,5.6,2.4,Iris-virginica
+30,6.7,3.1,5.7,2.3,Iris-virginica
+31,6.3,2.5,4.9,1.4,Iris-versicolor
+32,6.9,2.8,5.6,1.9,Iris-virginica
+33,6.7,3.3,5.7,2.3,Iris-virginica
+34,6.3,2.9,4.9,1.5,Iris-versicolor
+35,7.2,3.0,5.7,1.8,Iris-virginica
+36,6.1,3.5,5.0,2.4,Iris-virginica
+37,6.8,3.2,5.7,2.3,Iris-virginica
+38,5.1,4.4,1.3,0.4,Iris-setosa
+39,4.9,3.3,1.3,0.7,Iris-setosa
+40,5.9,3.0,5.5,2.1,Iris-virginica
+41,6.4,3.4,4.7,1.5,Iris-versicolor
+42,4.9,3.1,1.6,0.2,Iris-setosa
+43,6.6,3.0,4.4,1.4,Iris-versicolor
+44,6.4,3.2,5.4,2.2,Iris-virginica
+45,6.5,3.2,5.5,2.1,Iris-virginica
+46,5.7,4.4,1.7,0.3,Iris-setosa
+47,4.6,3.4,1.3,0.2,Iris-setosa
+48,6.3,3.2,5.7,2.5,Iris-virginica
+49,5.7,3.8,1.5,0.3,Iris-setosa
+50,6.5,3.0,5.1,2.1,Iris-virginica
+51,6.1,3.2,4.9,1.4,Iris-versicolor
+52,5.6,2.7,3.9,1.1,Iris-versicolor
+53,6.3,2.9,5.6,1.8,Iris-virginica
+54,6.4,2.9,5.6,1.8,Iris-virginica
+55,6.1,2.8,4.6,1.5,Iris-versicolor
+56,5.6,2.9,3.4,1.1,Iris-versicolor
+57,6.1,3.2,4.4,1.4,Iris-versicolor
+58,4.3,3.3,1.3,0.2,Iris-setosa
+59,6.3,3.9,4.3,1.5,Iris-versicolor
+60,6.4,2.8,4.9,1.5,Iris-versicolor
+61,7.2,2.6,6.0,1.5,Iris-virginica
+62,4.4,3.2,1.5,0.2,Iris-setosa
+63,6.4,2.2,4.0,1.3,Iris-versicolor
+64,6.1,3.5,4.4,1.5,Iris-versicolor
+65,4.4,3.2,1.3,0.2,Iris-setosa
+66,6.7,3.1,5.6,2.4,Iris-virginica
+67,5.6,3.0,1.5,0.4,Iris-setosa
+68,6.4,2.9,5.5,1.8,Iris-virginica
+69,6.1,2.5,4.5,1.8,Iris-virginica
+70,6.4,3.2,4.7,1.5,Iris-versicolor
+71,6.1,3.8,4.9,1.8,Iris-versicolor
+72,5.0,3.4,1.5,0.2,Iris-setosa
+73,6.9,3.3,5.4,2.1,Iris-virginica
+74,6.0,3.2,5.1,2.4,Iris-virginica
+75,5.0,3.4,1.3,0.3,Iris-setosa
+76,5.7,3.4,1.5,0.2,Iris-setosa
+77,5.8,2.7,5.1,1.9,Iris-virginica
+78,5.6,3.0,4.9,1.3,Iris-versicolor
+79,7.3,2.9,5.9,1.9,Iris-virginica
+80,4.9,3.0,1.2,0.2,Iris-setosa
+81,4.4,3.2,1.3,0.2,Iris-setosa
+82,5.1,2.8,4.6,1.4,Iris-versicolor
+83,5.1,3.8,1.5,0.4,Iris-setosa
+84,6.8,3.0,4.6,1.4,Iris-versicolor
+85,6.1,2.8,4.0,1.3,Iris-versicolor
+86,4.8,3.0,1.0,0.2,Iris-setosa
+87,6.3,3.3,5.7,2.5,Iris-virginica
+88,6.7,2.6,5.1,1.8,Iris-virginica
+89,4.7,3.0,1.3,0.2,Iris-setosa
+90,6.3,3.3,5.7,2.3,Iris-virginica
+91,5.2,3.5,1.5,0.2,Iris-setosa
+92,4.6,3.0,1.1,0.3,Iris-setosa
+93,6.3,2.8,4.7,1.6,Iris-versicolor
+94,5.7,3.8,1.9,0.3,Iris-setosa
+95,4.4,3.2,1.6,0.2,Iris-setosa
+96,4.9,3.1,1.3,0.1,Iris-setosa
+97,6.0,3.4,4.3,1.5,Iris-versicolor
+98,5.0,3.5,1.4,0.2,Iris-setosa
+99,5.5,2.8,4.1,1.5,Iris-versicolor
+100,4.8,2.4,1.6,0.0,Iris-setosa
+101,5.6,4.5,3.6,1.2,Iris-versicolor
+102,7.4,2.6,6.1,2.0,Iris-virginica
+103,6.3,2.5,4.9,1.8,Iris-versicolor
+104,6.7,3.2,5.6,2.4,Iris-virginica
+105,4.3,2.9,1.4,0.2,Iris-setosa
+106,6.8,2.6,4.1,1.3,Iris-versicolor
+107,6.7,3.1,5.5,2.1,Iris-virginica
+108,4.9,2.5,3.0,1.7,Iris-versicolor
+109,5.1,2.5,3.0,1.1,Iris-versicolor
+110,6.0,3.2,4.5,1.5,Iris-versicolor
+111,5.6,2.6,4.9,1.3,Iris-versicolor
+112,5.6,2.5,3.0,1.3,Iris-versicolor
+113,4.9,3.1,1.5,0.1,Iris-setosa
+114,4.9,3.1,1.5,0.1,Iris-setosa
+115,5.9,3.0,4.1,1.3,Iris-versicolor
+116,7.7,3.0,6.1,1.8,Iris-virginica
+117,7.7,2.8,6.1,1.9,Iris-virginica
+118,6.4,3.2,5.3,2.2,Iris-virginica
+119,5.1,3.8,1.9,0.2,Iris-setosa
diff --git a/iris/realtabformer/3/5/test.csv b/iris/realtabformer/3/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/5/train.csv b/iris/realtabformer/3/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/5/val.csv b/iris/realtabformer/3/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/6/synth.csv b/iris/realtabformer/3/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ba3f0d4b2dc114bf5d7180a373ab12712f4c8b6e
--- /dev/null
+++ b/iris/realtabformer/3/6/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
+1,4.8,3.0,1.3,0.2,Iris-setosa
+2,4.9,3.1,1.3,0.1,Iris-setosa
+3,4.9,2.8,3.6,1.1,Iris-versicolor
+4,6.4,3.1,5.9,2.4,Iris-virginica
+5,5.6,3.5,1.9,0.2,Iris-setosa
+6,6.4,3.2,5.6,2.1,Iris-virginica
+7,6.5,2.8,5.1,2.3,Iris-virginica
+8,5.2,3.6,1.5,0.2,Iris-setosa
+9,5.5,2.9,4.3,1.3,Iris-versicolor
+10,6.1,3.0,4.7,1.4,Iris-versicolor
+11,6.5,3.3,5.7,2.3,Iris-virginica
+12,6.8,2.8,5.6,2.1,Iris-virginica
+13,4.5,3.6,1.3,0.3,Iris-setosa
+14,5.8,3.2,5.0,2.0,Iris-virginica
+15,5.8,3.8,4.0,1.3,Iris-versicolor
+16,5.1,2.6,3.0,1.1,Iris-versicolor
+17,6.1,3.1,4.7,1.4,Iris-versicolor
+18,6.8,3.1,4.9,1.5,Iris-versicolor
+19,6.3,3.3,5.3,2.2,Iris-virginica
+20,4.6,3.1,1.4,0.2,Iris-setosa
+21,6.2,2.6,4.5,1.5,Iris-versicolor
+22,6.6,3.9,4.6,1.4,Iris-versicolor
+23,6.6,2.8,4.7,1.4,Iris-versicolor
+24,7.0,3.2,6.0,1.5,Iris-virginica
+25,6.1,3.0,4.9,1.4,Iris-versicolor
+26,6.1,2.2,4.3,1.3,Iris-versicolor
+27,6.1,2.9,4.6,1.4,Iris-versicolor
+28,5.2,3.7,1.5,0.2,Iris-setosa
+29,5.2,2.5,3.0,1.2,Iris-versicolor
+30,6.1,3.2,4.5,1.4,Iris-versicolor
+31,4.9,3.1,1.5,0.1,Iris-setosa
+32,5.2,4.5,1.3,0.3,Iris-setosa
+33,5.0,3.6,1.4,0.2,Iris-setosa
+34,5.9,3.1,1.4,0.2,Iris-setosa
+35,4.8,3.0,1.4,0.2,Iris-setosa
+36,5.1,3.5,1.6,0.4,Iris-setosa
+37,6.1,2.8,4.3,1.4,Iris-versicolor
+38,4.9,3.1,1.4,0.2,Iris-setosa
+39,6.1,3.5,4.9,1.4,Iris-versicolor
+40,5.0,3.4,1.7,0.2,Iris-setosa
+41,6.5,2.8,4.0,1.5,Iris-versicolor
+42,6.0,3.2,5.6,2.4,Iris-virginica
+43,5.6,2.5,3.9,1.3,Iris-versicolor
+44,6.2,2.8,5.1,1.2,Iris-virginica
+45,5.1,2.5,3.0,1.0,Iris-versicolor
+46,5.7,2.5,3.7,1.1,Iris-versicolor
+47,6.3,3.0,4.5,1.8,Iris-versicolor
+48,4.4,3.6,1.3,0.2,Iris-setosa
+49,7.2,3.2,5.6,2.4,Iris-virginica
+50,4.6,2.6,3.6,1.0,Iris-virginica
+51,4.6,3.1,1.9,0.1,Iris-setosa
+52,4.9,3.1,1.5,0.1,Iris-setosa
+53,6.4,3.3,5.3,2.4,Iris-virginica
+54,5.0,3.4,1.7,0.2,Iris-setosa
+55,5.2,2.6,4.4,1.4,Iris-versicolor
+56,6.0,3.2,5.3,2.6,Iris-virginica
+57,5.2,4.4,1.5,0.4,Iris-setosa
+58,5.7,2.5,3.5,1.4,Iris-versicolor
+59,4.7,3.2,1.4,0.2,Iris-setosa
+60,5.9,3.1,1.4,0.4,Iris-setosa
+61,6.3,3.3,4.1,1.5,Iris-versicolor
+62,5.1,3.5,1.4,0.2,Iris-setosa
+63,6.5,2.8,5.1,1.8,Iris-virginica
+64,5.4,3.4,1.7,0.4,Iris-setosa
+65,5.0,3.6,1.6,0.2,Iris-setosa
+66,5.7,2.8,3.9,1.3,Iris-versicolor
+67,6.5,2.8,4.1,1.4,Iris-versicolor
+68,5.8,3.7,1.5,0.2,Iris-setosa
+69,5.2,2.5,3.9,1.8,Iris-versicolor
+70,4.7,2.6,4.0,1.3,Iris-versicolor
+71,6.8,2.7,5.1,1.9,Iris-virginica
+72,5.1,2.8,4.9,1.0,Iris-versicolor
+73,4.6,3.4,1.3,0.2,Iris-setosa
+74,6.1,2.9,4.7,1.3,Iris-versicolor
+75,6.5,2.5,5.0,1.8,Iris-virginica
+76,5.6,2.6,4.9,1.4,Iris-versicolor
+77,6.4,2.8,4.6,1.4,Iris-versicolor
+78,5.0,3.4,1.6,0.2,Iris-setosa
+79,5.8,3.8,1.4,0.3,Iris-setosa
+80,6.1,3.8,4.7,1.4,Iris-versicolor
+81,6.2,2.8,4.8,1.8,Iris-versicolor
+82,6.1,3.4,4.4,1.4,Iris-versicolor
+83,5.5,2.9,4.3,1.5,Iris-versicolor
+84,4.7,3.2,1.3,0.3,Iris-setosa
+85,6.9,3.1,5.9,2.1,Iris-virginica
+86,5.2,2.7,4.1,1.9,Iris-versicolor
+87,6.1,3.8,4.6,1.3,Iris-versicolor
+88,5.6,3.0,4.6,1.2,Iris-versicolor
+89,6.1,3.5,5.7,2.3,Iris-virginica
+90,6.1,3.8,4.9,1.4,Iris-versicolor
+91,4.8,2.2,1.3,0.2,Iris-setosa
+92,5.1,2.5,3.0,1.3,Iris-versicolor
+93,5.0,2.5,3.9,1.1,Iris-versicolor
+94,6.1,2.8,4.6,1.8,Iris-versicolor
+95,4.8,2.6,1.6,0.2,Iris-setosa
+96,6.5,2.8,4.5,1.3,Iris-versicolor
+97,4.9,3.1,1.4,0.1,Iris-setosa
+98,5.2,3.4,1.5,0.3,Iris-setosa
+99,7.4,2.8,6.7,1.8,Iris-virginica
+100,6.7,3.1,5.6,2.4,Iris-virginica
+101,6.1,3.2,5.6,2.5,Iris-virginica
+102,5.1,2.8,3.6,1.1,Iris-versicolor
+103,7.3,3.0,5.9,2.1,Iris-virginica
+104,6.3,3.3,5.7,1.8,Iris-virginica
+105,6.1,3.0,4.6,1.4,Iris-versicolor
+106,6.5,3.0,5.6,2.1,Iris-virginica
+107,5.9,3.0,4.5,1.8,Iris-versicolor
+108,5.0,3.4,1.3,0.3,Iris-setosa
+109,6.4,3.0,5.6,2.4,Iris-virginica
+110,7.2,3.1,4.5,1.5,Iris-virginica
+111,7.3,3.3,5.6,2.1,Iris-virginica
+112,4.8,3.0,1.4,0.2,Iris-setosa
+113,5.1,3.8,1.0,0.4,Iris-setosa
+114,6.2,3.6,4.5,1.4,Iris-versicolor
+115,6.7,3.5,4.9,1.4,Iris-versicolor
+116,6.0,2.9,4.3,1.3,Iris-versicolor
+117,6.7,2.8,4.7,1.3,Iris-versicolor
+118,5.9,3.4,1.5,0.1,Iris-setosa
+119,4.8,3.0,1.4,0.2,Iris-setosa
diff --git a/iris/realtabformer/3/6/test.csv b/iris/realtabformer/3/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/6/train.csv b/iris/realtabformer/3/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/6/val.csv b/iris/realtabformer/3/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/7/synth.csv b/iris/realtabformer/3/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bcfc6c48ac0098141fd2611f4ea3b4ea3527f96
--- /dev/null
+++ b/iris/realtabformer/3/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,3.5,1.4,0.3,Iris-setosa
+1,6.5,2.9,5.6,2.3,Iris-virginica
+2,6.3,2.9,4.7,1.5,Iris-versicolor
+3,6.3,2.5,5.0,1.8,Iris-virginica
+4,6.6,3.0,4.4,1.3,Iris-versicolor
+5,5.1,3.5,1.4,0.2,Iris-setosa
+6,5.2,2.5,3.5,1.1,Iris-versicolor
+7,5.1,3.8,1.6,0.4,Iris-setosa
+8,5.9,2.8,4.7,1.2,Iris-versicolor
+9,6.3,2.9,5.7,1.8,Iris-virginica
+10,4.3,3.2,1.6,0.2,Iris-setosa
+11,6.3,2.8,5.1,2.3,Iris-virginica
+12,5.0,2.5,3.4,1.2,Iris-versicolor
+13,5.7,3.6,1.4,0.3,Iris-setosa
+14,6.7,3.1,5.7,2.3,Iris-virginica
+15,6.4,3.2,5.4,2.2,Iris-virginica
+16,6.3,2.9,4.7,1.5,Iris-versicolor
+17,6.3,2.9,4.3,1.5,Iris-versicolor
+18,5.1,2.7,3.5,1.4,Iris-versicolor
+19,4.9,3.1,1.4,0.2,Iris-setosa
+20,4.7,3.2,1.3,0.3,Iris-setosa
+21,4.4,3.1,1.3,0.2,Iris-setosa
+22,6.3,2.9,5.6,1.8,Iris-virginica
+23,4.9,3.0,1.1,0.2,Iris-setosa
+24,4.6,3.1,1.5,0.1,Iris-setosa
+25,6.7,2.8,4.7,1.6,Iris-versicolor
+26,6.4,2.9,5.7,1.8,Iris-virginica
+27,6.4,3.2,5.0,2.4,Iris-virginica
+28,6.0,2.9,5.5,1.5,Iris-virginica
+29,5.5,3.4,1.3,0.2,Iris-setosa
+30,6.5,2.8,4.6,1.5,Iris-versicolor
+31,7.6,3.0,4.1,1.8,Iris-virginica
+32,5.1,3.7,1.0,0.2,Iris-setosa
+33,6.1,3.8,4.6,1.4,Iris-versicolor
+34,6.4,3.3,4.7,1.6,Iris-versicolor
+35,6.1,3.2,4.9,1.8,Iris-virginica
+36,6.1,2.8,4.9,1.0,Iris-versicolor
+37,6.1,3.2,4.7,1.8,Iris-versicolor
+38,6.1,3.6,4.4,1.4,Iris-versicolor
+39,6.4,3.1,5.6,2.1,Iris-virginica
+40,5.2,3.7,1.5,0.2,Iris-setosa
+41,5.6,3.0,4.1,1.3,Iris-versicolor
+42,5.4,3.4,1.3,0.4,Iris-setosa
+43,6.4,2.8,5.7,1.3,Iris-virginica
+44,6.5,3.0,5.9,2.5,Iris-virginica
+45,6.7,2.8,4.7,2.3,Iris-versicolor
+46,5.1,3.8,1.6,0.4,Iris-setosa
+47,5.4,3.7,1.5,0.4,Iris-setosa
+48,4.9,3.0,1.4,0.1,Iris-setosa
+49,5.8,3.7,1.5,0.4,Iris-setosa
+50,4.9,3.1,1.4,0.2,Iris-setosa
+51,6.1,3.8,4.6,1.8,Iris-virginica
+52,5.5,2.8,1.1,0.3,Iris-setosa
+53,6.9,2.8,4.9,1.3,Iris-versicolor
+54,4.4,3.2,1.7,0.2,Iris-setosa
+55,5.3,4.6,1.5,0.2,Iris-setosa
+56,6.9,2.9,4.5,1.5,Iris-versicolor
+57,6.7,3.3,5.7,2.3,Iris-virginica
+58,6.4,3.2,5.7,1.8,Iris-virginica
+59,5.0,3.4,1.6,0.2,Iris-setosa
+60,6.6,2.9,3.6,1.4,Iris-versicolor
+61,6.3,3.3,5.6,2.5,Iris-virginica
+62,4.8,2.6,4.6,1.2,Iris-versicolor
+63,6.4,2.9,4.6,1.5,Iris-versicolor
+64,6.5,2.8,5.6,2.1,Iris-virginica
+65,5.4,3.1,1.5,0.4,Iris-setosa
+66,6.3,2.5,4.9,1.5,Iris-versicolor
+67,5.5,3.0,5.1,2.2,Iris-virginica
+68,6.7,2.5,4.9,1.5,Iris-versicolor
+69,5.4,3.6,1.1,0.2,Iris-setosa
+70,5.8,3.7,1.1,0.2,Iris-setosa
+71,6.8,3.2,5.6,2.0,Iris-virginica
+72,4.8,3.0,1.4,0.3,Iris-setosa
+73,6.5,2.8,4.8,1.8,Iris-versicolor
+74,6.4,3.1,5.6,1.8,Iris-virginica
+75,6.6,2.5,4.9,1.3,Iris-versicolor
+76,6.3,2.9,4.7,1.3,Iris-versicolor
+77,5.3,2.9,3.9,1.4,Iris-versicolor
+78,5.1,2.4,3.6,1.4,Iris-versicolor
+79,4.3,3.4,1.3,0.3,Iris-setosa
+80,7.1,3.0,5.9,1.8,Iris-virginica
+81,7.6,2.9,6.6,1.9,Iris-virginica
+82,6.9,3.1,5.4,2.1,Iris-virginica
+83,6.4,3.2,4.5,1.5,Iris-versicolor
+84,6.4,3.2,5.5,2.5,Iris-virginica
+85,5.7,2.4,3.9,1.9,Iris-versicolor
+86,4.9,3.0,5.4,2.1,Iris-virginica
+87,5.1,3.5,1.1,0.3,Iris-setosa
+88,6.1,3.2,5.7,2.1,Iris-virginica
+89,5.1,2.7,3.9,1.2,Iris-versicolor
+90,6.3,2.9,5.6,1.8,Iris-virginica
+91,4.9,3.0,1.3,0.1,Iris-setosa
+92,4.6,3.6,1.6,0.3,Iris-setosa
+93,6.6,3.6,4.4,1.4,Iris-versicolor
+94,6.2,2.9,5.0,1.8,Iris-virginica
+95,5.9,3.1,5.5,1.1,Iris-virginica
+96,5.8,2.7,1.1,0.4,Iris-setosa
+97,4.9,3.1,1.5,0.1,Iris-setosa
+98,7.2,3.0,6.8,2.4,Iris-virginica
+99,5.0,4.5,1.3,0.4,Iris-setosa
+100,5.7,4.4,1.5,0.4,Iris-setosa
+101,6.1,3.2,4.0,1.4,Iris-versicolor
+102,6.1,2.9,4.6,1.4,Iris-versicolor
+103,6.7,3.1,5.6,2.4,Iris-virginica
+104,6.3,3.3,5.0,2.5,Iris-virginica
+105,6.1,3.1,4.4,1.4,Iris-versicolor
+106,4.4,3.1,1.4,0.2,Iris-setosa
+107,6.1,3.8,4.6,1.4,Iris-versicolor
+108,6.4,2.9,4.3,1.4,Iris-versicolor
+109,5.1,3.8,1.7,0.4,Iris-setosa
+110,5.4,3.8,1.3,0.4,Iris-setosa
+111,6.6,2.8,4.9,1.3,Iris-versicolor
+112,6.3,2.8,5.6,1.8,Iris-virginica
+113,6.7,3.1,4.6,1.4,Iris-versicolor
+114,6.1,2.8,4.7,1.3,Iris-versicolor
+115,5.0,2.5,3.5,1.0,Iris-versicolor
+116,4.6,3.0,1.4,0.2,Iris-setosa
+117,6.3,2.9,5.7,1.8,Iris-virginica
+118,7.6,2.9,6.7,2.0,Iris-virginica
+119,4.6,3.0,1.6,0.1,Iris-setosa
diff --git a/iris/realtabformer/3/7/test.csv b/iris/realtabformer/3/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/7/train.csv b/iris/realtabformer/3/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/7/val.csv b/iris/realtabformer/3/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/8/synth.csv b/iris/realtabformer/3/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7a8140152d76a9aa51837245f34c247ff1fefd3c
--- /dev/null
+++ b/iris/realtabformer/3/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0,3.4,1.6,0.2,Iris-setosa
+1,6.4,3.2,4.6,1.5,Iris-versicolor
+2,5.4,3.4,1.5,0.4,Iris-setosa
+3,5.7,2.9,3.4,1.1,Iris-versicolor
+4,6.3,2.8,4.5,1.5,Iris-versicolor
+5,6.1,2.8,4.7,1.4,Iris-versicolor
+6,5.6,3.0,4.9,1.3,Iris-versicolor
+7,5.0,3.9,1.3,0.3,Iris-setosa
+8,5.1,3.8,1.1,0.3,Iris-setosa
+9,6.6,2.8,4.5,1.3,Iris-versicolor
+10,5.3,3.4,1.5,0.2,Iris-setosa
+11,6.4,3.2,5.1,2.1,Iris-virginica
+12,6.4,3.8,4.7,1.5,Iris-versicolor
+13,6.3,2.9,5.6,1.1,Iris-virginica
+14,5.8,2.8,4.6,1.4,Iris-versicolor
+15,6.4,2.8,5.5,1.3,Iris-virginica
+16,6.1,3.8,4.6,1.5,Iris-versicolor
+17,4.9,3.0,1.3,0.2,Iris-setosa
+18,6.4,3.2,5.3,2.5,Iris-virginica
+19,6.4,2.8,5.5,1.8,Iris-virginica
+20,4.6,3.0,1.4,0.3,Iris-setosa
+21,5.3,3.7,1.5,0.3,Iris-setosa
+22,6.1,2.8,4.9,1.5,Iris-versicolor
+23,6.5,2.8,4.6,1.5,Iris-versicolor
+24,6.3,2.9,4.6,1.5,Iris-versicolor
+25,6.8,3.2,5.2,2.2,Iris-virginica
+26,6.0,3.2,5.5,2.5,Iris-virginica
+27,7.6,3.0,6.6,2.1,Iris-virginica
+28,5.7,2.8,4.0,1.3,Iris-versicolor
+29,5.6,2.5,3.6,1.1,Iris-versicolor
+30,5.6,3.0,4.5,1.1,Iris-versicolor
+31,6.1,3.8,4.9,1.8,Iris-virginica
+32,5.7,2.5,4.9,1.3,Iris-versicolor
+33,5.2,2.7,3.5,1.0,Iris-versicolor
+34,5.4,3.0,4.3,1.2,Iris-versicolor
+35,6.4,3.3,4.5,1.5,Iris-versicolor
+36,7.1,2.8,4.9,1.8,Iris-virginica
+37,5.1,2.8,4.9,1.3,Iris-versicolor
+38,5.6,2.5,3.7,1.5,Iris-versicolor
+39,6.3,2.3,4.7,1.8,Iris-versicolor
+40,5.4,3.5,1.3,0.2,Iris-setosa
+41,6.6,2.5,4.0,1.3,Iris-versicolor
+42,6.4,3.2,4.3,1.3,Iris-versicolor
+43,6.1,2.8,4.7,1.5,Iris-virginica
+44,6.9,3.3,5.9,2.5,Iris-virginica
+45,6.3,2.8,4.6,1.5,Iris-versicolor
+46,5.5,2.8,3.1,1.0,Iris-versicolor
+47,4.7,3.2,1.5,0.3,Iris-setosa
+48,6.4,3.2,5.7,2.5,Iris-virginica
+49,6.4,2.9,4.3,1.6,Iris-versicolor
+50,6.1,3.3,4.7,1.2,Iris-versicolor
+51,5.2,2.8,4.6,1.1,Iris-versicolor
+52,5.2,3.4,1.5,0.2,Iris-setosa
+53,4.4,3.4,1.5,0.4,Iris-setosa
+54,5.7,2.6,3.0,1.4,Iris-versicolor
+55,4.9,3.1,1.4,0.1,Iris-setosa
+56,6.1,3.5,4.4,1.5,Iris-versicolor
+57,6.2,3.2,4.9,1.5,Iris-versicolor
+58,6.4,3.2,4.5,1.5,Iris-versicolor
+59,6.8,3.0,5.2,2.1,Iris-virginica
+60,4.9,2.5,3.5,1.1,Iris-versicolor
+61,5.2,4.5,1.5,0.2,Iris-setosa
+62,5.1,3.8,1.7,0.4,Iris-setosa
+63,6.6,3.1,4.5,1.5,Iris-versicolor
+64,6.4,3.2,5.4,1.8,Iris-virginica
+65,6.7,3.3,4.7,1.2,Iris-versicolor
+66,6.1,3.8,4.6,1.5,Iris-versicolor
+67,5.4,3.7,1.1,0.2,Iris-setosa
+68,4.6,2.5,3.3,1.1,Iris-versicolor
+69,5.5,2.7,4.5,1.3,Iris-versicolor
+70,5.7,3.5,1.5,0.4,Iris-setosa
+71,6.5,2.5,4.5,1.5,Iris-versicolor
+72,5.0,3.0,1.5,0.2,Iris-setosa
+73,5.1,2.5,3.9,1.0,Iris-versicolor
+74,6.4,2.8,5.6,2.4,Iris-virginica
+75,4.8,3.0,1.6,0.3,Iris-setosa
+76,5.1,2.7,3.9,1.1,Iris-versicolor
+77,6.5,3.0,5.4,2.2,Iris-virginica
+78,6.7,3.3,5.7,2.2,Iris-virginica
+79,5.8,2.5,4.1,1.9,Iris-virginica
+80,6.1,3.2,4.4,1.5,Iris-versicolor
+81,4.4,2.6,1.4,0.2,Iris-setosa
+82,5.6,3.0,4.4,1.3,Iris-versicolor
+83,6.7,3.1,5.5,2.5,Iris-virginica
+84,6.4,3.2,5.1,2.2,Iris-virginica
+85,5.4,3.7,1.5,0.2,Iris-setosa
+86,6.7,2.8,5.7,2.3,Iris-virginica
+87,6.1,3.1,4.7,1.4,Iris-versicolor
+88,6.0,2.2,4.7,1.5,Iris-versicolor
+89,5.5,3.0,5.5,0.4,Iris-virginica
+90,5.8,3.0,1.4,0.3,Iris-setosa
+91,6.0,3.2,5.0,2.5,Iris-virginica
+92,6.5,2.0,5.1,1.8,Iris-virginica
+93,6.7,2.9,4.6,1.5,Iris-versicolor
+94,5.7,2.8,4.1,1.4,Iris-versicolor
+95,6.4,2.8,4.6,1.8,Iris-versicolor
+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
+100,6.1,2.8,4.6,1.4,Iris-virginica
+101,5.0,3.6,1.4,0.2,Iris-setosa
+102,6.3,2.8,4.6,1.4,Iris-versicolor
+103,7.7,2.8,6.1,2.1,Iris-virginica
+104,5.6,2.9,3.3,1.0,Iris-versicolor
+105,6.4,2.8,4.6,1.2,Iris-versicolor
+106,6.0,2.5,3.7,1.7,Iris-versicolor
+107,4.9,3.1,1.4,0.1,Iris-setosa
+108,6.6,3.0,4.5,1.5,Iris-versicolor
+109,4.8,2.4,3.6,1.0,Iris-versicolor
+110,5.7,3.4,1.6,0.2,Iris-setosa
+111,6.4,2.8,4.6,1.5,Iris-versicolor
+112,4.6,3.0,1.3,0.3,Iris-setosa
+113,6.1,2.8,4.5,1.3,Iris-versicolor
+114,4.9,2.4,3.4,1.9,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
+118,5.7,2.8,4.6,1.3,Iris-versicolor
+119,7.2,3.0,5.8,2.1,Iris-virginica
diff --git a/iris/realtabformer/3/8/test.csv b/iris/realtabformer/3/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/8/train.csv b/iris/realtabformer/3/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/8/val.csv b/iris/realtabformer/3/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/9/synth.csv b/iris/realtabformer/3/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d5202c726c205d8d2d22528362614dcd152a94b5
--- /dev/null
+++ b/iris/realtabformer/3/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.7,2.8,4.7,1.5,Iris-versicolor
+1,5.5,3.4,1.3,0.4,Iris-setosa
+2,5.1,3.4,1.4,0.4,Iris-setosa
+3,7.0,3.0,6.6,2.1,Iris-virginica
+4,4.7,3.1,1.3,0.3,Iris-setosa
+5,6.6,3.0,5.5,2.1,Iris-virginica
+6,6.8,2.6,5.8,1.6,Iris-virginica
+7,4.9,3.1,1.5,0.1,Iris-setosa
+8,4.6,3.0,1.6,0.2,Iris-setosa
+9,5.6,3.7,4.9,1.3,Iris-versicolor
+10,5.5,2.5,4.3,1.3,Iris-versicolor
+11,5.5,2.0,4.1,1.0,Iris-versicolor
+12,6.7,3.2,4.6,1.3,Iris-versicolor
+13,6.7,3.3,5.7,2.4,Iris-virginica
+14,6.1,2.5,4.6,1.4,Iris-versicolor
+15,4.6,3.0,1.4,0.2,Iris-setosa
+16,4.6,3.0,1.4,0.2,Iris-setosa
+17,5.7,2.6,3.9,1.3,Iris-versicolor
+18,6.0,2.8,4.1,1.4,Iris-versicolor
+19,5.8,2.7,4.1,1.3,Iris-versicolor
+20,6.5,3.0,5.6,2.4,Iris-virginica
+21,5.4,4.7,1.1,0.2,Iris-setosa
+22,6.5,3.2,5.3,2.3,Iris-virginica
+23,6.7,2.8,5.7,1.8,Iris-virginica
+24,5.4,2.8,3.5,1.5,Iris-versicolor
+25,5.3,4.7,1.5,0.2,Iris-setosa
+26,5.2,3.4,1.5,0.2,Iris-setosa
+27,6.1,2.8,4.7,1.4,Iris-versicolor
+28,6.6,3.1,4.5,1.5,Iris-versicolor
+29,4.8,3.0,1.1,0.2,Iris-setosa
+30,6.9,3.0,5.4,2.1,Iris-virginica
+31,4.5,3.2,1.6,0.2,Iris-setosa
+32,6.1,2.8,4.5,1.8,Iris-versicolor
+33,6.3,3.3,4.9,1.5,Iris-versicolor
+34,4.6,3.0,1.6,0.2,Iris-setosa
+35,4.4,3.4,1.3,0.2,Iris-setosa
+36,7.2,3.0,5.9,1.8,Iris-virginica
+37,6.1,3.2,4.0,1.5,Iris-versicolor
+38,5.5,4.0,5.3,1.2,Iris-virginica
+39,5.7,2.8,4.1,1.3,Iris-versicolor
+40,6.1,2.8,4.1,1.3,Iris-versicolor
+41,4.9,3.1,1.5,0.1,Iris-setosa
+42,5.8,3.0,5.4,2.2,Iris-virginica
+43,6.4,2.8,5.1,1.8,Iris-virginica
+44,6.3,2.7,5.9,1.9,Iris-virginica
+45,5.7,4.6,4.1,1.2,Iris-versicolor
+46,4.9,3.1,1.5,0.1,Iris-setosa
+47,6.1,2.5,4.7,1.4,Iris-versicolor
+48,6.3,3.3,5.0,2.3,Iris-virginica
+49,4.9,3.1,1.6,0.2,Iris-setosa
+50,4.4,2.8,1.1,0.3,Iris-setosa
+51,4.5,3.0,1.4,0.2,Iris-setosa
+52,6.1,2.6,4.4,1.3,Iris-versicolor
+53,6.1,3.8,4.6,1.4,Iris-versicolor
+54,5.7,2.6,4.1,1.4,Iris-versicolor
+55,7.4,2.8,6.1,2.3,Iris-virginica
+56,5.3,2.9,3.6,1.1,Iris-versicolor
+57,4.7,3.6,1.6,0.2,Iris-setosa
+58,6.6,3.1,4.9,1.6,Iris-versicolor
+59,5.1,3.5,1.5,0.4,Iris-setosa
+60,5.2,2.6,3.9,1.4,Iris-versicolor
+61,4.6,3.0,1.0,0.3,Iris-setosa
+62,5.1,3.8,1.5,0.4,Iris-setosa
+63,6.3,2.8,4.6,1.5,Iris-versicolor
+64,5.8,3.7,5.1,2.2,Iris-virginica
+65,6.4,2.9,4.3,1.5,Iris-versicolor
+66,6.4,3.2,5.7,2.3,Iris-virginica
+67,5.6,3.0,3.5,2.1,Iris-versicolor
+68,6.2,2.8,4.7,1.5,Iris-versicolor
+69,6.1,3.8,4.6,1.4,Iris-versicolor
+70,4.4,3.2,1.4,0.2,Iris-setosa
+71,5.7,2.8,4.6,1.5,Iris-versicolor
+72,5.1,3.8,1.4,0.2,Iris-setosa
+73,6.4,3.2,5.6,2.5,Iris-virginica
+74,6.3,2.9,5.7,1.5,Iris-virginica
+75,6.5,2.8,4.1,1.9,Iris-versicolor
+76,5.6,3.0,4.6,1.3,Iris-versicolor
+77,6.4,2.8,5.9,1.8,Iris-virginica
+78,7.1,3.8,4.1,1.8,Iris-virginica
+79,6.4,2.8,5.8,1.8,Iris-virginica
+80,6.3,3.3,4.1,1.6,Iris-versicolor
+81,5.6,2.9,4.4,1.3,Iris-versicolor
+82,5.2,2.5,3.4,1.2,Iris-versicolor
+83,5.1,3.8,1.6,0.4,Iris-setosa
+84,6.1,3.1,4.9,1.4,Iris-versicolor
+85,6.5,3.0,5.1,2.5,Iris-virginica
+86,6.4,3.2,5.0,2.1,Iris-virginica
+87,6.6,3.8,4.1,1.5,Iris-versicolor
+88,6.1,2.8,4.4,1.5,Iris-versicolor
+89,6.1,2.8,4.6,1.4,Iris-versicolor
+90,6.7,3.1,4.9,1.4,Iris-versicolor
+91,5.6,2.7,3.9,1.0,Iris-versicolor
+92,6.3,2.8,4.7,1.3,Iris-versicolor
+93,6.1,3.8,4.6,1.4,Iris-versicolor
+94,5.0,2.5,3.4,1.0,Iris-versicolor
+95,7.3,2.8,5.1,1.9,Iris-virginica
+96,6.7,2.3,4.7,1.8,Iris-versicolor
+97,6.3,2.9,5.9,2.5,Iris-virginica
+98,6.6,3.4,4.7,1.6,Iris-versicolor
+99,6.1,2.9,4.7,1.4,Iris-versicolor
+100,6.1,2.8,4.6,1.4,Iris-virginica
+101,5.1,2.5,3.9,1.4,Iris-versicolor
+102,5.7,2.8,4.5,1.3,Iris-versicolor
+103,6.3,2.8,5.1,1.4,Iris-virginica
+104,4.6,3.1,1.5,0.1,Iris-setosa
+105,6.2,2.8,5.1,2.1,Iris-virginica
+106,5.6,2.8,3.9,1.0,Iris-versicolor
+107,5.5,3.0,5.5,2.2,Iris-setosa
+108,6.7,2.8,4.7,1.4,Iris-versicolor
+109,5.1,2.8,4.1,1.4,Iris-versicolor
+110,4.6,3.0,1.4,0.2,Iris-setosa
+111,6.4,3.2,4.7,1.5,Iris-versicolor
+112,6.4,2.8,5.6,1.9,Iris-virginica
+113,6.1,2.8,4.0,1.3,Iris-versicolor
+114,5.6,3.5,1.4,0.3,Iris-setosa
+115,5.2,3.3,1.5,0.2,Iris-setosa
+116,6.0,3.4,4.4,1.4,Iris-versicolor
+117,5.7,2.8,3.1,1.0,Iris-versicolor
+118,6.7,3.5,5.7,2.3,Iris-virginica
+119,6.1,3.8,4.6,1.4,Iris-versicolor
diff --git a/iris/realtabformer/3/9/test.csv b/iris/realtabformer/3/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/9/train.csv b/iris/realtabformer/3/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/realtabformer/3/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/3/9/val.csv b/iris/realtabformer/3/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/realtabformer/3/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/realtabformer/3/params.json b/iris/realtabformer/3/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..56bb3de3d4e5a1992d6fc810fe22e8ab2fa1018c
--- /dev/null
+++ b/iris/realtabformer/3/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6b005ab77f236809a3217466fd338b7b4f17b31226606c99ed8cd8425172b8af
+size 712
diff --git a/iris/realtabformer/3/realtabformer_eval.ipynb b/iris/realtabformer/3/realtabformer_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..b4f7544da8970ce2a9841165a22bb0d3192358ea
--- /dev/null
+++ b/iris/realtabformer/3/realtabformer_eval.ipynb
@@ -0,0 +1,6243 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "ecad0b75",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:07.009951Z",
+     "iopub.status.busy": "2024-07-21T14:13:07.008996Z",
+     "iopub.status.idle": "2024-07-21T14:13:18.681158Z",
+     "shell.execute_reply": "2024-07-21T14:13:18.679928Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697371780299,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 11.709319,
+     "end_time": "2024-07-21T14:13:18.683695",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:06.974376",
+     "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... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 44%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\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"
+     ]
+    },
+    {
+     "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... 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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 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": "a4c98b54",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:18.752813Z",
+     "iopub.status.busy": "2024-07-21T14:13:18.752402Z",
+     "iopub.status.idle": "2024-07-21T14:13:18.760356Z",
+     "shell.execute_reply": "2024-07-21T14:13:18.759450Z"
+    },
+    "papermill": {
+     "duration": 0.045235,
+     "end_time": "2024-07-21T14:13:18.762618",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:18.717383",
+     "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": "ead973c8",
+   "metadata": {
+    "papermill": {
+     "duration": 0.031635,
+     "end_time": "2024-07-21T14:13:18.827886",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:18.796251",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "31b8bcdf",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:18.896458Z",
+     "iopub.status.busy": "2024-07-21T14:13:18.896131Z",
+     "iopub.status.idle": "2024-07-21T14:13:18.900621Z",
+     "shell.execute_reply": "2024-07-21T14:13:18.899657Z"
+    },
+    "papermill": {
+     "duration": 0.041802,
+     "end_time": "2024-07-21T14:13:18.902545",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:18.860743",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "plt.rcParams['figure.figsize'] = [3,3]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "4e44cf92",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:18.967763Z",
+     "iopub.status.busy": "2024-07-21T14:13:18.967462Z",
+     "iopub.status.idle": "2024-07-21T14:13:18.975034Z",
+     "shell.execute_reply": "2024-07-21T14:13:18.974256Z"
+    },
+    "papermill": {
+     "duration": 0.042741,
+     "end_time": "2024-07-21T14:13:18.976965",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:18.934224",
+     "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": "03ab6ff7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:19.046050Z",
+     "iopub.status.busy": "2024-07-21T14:13:19.045686Z",
+     "iopub.status.idle": "2024-07-21T14:13:19.051489Z",
+     "shell.execute_reply": "2024-07-21T14:13:19.050679Z"
+    },
+    "papermill": {
+     "duration": 0.044107,
+     "end_time": "2024-07-21T14:13:19.053478",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:19.009371",
+     "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 = 3\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/realtabformer/3\"\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",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "6e483a38",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:19.120348Z",
+     "iopub.status.busy": "2024-07-21T14:13:19.120015Z",
+     "iopub.status.idle": "2024-07-21T14:13:19.124408Z",
+     "shell.execute_reply": "2024-07-21T14:13:19.123462Z"
+    },
+    "papermill": {
+     "duration": 0.040649,
+     "end_time": "2024-07-21T14:13:19.126298",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:19.085649",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "if df_name == \"df\":\n",
+    "    save_embedding = True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "68fdd23b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:19.196619Z",
+     "iopub.status.busy": "2024-07-21T14:13:19.196317Z",
+     "iopub.status.idle": "2024-07-21T14:13:19.202352Z",
+     "shell.execute_reply": "2024-07-21T14:13:19.201367Z"
+    },
+    "papermill": {
+     "duration": 0.044564,
+     "end_time": "2024-07-21T14:13:19.204727",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:19.160163",
+     "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": "38715cd5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:19.279844Z",
+     "iopub.status.busy": "2024-07-21T14:13:19.279184Z",
+     "iopub.status.idle": "2024-07-21T14:13:20.477814Z",
+     "shell.execute_reply": "2024-07-21T14:13:20.476585Z"
+    },
+    "papermill": {
+     "duration": 1.23901,
+     "end_time": "2024-07-21T14:13:20.480447",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:19.241437",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cloning into 'final'...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "remote: Repository not found\r\n",
+      "fatal: repository 'https://huggingface.co/linearch/mlu_est_eval_5_nogp_iris/' not found\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "#\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "#!rm -rf final\n",
+    "!git clone https://huggingface.co/linearch/{repo} final\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "951c9b2b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:20.552530Z",
+     "iopub.status.busy": "2024-07-21T14:13:20.552182Z",
+     "iopub.status.idle": "2024-07-21T14:13:21.605686Z",
+     "shell.execute_reply": "2024-07-21T14:13:21.604629Z"
+    },
+    "papermill": {
+     "duration": 1.091897,
+     "end_time": "2024-07-21T14:13:21.608033",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:20.516136",
+     "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": "4490c31f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:21.681555Z",
+     "iopub.status.busy": "2024-07-21T14:13:21.680645Z",
+     "iopub.status.idle": "2024-07-21T14:13:21.690656Z",
+     "shell.execute_reply": "2024-07-21T14:13:21.689743Z"
+    },
+    "papermill": {
+     "duration": 0.048816,
+     "end_time": "2024-07-21T14:13:21.692637",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:21.643821",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/realtabformer/3\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": "3349c407",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:21.762275Z",
+     "iopub.status.busy": "2024-07-21T14:13:21.761941Z",
+     "iopub.status.idle": "2024-07-21T14:13:22.177599Z",
+     "shell.execute_reply": "2024-07-21T14:13:22.176766Z"
+    },
+    "executionInfo": {
+     "elapsed": 333,
+     "status": "ok",
+     "timestamp": 1697372585128,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.453295,
+     "end_time": "2024-07-21T14:13:22.180284",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:21.726989",
+     "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": "6ef98578",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:22.259203Z",
+     "iopub.status.busy": "2024-07-21T14:13:22.258823Z",
+     "iopub.status.idle": "2024-07-21T14:13:23.992218Z",
+     "shell.execute_reply": "2024-07-21T14:13:23.991297Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697372585711,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.774938,
+     "end_time": "2024-07-21T14:13:23.994813",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:22.219875",
+     "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": "4c5d8908",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:24.072600Z",
+     "iopub.status.busy": "2024-07-21T14:13:24.071600Z",
+     "iopub.status.idle": "2024-07-21T14:13:24.079318Z",
+     "shell.execute_reply": "2024-07-21T14:13:24.078586Z"
+    },
+    "executionInfo": {
+     "elapsed": 417,
+     "status": "ok",
+     "timestamp": 1697375526563,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.049706,
+     "end_time": "2024-07-21T14:13:24.081482",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:24.031776",
+     "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": "f8232395",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:24.154388Z",
+     "iopub.status.busy": "2024-07-21T14:13:24.153683Z",
+     "iopub.status.idle": "2024-07-21T14:13:24.158283Z",
+     "shell.execute_reply": "2024-07-21T14:13:24.157412Z"
+    },
+    "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": 0.044266,
+     "end_time": "2024-07-21T14:13:24.160646",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:24.116380",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      ".\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_dir_2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "d017125b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:24.235793Z",
+     "iopub.status.busy": "2024-07-21T14:13:24.235204Z",
+     "iopub.status.idle": "2024-07-21T14:13:24.357788Z",
+     "shell.execute_reply": "2024-07-21T14:13:24.356919Z"
+    },
+    "papermill": {
+     "duration": 0.164697,
+     "end_time": "2024-07-21T14:13:24.360779",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:24.196082",
+     "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": "8d3aa180",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:24.435364Z",
+     "iopub.status.busy": "2024-07-21T14:13:24.435056Z",
+     "iopub.status.idle": "2024-07-21T14:13:29.199480Z",
+     "shell.execute_reply": "2024-07-21T14:13:29.198621Z"
+    },
+    "papermill": {
+     "duration": 4.805198,
+     "end_time": "2024-07-21T14:13:29.201935",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:24.396737",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-21 14:13:26.401043: 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",
+      "2024-07-21 14:13:26.401107: 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",
+      "2024-07-21 14:13:26.402787: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_lct_ae\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    print(\"mlu_run\", mlu_run)\n",
+    "#     lct_ae = load_lct_ae(\n",
+    "#         dataset_name=dataset_name,\n",
+    "#         model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "#         model_name=\"lct_ae\",\n",
+    "#         df_name=\"df\",\n",
+    "#     )\n",
+    "lct_ae = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "a183137b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:29.282789Z",
+     "iopub.status.busy": "2024-07-21T14:13:29.281704Z",
+     "iopub.status.idle": "2024-07-21T14:13:29.288553Z",
+     "shell.execute_reply": "2024-07-21T14:13:29.287556Z"
+    },
+    "papermill": {
+     "duration": 0.050191,
+     "end_time": "2024-07-21T14:13:29.290749",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:29.240558",
+     "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": "bb00941e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:29.369305Z",
+     "iopub.status.busy": "2024-07-21T14:13:29.368953Z",
+     "iopub.status.idle": "2024-07-21T14:13:32.534696Z",
+     "shell.execute_reply": "2024-07-21T14:13:32.533501Z"
+    },
+    "papermill": {
+     "duration": 3.20807,
+     "end_time": "2024-07-21T14:13:32.537252",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:29.329182",
+     "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": "d13a1bfe",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:32.615472Z",
+     "iopub.status.busy": "2024-07-21T14:13:32.614821Z",
+     "iopub.status.idle": "2024-07-21T14:13:32.621626Z",
+     "shell.execute_reply": "2024-07-21T14:13:32.620611Z"
+    },
+    "papermill": {
+     "duration": 0.048876,
+     "end_time": "2024-07-21T14:13:32.623771",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:32.574895",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, None, True),\n",
+       " 'lct_gan': 14,\n",
+       " 'tab_ddpm_concat': 5}"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "preprocessor.adapter_sizes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "b261b159",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:32.702182Z",
+     "iopub.status.busy": "2024-07-21T14:13:32.701468Z",
+     "iopub.status.idle": "2024-07-21T14:13:33.222807Z",
+     "shell.execute_reply": "2024-07-21T14:13:33.221759Z"
+    },
+    "papermill": {
+     "duration": 0.564525,
+     "end_time": "2024-07-21T14:13:33.225318",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:32.660793",
+     "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": "207af273",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:33.305610Z",
+     "iopub.status.busy": "2024-07-21T14:13:33.305216Z",
+     "iopub.status.idle": "2024-07-21T14:13:33.311927Z",
+     "shell.execute_reply": "2024-07-21T14:13:33.310919Z"
+    },
+    "papermill": {
+     "duration": 0.049115,
+     "end_time": "2024-07-21T14:13:33.314131",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:33.265016",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.model.pipeline import remove_non_model_params\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    params2 = remove_non_model_params(params)\n",
+    "    mlu_model = create_model(\n",
+    "        adapters=preprocessor.adapter_sizes,\n",
+    "        #Body=\"twin_encoder\",\n",
+    "        **params2,\n",
+    "    )\n",
+    "    #cf.apply_weight_standardization(model, n_last_layers_ignore=0)\n",
+    "    print(mlu_model.models, len(mlu_model.adapters))\n",
+    "else:\n",
+    "    mlu_model = None\n",
+    "    mlu_trainer = None\n",
+    "    ae_mlu_trainer = None\n",
+    "    gan_mlu_trainer = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "176be04d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:33.389104Z",
+     "iopub.status.busy": "2024-07-21T14:13:33.388759Z",
+     "iopub.status.idle": "2024-07-21T14:13:33.440742Z",
+     "shell.execute_reply": "2024-07-21T14:13:33.439895Z"
+    },
+    "papermill": {
+     "duration": 0.091895,
+     "end_time": "2024-07-21T14:13:33.443086",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:33.351191",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import ml_utility_loss.synthesizers.realtabformer.params2 as MLU_PARAMS\n",
+    "from ml_utility_loss.tuning import map_parameters\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_params0 = getattr(MLU_PARAMS, dataset_name)\n",
+    "    mlu_params = mlu_params0.BEST_DICT[gp][gp_multiply]\n",
+    "    if isinstance(mlu_params, (list, tuple)):\n",
+    "        mlu_params = mlu_params[param_index]\n",
+    "    mlu_params = map_parameters(mlu_params, param_space=mlu_params0.PARAM_SPACE)\n",
+    "    mlu_params[\"target\"] = mlu_params.pop(\"mlu_target\", mlu_params.pop(\"target\", None))\n",
+    "    mlu_params[\"lr\"] = mlu_params.pop(\"mlu_lr\", mlu_params.pop(\"lr\", None))\n",
+    "    mlu_params[\"loss_fn\"] = mlu_params.pop(\"mlu_loss_fn\", mlu_params.pop(\"loss_fn\", None))\n",
+    "    mlu_params[\"Optim\"] = mlu_params.pop(\"mlu_Optim\", mlu_params.pop(\"Optim\", None))\n",
+    "    mlu_params.pop(\"gradient_penalty_kwargs\", None)\n",
+    "    print(mlu_params)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "53fb5314",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:33.522034Z",
+     "iopub.status.busy": "2024-07-21T14:13:33.521665Z",
+     "iopub.status.idle": "2024-07-21T14:13:33.527820Z",
+     "shell.execute_reply": "2024-07-21T14:13:33.526885Z"
+    },
+    "papermill": {
+     "duration": 0.047918,
+     "end_time": "2024-07-21T14:13:33.530070",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:33.482152",
+     "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": "e663f90a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:33.605407Z",
+     "iopub.status.busy": "2024-07-21T14:13:33.604426Z",
+     "iopub.status.idle": "2024-07-21T14:13:33.609351Z",
+     "shell.execute_reply": "2024-07-21T14:13:33.608332Z"
+    },
+    "papermill": {
+     "duration": 0.045005,
+     "end_time": "2024-07-21T14:13:33.611621",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:33.566616",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "e153de13",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:33.690183Z",
+     "iopub.status.busy": "2024-07-21T14:13:33.689783Z",
+     "iopub.status.idle": "2024-07-21T14:13:33.696337Z",
+     "shell.execute_reply": "2024-07-21T14:13:33.695481Z"
+    },
+    "papermill": {
+     "duration": 0.04879,
+     "end_time": "2024-07-21T14:13:33.698399",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:33.649609",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_dataset\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    dataset = load_dataset(\n",
+    "        dataset_dir=os.path.join(path_prefix, \"ml-utility-loss/\", \"synthetics\", dataset_name),\n",
+    "        preprocessor=preprocessor,\n",
+    "        cache_dir=os.path.join(path_prefix, dataset_name, \"_cache_inference\"),\n",
+    "        val=False,\n",
+    "        ratio=None,\n",
+    "        drop_first_column=True,\n",
+    "        model=single_model,\n",
+    "        train=\"train\", test=\"test\", value=\"real_value\",\n",
+    "        file=\"info_2.csv\",\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "b920282f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:33.771686Z",
+     "iopub.status.busy": "2024-07-21T14:13:33.770880Z",
+     "iopub.status.idle": "2024-07-21T14:13:34.026113Z",
+     "shell.execute_reply": "2024-07-21T14:13:34.025163Z"
+    },
+    "papermill": {
+     "duration": 0.294586,
+     "end_time": "2024-07-21T14:13:34.028666",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:33.734080",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.wrapper import MLUtilityTrainer\n",
+    "from ml_utility_loss.util import clear_memory\n",
+    "import os\n",
+    "clear_memory()\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_trainer = MLUtilityTrainer(\n",
+    "        model=mlu_model[single_model],\n",
+    "        dataset=dataset,\n",
+    "        debug=True,\n",
+    "        log_path=os.path.join(model_dir_2, \"mlu_log.csv\"),\n",
+    "        **mlu_params,\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "b5a66ab6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:34.105317Z",
+     "iopub.status.busy": "2024-07-21T14:13:34.104981Z",
+     "iopub.status.idle": "2024-07-21T14:13:34.114597Z",
+     "shell.execute_reply": "2024-07-21T14:13:34.113739Z"
+    },
+    "executionInfo": {
+     "elapsed": 2,
+     "status": "ok",
+     "timestamp": 1697375527010,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.050792,
+     "end_time": "2024-07-21T14:13:34.116588",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:34.065796",
+     "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": "e6291c08",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000,
+     "referenced_widgets": [
+      "c50b731f02a449a9b45103069f4f7f1f",
+      "8b711dcc883b4a5ea5580b6033044568",
+      "941d784de1f94bf382b875d2f4e902d8",
+      "06f1d325461e45d986ca92ed7763c06c",
+      "cf183620ec88415181febd8d639656e5",
+      "a79d746c0992418d9d2b1c8b93f7c52f",
+      "b0ad7760d42c4e8e844f46a4c6fd7d27",
+      "5bbafc9b78434f96b3320f860c6a1666",
+      "ebfb668fada444e28794b30122f0e123",
+      "34cd0bea60554071933074b75a7c6689",
+      "12513cd366e54425843cce520414d0f3",
+      "ef91306c079a4b9796591e1a6e666874",
+      "d25d12efe79e41c99eb5b0bc5d5b278d",
+      "d548ef70fcfc477e92ae9af81f0f8bcc",
+      "f1758d61d6254a16800764c56a5d1ea7",
+      "fa5f3621d3e049b4a890ca7b1b6600e3",
+      "361ecc4d770648d7949bdd3f6bfa6499",
+      "5daab13d10b443e4a1561c12805145f6",
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+      "1508878514f9426bae5cb899906897d8",
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+      "3e819133ed9e4eaea312c707c16f6f60",
+      "40d456808e0a49fcb78372a33e3a99db",
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+      "b3a8803744e24a97ba9ad443b70b61e7",
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+      "ec919e48b3814671bfdc7b134850ab74",
+      "f8683dc126714884a483d741c979d73f"
+     ]
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:13:34.191760Z",
+     "iopub.status.busy": "2024-07-21T14:13:34.191438Z",
+     "iopub.status.idle": "2024-07-21T14:15:16.154497Z",
+     "shell.execute_reply": "2024-07-21T14:15:16.153367Z"
+    },
+    "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": 102.003694,
+     "end_time": "2024-07-21T14:15:16.157135",
+     "exception": false,
+     "start_time": "2024-07-21T14:13:34.153441",
+     "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      0.017724\n",
+      "std       0.037256\n",
+      "min      -0.025000\n",
+      "25%      -0.003947\n",
+      "50%       0.006579\n",
+      "75%       0.038158\n",
+      "max       0.106579\n",
+      "dtype: float64\n",
+      "Sensitivity threshold: 0.08736842105263157 qt_max: 0.05\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model is cuda! Device is cuda\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "==========================================================================================\n",
+      "Layer (type:depth-idx)                   Output Shape              Param #\n",
+      "==========================================================================================\n",
+      "GPT2LMHeadModel                          [3, 16, 24, 54]           --\n",
+      "├─GPT2Model: 1-1                         [3, 16, 24, 54]           --\n",
+      "│    └─Embedding: 2-1                    [3, 24, 864]              76,896\n",
+      "│    └─Embedding: 2-2                    [1, 24, 864]              442,368\n",
+      "│    └─Dropout: 2-3                      [3, 24, 864]              --\n",
+      "│    └─ModuleList: 2-4                   --                        --\n",
+      "│    │    └─GPT2Block: 3-1               [3, 24, 864]              8,969,184\n",
+      "│    │    └─GPT2Block: 3-2               [3, 24, 864]              8,969,184\n",
+      "│    │    └─GPT2Block: 3-3               [3, 24, 864]              8,969,184\n",
+      "│    │    └─GPT2Block: 3-4               [3, 24, 864]              8,969,184\n",
+      "│    │    └─GPT2Block: 3-5               [3, 24, 864]              8,969,184\n",
+      "│    │    └─GPT2Block: 3-6               [3, 24, 864]              8,969,184\n",
+      "│    └─LayerNorm: 2-5                    [3, 24, 864]              1,728\n",
+      "├─Linear: 1-2                            [3, 24, 89]               76,896\n",
+      "==========================================================================================\n",
+      "Total params: 54,412,992\n",
+      "Trainable params: 54,412,992\n",
+      "Non-trainable params: 0\n",
+      "Total mult-adds (G): 348.65\n",
+      "==========================================================================================\n",
+      "Input size (MB): 0.00\n",
+      "Forward/backward pass size (MB): 34.06\n",
+      "Params size (MB): 217.65\n",
+      "Estimated Total Size (MB): 251.71\n",
+      "==========================================================================================\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='35' max='35' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [35/35 00:07, Epoch 4/5]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Step</th>\n",
+       "      <th>Training Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 5,                     sensitivity_threshold: 0.08736842105263157,                         val_sensitivity: 0.009736842105263153,                             val_sensitivities: [-0.0039473684210526334, 0.0065789473684210505, -0.0039473684210526334, -0.025, 0.0065789473684210505, 0.05921052631578947, 0.017105263157894735, 0.0381578947368421, 0.03289473684210526, 0.022368421052631572, -0.0039473684210526334, 0.0065789473684210505, -0.0039473684210526334, 0.0013157894736842094, -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='70' max='70' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [70/70 00:07, 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": [
+      "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: 0.08736842105263157,                         val_sensitivity: 0.025877192982456134,                             val_sensitivities: [-0.025, -0.014473684210526317, -0.025, 0.017105263157894735, -0.0039473684210526334, 0.06973684210526315, 0.017105263157894735, 0.02763157894736842, 0.01184210526315789, 0.03289473684210526, 0.075, 0.05921052631578947, 0.017105263157894735, 0.06447368421052631, 0.06447368421052631]\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 00:09, 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>0.537300</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: 15,                     sensitivity_threshold: 0.08736842105263157,                         val_sensitivity: 0.034298245614035085,                             val_sensitivities: [0.017105263157894735, 0.03289473684210526, 0.017105263157894735, 0.06447368421052631, 0.027631578947368417, 0.09605263157894736, 0.04342105263157895, 0.04868421052631579, 0.08026315789473684, 0.06447368421052632, -0.0039473684210526334, 0.017105263157894735, 0.0065789473684210505, 0.0065789473684210505, -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='140' max='140' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [140/140 00:07, 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": [
+      "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: 0.08736842105263157,                         val_sensitivity: 0.039912280701754385,                             val_sensitivities: [-0.0039473684210526334, 0.027631578947368417, -0.0039473684210526334, 0.05921052631578946, 0.04868421052631579, 0.038157894736842106, -0.0039473684210526334, -0.0039473684210526334, -0.014473684210526317, 0.017105263157894735, 0.075, 0.12763157894736843, 0.027631578947368417, 0.07500000000000001, 0.13289473684210526]\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 00:07, 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": [
+      "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: 0.08736842105263157,                         val_sensitivity: 0.0034210526315789466,                             val_sensitivities: [-0.0039473684210526334, 0.011842105263157892, -0.0039473684210526334, 0.04868421052631579, -0.0039473684210526334, 0.038157894736842106, 0.043421052631578944, 0.017105263157894735, 0.03289473684210526, -0.0039473684210526334, -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='210' max='210' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [210/210 00:09, 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>0.441100</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: 30,                     sensitivity_threshold: 0.08736842105263157,                         val_sensitivity: 0.055,                             val_sensitivities: [0.017105263157894735, 0.032894736842105254, 0.0065789473684210505, 0.06973684210526315, 0.027631578947368417, 0.12236842105263157, 0.053947368421052626, 0.04868421052631579, 0.03289473684210526, 0.05921052631578947, 0.06973684210526315, 0.12236842105263157, 0.043421052631578944, 0.043421052631578944, 0.07500000000000001]\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 00:08, 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": [
+      "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: 0.08736842105263157,                         val_sensitivity: 0.07640350877192982,                             val_sensitivities: [0.05921052631578947, 0.10657894736842105, 0.10131578947368422, 0.10657894736842105, 0.06973684210526315, 0.09078947368421053, 0.05394736842105263, 0.08552631578947367, 0.05921052631578948, 0.053947368421052626, 0.08026315789473684, 0.10657894736842105, 0.05394736842105263, 0.0381578947368421, 0.08026315789473684]\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 00:08, 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": [
+      "Generated 0 invalid samples out of total 128 samples generated. Sampling efficiency is: 100.0000%\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Saving not-best model...\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Critic round: 40,                     sensitivity_threshold: 0.08736842105263157,                         val_sensitivity: 0.09850877192982456,                             val_sensitivities: [0.017105263157894735, 0.0381578947368421, 0.0065789473684210505, 0.06447368421052631, 0.07500000000000001, 0.16447368421052633, 0.12763157894736843, 0.1539473684210526, 0.10131578947368422, 0.13289473684210526, 0.16447368421052633, 0.15394736842105264, 0.027631578947368417, 0.11184210526315788, 0.13815789473684212]\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 00:07, 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>0.404200</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: 0.08736842105263157,                         val_sensitivity: 0.04307017543859648,                             val_sensitivities: [0.017105263157894735, 0.0065789473684210505, 0.0065789473684210505, 0.043421052631578944, 0.027631578947368417, 0.10131578947368422, 0.0381578947368421, 0.06447368421052632, 0.06973684210526315, 0.08026315789473684, 0.05394736842105263, 0.032894736842105254, 0.0381578947368421, 0.017105263157894735, 0.04868421052631579]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<ml_utility_loss.synthesizers.realtabformer.rtf_trainer.ResumableTrainer at 0x7e676da07ac0>"
+      ]
+     },
+     "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": "d907208b",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:15:16.249169Z",
+     "iopub.status.busy": "2024-07-21T14:15:16.248774Z",
+     "iopub.status.idle": "2024-07-21T14:15:25.813475Z",
+     "shell.execute_reply": "2024-07-21T14:15:25.811875Z"
+    },
+    "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": 9.616167,
+     "end_time": "2024-07-21T14:15:25.817774",
+     "exception": false,
+     "start_time": "2024-07-21T14:15:16.201607",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Copying artefacts from: best-disc-model\n",
+      "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",
+    "if not save_embedding:\n",
+    "    !rm -rf {model_dir_2}/{df_name}/mean-best-disc-model\n",
+    "    !rm -rf {model_dir_2}/{df_name}/best-disc-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": "67513871",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:15:25.913228Z",
+     "iopub.status.busy": "2024-07-21T14:15:25.912212Z",
+     "iopub.status.idle": "2024-07-21T14:15:25.919749Z",
+     "shell.execute_reply": "2024-07-21T14:15:25.918800Z"
+    },
+    "papermill": {
+     "duration": 0.057388,
+     "end_time": "2024-07-21T14:15:25.921935",
+     "exception": false,
+     "start_time": "2024-07-21T14:15:25.864547",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import torch\n",
+    "import os\n",
+    "from copy import deepcopy\n",
+    "\n",
+    "if save_embedding:\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": "44a212cc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:15:26.015406Z",
+     "iopub.status.busy": "2024-07-21T14:15:26.014973Z",
+     "iopub.status.idle": "2024-07-21T14:15:50.986838Z",
+     "shell.execute_reply": "2024-07-21T14:15:50.985880Z"
+    },
+    "executionInfo": {
+     "elapsed": 4,
+     "status": "ok",
+     "timestamp": 1697377448897,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 25.022252,
+     "end_time": "2024-07-21T14:15:50.989379",
+     "exception": false,
+     "start_time": "2024-07-21T14:15:25.967127",
+     "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": "21fb5a27",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:15:51.086727Z",
+     "iopub.status.busy": "2024-07-21T14:15:51.086327Z",
+     "iopub.status.idle": "2024-07-21T14:15:51.093437Z",
+     "shell.execute_reply": "2024-07-21T14:15:51.092570Z"
+    },
+    "papermill": {
+     "duration": 0.057119,
+     "end_time": "2024-07-21T14:15:51.095814",
+     "exception": false,
+     "start_time": "2024-07-21T14:15:51.038695",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./29\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'/kaggle/working/eval/iris/realtabformer/3'"
+      ]
+     },
+     "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": "bd125c33",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:15:51.187212Z",
+     "iopub.status.busy": "2024-07-21T14:15:51.186380Z",
+     "iopub.status.idle": "2024-07-21T14:15:51.193211Z",
+     "shell.execute_reply": "2024-07-21T14:15:51.192271Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697377448897,
+     "user": {
+      "displayName": "Xrinky Stinky",
+      "userId": "04754368263729372317"
+     },
+     "user_tz": -420
+    },
+    "id": "nB724X33v4Qd",
+    "papermill": {
+     "duration": 0.055362,
+     "end_time": "2024-07-21T14:15:51.195205",
+     "exception": false,
+     "start_time": "2024-07-21T14:15:51.139843",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "if save_embedding:\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": "42b4c3a8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T14:15:51.289714Z",
+     "iopub.status.busy": "2024-07-21T14:15:51.288886Z",
+     "iopub.status.idle": "2024-07-21T14:15:51.295655Z",
+     "shell.execute_reply": "2024-07-21T14:15:51.294742Z"
+    },
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+     "duration": 0.056171,
+     "end_time": "2024-07-21T14:15:51.297569",
+     "exception": false,
+     "start_time": "2024-07-21T14:15:51.241398",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "if save_embedding:\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\"))"
+   ]
+  }
+ ],
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+   "output_path": "eval/iris/realtabformer/3/realtabformer_eval.ipynb",
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